From 09b7c237d167746612aefb3befb3dfccdba07b72 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 28 May 2025 20:39:46 +0000
Subject: [PATCH 01/36] refactor:moved all llm packages to "golem-llm" folder
 and updated CI and makefile.toml

---
 .github/workflows/ci.yaml                     |   8 +-
 Cargo.toml                                    |   9 +-
 Makefile.toml                                 | 249 ++++++++++--------
 .../llm-anthropic}/Cargo.toml                 |   0
 .../llm-anthropic}/src/bindings.rs            |   0
 .../llm-anthropic}/src/client.rs              |   0
 .../llm-anthropic}/src/conversions.rs         |   0
 .../llm-anthropic}/src/lib.rs                 |   0
 .../llm-anthropic}/wit/anhropic.wit           |   0
 .../wit/deps/golem-llm/golem-llm.wit          |   0
 .../llm-anthropic}/wit/deps/wasi:io/error.wit |   0
 .../llm-anthropic}/wit/deps/wasi:io/poll.wit  |   0
 .../wit/deps/wasi:io/streams.wit              |   0
 .../llm-anthropic}/wit/deps/wasi:io/world.wit |   0
 {llm-grok => golem-llm/llm-grok}/Cargo.toml   |   0
 .../llm-grok}/src/bindings.rs                 |   0
 .../llm-grok}/src/client.rs                   |   0
 .../llm-grok}/src/conversions.rs              |   0
 {llm-grok => golem-llm/llm-grok}/src/lib.rs   |   0
 .../wit/deps/golem-llm/golem-llm.wit          |   0
 .../llm-grok}/wit/deps/wasi:io/error.wit      |   0
 .../llm-grok}/wit/deps/wasi:io/poll.wit       |   0
 .../llm-grok}/wit/deps/wasi:io/streams.wit    |   0
 .../llm-grok}/wit/deps/wasi:io/world.wit      |   0
 {llm-grok => golem-llm/llm-grok}/wit/grok.wit |   0
 .../llm-ollama}/Cargo.toml                    |   0
 .../llm-ollama}/src/bindings.rs               |   0
 .../llm-ollama}/src/client.rs                 |   0
 .../llm-ollama}/src/conversions.rs            |   0
 .../llm-ollama}/src/lib.rs                    |   0
 .../wit/deps/golem-llm/golem-llm.wit          |   0
 .../llm-ollama}/wit/deps/wasi:io/error.wit    |   0
 .../llm-ollama}/wit/deps/wasi:io/poll.wit     |   0
 .../llm-ollama}/wit/deps/wasi:io/streams.wit  |   0
 .../llm-ollama}/wit/deps/wasi:io/world.wit    |   0
 .../llm-ollama}/wit/ollama.wit                |   0
 .../llm-openai}/Cargo.toml                    |   0
 .../llm-openai}/src/bindings.rs               |   0
 .../llm-openai}/src/client.rs                 |   0
 .../llm-openai}/src/conversions.rs            |   0
 .../llm-openai}/src/lib.rs                    |   0
 .../wit/deps/golem-llm/golem-llm.wit          |   0
 .../llm-openai}/wit/deps/wasi:io/error.wit    |   0
 .../llm-openai}/wit/deps/wasi:io/poll.wit     |   0
 .../llm-openai}/wit/deps/wasi:io/streams.wit  |   0
 .../llm-openai}/wit/deps/wasi:io/world.wit    |   0
 .../llm-openai}/wit/openai.wit                |   0
 .../llm-openrouter}/Cargo.toml                |   0
 .../llm-openrouter}/src/bindings.rs           |   0
 .../llm-openrouter}/src/client.rs             |   0
 .../llm-openrouter}/src/conversions.rs        |   0
 .../llm-openrouter}/src/lib.rs                |   0
 .../wit/deps/golem-llm/golem-llm.wit          |   0
 .../wit/deps/wasi:io/error.wit                |   0
 .../llm-openrouter}/wit/deps/wasi:io/poll.wit |   0
 .../wit/deps/wasi:io/streams.wit              |   0
 .../wit/deps/wasi:io/world.wit                |   0
 .../llm-openrouter}/wit/openrouter.wit        |   0
 {llm => golem-llm/llm}/Cargo.toml             |   2 +-
 {llm => golem-llm/llm}/src/chat_stream.rs     |   0
 {llm => golem-llm/llm}/src/config.rs          |   0
 {llm => golem-llm/llm}/src/durability.rs      |   0
 {llm => golem-llm/llm}/src/error.rs           |   0
 .../llm}/src/event_source/error.rs            |   0
 .../llm}/src/event_source/event_stream.rs     |   0
 .../llm}/src/event_source/message_event.rs    |   0
 .../llm}/src/event_source/mod.rs              |   0
 .../llm}/src/event_source/ndjson_stream.rs    |   0
 .../llm}/src/event_source/parser.rs           |   0
 .../llm}/src/event_source/stream.rs           |   0
 .../llm}/src/event_source/utf8_stream.rs      |   0
 {llm => golem-llm/llm}/src/lib.rs             |   0
 .../llm}/wit/deps/golem-llm/golem-llm.wit     |   0
 .../llm}/wit/deps/wasi:io/error.wit           |   0
 .../llm}/wit/deps/wasi:io/poll.wit            |   0
 .../llm}/wit/deps/wasi:io/streams.wit         |   0
 .../llm}/wit/deps/wasi:io/world.wit           |   0
 {llm => golem-llm/llm}/wit/llm.wit            |   0
 {test => golem-llm/test}/.gitignore           |   0
 .../test}/.vscode/settings.json               |   0
 {test => golem-llm/test}/Cargo.lock           |   0
 {test => golem-llm/test}/Cargo.toml           |   0
 .../test}/common-rust/common-lib/Cargo.toml   |   0
 .../test}/common-rust/common-lib/src/lib.rs   |   0
 .../test}/common-rust/golem.yaml              |   0
 .../test}/components-rust/.gitignore          |   0
 .../components-rust/test-helper/Cargo.lock    |   0
 .../components-rust/test-helper/Cargo.toml    |   0
 .../components-rust/test-helper/golem.yaml    |   0
 .../components-rust/test-helper/src/lib.rs    |   0
 .../test-helper/wit/test-helper.wit           |   0
 .../test}/components-rust/test-llm/Cargo.lock |   0
 .../test}/components-rust/test-llm/Cargo.toml |   0
 .../test}/components-rust/test-llm/golem.yaml |   0
 .../test}/components-rust/test-llm/src/lib.rs |   0
 .../components-rust/test-llm/wit/test-llm.wit |   0
 {test => golem-llm/test}/data/cat.png         | Bin
 {test => golem-llm/test}/golem.yaml           |   0
 .../test}/wit/deps/golem-llm/golem-llm.wit    |   0
 .../test}/wit/deps/io/error.wit               |   0
 {test => golem-llm/test}/wit/deps/io/poll.wit |   0
 .../test}/wit/deps/io/streams.wit             |   0
 .../test}/wit/deps/io/world.wit               |   0
 {wit => golem-llm/wit}/deps.lock              |   0
 {wit => golem-llm/wit}/deps.toml              |   0
 {wit => golem-llm/wit}/deps/wasi:io/error.wit |   0
 {wit => golem-llm/wit}/deps/wasi:io/poll.wit  |   0
 .../wit}/deps/wasi:io/streams.wit             |   0
 {wit => golem-llm/wit}/deps/wasi:io/world.wit |   0
 {wit => golem-llm/wit}/golem-llm.wit          |   0
 110 files changed, 142 insertions(+), 126 deletions(-)
 rename {llm-anthropic => golem-llm/llm-anthropic}/Cargo.toml (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/src/bindings.rs (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/src/client.rs (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/src/conversions.rs (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/src/lib.rs (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/anhropic.wit (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/deps/wasi:io/error.wit (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm-anthropic => golem-llm/llm-anthropic}/wit/deps/wasi:io/world.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/Cargo.toml (100%)
 rename {llm-grok => golem-llm/llm-grok}/src/bindings.rs (100%)
 rename {llm-grok => golem-llm/llm-grok}/src/client.rs (100%)
 rename {llm-grok => golem-llm/llm-grok}/src/conversions.rs (100%)
 rename {llm-grok => golem-llm/llm-grok}/src/lib.rs (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/deps/wasi:io/error.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/deps/wasi:io/world.wit (100%)
 rename {llm-grok => golem-llm/llm-grok}/wit/grok.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/Cargo.toml (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/src/bindings.rs (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/src/client.rs (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/src/conversions.rs (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/src/lib.rs (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/deps/wasi:io/error.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/deps/wasi:io/world.wit (100%)
 rename {llm-ollama => golem-llm/llm-ollama}/wit/ollama.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/Cargo.toml (100%)
 rename {llm-openai => golem-llm/llm-openai}/src/bindings.rs (100%)
 rename {llm-openai => golem-llm/llm-openai}/src/client.rs (100%)
 rename {llm-openai => golem-llm/llm-openai}/src/conversions.rs (100%)
 rename {llm-openai => golem-llm/llm-openai}/src/lib.rs (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/deps/wasi:io/error.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/deps/wasi:io/world.wit (100%)
 rename {llm-openai => golem-llm/llm-openai}/wit/openai.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/Cargo.toml (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/src/bindings.rs (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/src/client.rs (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/src/conversions.rs (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/src/lib.rs (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/deps/wasi:io/error.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/deps/wasi:io/world.wit (100%)
 rename {llm-openrouter => golem-llm/llm-openrouter}/wit/openrouter.wit (100%)
 rename {llm => golem-llm/llm}/Cargo.toml (81%)
 rename {llm => golem-llm/llm}/src/chat_stream.rs (100%)
 rename {llm => golem-llm/llm}/src/config.rs (100%)
 rename {llm => golem-llm/llm}/src/durability.rs (100%)
 rename {llm => golem-llm/llm}/src/error.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/error.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/event_stream.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/message_event.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/mod.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/ndjson_stream.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/parser.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/stream.rs (100%)
 rename {llm => golem-llm/llm}/src/event_source/utf8_stream.rs (100%)
 rename {llm => golem-llm/llm}/src/lib.rs (100%)
 rename {llm => golem-llm/llm}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {llm => golem-llm/llm}/wit/deps/wasi:io/error.wit (100%)
 rename {llm => golem-llm/llm}/wit/deps/wasi:io/poll.wit (100%)
 rename {llm => golem-llm/llm}/wit/deps/wasi:io/streams.wit (100%)
 rename {llm => golem-llm/llm}/wit/deps/wasi:io/world.wit (100%)
 rename {llm => golem-llm/llm}/wit/llm.wit (100%)
 rename {test => golem-llm/test}/.gitignore (100%)
 rename {test => golem-llm/test}/.vscode/settings.json (100%)
 rename {test => golem-llm/test}/Cargo.lock (100%)
 rename {test => golem-llm/test}/Cargo.toml (100%)
 rename {test => golem-llm/test}/common-rust/common-lib/Cargo.toml (100%)
 rename {test => golem-llm/test}/common-rust/common-lib/src/lib.rs (100%)
 rename {test => golem-llm/test}/common-rust/golem.yaml (100%)
 rename {test => golem-llm/test}/components-rust/.gitignore (100%)
 rename {test => golem-llm/test}/components-rust/test-helper/Cargo.lock (100%)
 rename {test => golem-llm/test}/components-rust/test-helper/Cargo.toml (100%)
 rename {test => golem-llm/test}/components-rust/test-helper/golem.yaml (100%)
 rename {test => golem-llm/test}/components-rust/test-helper/src/lib.rs (100%)
 rename {test => golem-llm/test}/components-rust/test-helper/wit/test-helper.wit (100%)
 rename {test => golem-llm/test}/components-rust/test-llm/Cargo.lock (100%)
 rename {test => golem-llm/test}/components-rust/test-llm/Cargo.toml (100%)
 rename {test => golem-llm/test}/components-rust/test-llm/golem.yaml (100%)
 rename {test => golem-llm/test}/components-rust/test-llm/src/lib.rs (100%)
 rename {test => golem-llm/test}/components-rust/test-llm/wit/test-llm.wit (100%)
 rename {test => golem-llm/test}/data/cat.png (100%)
 rename {test => golem-llm/test}/golem.yaml (100%)
 rename {test => golem-llm/test}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {test => golem-llm/test}/wit/deps/io/error.wit (100%)
 rename {test => golem-llm/test}/wit/deps/io/poll.wit (100%)
 rename {test => golem-llm/test}/wit/deps/io/streams.wit (100%)
 rename {test => golem-llm/test}/wit/deps/io/world.wit (100%)
 rename {wit => golem-llm/wit}/deps.lock (100%)
 rename {wit => golem-llm/wit}/deps.toml (100%)
 rename {wit => golem-llm/wit}/deps/wasi:io/error.wit (100%)
 rename {wit => golem-llm/wit}/deps/wasi:io/poll.wit (100%)
 rename {wit => golem-llm/wit}/deps/wasi:io/streams.wit (100%)
 rename {wit => golem-llm/wit}/deps/wasi:io/world.wit (100%)
 rename {wit => golem-llm/wit}/golem-llm.wit (100%)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index a5a2ca74a..5985d7936 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -84,7 +84,7 @@ jobs:
         run: cargo binstall --force --locked cargo-component@0.21.1
       - name: Build all test components
         run: cargo make build-test-components
-  ollama-integration-tests:
+  ollama-llm-integration-tests:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
@@ -137,8 +137,8 @@ jobs:
       - name: Build and test Ollama integration
         run: |
           set -e
-          cargo make build-ollama
-          cd test
+          cargo make build-llm-ollama
+          cd golem-llm/test
           golem-cli app build -b ollama-debug
           golem-cli app deploy -b ollama-debug
           golem-cli worker new -e GOLEM_OLLAMA_BASE_URL=http://localhost:11434 test:llm/ollama-1
@@ -153,7 +153,7 @@ jobs:
     needs:
       - tests
       - build-test-components
-      - ollama-integration-tests
+      - ollama-llm-integration-tests
     runs-on: ubuntu-latest
     permissions:
       contents: write
diff --git a/Cargo.toml b/Cargo.toml
index f1dee241e..fd4cf28ce 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,14 +1,7 @@
 [workspace]
 resolver = "2"
 
-members = [
-    "llm",
-    "llm-anthropic",
-    "llm-grok",
-    "llm-ollama",
-    "llm-openai",
-    "llm-openrouter",
-]
+members = [  "golem-llm/llm", "golem-llm/llm-anthropic", "golem-llm/llm-grok", "golem-llm/llm-ollama", "golem-llm/llm-openai", "golem-llm/llm-openrouter"]
 
 [profile.release]
 debug = false
diff --git a/Makefile.toml b/Makefile.toml
index 37053ddcd..ceef9d283 100644
--- a/Makefile.toml
+++ b/Makefile.toml
@@ -10,117 +10,117 @@ args = ["clean"]
 command = "cargo"
 args = ["test"]
 
-[tasks.build-ollama]
+[tasks.build-llm-ollama]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama"]
 
 
-[tasks.build-ollama-portable]
+[tasks.build-llm-ollama-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--no-default-features"]
 
 
-[tasks.build-anthropic]
+[tasks.build-llm-anthropic]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic"]
 
-[tasks.build-anthropic-portable]
+[tasks.build-llm-anthropic-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic", "--no-default-features"]
 
-[tasks.build-grok]
+[tasks.build-llm-grok]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok"]
 
-[tasks.build-grok-portable]
+[tasks.build-llm-grok-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--no-default-features"]
 
-[tasks.build-openai]
+[tasks.build-llm-openai]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai"]
 
-[tasks.build-openai-portable]
+[tasks.build-llm-openai-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--no-default-features"]
 
-[tasks.build-openrouter]
+[tasks.build-llm-openrouter]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter"]
 
-[tasks.build-openrouter-portable]
+[tasks.build-llm-openrouter-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter", "--no-default-features"]
 
-[tasks.build]
+[tasks.build-llm]
 dependencies = [
-    "build-anthropic",
-    "build-grok",
-    "build-openai",
-    "build-openrouter",
-    "build-ollama",
+    "build-llm-anthropic",
+    "build-llm-grok",
+    "build-llm-openai",
+    "build-llm-openrouter",
+    "build-llm-ollama",
 ]
 
-[tasks.build-portable]
+[tasks.build-llm-portable]
 dependencies = [
-    "build-anthropic-portable",
-    "build-grok-portable",
-    "build-openai-portable",
-    "build-openrouter-portable",
-    "build-ollama-portable",
+    "build-llm-anthropic-portable",
+    "build-llm-grok-portable",
+    "build-llm-openai-portable",
+    "build-llm-openrouter-portable",
+    "build-llm-ollama-portable",
 ]
 
-[tasks.build-all]
+[tasks.build-all-llm]
 script_runner = "@duckscript"
 script = '''
-mkdir components/debug
+mkdir components/llm/debug
 
 cm_run_task clean
-cm_run_task build
+cm_run_task build-llm
 
-cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/debug/golem_llm_anthropic.wasm
-cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/debug/golem_llm_grok.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/debug/golem_llm_openai.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/debug/golem_llm_openrouter.wasm
-cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/debug/golem_llm_ollama.wasm
+cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/llm/debug/golem_llm_anthropic.wasm
+cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/llm/debug/golem_llm_grok.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/llm/debug/golem_llm_openai.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/llm/debug/golem_llm_openrouter.wasm
+cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/llm/debug/golem_llm_ollama.wasm
 
 cm_run_task clean
-cm_run_task build-portable
+cm_run_task build-llm-portable
 
-cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/debug/golem_llm_anthropic-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/debug/golem_llm_grok-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/debug/golem_llm_openai-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/debug/golem_llm_openrouter-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/debug/golem_llm_ollama-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/llm/debug/golem_llm_anthropic-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/llm/debug/golem_llm_grok-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/llm/debug/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/llm/debug/golem_llm_openrouter-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/llm/debug/golem_llm_ollama-portable.wasm
 '''
 
-[tasks.release-build-ollama]
+[tasks.release-build-llm-ollama]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--release"]
 
-[tasks.release-build-ollama-portable]
+[tasks.release-build-llm-ollama-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--release", "--no-default-features"]
 
 
-[tasks.release-build-anthropic]
+[tasks.release-build-llm-anthropic]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic", "--release"]
 
-[tasks.release-build-anthropic-portable]
+[tasks.release-build-llm-anthropic-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = [
@@ -131,32 +131,32 @@ args = [
     "--no-default-features",
 ]
 
-[tasks.release-build-grok]
+[tasks.release-build-llm-grok]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--release"]
 
-[tasks.release-build-grok-portable]
+[tasks.release-build-llm-grok-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--release", "--no-default-features"]
 
-[tasks.release-build-openai]
+[tasks.release-build-llm-openai]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--release"]
 
-[tasks.release-build-openai-portable]
+[tasks.release-build-llm-openai-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--release", "--no-default-features"]
 
-[tasks.release-build-openrouter]
+[tasks.release-build-llm-openrouter]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter", "--release"]
 
-[tasks.release-build-openrouter-portable]
+[tasks.release-build-llm-openrouter-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = [
@@ -167,57 +167,57 @@ args = [
     "--no-default-features",
 ]
 
-[tasks.release-build]
+[tasks.release-build-llm]
 dependencies = [
-    "release-build-anthropic",
-    "release-build-grok",
-    "release-build-openai",
-    "release-build-openrouter",
-    "release-build-ollama",
+    "release-build-llm-anthropic",
+    "release-build-llm-grok",
+    "release-build-llm-openai",
+    "release-build-llm-openrouter",
+    "release-build-llm-ollama",
 ]
 
-[tasks.release-build-portable]
+[tasks.release-build-llm-portable]
 dependencies = [
-    "release-build-anthropic-portable",
-    "release-build-grok-portable",
-    "release-build-openai-portable",
-    "release-build-openrouter-portable",
-    "release-build-ollama-portable",
+    "release-build-llm-anthropic-portable",
+    "release-build-llm-grok-portable",
+    "release-build-llm-openai-portable",
+    "release-build-llm-openrouter-portable",
+    "release-build-llm-ollama-portable",
 ]
 
-[tasks.release-build-all]
+[tasks.release-build-all-llm]
 script_runner = "@duckscript"
 script = '''
-mkdir components/release
+mkdir components/llm/release
 
 cm_run_task set-version
 
 cm_run_task clean
-cm_run_task release-build
+cm_run_task release-build-llm
 
-cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/release/golem_llm_anthropic.wasm
-cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/release/golem_llm_grok.wasm
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/release/golem_llm_openai.wasm
-cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/release/golem_llm_openrouter.wasm
-cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/release/golem_llm_ollama.wasm
+cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/llm/release/golem_llm_anthropic.wasm
+cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/llm/release/golem_llm_grok.wasm
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/llm/release/golem_llm_openai.wasm
+cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/llm/release/golem_llm_openrouter.wasm
+cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/llm/release/golem_llm_ollama.wasm
 
 cm_run_task clean
-cm_run_task release-build-portable
+cm_run_task release-build-llm-portable
 
-cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/release/golem_llm_anthropic-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/release/golem_llm_grok-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/release/golem_llm_openai-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/release/golem_llm_openrouter-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/release/golem_llm_ollama-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/llm/release/golem_llm_anthropic-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/llm/release/golem_llm_grok-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/llm/release/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/llm/release/golem_llm_openrouter-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/llm/release/golem_llm_ollama-portable.wasm
 '''
 
-[tasks.wit-update]
+[tasks.wit-llm-update]
 install_crate = { crate_name = "wit-deps-cli" }
 command = "wit-deps"
 args = ["update"]
 
-[tasks.wit]
-dependencies = ["wit-update"]
+[tasks.wit-llm]
+dependencies = ["wit-llm-update"]
 
 #condition = { files_modified = { input = [
 #    "wit/golem-llm.wit",
@@ -232,42 +232,43 @@ dependencies = ["wit-update"]
 
 script_runner = "@duckscript"
 script = """
-rm -r llm/wit/deps
-mkdir llm/wit/deps/golem-llm
-cp wit/golem-llm.wit llm/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm/wit/deps
-rm -r llm-anthropic/wit/deps
-mkdir llm-anthropic/wit/deps/golem-llm
-cp wit/golem-llm.wit llm-anthropic/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm-anthropic/wit/deps
-rm -r llm-grok/wit/deps
-mkdir llm-grok/wit/deps/golem-llm
-cp wit/golem-llm.wit llm-grok/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm-grok/wit/deps
-rm -r llm-openai/wit/deps
-mkdir llm-openai/wit/deps/golem-llm
-cp wit/golem-llm.wit llm-openai/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm-openai/wit/deps
-rm -r llm-openrouter/wit/deps
-mkdir llm-openrouter/wit/deps/golem-llm
-cp wit/golem-llm.wit llm-openrouter/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm-openrouter/wit/deps
-rm -r llm-ollama/wit/deps
-mkdir llm-ollama/wit/deps/golem-llm
-cp wit/golem-llm.wit llm-ollama/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io llm-ollama/wit/deps
-
-
-rm -r test/wit
-mkdir test/wit/deps/golem-llm
-mkdir test/wit/deps/io
-cp wit/golem-llm.wit test/wit/deps/golem-llm/golem-llm.wit
-cp wit/deps/wasi:io/error.wit test/wit/deps/io/error.wit
-cp wit/deps/wasi:io/poll.wit test/wit/deps/io/poll.wit
-cp wit/deps/wasi:io/streams.wit test/wit/deps/io/streams.wit
-cp wit/deps/wasi:io/world.wit test/wit/deps/io/world.wit
+rm -r golem-llm/llm/wit/deps
+mkdir golem-llm/llm/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io golem-llm/llm/wit/deps
+rm -r golem-llm/llm-anthropic/wit/deps
+mkdir golem-llm/llm-anthropic/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm-anthropic/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io llm-anthropic/wit/deps
+rm -r golem-llm/llm-grok/wit/deps
+mkdir golem-llm/llm-grok/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm-grok/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io golem-llm/llm-grok/wit/deps
+rm -r golem-llm/llm-openai/wit/deps
+mkdir golem-llm/llm-openai/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm-openai/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io golem-llm/llm-openai/wit/deps
+rm -r golem-llm/llm-openrouter/wit/deps
+mkdir golem-llm/llm-openrouter/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm-openrouter/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io golem-llm/llm-openrouter/wit/deps
+rm -r golem-llm/llm-ollama/wit/deps
+mkdir golem-llm/llm-ollama/wit/deps/golem-llm
+cp golem-llm/wit/golem-llm.wit golem-llm/llm-ollama/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io golem-llm/llm-ollama/wit/deps
+
+
+rm -r golem-llm/test/wit
+mkdir golem-llm/test/wit/deps/golem-llm
+mkdir golem-llm/test/wit/deps/io
+cp golem-llm/wit/golem-llm.wit golem-llm/test/wit/deps/golem-llm/golem-llm.wit
+cp golem-llm/wit/deps/wasi:io/error.wit golem-llm/test/wit/deps/io/error.wit
+cp golem-llm/wit/deps/wasi:io/poll.wit golem-llm/test/wit/deps/io/poll.wit
+cp golem-llm/wit/deps/wasi:io/streams.wit golem-llm/test/wit/deps/io/streams.wit
+cp golem-llm/wit/deps/wasi:io/world.wit golem-llm/test/wit/deps/io/world.wit
 """
 
+
 [tasks.check]
 description = "Runs rustfmt and clippy checks without applying any fix"
 dependencies = ["check-clippy", "check-rustfmt"]
@@ -286,7 +287,7 @@ args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
 
 [tasks.fix]
 description = "Runs rustfmt and clippy checks and applies fixes"
-dependencies = ["wit", "fix-clippy", "fix-rustfmt"]
+dependencies = ["wit-llm", "wit-embed", "fix-clippy", "fix-rustfmt"]
 
 [tasks.fix-rustfmt]
 description = "Runs rustfmt checks and applies fixes"
@@ -308,14 +309,14 @@ args = [
     "-Dwarnings",
 ]
 
-[tasks.build-test-components]
+[tasks.build-llm-test-components]
 dependencies = ["build"]
 description = "Builds all test components with golem-cli"
 install_crate = "cargo-binstall"
 script = '''
 cargo-binstall golem-cli@1.2.2-dev.11 --locked --force --no-confirm
 cargo-binstall wac-cli --locked --force --no-confirm
-cd test
+cd golem-llm/test
 golem-cli --version
 golem-cli app clean
 golem-cli app build -b anthropic-debug
@@ -329,7 +330,6 @@ golem-cli app clean
 golem-cli app build -b ollama-debug
 '''
 
-
 [tasks.set-version]
 description = "Sets the version in all Cargo.toml files to the value of the VERSION environment variable"
 condition = { env_set = ["VERSION"] }
@@ -356,3 +356,26 @@ foreach ($file in $cargoFiles)
     Set-Content $file.PSPath
 }
 '''
+
+
+
+[tasks.build-all]
+script_runner = "@duckscript"
+script = """
+cm_run_task build-all-llm
+"""
+
+
+[tasks.release-build-all]
+script_runner = "@duckscript"
+script = """
+cm_run_task release-build-all-llm
+"""
+
+
+
+[tasks.build-test-components]
+script_runner = "@duckscript"
+script = """
+cm_run_task build-llm-test-components
+"""
\ No newline at end of file
diff --git a/llm-anthropic/Cargo.toml b/golem-llm/llm-anthropic/Cargo.toml
similarity index 100%
rename from llm-anthropic/Cargo.toml
rename to golem-llm/llm-anthropic/Cargo.toml
diff --git a/llm-anthropic/src/bindings.rs b/golem-llm/llm-anthropic/src/bindings.rs
similarity index 100%
rename from llm-anthropic/src/bindings.rs
rename to golem-llm/llm-anthropic/src/bindings.rs
diff --git a/llm-anthropic/src/client.rs b/golem-llm/llm-anthropic/src/client.rs
similarity index 100%
rename from llm-anthropic/src/client.rs
rename to golem-llm/llm-anthropic/src/client.rs
diff --git a/llm-anthropic/src/conversions.rs b/golem-llm/llm-anthropic/src/conversions.rs
similarity index 100%
rename from llm-anthropic/src/conversions.rs
rename to golem-llm/llm-anthropic/src/conversions.rs
diff --git a/llm-anthropic/src/lib.rs b/golem-llm/llm-anthropic/src/lib.rs
similarity index 100%
rename from llm-anthropic/src/lib.rs
rename to golem-llm/llm-anthropic/src/lib.rs
diff --git a/llm-anthropic/wit/anhropic.wit b/golem-llm/llm-anthropic/wit/anhropic.wit
similarity index 100%
rename from llm-anthropic/wit/anhropic.wit
rename to golem-llm/llm-anthropic/wit/anhropic.wit
diff --git a/llm-anthropic/wit/deps/golem-llm/golem-llm.wit b/golem-llm/llm-anthropic/wit/deps/golem-llm/golem-llm.wit
similarity index 100%
rename from llm-anthropic/wit/deps/golem-llm/golem-llm.wit
rename to golem-llm/llm-anthropic/wit/deps/golem-llm/golem-llm.wit
diff --git a/llm-anthropic/wit/deps/wasi:io/error.wit b/golem-llm/llm-anthropic/wit/deps/wasi:io/error.wit
similarity index 100%
rename from llm-anthropic/wit/deps/wasi:io/error.wit
rename to golem-llm/llm-anthropic/wit/deps/wasi:io/error.wit
diff --git a/llm-anthropic/wit/deps/wasi:io/poll.wit b/golem-llm/llm-anthropic/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from llm-anthropic/wit/deps/wasi:io/poll.wit
rename to golem-llm/llm-anthropic/wit/deps/wasi:io/poll.wit
diff --git a/llm-anthropic/wit/deps/wasi:io/streams.wit b/golem-llm/llm-anthropic/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from llm-anthropic/wit/deps/wasi:io/streams.wit
rename to golem-llm/llm-anthropic/wit/deps/wasi:io/streams.wit
diff --git a/llm-anthropic/wit/deps/wasi:io/world.wit b/golem-llm/llm-anthropic/wit/deps/wasi:io/world.wit
similarity index 100%
rename from llm-anthropic/wit/deps/wasi:io/world.wit
rename to golem-llm/llm-anthropic/wit/deps/wasi:io/world.wit
diff --git a/llm-grok/Cargo.toml b/golem-llm/llm-grok/Cargo.toml
similarity index 100%
rename from llm-grok/Cargo.toml
rename to golem-llm/llm-grok/Cargo.toml
diff --git a/llm-grok/src/bindings.rs b/golem-llm/llm-grok/src/bindings.rs
similarity index 100%
rename from llm-grok/src/bindings.rs
rename to golem-llm/llm-grok/src/bindings.rs
diff --git a/llm-grok/src/client.rs b/golem-llm/llm-grok/src/client.rs
similarity index 100%
rename from llm-grok/src/client.rs
rename to golem-llm/llm-grok/src/client.rs
diff --git a/llm-grok/src/conversions.rs b/golem-llm/llm-grok/src/conversions.rs
similarity index 100%
rename from llm-grok/src/conversions.rs
rename to golem-llm/llm-grok/src/conversions.rs
diff --git a/llm-grok/src/lib.rs b/golem-llm/llm-grok/src/lib.rs
similarity index 100%
rename from llm-grok/src/lib.rs
rename to golem-llm/llm-grok/src/lib.rs
diff --git a/llm-grok/wit/deps/golem-llm/golem-llm.wit b/golem-llm/llm-grok/wit/deps/golem-llm/golem-llm.wit
similarity index 100%
rename from llm-grok/wit/deps/golem-llm/golem-llm.wit
rename to golem-llm/llm-grok/wit/deps/golem-llm/golem-llm.wit
diff --git a/llm-grok/wit/deps/wasi:io/error.wit b/golem-llm/llm-grok/wit/deps/wasi:io/error.wit
similarity index 100%
rename from llm-grok/wit/deps/wasi:io/error.wit
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similarity index 81%
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index f12ada98b..c796eba28 100644
--- a/llm/Cargo.toml
+++ b/golem-llm/llm/Cargo.toml
@@ -5,7 +5,7 @@ edition = "2021"
 license = "Apache-2.0"
 homepage = "https://golem.cloud"
 repository = "https://github.com/golemcloud/golem-llm"
-description = "WebAssembly components for working with LLM APIs, with special support for Golem Cloud"
+description = "WebAssembly components for working with AI models and providers APIs, with special support for Golem Cloud"
 
 [lib]
 path = "src/lib.rs"
diff --git a/llm/src/chat_stream.rs b/golem-llm/llm/src/chat_stream.rs
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rename from test/wit/deps/io/poll.wit
rename to golem-llm/test/wit/deps/io/poll.wit
diff --git a/test/wit/deps/io/streams.wit b/golem-llm/test/wit/deps/io/streams.wit
similarity index 100%
rename from test/wit/deps/io/streams.wit
rename to golem-llm/test/wit/deps/io/streams.wit
diff --git a/test/wit/deps/io/world.wit b/golem-llm/test/wit/deps/io/world.wit
similarity index 100%
rename from test/wit/deps/io/world.wit
rename to golem-llm/test/wit/deps/io/world.wit
diff --git a/wit/deps.lock b/golem-llm/wit/deps.lock
similarity index 100%
rename from wit/deps.lock
rename to golem-llm/wit/deps.lock
diff --git a/wit/deps.toml b/golem-llm/wit/deps.toml
similarity index 100%
rename from wit/deps.toml
rename to golem-llm/wit/deps.toml
diff --git a/wit/deps/wasi:io/error.wit b/golem-llm/wit/deps/wasi:io/error.wit
similarity index 100%
rename from wit/deps/wasi:io/error.wit
rename to golem-llm/wit/deps/wasi:io/error.wit
diff --git a/wit/deps/wasi:io/poll.wit b/golem-llm/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from wit/deps/wasi:io/poll.wit
rename to golem-llm/wit/deps/wasi:io/poll.wit
diff --git a/wit/deps/wasi:io/streams.wit b/golem-llm/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from wit/deps/wasi:io/streams.wit
rename to golem-llm/wit/deps/wasi:io/streams.wit
diff --git a/wit/deps/wasi:io/world.wit b/golem-llm/wit/deps/wasi:io/world.wit
similarity index 100%
rename from wit/deps/wasi:io/world.wit
rename to golem-llm/wit/deps/wasi:io/world.wit
diff --git a/wit/golem-llm.wit b/golem-llm/wit/golem-llm.wit
similarity index 100%
rename from wit/golem-llm.wit
rename to golem-llm/wit/golem-llm.wit

From 4d0ed2570f69b74d6bc7e6896d843f01a1856408 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 28 May 2025 21:28:46 +0000
Subject: [PATCH 02/36] ci fix

---
 Makefile.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Makefile.toml b/Makefile.toml
index ceef9d283..710e4cd8e 100644
--- a/Makefile.toml
+++ b/Makefile.toml
@@ -310,7 +310,7 @@ args = [
 ]
 
 [tasks.build-llm-test-components]
-dependencies = ["build"]
+dependencies = ["build-llm"]
 description = "Builds all test components with golem-cli"
 install_crate = "cargo-binstall"
 script = '''

From e358a21811a7889c92d0e003d3aacf81bcb53b17 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Thu, 29 May 2025 08:54:24 +0000
Subject: [PATCH 03/36] CI fixes

---
 .github/workflows/ci.yaml        | 12 ++++++------
 README.md => golem-llm/README.md |  0
 2 files changed, 6 insertions(+), 6 deletions(-)
 rename README.md => golem-llm/README.md (100%)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 5985d7936..e7b41e9bc 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -115,13 +115,13 @@ jobs:
           set -e
           docker run -d --name ollama -p 11434:11434 ollama/ollama:latest
           timeout 60 bash -c 'until curl -f http://localhost:11434/api/version; do sleep 2; done'
-          echo "Pulling Qwen2.5:1.5b"
-          docker exec ollama ollama pull qwen2.5:1.5b
-          echo "Pulling Gemma2:2b"
-          docker exec ollama ollama pull gemma2:2b
+          echo "Pulling qwen3:1.7b"
+          docker exec ollama ollama pull qwen3:1.7b
+          echo "Pulling gemma3:4b"
+          docker exec ollama ollama pull gemma3:4b
           echo "Verifying models are available"
-          docker exec ollama ollama list | grep -q "qwen2.5:1.5b" || exit 1
-          docker exec ollama ollama list | grep -q "gemma2:2b" || exit 1
+          docker exec ollama ollama list | grep -q "qwen3:1.7b" || exit 1
+          docker exec ollama ollama list | grep -q "gemma3:4b" || exit 1
           echo "Ollama setup completed."
       - name: Install and Run latest Golem Server
         run: |
diff --git a/README.md b/golem-llm/README.md
similarity index 100%
rename from README.md
rename to golem-llm/README.md

From e78d6adb74e22fadfe69fa8fb2b952b317cc7c1c Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 30 May 2025 19:46:58 +0000
Subject: [PATCH 04/36] added embed

---
 golem-embed/embed/Cargo.toml                  |  26 ++
 golem-embed/embed/src/config.rs               |  22 ++
 golem-embed/embed/src/error.rs                |  45 +++
 golem-embed/embed/src/lib.rs                  |  42 +++
 golem-embed/embed/wit/deps.lock               |   4 +
 .../wit/deps/golem-embed/golem-embed.wit      | 125 ++++++++
 golem-embed/embed/wit/deps/wasi:io/error.wit  |  34 ++
 golem-embed/embed/wit/deps/wasi:io/poll.wit   |  47 +++
 .../embed/wit/deps/wasi:io/streams.wit        | 290 ++++++++++++++++++
 golem-embed/embed/wit/deps/wasi:io/world.wit  |  10 +
 golem-embed/embed/wit/embed.wit               |   5 +
 golem-embed/wit/deps.lock                     |   4 +
 golem-embed/wit/deps.toml                     |   1 +
 golem-embed/wit/deps/wasi:io/error.wit        |  34 ++
 golem-embed/wit/deps/wasi:io/poll.wit         |  47 +++
 golem-embed/wit/deps/wasi:io/streams.wit      | 290 ++++++++++++++++++
 golem-embed/wit/deps/wasi:io/world.wit        |  10 +
 golem-embed/wit/golem-embed.wit               | 124 ++++++++
 18 files changed, 1160 insertions(+)
 create mode 100644 golem-embed/embed/Cargo.toml
 create mode 100644 golem-embed/embed/src/config.rs
 create mode 100644 golem-embed/embed/src/error.rs
 create mode 100644 golem-embed/embed/src/lib.rs
 create mode 100644 golem-embed/embed/wit/deps.lock
 create mode 100644 golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/embed/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/embed/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/embed/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/embed/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/embed/wit/embed.wit
 create mode 100644 golem-embed/wit/deps.lock
 create mode 100644 golem-embed/wit/deps.toml
 create mode 100644 golem-embed/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/wit/golem-embed.wit

diff --git a/golem-embed/embed/Cargo.toml b/golem-embed/embed/Cargo.toml
new file mode 100644
index 000000000..b1864f279
--- /dev/null
+++ b/golem-embed/embed/Cargo.toml
@@ -0,0 +1,26 @@
+[package]
+name = "golem-embed"
+version = "0.0.0"
+edition = "2021"
+license = "Apache-2.0"
+homepage = "https://golem.cloud"
+repository = "https://github.com/golemcloud/golem-llm"
+description = "WebAssembly components for working with AI models and providers APIs, with special support for Golem Cloud"
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["rlib"]
+
+[dependencies]
+golem-rust = { workspace = true }
+log = { workspace = true }
+mime = "0.3.17"
+nom = { version = "7.1", default-features = false }
+reqwest = { workspace = true }
+thiserror = "2.0.12"
+wasi-logger = "0.1.2"
+wit-bindgen = { version = "0.40.0" }
+
+[features]
+default = ["durability"]
+durability = ["golem-rust/durability"]
diff --git a/golem-embed/embed/src/config.rs b/golem-embed/embed/src/config.rs
new file mode 100644
index 000000000..252703aef
--- /dev/null
+++ b/golem-embed/embed/src/config.rs
@@ -0,0 +1,22 @@
+
+use crate::golem::embed::embed::{Error, ErrorCode};
+use std::ffi::OsStr;
+
+pub fn with_config_key<R>(
+    key: impl AsRef<OsStr>,
+    fail: impl FnOnce(Error) -> R,
+    succeed: impl FnOnce(String) -> R,
+) -> R {
+    let key_str = key.as_ref().to_string_lossy().to_string();
+    match std::env::var(key) {
+        Ok(value) => succeed(value),
+        Err(_) => {
+            let error = Error {
+                code: ErrorCode::AuthenticationFailed,
+                message: format!("Missing config key: {key_str}"),
+                provider_error_json: None,
+            };
+            fail(error)
+        }
+    }
+}
diff --git a/golem-embed/embed/src/error.rs b/golem-embed/embed/src/error.rs
new file mode 100644
index 000000000..c0651e3d8
--- /dev/null
+++ b/golem-embed/embed/src/error.rs
@@ -0,0 +1,45 @@
+use crate::golem::embed::embed::{Error, ErrorCode};
+use reqwest::StatusCode;
+
+
+
+
+pub fn unsupported(what: impl AsRef<str>) -> Error {
+    Error {
+        code: ErrorCode::Unsupported,
+        message: format!("Unsupported: {}", what.as_ref()),
+        provider_error_json: None,
+    }
+}
+
+pub fn model_not_found(model: impl AsRef<str>) -> Error {
+    Error {
+        code: ErrorCode::ModelNotFound,
+        message: format!("Model not found: {}", model.as_ref()),
+        provider_error_json: None,
+    }
+}
+
+
+pub fn from_reqwest_error(details: impl AsRef<str>, err: reqwest::Error) -> Error {
+    Error {
+        code: ErrorCode::InternalError,
+        message: format!("{}: {err}", details.as_ref()),
+        provider_error_json: None,
+    }
+}
+
+ pub fn error_code_from_status(status: StatusCode) -> ErrorCode {
+    if status == StatusCode::TOO_MANY_REQUESTS {
+        ErrorCode::RateLimitExceeded
+    } else if status == StatusCode::UNAUTHORIZED
+        || status == StatusCode::FORBIDDEN
+        || status == StatusCode::PAYMENT_REQUIRED
+    {
+        ErrorCode::AuthenticationFailed
+    } else if status.is_client_error() {
+        ErrorCode::InvalidRequest
+    } else {
+        ErrorCode::InternalError
+    }
+}
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
new file mode 100644
index 000000000..61fc4fadb
--- /dev/null
+++ b/golem-embed/embed/src/lib.rs
@@ -0,0 +1,42 @@
+pub mod error;
+pub mod config;
+
+wit_bindgen::generate!({
+    path: "./wit",
+    world: "embed-library",
+    generate_all,
+    generate_unused_types: true,
+    additional_derives: [PartialEq, golem_rust::FromValueAndType, golem_rust::IntoValue],
+    pub_export_macro: true,
+});
+
+pub use crate::exports::golem;
+pub use __export_embed_library_impl as export_embed;
+use exports::golem::embed::embed::{ Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse};
+use std::cell::RefCell;
+use std::str::FromStr;
+
+pub struct LoggingState {
+    logging_initialized: bool,
+}
+
+impl LoggingState {
+    /// Initializes WASI logging based on the `GOLEM_LLM_LOG` environment variable.
+    pub fn init(&mut self) {
+        if !self.logging_initialized {
+            let _ = wasi_logger::Logger::install();
+            let max_level: log::LevelFilter =
+                log::LevelFilter::from_str(&std::env::var("GOLEM_LLM_LOG").unwrap_or_default())
+                    .unwrap_or(log::LevelFilter::Info);
+            log::set_max_level(max_level);
+            self.logging_initialized = true;
+        }
+    }
+}
+
+thread_local! {
+    /// This holds the state of our application.
+    pub static LOGGING_STATE: RefCell<LoggingState> = const { RefCell::new(LoggingState {
+        logging_initialized: false,
+    }) };
+}
diff --git a/golem-embed/embed/wit/deps.lock b/golem-embed/embed/wit/deps.lock
new file mode 100644
index 000000000..adc795b3a
--- /dev/null
+++ b/golem-embed/embed/wit/deps.lock
@@ -0,0 +1,4 @@
+["wasi:io"]
+url = "https://github.com/WebAssembly/wasi-io/archive/v0.2.3.tar.gz"
+sha256 = "1cccbfe4122686ea57a25cd368e8cdfc408cbcad089f47fb6685b6f92e96f050"
+sha512 = "7a95f964c13da52611141acd89bc8876226497f128e99dd176a4270c5b5efbd8cc847b5fbd1a91258d028c646db99e0424d72590cf1caf20f9f3a3343fad5017"
diff --git a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..056c95107
--- /dev/null
+++ b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,125 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float32,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
\ No newline at end of file
diff --git a/golem-embed/embed/wit/deps/wasi:io/error.wit b/golem-embed/embed/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/embed/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/embed/wit/deps/wasi:io/poll.wit b/golem-embed/embed/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/embed/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/embed/wit/deps/wasi:io/streams.wit b/golem-embed/embed/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/embed/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/embed/wit/deps/wasi:io/world.wit b/golem-embed/embed/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/embed/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/embed/wit/embed.wit b/golem-embed/embed/wit/embed.wit
new file mode 100644
index 000000000..3e697a31f
--- /dev/null
+++ b/golem-embed/embed/wit/embed.wit
@@ -0,0 +1,5 @@
+package golem:embed-library@1.0.0;
+
+world embed-library {
+     export golem:embed/embed@1.0.0;
+}
diff --git a/golem-embed/wit/deps.lock b/golem-embed/wit/deps.lock
new file mode 100644
index 000000000..adc795b3a
--- /dev/null
+++ b/golem-embed/wit/deps.lock
@@ -0,0 +1,4 @@
+["wasi:io"]
+url = "https://github.com/WebAssembly/wasi-io/archive/v0.2.3.tar.gz"
+sha256 = "1cccbfe4122686ea57a25cd368e8cdfc408cbcad089f47fb6685b6f92e96f050"
+sha512 = "7a95f964c13da52611141acd89bc8876226497f128e99dd176a4270c5b5efbd8cc847b5fbd1a91258d028c646db99e0424d72590cf1caf20f9f3a3343fad5017"
diff --git a/golem-embed/wit/deps.toml b/golem-embed/wit/deps.toml
new file mode 100644
index 000000000..15e1ae691
--- /dev/null
+++ b/golem-embed/wit/deps.toml
@@ -0,0 +1 @@
+"wasi:io" = "https://github.com/WebAssembly/wasi-io/archive/v0.2.3.tar.gz"
diff --git a/golem-embed/wit/deps/wasi:io/error.wit b/golem-embed/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/wit/deps/wasi:io/poll.wit b/golem-embed/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/wit/deps/wasi:io/streams.wit b/golem-embed/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/wit/deps/wasi:io/world.wit b/golem-embed/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/wit/golem-embed.wit b/golem-embed/wit/golem-embed.wit
new file mode 100644
index 000000000..2b9073b88
--- /dev/null
+++ b/golem-embed/wit/golem-embed.wit
@@ -0,0 +1,124 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float32,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
\ No newline at end of file

From 3fc5f4847b055c034c74a89afb67d486c5281469 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 30 May 2025 19:49:53 +0000
Subject: [PATCH 05/36] openai client generate embedings

---
 Cargo.lock                                    |  28 ++
 Cargo.toml                                    |   2 +-
 golem-embed/embed-openai/Cargo.toml           |  45 +++
 golem-embed/embed-openai/src/bindings.rs      | 109 +++++++
 golem-embed/embed-openai/src/client.rs        | 153 +++++++++
 golem-embed/embed-openai/src/conversions.rs   |   0
 golem-embed/embed-openai/src/lib.rs           |  19 ++
 .../wit/deps/golem-embed/golem-embed.wit      | 125 ++++++++
 .../embed-openai/wit/deps/wasi:io/error.wit   |  34 ++
 .../embed-openai/wit/deps/wasi:io/poll.wit    |  47 +++
 .../embed-openai/wit/deps/wasi:io/streams.wit | 290 ++++++++++++++++++
 .../embed-openai/wit/deps/wasi:io/world.wit   |  10 +
 golem-embed/embed-openai/wit/world.wit        |   5 +
 13 files changed, 866 insertions(+), 1 deletion(-)
 create mode 100644 golem-embed/embed-openai/Cargo.toml
 create mode 100644 golem-embed/embed-openai/src/bindings.rs
 create mode 100644 golem-embed/embed-openai/src/client.rs
 create mode 100644 golem-embed/embed-openai/src/conversions.rs
 create mode 100644 golem-embed/embed-openai/src/lib.rs
 create mode 100644 golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/embed-openai/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/embed-openai/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/embed-openai/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/embed-openai/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/embed-openai/wit/world.wit

diff --git a/Cargo.lock b/Cargo.lock
index 0865d6ade..052857cc8 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -332,6 +332,34 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "golem-embed"
+version = "0.0.0"
+dependencies = [
+ "golem-rust",
+ "log",
+ "mime",
+ "nom",
+ "reqwest",
+ "thiserror",
+ "wasi-logger",
+ "wit-bindgen 0.40.0",
+]
+
+[[package]]
+name = "golem-embed-openai"
+version = "0.0.0"
+dependencies = [
+ "base64 0.22.1",
+ "golem-embed",
+ "golem-rust",
+ "log",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt 0.40.0",
+]
+
 [[package]]
 name = "golem-llm"
 version = "0.0.0"
diff --git a/Cargo.toml b/Cargo.toml
index fd4cf28ce..86dc19ce0 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,7 +1,7 @@
 [workspace]
 resolver = "2"
 
-members = [  "golem-llm/llm", "golem-llm/llm-anthropic", "golem-llm/llm-grok", "golem-llm/llm-ollama", "golem-llm/llm-openai", "golem-llm/llm-openrouter"]
+members = [ "golem-embed/embed", "golem-embed/embed-openai", "golem-llm/llm", "golem-llm/llm-anthropic", "golem-llm/llm-grok", "golem-llm/llm-ollama", "golem-llm/llm-openai", "golem-llm/llm-openrouter"]
 
 [profile.release]
 debug = false
diff --git a/golem-embed/embed-openai/Cargo.toml b/golem-embed/embed-openai/Cargo.toml
new file mode 100644
index 000000000..d00412d0e
--- /dev/null
+++ b/golem-embed/embed-openai/Cargo.toml
@@ -0,0 +1,45 @@
+[package]
+name = "golem-embed-openai"
+version = "0.0.0"
+edition = "2021"
+license = "Apache-2.0"
+homepage = "https://golem.cloud"
+repository = "https://github.com/golemcloud/golem-llm"
+description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+
+[features]
+default = ["durability"]
+durability = ["golem-rust/durability", "golem-embed/durability"]
+
+
+[dependencies]
+golem-embed= {path="../embed", version="0.0.0", default-features= false}
+golem-rust = { workspace = true }
+log = { workspace = true }
+reqwest = { workspace = true }
+serde = {workspace = true}
+base64 = { workspace = true }
+serde_json = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+
+
+[package.metadata.component]
+package="golem:embed-openai"
+
+[package.metadata.component.bindings]
+generate_unused_types=true
+
+[package.metadata.component.bindings.with]
+"golem:embed/embed@1.0.0"= "golem_embed::golem::embed::embed"
+
+[package.metadata.component.target]
+path = "wit"
+
+[package.metadata.component.target.dependencies]
+"golem:embed" = { path = "wit/deps/golem-embed" }
+"wasi:io" = { path = "wit/deps/wasi:io"}
diff --git a/golem-embed/embed-openai/src/bindings.rs b/golem-embed/embed-openai/src/bindings.rs
new file mode 100644
index 000000000..c2eebfb65
--- /dev/null
+++ b/golem-embed/embed-openai/src/bindings.rs
@@ -0,0 +1,109 @@
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
+// Options used:
+//   * runtime_path: "wit_bindgen_rt"
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
+    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
+    let result0 = T::hello_world();
+    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
+    let vec2 = (result0.into_bytes()).into_boxed_slice();
+    let ptr2 = vec2.as_ptr().cast::<u8>();
+    let len2 = vec2.len();
+    ::core::mem::forget(vec2);
+    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
+    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
+    ptr1
+}
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
+    let l0 = *arg0.add(0).cast::<*mut u8>();
+    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
+    _rt::cabi_dealloc(l0, l1, 1);
+}
+pub trait Guest {
+    fn hello_world() -> _rt::String;
+}
+#[doc(hidden)]
+macro_rules! __export_world_example_cabi {
+    ($ty:ident with_types_in $($path_to_types:tt)*) => {
+        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
+        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
+        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
+        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
+        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
+        } } };
+    };
+}
+#[doc(hidden)]
+pub(crate) use __export_world_example_cabi;
+#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
+#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
+struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
+static mut _RET_AREA: _RetArea = _RetArea(
+    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
+);
+#[rustfmt::skip]
+mod _rt {
+    #![allow(dead_code, clippy::all)]
+    #[cfg(target_arch = "wasm32")]
+    pub fn run_ctors_once() {
+        wit_bindgen_rt::run_ctors_once();
+    }
+    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
+        if size == 0 {
+            return;
+        }
+        let layout = alloc::Layout::from_size_align_unchecked(size, align);
+        alloc::dealloc(ptr, layout);
+    }
+    pub use alloc_crate::string::String;
+    pub use alloc_crate::alloc;
+    extern crate alloc as alloc_crate;
+}
+/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
+/// the root implementation of all generated traits.
+///
+/// For more information see the documentation of `wit_bindgen::generate!`.
+///
+/// ```rust
+/// # macro_rules! export{ ($($t:tt)*) => (); }
+/// # trait Guest {}
+/// struct MyType;
+///
+/// impl Guest for MyType {
+///     // ...
+/// }
+///
+/// export!(MyType);
+/// ```
+#[allow(unused_macros)]
+#[doc(hidden)]
+macro_rules! __export_example_impl {
+    ($ty:ident) => {
+        self::export!($ty with_types_in self);
+    };
+    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
+        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
+        $($path_to_types_root)*);
+    };
+}
+#[doc(inline)]
+pub(crate) use __export_example_impl as export;
+#[cfg(target_arch = "wasm32")]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:component:embed-openai:example:encoded world"
+)]
+#[doc(hidden)]
+#[allow(clippy::octal_escapes)]
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 187] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07>\x01A\x02\x01A\x02\x01\
+@\0\0s\x04\0\x0bhello-world\x01\0\x04\0\x1ecomponent:embed-openai/example\x04\0\x0b\
+\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dwit-com\
+ponent\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+#[inline(never)]
+#[doc(hidden)]
+pub fn __link_custom_section_describing_imports() {
+    wit_bindgen_rt::maybe_link_cabi_realloc();
+}
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
new file mode 100644
index 000000000..29f1598a0
--- /dev/null
+++ b/golem-embed/embed-openai/src/client.rs
@@ -0,0 +1,153 @@
+use std::fmt::Debug;
+
+use golem_embed::{
+    error::{error_code_from_status, from_reqwest_error},
+    golem::embed::embed::Error,
+};
+use log::trace;
+#[allow(dead_code, unused, unused_imports)]
+use reqwest::Client;
+use reqwest::{Method, Response};
+use serde::{de::DeserializeOwned, Deserialize, Serialize};
+
+const BASE_URL: &str = "https://api.openai.com";
+
+/// The OpenAI API client for creating embeddings.
+///
+/// Based on https://platform.openai.com/docs/api-reference/embeddings/create
+pub struct EmbeddingsApi {
+    openai_api_key: String,
+    client: reqwest::Client,
+}
+
+/// OpenAI allows only allows float and base64 as output formats.
+#[derive(Debug, Deserialize, Serialize, Clone)]
+pub enum EncodingFormat {
+    Float,
+    Base64,
+}
+
+#[derive(Debug, Deserialize, Serialize, Clone)]
+pub struct EmbeddingRequest {
+    pub input: String,
+    pub model: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub encoding_format: Option<EncodingFormat>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub dimension: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub user: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingResponse {
+    pub object: String,
+    pub data: Vec<EmbeddingData>,
+    pub model: String,
+    pub usage: EmbeddingUsage,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingUsage {
+    pub prompt_tokens: u32,
+    pub total_tokens: u32,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingData {
+    pub object: String,
+    pub embedding: EmbeddingVector,
+    pub index: usize,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+#[serde(untagged)]
+pub enum EmbeddingVector {
+    FloatArray(Vec<f32>),
+    Base64(String),
+}
+
+impl EmbeddingVector {
+    pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
+        match self {
+            EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
+            EmbeddingVector::Base64(base64_str) => {
+                use base64::{engine::general_purpose, Engine};
+
+                let bytes = general_purpose::STANDARD
+                    .decode(base64_str)
+                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
+
+                if bytes.len() % 4 != 0 {
+                    return Err("Invalid base64 data: length not divisible by 4".to_string());
+                }
+
+                let mut floats: Vec<f32> = Vec::with_capacity(bytes.len() / 4);
+                for chunk in bytes.chunks_exact(4) {
+                    floats.push(f32::from_le_bytes([chunk[0], chunk[1], chunk[2], chunk[3]]));
+                }
+
+                Ok(floats)
+            }
+        }
+    }
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct OpenAIError {
+    pub error: OpenAIErrorDetails,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct OpenAIErrorDetails {
+    pub message: String,
+    #[serde(rename = "type")]
+    pub _type: String,
+    pub param: Option<String>,
+    pub code: Option<String>,
+}
+
+impl EmbeddingsApi {
+    pub fn new(openai_api_key: String) -> Self {
+        let client = Client::builder()
+            .build()
+            .expect("Failed to initialize HTTP client");
+        Self {
+            openai_api_key,
+            client,
+        }
+    }
+
+    pub fn generate_embeding(&self, request: EmbeddingRequest) -> Result<EmbeddingResponse, Error> {
+        trace!("Sending request to OpenAI API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v1/embeddings"))
+            .bearer_auth(&self.openai_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        parse_response(response)
+    }
+}
+
+fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
+    let status = response.status();
+    if status.is_success() {
+        let response_data = response
+            .json::<T>()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from OpenAI Embeddings API: {response_data:?}");
+        Ok(response_data)
+    } else {
+        let response_data = response
+            .text()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from OpenAI Embeddings API: {response_data:?}");
+        Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with {status}"),
+            provider_error_json: Some(response_data),
+        })
+    }
+}
diff --git a/golem-embed/embed-openai/src/conversions.rs b/golem-embed/embed-openai/src/conversions.rs
new file mode 100644
index 000000000..e69de29bb
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
new file mode 100644
index 000000000..614e57f24
--- /dev/null
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -0,0 +1,19 @@
+mod client;
+mod conversions;
+
+
+#[allow(warnings)]
+mod bindings;
+
+use bindings::Guest;
+
+struct Component;
+
+impl Guest for Component {
+    /// Say hello!
+    fn hello_world() -> String {
+        "Hello, World!".to_string()
+    }
+}
+
+bindings::export!(Component with_types_in bindings);
diff --git a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..056c95107
--- /dev/null
+++ b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,125 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float32,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
\ No newline at end of file
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/error.wit b/golem-embed/embed-openai/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/embed-openai/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/poll.wit b/golem-embed/embed-openai/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/embed-openai/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/streams.wit b/golem-embed/embed-openai/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/embed-openai/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/world.wit b/golem-embed/embed-openai/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/embed-openai/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/embed-openai/wit/world.wit b/golem-embed/embed-openai/wit/world.wit
new file mode 100644
index 000000000..98ec1f9f8
--- /dev/null
+++ b/golem-embed/embed-openai/wit/world.wit
@@ -0,0 +1,5 @@
+package golem:embed-openapi@1.0.0;
+
+world embed-library {
+    include golem:embed/embed-library@1.0.0;
+}

From 18bcc0a049afaff25f0f3634ea2d5a1bb807b20e Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 1 Jun 2025 10:51:07 +0000
Subject: [PATCH 06/36] wip

---
 Cargo.lock                                  |   7 +
 Cargo.toml                                  |  11 +-
 golem-embed/Makefile.toml                   | 208 ++++++++++++++++
 golem-embed/embed-openai/Cargo.toml         |   1 +
 golem-embed/embed-openai/src/bindings.rs    | 126 +++-------
 golem-embed/embed-openai/src/client.rs      | 147 ++++++------
 golem-embed/embed-openai/src/conversions.rs |  78 ++++++
 golem-embed/embed-openai/src/lib.rs         |  54 ++++-
 golem-embed/embed-openai/wit/openai.wit     |   5 +
 golem-embed/embed-openai/wit/world.wit      |   5 -
 golem-embed/embed/src/lib.rs                |   2 +-
 golem-embed/embed/wit/deps.lock             |   4 -
 golem-embed/embed/wit/embed.wit             |   2 +-
 Makefile.toml => golem-llm/Makefile.toml    | 253 +++++++++-----------
 14 files changed, 578 insertions(+), 325 deletions(-)
 create mode 100644 golem-embed/Makefile.toml
 create mode 100644 golem-embed/embed-openai/wit/openai.wit
 delete mode 100644 golem-embed/embed-openai/wit/world.wit
 delete mode 100644 golem-embed/embed/wit/deps.lock
 rename Makefile.toml => golem-llm/Makefile.toml (58%)

diff --git a/Cargo.lock b/Cargo.lock
index 052857cc8..8652cec06 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -71,6 +71,12 @@ version = "3.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1628fb46dfa0b37568d12e5edd512553eccf6a22a78e8bde00bb4aed84d5bdbf"
 
+[[package]]
+name = "bytemuck"
+version = "1.23.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9134a6ef01ce4b366b50689c94f82c14bc72bc5d0386829828a2e2752ef7958c"
+
 [[package]]
 name = "bytes"
 version = "1.10.1"
@@ -351,6 +357,7 @@ name = "golem-embed-openai"
 version = "0.0.0"
 dependencies = [
  "base64 0.22.1",
+ "bytemuck",
  "golem-embed",
  "golem-rust",
  "log",
diff --git a/Cargo.toml b/Cargo.toml
index 86dc19ce0..c78cb8917 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,7 +1,16 @@
 [workspace]
 resolver = "2"
 
-members = [ "golem-embed/embed", "golem-embed/embed-openai", "golem-llm/llm", "golem-llm/llm-anthropic", "golem-llm/llm-grok", "golem-llm/llm-ollama", "golem-llm/llm-openai", "golem-llm/llm-openrouter"]
+members = [ 
+    "golem-embed/embed", 
+    "golem-embed/embed-openai", 
+    "golem-llm/llm", 
+    "golem-llm/llm-anthropic",
+    "golem-llm/llm-grok", 
+    "golem-llm/llm-ollama",
+    "golem-llm/llm-openai", 
+    "golem-llm/llm-openrouter"  
+]
 
 [profile.release]
 debug = false
diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
new file mode 100644
index 000000000..0b5313ba5
--- /dev/null
+++ b/golem-embed/Makefile.toml
@@ -0,0 +1,208 @@
+[config]
+default_to_workspace = false
+skip_core_tasks = true
+
+[tasks.clean]
+command = "cargo"
+args = ["clean"]
+
+[tasks.unit-tests]
+command = "cargo"
+args = ["test"]
+
+[tasks.build-openai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai"]
+
+[tasks.build-openai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--no-default-features"]
+
+[tasks.build]
+dependencies = [
+    "build-openai",
+]
+
+[tasks.build-portable]
+dependencies = [
+    "build-openai-portable",
+]
+
+[tasks.build-all]
+script_runner = "@duckscript"
+script = '''
+mkdir components/debug
+
+cm_run_task clean
+cm_run_task build
+
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/embed/debug/golem_llm_openai.wasm
+
+cm_run_task clean
+cm_run_task build-portable
+
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/embed/debug/golem_llm_openai-portable.wasm
+'''
+
+[tasks.release-build-openai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--release"]
+
+[tasks.release-build-openai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--release", "--no-default-features"]
+
+[tasks.release-build]
+dependencies = [
+    "release-build-openai",
+]
+
+[tasks.release-build-portable]
+dependencies = [
+    "release-build-openai-portable",
+]
+
+[tasks.release-build-all]
+script_runner = "@duckscript"
+script = '''
+mkdir components/release
+
+cm_run_task set-version
+
+cm_run_task clean
+cm_run_task release-build
+
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/embed/release/golem_llm_openai.wasm
+
+cm_run_task clean
+cm_run_task release-build-portable
+
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/embed/release/golem_llm_openai-portable.wasm
+'''
+
+[tasks.wit-update]
+install_crate = { crate_name = "wit-deps-cli" }
+command = "wit-deps"
+args = ["update"]
+
+[tasks.wit]
+dependencies = ["wit-update"]
+
+#condition = { files_modified = { input = [
+#    "wit/golem-llm.wit",
+#    "wit/deps/wasi:io",
+#], output = [
+#    "llm/wit/deps/golem-llm/golem-llm.wit",
+#    "llm-anthropic/wit/deps/golem-llm/golem-llm.wit",
+#    "llm-grok/wit/deps/golem-llm/golem-llm.wit",
+#    "llm-openai/wit/deps/golem-llm/golem-llm.wit",
+#    "llm-openrouter/wit/deps/golem-llm/golem-llm.wit",
+#] } }
+
+script_runner = "@duckscript"
+script = """
+rm -r embed/wit/deps
+mkdir embed/wit/deps/golem-embed
+cp wit/golem-embed.wit embed/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io embed/wit/deps
+
+rm -r embed-openai/wit/deps
+mkdir embed-openai/wit/deps/golem-embed
+cp wit/golem-embed.wit embed-openai/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io embed-openai/wit/deps
+
+
+rm -r test/wit
+mkdir test/wit/deps/golem-embed
+mkdir test/wit/deps/io
+cp wit/golem-embed.wit test/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io/error.wit test/wit/deps/io/error.wit
+cp wit/deps/wasi:io/poll.wit test/wit/deps/io/poll.wit
+cp wit/deps/wasi:io/streams.wit test/wit/deps/io/streams.wit
+cp wit/deps/wasi:io/world.wit test/wit/deps/io/world.wit
+"""
+
+[tasks.check]
+description = "Runs rustfmt and clippy checks without applying any fix"
+dependencies = ["check-clippy", "check-rustfmt"]
+
+[tasks.check-rustfmt]
+description = "Runs rustfmt checks without applying any fix"
+install_crate = "rustfmt"
+command = "cargo"
+args = ["fmt", "--all", "--", "--check"]
+
+[tasks.check-clippy]
+description = "Runs clippy checks without applying any fix"
+install_crate = "clippy"
+command = "cargo"
+args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
+
+[tasks.fix]
+description = "Runs rustfmt and clippy checks and applies fixes"
+dependencies = ["wit", "fix-clippy", "fix-rustfmt"]
+
+[tasks.fix-rustfmt]
+description = "Runs rustfmt checks and applies fixes"
+install_crate = "rustfmt"
+command = "cargo"
+args = ["fmt", "--all"]
+
+[tasks.fix-clippy]
+description = "Runs clippy checks and applies fixes"
+install_crate = "clippy"
+command = "cargo"
+args = [
+    "clippy",
+    "--fix",
+    "--allow-dirty",
+    "--allow-staged",
+    "--",
+    "--no-deps",
+    "-Dwarnings",
+]
+
+[tasks.build-test-components]
+dependencies = ["build"]
+description = "Builds all test components with golem-cli"
+install_crate = "cargo-binstall"
+script = '''
+cargo-binstall golem-cli@1.2.2-dev.11 --locked --force --no-confirm
+cargo-binstall wac-cli --locked --force --no-confirm
+cd test
+golem-cli --version
+golem-cli app clean
+golem-cli app build -b openai-debug
+'''
+
+
+[tasks.set-version]
+description = "Sets the version in all Cargo.toml files to the value of the VERSION environment variable"
+condition = { env_set = ["VERSION"] }
+script = '''
+grep -rl --include 'Cargo.toml' '0\.0\.0' | xargs sed -i "s/0\.0\.0/${VERSION}/g"
+'''
+
+[tasks.set-version.mac]
+condition = { env_set = ["VERSION"] }
+script = '''
+grep -rl --include '.*Cargo\.toml' '0\.0\.0' | xargs sed -i "" "s/0\.0\.0/${VERSION}/g"
+'''
+
+[tasks.set-version.windows]
+script_runner = "powershell"
+script_extension = "ps1"
+condition = { env_set = ["VERSION"] }
+script = '''
+$cargoFiles = Get-ChildItem . Cargo.toml -rec
+foreach ($file in $cargoFiles)
+{
+    (Get-Content $file.PSPath) |
+    Foreach-Object { $_ -replace "0.0.0", $Env:VERSION } |
+    Set-Content $file.PSPath
+}
+'''
\ No newline at end of file
diff --git a/golem-embed/embed-openai/Cargo.toml b/golem-embed/embed-openai/Cargo.toml
index d00412d0e..35f261423 100644
--- a/golem-embed/embed-openai/Cargo.toml
+++ b/golem-embed/embed-openai/Cargo.toml
@@ -26,6 +26,7 @@ serde = {workspace = true}
 base64 = { workspace = true }
 serde_json = { workspace = true }
 wit-bindgen-rt = { workspace = true }
+bytemuck = "1.23.0"
 
 
 [package.metadata.component]
diff --git a/golem-embed/embed-openai/src/bindings.rs b/golem-embed/embed-openai/src/bindings.rs
index c2eebfb65..44c5fb5c1 100644
--- a/golem-embed/embed-openai/src/bindings.rs
+++ b/golem-embed/embed-openai/src/bindings.rs
@@ -1,107 +1,41 @@
 // Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
-    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
-    let result0 = T::hello_world();
-    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
-    let vec2 = (result0.into_bytes()).into_boxed_slice();
-    let ptr2 = vec2.as_ptr().cast::<u8>();
-    let len2 = vec2.len();
-    ::core::mem::forget(vec2);
-    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
-    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
-    ptr1
-}
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
-    let l0 = *arg0.add(0).cast::<*mut u8>();
-    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
-    _rt::cabi_dealloc(l0, l1, 1);
-}
-pub trait Guest {
-    fn hello_world() -> _rt::String;
-}
-#[doc(hidden)]
-macro_rules! __export_world_example_cabi {
-    ($ty:ident with_types_in $($path_to_types:tt)*) => {
-        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
-        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
-        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
-        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
-        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
-        } } };
-    };
-}
-#[doc(hidden)]
-pub(crate) use __export_world_example_cabi;
-#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
-#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
-struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
-static mut _RET_AREA: _RetArea = _RetArea(
-    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
-);
-#[rustfmt::skip]
-mod _rt {
-    #![allow(dead_code, clippy::all)]
-    #[cfg(target_arch = "wasm32")]
-    pub fn run_ctors_once() {
-        wit_bindgen_rt::run_ctors_once();
-    }
-    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
-        if size == 0 {
-            return;
-        }
-        let layout = alloc::Layout::from_size_align_unchecked(size, align);
-        alloc::dealloc(ptr, layout);
-    }
-    pub use alloc_crate::string::String;
-    pub use alloc_crate::alloc;
-    extern crate alloc as alloc_crate;
-}
-/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
-/// the root implementation of all generated traits.
-///
-/// For more information see the documentation of `wit_bindgen::generate!`.
-///
-/// ```rust
-/// # macro_rules! export{ ($($t:tt)*) => (); }
-/// # trait Guest {}
-/// struct MyType;
-///
-/// impl Guest for MyType {
-///     // ...
-/// }
-///
-/// export!(MyType);
-/// ```
-#[allow(unused_macros)]
-#[doc(hidden)]
-macro_rules! __export_example_impl {
-    ($ty:ident) => {
-        self::export!($ty with_types_in self);
-    };
-    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
-        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
-        $($path_to_types_root)*);
-    };
-}
-#[doc(inline)]
-pub(crate) use __export_example_impl as export;
+//   * with "golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+//   * generate_unused_types
+use golem_embed::golem::embed::embed as __with_name0;
 #[cfg(target_arch = "wasm32")]
 #[unsafe(
-    link_section = "component-type:wit-bindgen:0.41.0:component:embed-openai:example:encoded world"
+    link_section = "component-type:wit-bindgen:0.41.0:golem:embed-openai@1.0.0:embed-library:encoded world"
 )]
 #[doc(hidden)]
 #[allow(clippy::octal_escapes)]
-pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 187] = *b"\
-\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07>\x01A\x02\x01A\x02\x01\
-@\0\0s\x04\0\x0bhello-world\x01\0\x04\0\x1ecomponent:embed-openai/example\x04\0\x0b\
-\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dwit-com\
-ponent\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1259] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xe7\x08\x01A\x02\x01\
+A\x02\x01B/\x01m\x08\x0fretrieval-query\x12retrieval-document\x13semantic-simila\
+rity\x0eclassification\x0aclustering\x12question-answering\x11fact-verification\x0e\
+code-retrieval\x04\0\x09task-type\x03\0\0\x01m\x03\x0bfloat-array\x06binary\x06b\
+ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x07float32\x04int8\x05uint8\x06b\
+inary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
+model-not-found\x0bunsupported\x15authentication-failed\x0eprovider-error\x13rat\
+e-limit-exceeded\x0einternal-error\x07unknown\x04\0\x0aerror-code\x03\0\x06\x01r\
+\x01\x03urls\x04\0\x09image-url\x03\0\x08\x01q\x02\x04text\x01s\0\x05image\x01\x09\
+\0\x04\0\x0ccontent-part\x03\0\x0a\x01r\x02\x03keys\x05values\x04\0\x02kv\x03\0\x0c\
+\x01ks\x01k\x01\x01ky\x01k\x7f\x01k\x03\x01k\x05\x01p\x0d\x01r\x08\x05model\x0e\x09\
+task-type\x0f\x0adimensions\x10\x0atruncation\x11\x0doutput-format\x12\x0coutput\
+-dtype\x13\x04user\x0e\x10provider-options\x14\x04\0\x06config\x03\0\x15\x01r\x02\
+\x0cinput-tokens\x10\x0ctotal-tokens\x10\x04\0\x05usage\x03\0\x17\x01pv\x01r\x02\
+\x05indexy\x06vector\x19\x04\0\x09embedding\x03\0\x1a\x01p\x1b\x01k\x18\x01r\x04\
+\x0aembeddings\x1c\x05usage\x1d\x05models\x16provider-metadata-json\x0e\x04\0\x12\
+embedding-response\x03\0\x1e\x01r\x03\x05indexy\x0frelevance-scorev\x08document\x0e\
+\x04\0\x0drerank-result\x03\0\x20\x01p!\x01r\x04\x07results\"\x05usage\x1d\x05mo\
+dels\x16provider-metadata-json\x0e\x04\0\x0frerank-response\x03\0#\x01r\x03\x04c\
+ode\x07\x07messages\x13provider-error-json\x0e\x04\0\x05error\x03\0%\x01p\x0b\x01\
+j\x01\x1f\x01&\x01@\x02\x06inputs'\x06config\x16\0(\x04\0\x08generate\x01)\x01ps\
+\x01j\x01$\x01&\x01@\x03\x05querys\x09documents*\x06config\x16\0+\x04\0\x06reran\
+k\x01,\x04\0\x17golem:embed/embed@1.0.0\x05\0\x04\0&golem:embed-openai/embed-lib\
+rary@1.0.0\x04\0\x0b\x13\x01\0\x0dembed-library\x03\0\0\0G\x09producers\x01\x0cp\
+rocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 29f1598a0..6c18891e6 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -20,6 +20,83 @@ pub struct EmbeddingsApi {
     client: reqwest::Client,
 }
 
+
+
+impl EmbeddingsApi {
+    pub fn new(openai_api_key: String) -> Self {
+        let client = Client::builder()
+            .build()
+            .expect("Failed to initialize HTTP client");
+        Self {
+            openai_api_key,
+            client,
+        }
+    }
+
+    pub fn generate_embeding(&self, request: EmbeddingRequest) -> Result<EmbeddingResponse, Error> {
+        trace!("Sending request to OpenAI API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v1/embeddings"))
+            .bearer_auth(&self.openai_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        parse_response::<EmbeddingResponse>(response)
+    }
+}
+
+fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
+    let status = response.status();
+    if status.is_success() {
+        let response_data = response
+            .json::<T>()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from OpenAI Embeddings API: {response_data:?}");
+        Ok(response_data)
+    } else {
+        let response_data = response
+            .text()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from OpenAI Embeddings API: {response_data:?}");
+        Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with {status}"),
+            provider_error_json: Some(response_data),
+        })
+    }
+}
+
+
+
+impl EmbeddingVector {
+    pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
+        match self {
+            EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
+            EmbeddingVector::Base64(base64_str) => {
+                use base64::{engine::general_purpose, Engine};
+
+                let bytes = general_purpose::STANDARD
+                    .decode(base64_str)
+                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
+
+                if bytes.len() % 4 != 0 {
+                    return Err("Invalid base64 data: length not divisible by 4".to_string());
+                }
+
+                let mut floats: Vec<f32> = Vec::with_capacity(bytes.len() / 4);
+                for chunk in bytes.chunks_exact(4) {
+                    floats.push(f32::from_le_bytes([chunk[0], chunk[1], chunk[2], chunk[3]]));
+                }
+
+                Ok(floats)
+            }
+        }
+    }
+}
+
+
+
 /// OpenAI allows only allows float and base64 as output formats.
 #[derive(Debug, Deserialize, Serialize, Clone)]
 pub enum EncodingFormat {
@@ -67,31 +144,6 @@ pub enum EmbeddingVector {
     Base64(String),
 }
 
-impl EmbeddingVector {
-    pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
-        match self {
-            EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
-            EmbeddingVector::Base64(base64_str) => {
-                use base64::{engine::general_purpose, Engine};
-
-                let bytes = general_purpose::STANDARD
-                    .decode(base64_str)
-                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
-
-                if bytes.len() % 4 != 0 {
-                    return Err("Invalid base64 data: length not divisible by 4".to_string());
-                }
-
-                let mut floats: Vec<f32> = Vec::with_capacity(bytes.len() / 4);
-                for chunk in bytes.chunks_exact(4) {
-                    floats.push(f32::from_le_bytes([chunk[0], chunk[1], chunk[2], chunk[3]]));
-                }
-
-                Ok(floats)
-            }
-        }
-    }
-}
 
 #[derive(Debug, Serialize, Deserialize)]
 pub struct OpenAIError {
@@ -106,48 +158,3 @@ pub struct OpenAIErrorDetails {
     pub param: Option<String>,
     pub code: Option<String>,
 }
-
-impl EmbeddingsApi {
-    pub fn new(openai_api_key: String) -> Self {
-        let client = Client::builder()
-            .build()
-            .expect("Failed to initialize HTTP client");
-        Self {
-            openai_api_key,
-            client,
-        }
-    }
-
-    pub fn generate_embeding(&self, request: EmbeddingRequest) -> Result<EmbeddingResponse, Error> {
-        trace!("Sending request to OpenAI API: {request:?}");
-        let response = self
-            .client
-            .request(Method::POST, format!("{BASE_URL}/v1/embeddings"))
-            .bearer_auth(&self.openai_api_key)
-            .json(&request)
-            .send()
-            .map_err(|err| from_reqwest_error("Request failed", err))?;
-        parse_response(response)
-    }
-}
-
-fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
-    let status = response.status();
-    if status.is_success() {
-        let response_data = response
-            .json::<T>()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from OpenAI Embeddings API: {response_data:?}");
-        Ok(response_data)
-    } else {
-        let response_data = response
-            .text()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from OpenAI Embeddings API: {response_data:?}");
-        Err(Error {
-            code: error_code_from_status(status),
-            message: format!("Request failed with {status}"),
-            provider_error_json: Some(response_data),
-        })
-    }
-}
diff --git a/golem-embed/embed-openai/src/conversions.rs b/golem-embed/embed-openai/src/conversions.rs
index e69de29bb..079df98bf 100644
--- a/golem-embed/embed-openai/src/conversions.rs
+++ b/golem-embed/embed-openai/src/conversions.rs
@@ -0,0 +1,78 @@
+use bytemuck::checked::cast_slice;
+use golem_embed::golem::embed::embed::{Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error};
+use golem_embed::error::unsupported;
+
+use crate::client::{EmbeddingRequest, EmbeddingResponse, EncodingFormat};
+
+
+
+
+
+
+pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingRequest, Error> {
+    let mut input = String::new();
+    for content in inputs {
+        match content {
+            ContentPart::Text(text) => input.push_str(&text),
+            ContentPart::Image(_) =>
+             return Err(unsupported("Image embeddings is not supported by OpenAI.")),
+        }
+    }
+
+
+    let model = config.model.unwrap_or_else(|| "text-embedding-ada-002".to_string());
+
+    let encoding_format = config.output_format.map(|format| match format {
+        golem_embed::golem::embed::embed::OutputFormat::FloatArray => EncodingFormat::Float,
+        golem_embed::golem::embed::embed::OutputFormat::Binary => EncodingFormat::Base64,
+        golem_embed::golem::embed::embed::OutputFormat::Base64 => EncodingFormat::Base64,
+    });
+
+    let dimension = config.dimensions;
+
+    let user = config.user;
+
+    Ok(EmbeddingRequest {
+        input,
+        model,
+        encoding_format,
+        dimension,
+        user,
+    })
+
+}
+
+
+
+fn f32vec_to_binary(f32_vec: &[f32]) -> &[u8] {
+    cast_slice(f32_vec)
+}
+
+pub fn process_embedding_response(response: EmbeddingResponse) -> Result<GolemEmbeddingResponse, Error> {
+    let mut embeddings = Vec::new();
+    for embeding_data in &response.data{
+        let embed = embeding_data.embedding.to_float_vec().map_err(|e| Error {
+            code: golem_embed::golem::embed::embed::ErrorCode::ProviderError,
+            message: e,
+            provider_error_json: None,
+        })?;
+        embeddings.push(golem_embed::golem::embed::embed::Embedding {
+            index: embeding_data.index as u32,
+            vector: embed,
+        });
+    }
+
+    let usage = golem_embed::golem::embed::embed::Usage {
+        input_tokens: Some(response.usage.prompt_tokens),
+        total_tokens: Some(response.usage.total_tokens),
+    };
+
+
+    Ok(GolemEmbeddingResponse{
+        embeddings,
+        usage : Some(usage),
+        model : response.model,
+        provider_metadata_json: None,
+    })
+
+}
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index 614e57f24..cc23da05f 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -1,19 +1,55 @@
+use client::EmbeddingsApi;
+use conversions::{create_request, process_embedding_response};
+use golem_embed::{config::with_config_key, golem::embed::embed::{
+    Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse
+}, LOGGING_STATE};
+
 mod client;
 mod conversions;
 
+struct OpenAIComponent;
+
+impl OpenAIComponent {
+    const ENV_VAR_NAME: &'static str = "OPENAI_API_KEY";
+
+    fn embeddings(
+        client: EmbeddingsApi,
+        inputs: Vec<ContentPart>,
+        config: Config,
+    ) -> Result<EmbeddingResponse, Error> {
+        let request = create_request(inputs, config);
+        match request {
+            Ok(request) => match client.generate_embeding(request) {
+                Ok(response) => process_embedding_response(response),
+                Err(err) => Err(err),
+            },
+            Err(err) => Err(err),
+        }
+    }
+
 
-#[allow(warnings)]
-mod bindings;
+    
+}
 
-use bindings::Guest;
 
-struct Component;
 
-impl Guest for Component {
-    /// Say hello!
-    fn hello_world() -> String {
-        "Hello, World!".to_string()
+impl Guest for OpenAIComponent {
+    fn generate(inputs: Vec<ContentPart>,config:Config,) -> Result<EmbeddingResponse,Error> {
+     LOGGING_STATE.with_borrow_mut(|state|state.init());
+      with_config_key(
+            Self::ENV_VAR_NAME,
+            |error|Err(error),
+            |openai_api_key| {
+                let client = EmbeddingsApi::new(openai_api_key);
+                Self::embeddings(client, inputs, config)
+            },
+        )
+   
     }
+    
+    fn rerank(query:String,documents:Vec::<String>,config:Config,) -> Result<RerankResponse,Error> {
+        todo!()
+    } 
 }
 
-bindings::export!(Component with_types_in bindings);
+golem_embed::export_embed!(OpenAIComponent with_types_in golem_embed);
diff --git a/golem-embed/embed-openai/wit/openai.wit b/golem-embed/embed-openai/wit/openai.wit
new file mode 100644
index 000000000..1eefcd1b2
--- /dev/null
+++ b/golem-embed/embed-openai/wit/openai.wit
@@ -0,0 +1,5 @@
+package golem:embed-openai@1.0.0;
+
+world embed-library {
+  include golem:embed/embed-library@1.0.0;
+}
diff --git a/golem-embed/embed-openai/wit/world.wit b/golem-embed/embed-openai/wit/world.wit
deleted file mode 100644
index 98ec1f9f8..000000000
--- a/golem-embed/embed-openai/wit/world.wit
+++ /dev/null
@@ -1,5 +0,0 @@
-package golem:embed-openapi@1.0.0;
-
-world embed-library {
-    include golem:embed/embed-library@1.0.0;
-}
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index 61fc4fadb..adaa30b57 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -2,7 +2,7 @@ pub mod error;
 pub mod config;
 
 wit_bindgen::generate!({
-    path: "./wit",
+    path: "../wit",
     world: "embed-library",
     generate_all,
     generate_unused_types: true,
diff --git a/golem-embed/embed/wit/deps.lock b/golem-embed/embed/wit/deps.lock
deleted file mode 100644
index adc795b3a..000000000
--- a/golem-embed/embed/wit/deps.lock
+++ /dev/null
@@ -1,4 +0,0 @@
-["wasi:io"]
-url = "https://github.com/WebAssembly/wasi-io/archive/v0.2.3.tar.gz"
-sha256 = "1cccbfe4122686ea57a25cd368e8cdfc408cbcad089f47fb6685b6f92e96f050"
-sha512 = "7a95f964c13da52611141acd89bc8876226497f128e99dd176a4270c5b5efbd8cc847b5fbd1a91258d028c646db99e0424d72590cf1caf20f9f3a3343fad5017"
diff --git a/golem-embed/embed/wit/embed.wit b/golem-embed/embed/wit/embed.wit
index 3e697a31f..ca3d6d946 100644
--- a/golem-embed/embed/wit/embed.wit
+++ b/golem-embed/embed/wit/embed.wit
@@ -1,5 +1,5 @@
 package golem:embed-library@1.0.0;
 
 world embed-library {
-     export golem:embed/embed@1.0.0;
+     export golem:embed/golem-embed/embed@1.0.0;
 }
diff --git a/Makefile.toml b/golem-llm/Makefile.toml
similarity index 58%
rename from Makefile.toml
rename to golem-llm/Makefile.toml
index 710e4cd8e..b47a7d757 100644
--- a/Makefile.toml
+++ b/golem-llm/Makefile.toml
@@ -10,117 +10,117 @@ args = ["clean"]
 command = "cargo"
 args = ["test"]
 
-[tasks.build-llm-ollama]
+[tasks.build-ollama]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama"]
 
 
-[tasks.build-llm-ollama-portable]
+[tasks.build-ollama-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--no-default-features"]
 
 
-[tasks.build-llm-anthropic]
+[tasks.build-anthropic]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic"]
 
-[tasks.build-llm-anthropic-portable]
+[tasks.build-anthropic-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic", "--no-default-features"]
 
-[tasks.build-llm-grok]
+[tasks.build-grok]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok"]
 
-[tasks.build-llm-grok-portable]
+[tasks.build-grok-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--no-default-features"]
 
-[tasks.build-llm-openai]
+[tasks.build-openai]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai"]
 
-[tasks.build-llm-openai-portable]
+[tasks.build-openai-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--no-default-features"]
 
-[tasks.build-llm-openrouter]
+[tasks.build-openrouter]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter"]
 
-[tasks.build-llm-openrouter-portable]
+[tasks.build-openrouter-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter", "--no-default-features"]
 
-[tasks.build-llm]
+[tasks.build]
 dependencies = [
-    "build-llm-anthropic",
-    "build-llm-grok",
-    "build-llm-openai",
-    "build-llm-openrouter",
-    "build-llm-ollama",
+    "build-anthropic",
+    "build-grok",
+    "build-openai",
+    "build-openrouter",
+    "build-ollama",
 ]
 
-[tasks.build-llm-portable]
+[tasks.build-portable]
 dependencies = [
-    "build-llm-anthropic-portable",
-    "build-llm-grok-portable",
-    "build-llm-openai-portable",
-    "build-llm-openrouter-portable",
-    "build-llm-ollama-portable",
+    "build-anthropic-portable",
+    "build-grok-portable",
+    "build-openai-portable",
+    "build-openrouter-portable",
+    "build-ollama-portable",
 ]
 
-[tasks.build-all-llm]
+[tasks.build-all]
 script_runner = "@duckscript"
 script = '''
-mkdir components/llm/debug
+mkdir components/debug
 
 cm_run_task clean
-cm_run_task build-llm
+cm_run_task build
 
-cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/llm/debug/golem_llm_anthropic.wasm
-cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/llm/debug/golem_llm_grok.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/llm/debug/golem_llm_openai.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/llm/debug/golem_llm_openrouter.wasm
-cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/llm/debug/golem_llm_ollama.wasm
+cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/debug/golem_llm_anthropic.wasm
+cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/debug/golem_llm_grok.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/debug/golem_llm_openai.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/debug/golem_llm_openrouter.wasm
+cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/debug/golem_llm_ollama.wasm
 
 cm_run_task clean
-cm_run_task build-llm-portable
+cm_run_task build-portable
 
-cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/llm/debug/golem_llm_anthropic-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/llm/debug/golem_llm_grok-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/llm/debug/golem_llm_openai-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/llm/debug/golem_llm_openrouter-portable.wasm
-cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/llm/debug/golem_llm_ollama-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_anthropic.wasm components/debug/golem_llm_anthropic-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_grok.wasm components/debug/golem_llm_grok-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/debug/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_openrouter.wasm components/debug/golem_llm_openrouter-portable.wasm
+cp target/wasm32-wasip1/debug/golem_llm_ollama.wasm components/debug/golem_llm_ollama-portable.wasm
 '''
 
-[tasks.release-build-llm-ollama]
+[tasks.release-build-ollama]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--release"]
 
-[tasks.release-build-llm-ollama-portable]
+[tasks.release-build-ollama-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-ollama", "--release", "--no-default-features"]
 
 
-[tasks.release-build-llm-anthropic]
+[tasks.release-build-anthropic]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-anthropic", "--release"]
 
-[tasks.release-build-llm-anthropic-portable]
+[tasks.release-build-anthropic-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = [
@@ -131,32 +131,32 @@ args = [
     "--no-default-features",
 ]
 
-[tasks.release-build-llm-grok]
+[tasks.release-build-grok]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--release"]
 
-[tasks.release-build-llm-grok-portable]
+[tasks.release-build-grok-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-grok", "--release", "--no-default-features"]
 
-[tasks.release-build-llm-openai]
+[tasks.release-build-openai]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--release"]
 
-[tasks.release-build-llm-openai-portable]
+[tasks.release-build-openai-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openai", "--release", "--no-default-features"]
 
-[tasks.release-build-llm-openrouter]
+[tasks.release-build-openrouter]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-llm-openrouter", "--release"]
 
-[tasks.release-build-llm-openrouter-portable]
+[tasks.release-build-openrouter-portable]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = [
@@ -167,57 +167,57 @@ args = [
     "--no-default-features",
 ]
 
-[tasks.release-build-llm]
+[tasks.release-build]
 dependencies = [
-    "release-build-llm-anthropic",
-    "release-build-llm-grok",
-    "release-build-llm-openai",
-    "release-build-llm-openrouter",
-    "release-build-llm-ollama",
+    "release-build-anthropic",
+    "release-build-grok",
+    "release-build-openai",
+    "release-build-openrouter",
+    "release-build-ollama",
 ]
 
-[tasks.release-build-llm-portable]
+[tasks.release-build-portable]
 dependencies = [
-    "release-build-llm-anthropic-portable",
-    "release-build-llm-grok-portable",
-    "release-build-llm-openai-portable",
-    "release-build-llm-openrouter-portable",
-    "release-build-llm-ollama-portable",
+    "release-build-anthropic-portable",
+    "release-build-grok-portable",
+    "release-build-openai-portable",
+    "release-build-openrouter-portable",
+    "release-build-ollama-portable",
 ]
 
-[tasks.release-build-all-llm]
+[tasks.release-build-all]
 script_runner = "@duckscript"
 script = '''
-mkdir components/llm/release
+mkdir components/release
 
 cm_run_task set-version
 
 cm_run_task clean
-cm_run_task release-build-llm
+cm_run_task release-build
 
-cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/llm/release/golem_llm_anthropic.wasm
-cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/llm/release/golem_llm_grok.wasm
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/llm/release/golem_llm_openai.wasm
-cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/llm/release/golem_llm_openrouter.wasm
-cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/llm/release/golem_llm_ollama.wasm
+cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/release/golem_llm_anthropic.wasm
+cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/release/golem_llm_grok.wasm
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/release/golem_llm_openai.wasm
+cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/release/golem_llm_openrouter.wasm
+cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/release/golem_llm_ollama.wasm
 
 cm_run_task clean
-cm_run_task release-build-llm-portable
+cm_run_task release-build-portable
 
-cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/llm/release/golem_llm_anthropic-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/llm/release/golem_llm_grok-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/llm/release/golem_llm_openai-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/llm/release/golem_llm_openrouter-portable.wasm
-cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/llm/release/golem_llm_ollama-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_anthropic.wasm components/release/golem_llm_anthropic-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_grok.wasm components/release/golem_llm_grok-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/release/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_openrouter.wasm components/release/golem_llm_openrouter-portable.wasm
+cp target/wasm32-wasip1/release/golem_llm_ollama.wasm components/release/golem_llm_ollama-portable.wasm
 '''
 
-[tasks.wit-llm-update]
+[tasks.wit-update]
 install_crate = { crate_name = "wit-deps-cli" }
 command = "wit-deps"
 args = ["update"]
 
-[tasks.wit-llm]
-dependencies = ["wit-llm-update"]
+[tasks.wit]
+dependencies = ["wit-update"]
 
 #condition = { files_modified = { input = [
 #    "wit/golem-llm.wit",
@@ -232,43 +232,42 @@ dependencies = ["wit-llm-update"]
 
 script_runner = "@duckscript"
 script = """
-rm -r golem-llm/llm/wit/deps
-mkdir golem-llm/llm/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io golem-llm/llm/wit/deps
-rm -r golem-llm/llm-anthropic/wit/deps
-mkdir golem-llm/llm-anthropic/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm-anthropic/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io llm-anthropic/wit/deps
-rm -r golem-llm/llm-grok/wit/deps
-mkdir golem-llm/llm-grok/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm-grok/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io golem-llm/llm-grok/wit/deps
-rm -r golem-llm/llm-openai/wit/deps
-mkdir golem-llm/llm-openai/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm-openai/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io golem-llm/llm-openai/wit/deps
-rm -r golem-llm/llm-openrouter/wit/deps
-mkdir golem-llm/llm-openrouter/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm-openrouter/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io golem-llm/llm-openrouter/wit/deps
-rm -r golem-llm/llm-ollama/wit/deps
-mkdir golem-llm/llm-ollama/wit/deps/golem-llm
-cp golem-llm/wit/golem-llm.wit golem-llm/llm-ollama/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io golem-llm/llm-ollama/wit/deps
-
-
-rm -r golem-llm/test/wit
-mkdir golem-llm/test/wit/deps/golem-llm
-mkdir golem-llm/test/wit/deps/io
-cp golem-llm/wit/golem-llm.wit golem-llm/test/wit/deps/golem-llm/golem-llm.wit
-cp golem-llm/wit/deps/wasi:io/error.wit golem-llm/test/wit/deps/io/error.wit
-cp golem-llm/wit/deps/wasi:io/poll.wit golem-llm/test/wit/deps/io/poll.wit
-cp golem-llm/wit/deps/wasi:io/streams.wit golem-llm/test/wit/deps/io/streams.wit
-cp golem-llm/wit/deps/wasi:io/world.wit golem-llm/test/wit/deps/io/world.wit
+rm -r llm/wit/deps
+mkdir llm/wit/deps/golem-llm
+cp wit/golem-llm.wit llm/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm/wit/deps
+rm -r llm-anthropic/wit/deps
+mkdir llm-anthropic/wit/deps/golem-llm
+cp wit/golem-llm.wit llm-anthropic/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm-anthropic/wit/deps
+rm -r llm-grok/wit/deps
+mkdir llm-grok/wit/deps/golem-llm
+cp wit/golem-llm.wit llm-grok/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm-grok/wit/deps
+rm -r llm-openai/wit/deps
+mkdir llm-openai/wit/deps/golem-llm
+cp wit/golem-llm.wit llm-openai/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm-openai/wit/deps
+rm -r llm-openrouter/wit/deps
+mkdir llm-openrouter/wit/deps/golem-llm
+cp wit/golem-llm.wit llm-openrouter/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm-openrouter/wit/deps
+rm -r llm-ollama/wit/deps
+mkdir llm-ollama/wit/deps/golem-llm
+cp wit/golem-llm.wit llm-ollama/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io llm-ollama/wit/deps
+
+
+rm -r test/wit
+mkdir test/wit/deps/golem-llm
+mkdir test/wit/deps/io
+cp wit/golem-llm.wit test/wit/deps/golem-llm/golem-llm.wit
+cp wit/deps/wasi:io/error.wit test/wit/deps/io/error.wit
+cp wit/deps/wasi:io/poll.wit test/wit/deps/io/poll.wit
+cp wit/deps/wasi:io/streams.wit test/wit/deps/io/streams.wit
+cp wit/deps/wasi:io/world.wit test/wit/deps/io/world.wit
 """
 
-
 [tasks.check]
 description = "Runs rustfmt and clippy checks without applying any fix"
 dependencies = ["check-clippy", "check-rustfmt"]
@@ -287,7 +286,7 @@ args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
 
 [tasks.fix]
 description = "Runs rustfmt and clippy checks and applies fixes"
-dependencies = ["wit-llm", "wit-embed", "fix-clippy", "fix-rustfmt"]
+dependencies = ["wit", "fix-clippy", "fix-rustfmt"]
 
 [tasks.fix-rustfmt]
 description = "Runs rustfmt checks and applies fixes"
@@ -309,14 +308,14 @@ args = [
     "-Dwarnings",
 ]
 
-[tasks.build-llm-test-components]
-dependencies = ["build-llm"]
+[tasks.build-test-components]
+dependencies = ["build"]
 description = "Builds all test components with golem-cli"
 install_crate = "cargo-binstall"
 script = '''
 cargo-binstall golem-cli@1.2.2-dev.11 --locked --force --no-confirm
 cargo-binstall wac-cli --locked --force --no-confirm
-cd golem-llm/test
+cd test
 golem-cli --version
 golem-cli app clean
 golem-cli app build -b anthropic-debug
@@ -330,6 +329,7 @@ golem-cli app clean
 golem-cli app build -b ollama-debug
 '''
 
+
 [tasks.set-version]
 description = "Sets the version in all Cargo.toml files to the value of the VERSION environment variable"
 condition = { env_set = ["VERSION"] }
@@ -355,27 +355,4 @@ foreach ($file in $cargoFiles)
     Foreach-Object { $_ -replace "0.0.0", $Env:VERSION } |
     Set-Content $file.PSPath
 }
-'''
-
-
-
-[tasks.build-all]
-script_runner = "@duckscript"
-script = """
-cm_run_task build-all-llm
-"""
-
-
-[tasks.release-build-all]
-script_runner = "@duckscript"
-script = """
-cm_run_task release-build-all-llm
-"""
-
-
-
-[tasks.build-test-components]
-script_runner = "@duckscript"
-script = """
-cm_run_task build-llm-test-components
-"""
\ No newline at end of file
+'''
\ No newline at end of file

From 421703fc1e22bcc58b5df9ceaa81a2d7839962dc Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 1 Jun 2025 13:55:52 +0000
Subject: [PATCH 07/36] fix

---
 .../embed-openai/wit/deps/golem-embed/golem-embed.wit        | 5 +++++
 golem-embed/embed/src/lib.rs                                 | 2 +-
 golem-embed/embed/wit/deps/golem-embed/golem-embed.wit       | 4 ++++
 golem-embed/embed/wit/embed.wit                              | 2 +-
 golem-embed/wit/golem-embed.wit                              | 5 +++++
 5 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
index 056c95107..904504bc5 100644
--- a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
@@ -122,4 +122,9 @@ interface embed {
     documents: list<string>,
     config: config
   ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index adaa30b57..61fc4fadb 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -2,7 +2,7 @@ pub mod error;
 pub mod config;
 
 wit_bindgen::generate!({
-    path: "../wit",
+    path: "./wit",
     world: "embed-library",
     generate_all,
     generate_unused_types: true,
diff --git a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
index 056c95107..a7e8be931 100644
--- a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
@@ -122,4 +122,8 @@ interface embed {
     documents: list<string>,
     config: config
   ) -> result<rerank-response, error>;
+}
+
+world embed-library {
+    export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/embed/wit/embed.wit b/golem-embed/embed/wit/embed.wit
index ca3d6d946..3e697a31f 100644
--- a/golem-embed/embed/wit/embed.wit
+++ b/golem-embed/embed/wit/embed.wit
@@ -1,5 +1,5 @@
 package golem:embed-library@1.0.0;
 
 world embed-library {
-     export golem:embed/golem-embed/embed@1.0.0;
+     export golem:embed/embed@1.0.0;
 }
diff --git a/golem-embed/wit/golem-embed.wit b/golem-embed/wit/golem-embed.wit
index 2b9073b88..d9b30ef9c 100644
--- a/golem-embed/wit/golem-embed.wit
+++ b/golem-embed/wit/golem-embed.wit
@@ -121,4 +121,9 @@ interface embed {
     documents: list<string>,
     config: config
   ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
 }
\ No newline at end of file

From 739e10848049e3739f52a5db0caf987ec4ffd913 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Tue, 3 Jun 2025 10:57:49 +0000
Subject: [PATCH 08/36] wip

---
 Cargo.lock                                    |   15 +-
 Cargo.toml                                    |    2 +-
 golem-embed/Makefile.toml                     |   57 +-
 .../embed-cohere/.vscode/settings.json        |   10 +
 golem-embed/embed-cohere/Cargo.toml           |   45 +
 golem-embed/embed-cohere/src/bindings.rs      |   43 +
 golem-embed/embed-cohere/src/client.rs        |  324 ++++
 golem-embed/embed-cohere/src/conversions.rs   |  106 ++
 golem-embed/embed-cohere/src/lib.rs           |   68 +
 golem-embed/embed-cohere/wit/cohere.wit       |    5 +
 .../wit/deps/golem-embed/golem-embed.wit      |  130 ++
 .../embed-cohere/wit/deps/wasi:io/error.wit   |   34 +
 .../embed-cohere/wit/deps/wasi:io/poll.wit    |   47 +
 .../embed-cohere/wit/deps/wasi:io/streams.wit |  290 ++++
 .../embed-cohere/wit/deps/wasi:io/world.wit   |   10 +
 golem-embed/embed-openai/Cargo.toml           |    1 -
 golem-embed/embed-openai/src/bindings.rs      |    8 +-
 golem-embed/embed-openai/src/client.rs        |   59 +-
 golem-embed/embed-openai/src/conversions.rs   |   50 +-
 golem-embed/embed-openai/src/lib.rs           |   11 +-
 .../wit/deps/golem-embed/golem-embed.wit      |    2 +-
 golem-embed/embed/src/lib.rs                  |    2 +-
 .../wit/deps/golem-embed/golem-embed.wit      |    3 +-
 golem-embed/test/.gitignore                   |    2 +
 golem-embed/test/.vscode/settings.json        |    3 +
 golem-embed/test/Cargo.lock                   | 1339 ++++++++++++++++
 golem-embed/test/Cargo.toml                   |   20 +
 .../test/common-rust/common-lib/Cargo.toml    |    4 +
 .../test/common-rust/common-lib/src/lib.rs    |    3 +
 golem-embed/test/common-rust/golem.yaml       |   44 +
 golem-embed/test/components-rust/.gitignore   |    2 +
 .../components-rust/test-embed/Cargo.lock     | 1376 +++++++++++++++++
 .../components-rust/test-embed/Cargo.toml     |   46 +
 .../components-rust/test-embed/golem.yaml     |   70 +
 .../components-rust/test-embed/src/lib.rs     |   60 +
 .../test-embed/wit/test-llm.wit               |   14 +
 .../components-rust/test-helper/Cargo.lock    | 1376 +++++++++++++++++
 .../components-rust/test-helper/Cargo.toml    |   33 +
 .../components-rust/test-helper/golem.yaml    |   18 +
 .../components-rust/test-helper/src/lib.rs    |   38 +
 .../test-helper/wit/test-helper.wit           |    9 +
 golem-embed/test/data/cat.png                 |  Bin 0 -> 34010 bytes
 golem-embed/test/golem.yaml                   |   12 +
 .../test/wit/deps/golem-embed/golem-embed.wit |  130 ++
 golem-embed/test/wit/deps/io/error.wit        |   34 +
 golem-embed/test/wit/deps/io/poll.wit         |   47 +
 golem-embed/test/wit/deps/io/streams.wit      |  290 ++++
 golem-embed/test/wit/deps/io/world.wit        |   10 +
 golem-embed/wit/golem-embed.wit               |    6 +-
 49 files changed, 6216 insertions(+), 92 deletions(-)
 create mode 100644 golem-embed/embed-cohere/.vscode/settings.json
 create mode 100644 golem-embed/embed-cohere/Cargo.toml
 create mode 100644 golem-embed/embed-cohere/src/bindings.rs
 create mode 100644 golem-embed/embed-cohere/src/client.rs
 create mode 100644 golem-embed/embed-cohere/src/conversions.rs
 create mode 100644 golem-embed/embed-cohere/src/lib.rs
 create mode 100644 golem-embed/embed-cohere/wit/cohere.wit
 create mode 100644 golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/embed-cohere/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/embed-cohere/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/test/.gitignore
 create mode 100644 golem-embed/test/.vscode/settings.json
 create mode 100644 golem-embed/test/Cargo.lock
 create mode 100644 golem-embed/test/Cargo.toml
 create mode 100644 golem-embed/test/common-rust/common-lib/Cargo.toml
 create mode 100644 golem-embed/test/common-rust/common-lib/src/lib.rs
 create mode 100644 golem-embed/test/common-rust/golem.yaml
 create mode 100644 golem-embed/test/components-rust/.gitignore
 create mode 100644 golem-embed/test/components-rust/test-embed/Cargo.lock
 create mode 100644 golem-embed/test/components-rust/test-embed/Cargo.toml
 create mode 100644 golem-embed/test/components-rust/test-embed/golem.yaml
 create mode 100644 golem-embed/test/components-rust/test-embed/src/lib.rs
 create mode 100644 golem-embed/test/components-rust/test-embed/wit/test-llm.wit
 create mode 100644 golem-embed/test/components-rust/test-helper/Cargo.lock
 create mode 100644 golem-embed/test/components-rust/test-helper/Cargo.toml
 create mode 100644 golem-embed/test/components-rust/test-helper/golem.yaml
 create mode 100644 golem-embed/test/components-rust/test-helper/src/lib.rs
 create mode 100644 golem-embed/test/components-rust/test-helper/wit/test-helper.wit
 create mode 100644 golem-embed/test/data/cat.png
 create mode 100644 golem-embed/test/golem.yaml
 create mode 100644 golem-embed/test/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/test/wit/deps/io/error.wit
 create mode 100644 golem-embed/test/wit/deps/io/poll.wit
 create mode 100644 golem-embed/test/wit/deps/io/streams.wit
 create mode 100644 golem-embed/test/wit/deps/io/world.wit

diff --git a/Cargo.lock b/Cargo.lock
index 8652cec06..9db93cbb9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -353,10 +353,23 @@ dependencies = [
 ]
 
 [[package]]
-name = "golem-embed-openai"
+name = "golem-embed-cohere"
 version = "0.0.0"
 dependencies = [
  "base64 0.22.1",
+ "golem-embed",
+ "golem-rust",
+ "log",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt 0.40.0",
+]
+
+[[package]]
+name = "golem-embed-openai"
+version = "0.0.0"
+dependencies = [
  "bytemuck",
  "golem-embed",
  "golem-rust",
diff --git a/Cargo.toml b/Cargo.toml
index c78cb8917..c0f2e92b0 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -2,7 +2,7 @@
 resolver = "2"
 
 members = [ 
-    "golem-embed/embed", 
+    "golem-embed/embed", "golem-embed/embed-cohere",  
     "golem-embed/embed-openai", 
     "golem-llm/llm", 
     "golem-llm/llm-anthropic",
diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
index 0b5313ba5..7dfcfb6ac 100644
--- a/golem-embed/Makefile.toml
+++ b/golem-embed/Makefile.toml
@@ -20,14 +20,29 @@ install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-embed-openai", "--no-default-features"]
 
+
+[tasks.build-cohere]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere"]
+
+[tasks.build-cohere-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--no-default-features"]
+
+
+
 [tasks.build]
 dependencies = [
     "build-openai",
+    "build-cohere",
 ]
 
 [tasks.build-portable]
 dependencies = [
     "build-openai-portable",
+    "build-cohere-portable",
 ]
 
 [tasks.build-all]
@@ -38,12 +53,14 @@ mkdir components/debug
 cm_run_task clean
 cm_run_task build
 
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/embed/debug/golem_llm_openai.wasm
+cp target/wasm32-wasip1/debug/golem_embed_openai.wasm components/embed/debug/golem_embed_openai.wasm
+cp target/wasm32-wasip1/debug/golem_embed_cohere.wasm components/embed/debug/golem_embed_cohere.wasm
 
 cm_run_task clean
 cm_run_task build-portable
 
-cp target/wasm32-wasip1/debug/golem_llm_openai.wasm components/embed/debug/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/debug/golem_embed_openai.wasm components/embed/debug/golem_embed_openai-portable.wasm
+cp target/wasm32-wasip1/debug/golem_embed_cohere.wasm components/embed/debug/golem_embed_cohere-portable.wasm
 '''
 
 [tasks.release-build-openai]
@@ -56,14 +73,26 @@ install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-embed-openai", "--release", "--no-default-features"]
 
+[tasks.release-build-cohere]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--release"]
+
+[tasks.release-build-cohere-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--release", "--no-default-features"]
+
 [tasks.release-build]
 dependencies = [
     "release-build-openai",
+    "release-build-cohere",
 ]
 
 [tasks.release-build-portable]
 dependencies = [
     "release-build-openai-portable",
+    "release-build-cohere-portable",
 ]
 
 [tasks.release-build-all]
@@ -76,12 +105,14 @@ cm_run_task set-version
 cm_run_task clean
 cm_run_task release-build
 
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/embed/release/golem_llm_openai.wasm
+cp target/wasm32-wasip1/release/golem_embed_openai.wasm components/embed/release/golem_embed_openai.wasm
+cp target/wasm32-wasip1/release/golem_embed_cohere.wasm components/embed/release/golem_embed_cohere.wasm
 
 cm_run_task clean
 cm_run_task release-build-portable
 
-cp target/wasm32-wasip1/release/golem_llm_openai.wasm components/embed/release/golem_llm_openai-portable.wasm
+cp target/wasm32-wasip1/release/golem_embed_openai.wasm components/embed/release/golem_embed_openai-portable.wasm
+cp target/wasm32-wasip1/release/golem_embed_cohere.wasm components/embed/release/golem_embed_cohere-portable.wasm
 '''
 
 [tasks.wit-update]
@@ -91,18 +122,6 @@ args = ["update"]
 
 [tasks.wit]
 dependencies = ["wit-update"]
-
-#condition = { files_modified = { input = [
-#    "wit/golem-llm.wit",
-#    "wit/deps/wasi:io",
-#], output = [
-#    "llm/wit/deps/golem-llm/golem-llm.wit",
-#    "llm-anthropic/wit/deps/golem-llm/golem-llm.wit",
-#    "llm-grok/wit/deps/golem-llm/golem-llm.wit",
-#    "llm-openai/wit/deps/golem-llm/golem-llm.wit",
-#    "llm-openrouter/wit/deps/golem-llm/golem-llm.wit",
-#] } }
-
 script_runner = "@duckscript"
 script = """
 rm -r embed/wit/deps
@@ -115,6 +134,10 @@ mkdir embed-openai/wit/deps/golem-embed
 cp wit/golem-embed.wit embed-openai/wit/deps/golem-embed/golem-embed.wit
 cp wit/deps/wasi:io embed-openai/wit/deps
 
+rm -r embed-cohere/wit/deps
+mkdir embed-cohere/wit/deps/golem-embed
+cp wit/golem-embed.wit embed-cohere/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io embed-cohere/wit/deps
 
 rm -r test/wit
 mkdir test/wit/deps/golem-embed
@@ -177,6 +200,8 @@ cd test
 golem-cli --version
 golem-cli app clean
 golem-cli app build -b openai-debug
+golem-cli app clean
+golem-cli app build -b cohere-debug
 '''
 
 
diff --git a/golem-embed/embed-cohere/.vscode/settings.json b/golem-embed/embed-cohere/.vscode/settings.json
new file mode 100644
index 000000000..b945667b6
--- /dev/null
+++ b/golem-embed/embed-cohere/.vscode/settings.json
@@ -0,0 +1,10 @@
+{
+    "rust-analyzer.check.overrideCommand": [
+        "cargo",
+        "component",
+        "check",
+        "--workspace",
+        "--all-targets",
+        "--message-format=json"
+    ],
+}
diff --git a/golem-embed/embed-cohere/Cargo.toml b/golem-embed/embed-cohere/Cargo.toml
new file mode 100644
index 000000000..43b827751
--- /dev/null
+++ b/golem-embed/embed-cohere/Cargo.toml
@@ -0,0 +1,45 @@
+[package]
+name = "golem-embed-cohere"
+version = "0.0.0"
+edition = "2021"
+license = "Apache-2.0"
+homepage = "https://golem.cloud"
+repository = "https://github.com/golemcloud/golem-llm"
+description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+
+[features]
+default = ["durability"]
+durability = ["golem-rust/durability", "golem-embed/durability"]
+
+
+[dependencies]
+golem-embed= {path="../embed", version="0.0.0", default-features= false}
+golem-rust = { workspace = true }
+log = { workspace = true }
+reqwest = { workspace = true }
+serde = {workspace = true}
+base64 = { workspace = true }
+serde_json = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+
+
+[package.metadata.component]
+package="golem:embed-cohere"
+
+[package.metadata.component.bindings]
+generate_unused_types=true
+
+[package.metadata.component.bindings.with]
+"golem:embed/embed@1.0.0"= "golem_embed::golem::embed::embed"
+
+[package.metadata.component.target]
+path = "wit"
+
+[package.metadata.component.target.dependencies]
+"golem:embed" = { path = "wit/deps/golem-embed" }
+"wasi:io" = { path = "wit/deps/wasi:io"}
diff --git a/golem-embed/embed-cohere/src/bindings.rs b/golem-embed/embed-cohere/src/bindings.rs
new file mode 100644
index 000000000..3f6b7d647
--- /dev/null
+++ b/golem-embed/embed-cohere/src/bindings.rs
@@ -0,0 +1,43 @@
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
+// Options used:
+//   * runtime_path: "wit_bindgen_rt"
+//   * with "golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+//   * generate_unused_types
+use golem_embed::golem::embed::embed as __with_name0;
+#[cfg(target_arch = "wasm32")]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:embed-cohere@1.0.0:embed-library:encoded world"
+)]
+#[doc(hidden)]
+#[allow(clippy::octal_escapes)]
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1263] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xeb\x08\x01A\x02\x01\
+A\x02\x01B/\x01m\x08\x0fretrieval-query\x12retrieval-document\x13semantic-simila\
+rity\x0eclassification\x0aclustering\x12question-answering\x11fact-verification\x0e\
+code-retrieval\x04\0\x09task-type\x03\0\0\x01m\x03\x0bfloat-array\x06binary\x06b\
+ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x0bfloat-array\x04int8\x05uint8\x06\
+binary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
+model-not-found\x0bunsupported\x15authentication-failed\x0eprovider-error\x13rat\
+e-limit-exceeded\x0einternal-error\x07unknown\x04\0\x0aerror-code\x03\0\x06\x01r\
+\x01\x03urls\x04\0\x09image-url\x03\0\x08\x01q\x02\x04text\x01s\0\x05image\x01\x09\
+\0\x04\0\x0ccontent-part\x03\0\x0a\x01r\x02\x03keys\x05values\x04\0\x02kv\x03\0\x0c\
+\x01ks\x01k\x01\x01ky\x01k\x7f\x01k\x03\x01k\x05\x01p\x0d\x01r\x08\x05model\x0e\x09\
+task-type\x0f\x0adimensions\x10\x0atruncation\x11\x0doutput-format\x12\x0coutput\
+-dtype\x13\x04user\x0e\x10provider-options\x14\x04\0\x06config\x03\0\x15\x01r\x02\
+\x0cinput-tokens\x10\x0ctotal-tokens\x10\x04\0\x05usage\x03\0\x17\x01pv\x01r\x02\
+\x05indexy\x06vector\x19\x04\0\x09embedding\x03\0\x1a\x01p\x1b\x01k\x18\x01r\x04\
+\x0aembeddings\x1c\x05usage\x1d\x05models\x16provider-metadata-json\x0e\x04\0\x12\
+embedding-response\x03\0\x1e\x01r\x03\x05indexy\x0frelevance-scorev\x08document\x0e\
+\x04\0\x0drerank-result\x03\0\x20\x01p!\x01r\x04\x07results\"\x05usage\x1d\x05mo\
+dels\x16provider-metadata-json\x0e\x04\0\x0frerank-response\x03\0#\x01r\x03\x04c\
+ode\x07\x07messages\x13provider-error-json\x0e\x04\0\x05error\x03\0%\x01p\x0b\x01\
+j\x01\x1f\x01&\x01@\x02\x06inputs'\x06config\x16\0(\x04\0\x08generate\x01)\x01ps\
+\x01j\x01$\x01&\x01@\x03\x05querys\x09documents*\x06config\x16\0+\x04\0\x06reran\
+k\x01,\x04\0\x17golem:embed/embed@1.0.0\x05\0\x04\0&golem:embed-cohere/embed-lib\
+rary@1.0.0\x04\0\x0b\x13\x01\0\x0dembed-library\x03\0\0\0G\x09producers\x01\x0cp\
+rocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+#[inline(never)]
+#[doc(hidden)]
+pub fn __link_custom_section_describing_imports() {
+    wit_bindgen_rt::maybe_link_cabi_realloc();
+}
diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
new file mode 100644
index 000000000..fa10fc452
--- /dev/null
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -0,0 +1,324 @@
+use std::fmt::Debug;
+
+use golem_embed::{
+    error::{error_code_from_status, from_reqwest_error},
+    golem::embed::embed::Error,
+};
+use log::trace;
+use reqwest::{Client, Method, Response};
+use serde::{de::DeserializeOwned, Deserialize, Serialize};
+
+const BASE_URL: &str = "https://api.cohere.ai";
+
+/// The Cohere API client for creating embeddings.
+///
+/// Based on https://docs.cohere.com/reference/embed
+pub struct EmbeddingsApi {
+    cohere_api_key: String,
+    client: Client,
+}
+
+impl EmbeddingsApi {
+    pub fn new(cohere_api_key: String) -> Self {
+        let client = Client::builder()
+            .build()
+            .expect("Failed to initialize HTTP client");
+        Self {
+            cohere_api_key,
+            client,
+        }
+    }
+
+    pub fn generate_embeding(&self, request: EmbeddingRequest) -> Result<EmbeddingResponse, Error> {
+        trace!("Sending request to Cohere API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v1/embed"))
+            .bearer_auth(&self.cohere_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        trace!("Recived response: {:#?}", response);
+        parse_response::<EmbeddingResponse>(response)
+    }
+}
+
+fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
+    let status = response.status();
+    if status.is_success() {
+        let response_data = response
+            .json::<T>()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from Cohere API: {response_data:?}");
+        Ok(response_data)
+    } else {
+        let response_data = response
+            .text()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from Cohere API: {response_data:?}");
+        Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with {status}"),
+            provider_error_json: Some(response_data),
+        })
+    }
+}
+
+fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, Error> {
+    serde_json::from_str::<T>(response)
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum InputType {
+    #[serde(rename = "search_document")]
+    SearchDocument,
+    #[serde(rename = "search_query")]
+    SearchQuery,
+    #[serde(rename = "classification")]
+    Classification,
+    #[serde(rename = "clustering")]
+    Clustering,
+    #[serde(rename = "image")]
+    Image,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum EmbeddingType {
+    #[serde(rename = "float")]
+    Float,
+    #[serde(rename = "int8")]
+    Int8,
+    #[serde(rename = "uint8")]
+    Uint8,
+    #[serde(rename = "binary")]
+    Binary,
+    #[serde(rename = "ubinary")]
+    Ubinary,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum Truncate {
+    #[serde(rename = "NONE")]
+    None,
+    #[serde(rename = "START")]
+    Start,
+    #[serde(rename = "END")]
+    End,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingRequest {
+    pub model: String,
+    pub input_type: InputType,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub embedding_types: Option<Vec<EmbeddingType>>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub texts: Option<Vec<String>>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub images: Option<Vec<String>>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub max_tokens: Option<String>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub output_dimension: Option<String>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub truncate: Option<Truncate>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingResponse {
+    pub id: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub images: Option<Vec<ImageRespnse>>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub texts: Option<Vec<String>>,
+
+    pub embeddings: EmbeddingData,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub meta: Option<Meta>,
+
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub response_type: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct ImageRespnse {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub width: Option<i32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub height: Option<i32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub format: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub bit_depth: Option<i32>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingData {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub float: Option<Vec<Vec<f32>>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub int8: Option<Vec<Vec<i8>>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub uint8: Option<Vec<Vec<u8>>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub binary: Option<Vec<Vec<i8>>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub ubinary: Option<Vec<Vec<u8>>>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct Meta {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub api_version: Option<ApiVersion>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub billed_units: Option<BilledUnits>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct ApiVersion {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub version: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct BilledUnits {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub input_tokens: Option<u32>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct CohereError {
+    pub message: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub code: Option<String>,
+}
+
+#[cfg(test)]
+mod tests {
+    use crate::client;
+
+    use super::*;
+    use golem_embed::golem::embed::embed::EmbeddingResponse;
+    use serde_json;
+
+    #[test]
+    fn test_parse_data() {
+        let json_data = r#"{
+            "id": "54910170-852f-4322-9767-63d36e55c3bf",
+            "texts": [
+              "This is the sentence I want to embed.",
+              "Hey !"
+            ],
+            "embeddings": {
+              "binary": [
+                [
+                  -54,
+                  99,
+                  -87,
+                  60,
+                  15,
+                  10,
+                  93,
+                  97,
+                  -42,
+                  -51,
+                  9
+                ]
+              ],
+              "float": [
+                [
+                
+                  0.016967773,
+                  0.031982422,
+                  0.041503906,
+                  0.0021514893,
+                  0.008178711,
+                  -0.029541016,
+                  -0.018432617,
+                  -0.046875,
+                  0.021240234
+                ],
+                [
+                  0.013977051,
+                  0.012084961,
+                  0.005554199,
+                  -0.053955078,
+                  -0.026977539,
+                  -0.008361816,
+                  0.02368164,
+                  -0.013183594,
+                  -0.063964844,
+                  0.026611328
+                ]
+              ],
+              "int8": [
+                [
+              
+                  -15,
+                  -65,
+                  0,
+                  -31,
+                  -43,
+                  -14,
+                  -48,
+                  59,
+                  -34,
+                  15,
+                  36,
+                  49,
+                  -5,
+                  3,
+                  -49,
+                  -34,
+                  -74,
+                  21
+                ],
+                [
+                
+                  14,
+                  38,
+                  -30,
+                  -13,
+                  -49,
+                  4,
+                  -33,
+                  -49,
+                  48,
+                  9,
+                  -84,
+                  8,
+                  0,
+                  -84,
+                  -46,
+                  -20,
+                  24,
+                  -26,
+                  -98,
+                  28
+                ]
+              ]
+            },
+            "meta": {
+              "api_version": {
+                "version": "2"
+              },
+              "billed_units": {
+                "input_tokens": 11,
+                "image_tokens": 0
+              }
+            },
+            "response_type": "embeddings_by_type"
+          }"#;
+
+        let result = parse_json::<client::EmbeddingResponse>(json_data);
+        print!("{:#?}", result.unwrap());
+    }
+}
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
new file mode 100644
index 000000000..d16f62f17
--- /dev/null
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -0,0 +1,106 @@
+use std::{fs, path::Path};
+
+use base64::{engine::general_purpose, Engine};
+use golem_embed::{
+    error::unsupported,
+    golem::embed::embed::{
+        self, Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
+        OutputDtype, OutputFormat, TaskType, Usage,
+    },
+};
+use log::trace;
+use reqwest::{Client, Url};
+
+use crate::client::{EmbeddingData, EmbeddingRequest, EmbeddingResponse, EmbeddingType, InputType};
+
+fn output_dtype_to_cohere_embedding_type(dtype: OutputDtype) -> EmbeddingType {
+    match dtype {
+        OutputDtype::FloatArray => EmbeddingType::Float,
+        OutputDtype::Int8 => EmbeddingType::Int8,
+        OutputDtype::Uint8 => EmbeddingType::Uint8,
+        OutputDtype::Binary => EmbeddingType::Binary,
+        OutputDtype::Ubinary => EmbeddingType::Ubinary,
+    }
+}
+
+pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingRequest, Error> {
+    let mut text_inputs = Vec::new();
+    let mut image_inputs = Vec::new();
+    for input in inputs {
+        match input {
+            ContentPart::Text(text) => text_inputs.push(text),
+            ContentPart::Image(image) => match image_to_base64(&image.url) {
+                Ok(base64_data) => image_inputs.push(base64_data),
+                Err(err) => {
+                    trace!("Failed to encode image: {}\nError: {}\n", image.url, err);
+                }
+            },
+        }
+    }
+
+    if !text_inputs.is_empty() && !image_inputs.is_empty()
+        || text_inputs.is_empty() && image_inputs.is_empty()
+    {
+        return Err(unsupported(
+            "Cohere requires text or image input, not both.",
+        ));
+    }
+
+    let input_type = if !image_inputs.is_empty() && text_inputs.is_empty() {
+        InputType::Image
+    } else {
+        config
+            .task_type
+            .map(|task_type| match task_type {
+                TaskType::RetrievalQuery => InputType::SearchQuery,
+                TaskType::RetrievalDocument => InputType::SearchDocument,
+                TaskType::Classification => InputType::Classification,
+                TaskType::Clustering => InputType::Clustering,
+                _ => InputType::SearchDocument,
+            })
+            .unwrap()
+    };
+
+    let model = config
+        .model
+        .unwrap_or_else(|| "embed-english-v3.0".to_string());
+
+    let embedding_types = config
+        .output_dtype
+        .map(|dtype| vec![output_dtype_to_cohere_embedding_type(dtype)]);
+
+    Ok(EmbeddingRequest {
+        model,
+        input_type,
+        embedding_types,
+        images: if !image_inputs.is_empty() {
+            Some(image_inputs)
+        } else {
+            None
+        },
+        texts: if !text_inputs.is_empty() {
+            Some(text_inputs)
+        } else {
+            None
+        },
+        truncate: None,
+        max_tokens: None,
+        output_dimension: Some(config.dimensions.unwrap().to_string()),
+    })
+}
+
+pub fn image_to_base64(source: &str) -> Result<String, Box<dyn std::error::Error>> {
+    let bytes = if Url::parse(source).is_ok() {
+        let client = Client::new();
+        let response = client.get(source).send()?;
+
+        response.bytes()?.to_vec()
+    } else {
+        let path = Path::new(source);
+
+        fs::read(path)?
+    };
+
+    let base64_data = general_purpose::STANDARD.encode(&bytes);
+    Ok(base64_data)
+}
diff --git a/golem-embed/embed-cohere/src/lib.rs b/golem-embed/embed-cohere/src/lib.rs
new file mode 100644
index 000000000..90a5749ed
--- /dev/null
+++ b/golem-embed/embed-cohere/src/lib.rs
@@ -0,0 +1,68 @@
+use client::{EmbeddingResponse, EmbeddingsApi};
+use conversions::{create_request};
+use golem_embed::{
+    config::with_config_key,
+    golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, Guest,
+        RerankResponse,
+    },
+    LOGGING_STATE,
+};
+
+mod client;
+mod conversions;
+
+struct CohereComponent;
+
+impl CohereComponent {
+    const ENV_VAR_NAME: &'static str = "COHERE_API_KEY";
+
+    fn embeddings(
+        client: EmbeddingsApi,
+        inputs: Vec<ContentPart>,
+        config: Config,
+    ) -> Result<GolemEmbeddingResponse, Error> {
+        todo!()
+        // let request = create_request(inputs, config);
+        // match request {
+        //     Ok(request) => match client.generate_embeding(request) {
+        //         Ok(response) => process_embedding_response(response),
+        //         Err(err) => Err(err),
+        //     },
+        //     Err(err) => Err(err),
+        // }
+    }
+
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        todo!()
+    }
+}
+
+impl Guest for CohereComponent {
+    fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<GolemEmbeddingResponse, Error> {
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+        with_config_key(
+            Self::ENV_VAR_NAME,
+            |error| Err(error),
+            |cohere_api_key| {
+                let client = EmbeddingsApi::new(cohere_api_key);
+                Self::embeddings(client, inputs, config)
+            },
+        )
+    }
+
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        todo!()
+    }
+}
+
+
+
diff --git a/golem-embed/embed-cohere/wit/cohere.wit b/golem-embed/embed-cohere/wit/cohere.wit
new file mode 100644
index 000000000..7df362448
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/cohere.wit
@@ -0,0 +1,5 @@
+package golem:embed-cohere@1.0.0;
+
+world embed-library {
+  include golem:embed/embed-library@1.0.0;
+}
diff --git a/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..838b3c2a5
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,130 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
+}
\ No newline at end of file
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/error.wit b/golem-embed/embed-cohere/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit b/golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit b/golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/world.wit b/golem-embed/embed-cohere/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/embed-cohere/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/embed-openai/Cargo.toml b/golem-embed/embed-openai/Cargo.toml
index 35f261423..d3f7f5b07 100644
--- a/golem-embed/embed-openai/Cargo.toml
+++ b/golem-embed/embed-openai/Cargo.toml
@@ -23,7 +23,6 @@ golem-rust = { workspace = true }
 log = { workspace = true }
 reqwest = { workspace = true }
 serde = {workspace = true}
-base64 = { workspace = true }
 serde_json = { workspace = true }
 wit-bindgen-rt = { workspace = true }
 bytemuck = "1.23.0"
diff --git a/golem-embed/embed-openai/src/bindings.rs b/golem-embed/embed-openai/src/bindings.rs
index 44c5fb5c1..33bc32f27 100644
--- a/golem-embed/embed-openai/src/bindings.rs
+++ b/golem-embed/embed-openai/src/bindings.rs
@@ -10,13 +10,13 @@ use golem_embed::golem::embed::embed as __with_name0;
 )]
 #[doc(hidden)]
 #[allow(clippy::octal_escapes)]
-pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1259] = *b"\
-\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xe7\x08\x01A\x02\x01\
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1263] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xeb\x08\x01A\x02\x01\
 A\x02\x01B/\x01m\x08\x0fretrieval-query\x12retrieval-document\x13semantic-simila\
 rity\x0eclassification\x0aclustering\x12question-answering\x11fact-verification\x0e\
 code-retrieval\x04\0\x09task-type\x03\0\0\x01m\x03\x0bfloat-array\x06binary\x06b\
-ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x07float32\x04int8\x05uint8\x06b\
-inary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
+ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x0bfloat-array\x04int8\x05uint8\x06\
+binary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
 model-not-found\x0bunsupported\x15authentication-failed\x0eprovider-error\x13rat\
 e-limit-exceeded\x0einternal-error\x07unknown\x04\0\x0aerror-code\x03\0\x06\x01r\
 \x01\x03urls\x04\0\x09image-url\x03\0\x08\x01q\x02\x04text\x01s\0\x05image\x01\x09\
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 6c18891e6..50661053a 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -5,6 +5,8 @@ use golem_embed::{
     golem::embed::embed::Error,
 };
 use log::trace;
+use base64::{engine::general_purpose, Engine};
+
 #[allow(dead_code, unused, unused_imports)]
 use reqwest::Client;
 use reqwest::{Method, Response};
@@ -68,35 +70,6 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
 }
 
 
-
-impl EmbeddingVector {
-    pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
-        match self {
-            EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
-            EmbeddingVector::Base64(base64_str) => {
-                use base64::{engine::general_purpose, Engine};
-
-                let bytes = general_purpose::STANDARD
-                    .decode(base64_str)
-                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
-
-                if bytes.len() % 4 != 0 {
-                    return Err("Invalid base64 data: length not divisible by 4".to_string());
-                }
-
-                let mut floats: Vec<f32> = Vec::with_capacity(bytes.len() / 4);
-                for chunk in bytes.chunks_exact(4) {
-                    floats.push(f32::from_le_bytes([chunk[0], chunk[1], chunk[2], chunk[3]]));
-                }
-
-                Ok(floats)
-            }
-        }
-    }
-}
-
-
-
 /// OpenAI allows only allows float and base64 as output formats.
 #[derive(Debug, Deserialize, Serialize, Clone)]
 pub enum EncodingFormat {
@@ -145,6 +118,34 @@ pub enum EmbeddingVector {
 }
 
 
+
+impl EmbeddingVector {
+    pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
+        match self {
+            EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
+            EmbeddingVector::Base64(base64_str) => {
+
+                let bytes = general_purpose::STANDARD
+                    .decode(base64_str)
+                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
+
+                if bytes.len() % 4 != 0 {
+                    return Err("Invalid base64 data: length not divisible by 4".to_string());
+                }
+
+                let mut floats: Vec<f32> = Vec::with_capacity(bytes.len() / 4);
+                for chunk in bytes.chunks_exact(4) {
+                    floats.push(f32::from_le_bytes([chunk[0], chunk[1], chunk[2], chunk[3]]));
+                }
+
+                Ok(floats)
+            }
+        }
+    }
+}
+
+
+
 #[derive(Debug, Serialize, Deserialize)]
 pub struct OpenAIError {
     pub error: OpenAIErrorDetails,
diff --git a/golem-embed/embed-openai/src/conversions.rs b/golem-embed/embed-openai/src/conversions.rs
index 079df98bf..8dd3afb4f 100644
--- a/golem-embed/embed-openai/src/conversions.rs
+++ b/golem-embed/embed-openai/src/conversions.rs
@@ -1,32 +1,31 @@
 use bytemuck::checked::cast_slice;
-use golem_embed::golem::embed::embed::{Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error};
 use golem_embed::error::unsupported;
+use golem_embed::golem::embed::embed::{
+    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error,
+};
 
 use crate::client::{EmbeddingRequest, EmbeddingResponse, EncodingFormat};
 
-
-
-
-
-
 pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingRequest, Error> {
     let mut input = String::new();
     for content in inputs {
         match content {
             ContentPart::Text(text) => input.push_str(&text),
-            ContentPart::Image(_) =>
-             return Err(unsupported("Image embeddings is not supported by OpenAI.")),
+            ContentPart::Image(_) => {
+                return Err(unsupported("Image embeddings is not supported by OpenAI."))
+            }
         }
     }
 
+    let model = config
+        .model
+        .unwrap_or_else(|| "text-embedding-ada-002".to_string());
 
-    let model = config.model.unwrap_or_else(|| "text-embedding-ada-002".to_string());
-
-    let encoding_format = config.output_format.map(|format| match format {
-        golem_embed::golem::embed::embed::OutputFormat::FloatArray => EncodingFormat::Float,
-        golem_embed::golem::embed::embed::OutputFormat::Binary => EncodingFormat::Base64,
-        golem_embed::golem::embed::embed::OutputFormat::Base64 => EncodingFormat::Base64,
-    });
+    let encoding_format = match config.output_format {
+        Some(golem_embed::golem::embed::embed::OutputFormat::FloatArray) => Some(EncodingFormat::Float),
+        Some(golem_embed::golem::embed::embed::OutputFormat::Base64) => Some(EncodingFormat::Base64),
+        _ => return Err(unsupported("OpenAI only supports float and base64 output formats.")),
+    };
 
     let dimension = config.dimensions;
 
@@ -39,18 +38,13 @@ pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<Embedd
         dimension,
         user,
     })
-
 }
 
-
-
-fn f32vec_to_binary(f32_vec: &[f32]) -> &[u8] {
-    cast_slice(f32_vec)
-}
-
-pub fn process_embedding_response(response: EmbeddingResponse) -> Result<GolemEmbeddingResponse, Error> {
+pub fn process_embedding_response(
+    response: EmbeddingResponse,
+) -> Result<GolemEmbeddingResponse, Error> {
     let mut embeddings = Vec::new();
-    for embeding_data in &response.data{
+    for embeding_data in &response.data {
         let embed = embeding_data.embedding.to_float_vec().map_err(|e| Error {
             code: golem_embed::golem::embed::embed::ErrorCode::ProviderError,
             message: e,
@@ -67,12 +61,10 @@ pub fn process_embedding_response(response: EmbeddingResponse) -> Result<GolemEm
         total_tokens: Some(response.usage.total_tokens),
     };
 
-
-    Ok(GolemEmbeddingResponse{
+    Ok(GolemEmbeddingResponse {
         embeddings,
-        usage : Some(usage),
-        model : response.model,
+        usage: Some(usage),
+        model: response.model,
         provider_metadata_json: None,
     })
-
 }
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index cc23da05f..0facf860a 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -1,11 +1,13 @@
+
+mod client;
+mod conversions;
+
 use client::EmbeddingsApi;
 use conversions::{create_request, process_embedding_response};
 use golem_embed::{config::with_config_key, golem::embed::embed::{
     Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse
 }, LOGGING_STATE};
 
-mod client;
-mod conversions;
 
 struct OpenAIComponent;
 
@@ -27,8 +29,9 @@ impl OpenAIComponent {
         }
     }
 
-
-    
+    fn rerank(query:String,documents:Vec::<String>,config:Config,) -> Result<RerankResponse,Error> {
+        todo!()
+    }
 }
 
 
diff --git a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
index 904504bc5..838b3c2a5 100644
--- a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
@@ -21,7 +21,7 @@ interface embed {
   }
 
   enum output-dtype {
-    float32,
+    float-array,
     int8,
     uint8,
     binary,
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index 61fc4fadb..adaa30b57 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -2,7 +2,7 @@ pub mod error;
 pub mod config;
 
 wit_bindgen::generate!({
-    path: "./wit",
+    path: "../wit",
     world: "embed-library",
     generate_all,
     generate_unused_types: true,
diff --git a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
index a7e8be931..b524f9071 100644
--- a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
@@ -21,7 +21,7 @@ interface embed {
   }
 
   enum output-dtype {
-    float32,
+    float-array,
     int8,
     uint8,
     binary,
@@ -32,7 +32,6 @@ interface embed {
     invalid-request,
     model-not-found,
     unsupported,
-    authentication-failed, 
     provider-error,
     rate-limit-exceeded,
     internal-error,
diff --git a/golem-embed/test/.gitignore b/golem-embed/test/.gitignore
new file mode 100644
index 000000000..175f32628
--- /dev/null
+++ b/golem-embed/test/.gitignore
@@ -0,0 +1,2 @@
+golem-temp
+target
diff --git a/golem-embed/test/.vscode/settings.json b/golem-embed/test/.vscode/settings.json
new file mode 100644
index 000000000..7530c05d7
--- /dev/null
+++ b/golem-embed/test/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "rust-analyzer.server.extraEnv": { "CARGO": "cargo-component" }
+}
\ No newline at end of file
diff --git a/golem-embed/test/Cargo.lock b/golem-embed/test/Cargo.lock
new file mode 100644
index 000000000..c506269f1
--- /dev/null
+++ b/golem-embed/test/Cargo.lock
@@ -0,0 +1,1339 @@
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+ "url",
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+ "wasm-metadata",
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+[[package]]
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+dependencies = [
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+ "zerofrom",
+ "zerovec-derive",
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+
+[[package]]
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diff --git a/golem-embed/test/Cargo.toml b/golem-embed/test/Cargo.toml
new file mode 100644
index 000000000..ae41bab4c
--- /dev/null
+++ b/golem-embed/test/Cargo.toml
@@ -0,0 +1,20 @@
+[workspace]
+resolver = "2"
+members = ["components-rust/*", "common-rust/*"]
+
+[profile.release]
+opt-level = "s"
+lto = true
+
+[workspace.dependencies]
+golem-rust = { version = "1.6.0", features = [
+    "export_load_snapshot",
+    "export_save_snapshot",
+    "export_oplog_processor",
+] }
+reqwest = { git = "https://github.com/zivergetech/reqwest", branch = "update-may-2025", features = [
+    "json",
+] }
+serde = { version = "1.0.0", features = ["derive"] }
+serde_json = "1.0"
+wit-bindgen-rt = { version = "0.40.0", features = ["bitflags"] }
diff --git a/golem-embed/test/common-rust/common-lib/Cargo.toml b/golem-embed/test/common-rust/common-lib/Cargo.toml
new file mode 100644
index 000000000..876f1d66d
--- /dev/null
+++ b/golem-embed/test/common-rust/common-lib/Cargo.toml
@@ -0,0 +1,4 @@
+[package]
+name = "common-lib"
+version = "0.1.0"
+edition = "2021"
diff --git a/golem-embed/test/common-rust/common-lib/src/lib.rs b/golem-embed/test/common-rust/common-lib/src/lib.rs
new file mode 100644
index 000000000..15c6dcba7
--- /dev/null
+++ b/golem-embed/test/common-rust/common-lib/src/lib.rs
@@ -0,0 +1,3 @@
+pub fn example_common_function() -> &'static str {
+    "hello common"
+}
diff --git a/golem-embed/test/common-rust/golem.yaml b/golem-embed/test/common-rust/golem.yaml
new file mode 100644
index 000000000..b13a83894
--- /dev/null
+++ b/golem-embed/test/common-rust/golem.yaml
@@ -0,0 +1,44 @@
+# Schema for IDEA:
+# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+# Schema for vscode-yaml
+# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+
+# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
+
+templates:
+  rust:
+    profiles:
+      debug:
+        build:
+        - command: cargo component build
+          sources:
+          - src
+          - wit-generated
+          - ../../common-rust
+          targets:
+          - ../../target/wasm32-wasip1/debug/{{ component_name | to_snake_case }}.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/{{ component_name | to_snake_case }}.wasm
+        linkedWasm: ../../golem-temp/components/{{ component_name | to_snake_case }}_debug.wasm
+        clean:
+        - src/bindings.rs
+      release:
+        build:
+        - command: cargo component build --release
+          sources:
+          - src
+          - wit-generated
+          - ../../common-rust
+          targets:
+          - ../../target/wasm32-wasip1/release/{{ component_name | to_snake_case }}.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/release/{{ component_name | to_snake_case }}.wasm
+        linkedWasm: ../../golem-temp/components/{{ component_name | to_snake_case }}_release.wasm
+        clean:
+        - src/bindings.rs
+    defaultProfile: debug
+customCommands:
+  cargo-clean:
+  - command: cargo clean
diff --git a/golem-embed/test/components-rust/.gitignore b/golem-embed/test/components-rust/.gitignore
new file mode 100644
index 000000000..f19eeb7b2
--- /dev/null
+++ b/golem-embed/test/components-rust/.gitignore
@@ -0,0 +1,2 @@
+/*/src/bindings.rs
+/*/wit-generated
\ No newline at end of file
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.lock b/golem-embed/test/components-rust/test-embed/Cargo.lock
new file mode 100644
index 000000000..bc5f25f2e
--- /dev/null
+++ b/golem-embed/test/components-rust/test-embed/Cargo.lock
@@ -0,0 +1,1376 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
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+ "libc",
+ "miniz_oxide",
+ "object",
+ "rustc-demangle",
+ "windows-targets 0.52.6",
+]
+
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+[[package]]
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+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt",
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+checksum = "29c7526379ace8709ee9ab9f2bb50f112d95581063a59ef3097d9c10153886c9"
+dependencies = [
+ "bitflags",
+]
+
+[[package]]
+name = "write16"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d1890f4022759daae28ed4fe62859b1236caebfc61ede2f63ed4e695f3f6d936"
+
+[[package]]
+name = "writeable"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e9df38ee2d2c3c5948ea468a8406ff0db0b29ae1ffde1bcf20ef305bcc95c51"
+
+[[package]]
+name = "yoke"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive",
+ "zerofrom",
+]
+
+[[package]]
+name = "yoke-derive"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "synstructure",
+]
+
+[[package]]
+name = "zerofrom"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cff3ee08c995dee1859d998dea82f7374f2826091dd9cd47def953cae446cd2e"
+dependencies = [
+ "zerofrom-derive",
+]
+
+[[package]]
+name = "zerofrom-derive"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "595eed982f7d355beb85837f651fa22e90b3c044842dc7f2c2842c086f295808"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "synstructure",
+]
+
+[[package]]
+name = "zerovec"
+version = "0.10.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aa2b893d79df23bfb12d5461018d408ea19dfafe76c2c7ef6d4eba614f8ff079"
+dependencies = [
+ "yoke",
+ "zerofrom",
+ "zerovec-derive",
+]
+
+[[package]]
+name = "zerovec-derive"
+version = "0.10.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6eafa6dfb17584ea3e2bd6e76e0cc15ad7af12b09abdd1ca55961bed9b1063c6"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.toml b/golem-embed/test/components-rust/test-embed/Cargo.toml
new file mode 100644
index 000000000..7674a4f44
--- /dev/null
+++ b/golem-embed/test/components-rust/test-embed/Cargo.toml
@@ -0,0 +1,46 @@
+[package]
+name = "test_embed"
+version = "0.0.0"
+edition = "2021"
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+required-features = []
+
+[features]
+default = ["openai"]
+openai = []
+
+[dependencies]
+# To use common shared libs, use the following:
+# common-lib = { path = "../../common-rust/common-lib" }
+
+golem-rust = { workspace = true }
+log = { version = "0.4.27" }
+reqwest = { workspace = true }
+serde = { workspace = true }
+serde_json = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+
+[package.metadata.component.target]
+path = "wit-generated"
+
+[package.metadata.component.bindings.with]
+"wasi:io/poll@0.2.0" = "golem_rust::wasm_rpc::wasi::io::poll"
+"wasi:clocks/wall-clock@0.2.0" = "golem_rust::wasm_rpc::wasi::clocks::wall_clock"
+"golem:rpc/types@0.2.0" = "golem_rust::wasm_rpc::golem_rpc_0_2_x::types"
+
+[package.metadata.component.target.dependencies]
+"golem:embed" = { path = "wit-generated/deps/golem-embed" }
+"wasi:clocks" = { path = "wit-generated/deps/clocks" }
+"wasi:io" = { path = "wit-generated/deps/io" }
+"golem:rpc" = { path = "wit-generated/deps/golem-rpc" }
+"test:helper-client" = { path = "wit-generated/deps/test_helper-client" }
+"test:embed-exports" = { path = "wit-generated/deps/test_embed-exports" }
+
+[package.metadata.component.bindings]
+# See https://github.com/bytecodealliance/cargo-component/blob/main/src/metadata.rs#L62
+
+# derives = ["serde::Serialize", "serde::Deserialize"]
+# generate_unused_types = true
\ No newline at end of file
diff --git a/golem-embed/test/components-rust/test-embed/golem.yaml b/golem-embed/test/components-rust/test-embed/golem.yaml
new file mode 100644
index 000000000..011931c21
--- /dev/null
+++ b/golem-embed/test/components-rust/test-embed/golem.yaml
@@ -0,0 +1,70 @@
+# Schema for IDEA:
+# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+# Schema for vscode-yaml
+# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+
+# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
+
+components:
+  test:embed:
+    profiles:
+      # DEBUG PROFILES
+      openai-debug:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --no-default-features --features openai
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - target/wasm32-wasip1/debug/test_embed.wasm
+          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/debug/test_embed.wasm
+              - ../../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm
+            targets:
+              - ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_openai_debug.wasm
+        clean:
+          - src/bindings.rs
+
+      # RELEASE PROFILES
+      openai-release:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --release --no-default-features --features openai
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/release/golem_embed_openai.wasm ../../target/wasm32-wasip1/release/test_embed.wasm -o ../../target/wasm32-wasip1/release/test_openai_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+              - ../../../target/wasm32-wasip1/release/golem_embed_openai.wasm
+            targets:
+              - ../../target/wasm32-wasip1/release/test_openai_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/release/test_openai_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_openai_release.wasm
+        clean:
+          - src/bindings.rs
+
+    defaultProfile: openai-debug
+
+dependencies:
+  test:embed:
+    - target: test:helper
+      type: wasm-rpc
diff --git a/golem-embed/test/components-rust/test-embed/src/lib.rs b/golem-embed/test/components-rust/test-embed/src/lib.rs
new file mode 100644
index 000000000..27be5ba98
--- /dev/null
+++ b/golem-embed/test/components-rust/test-embed/src/lib.rs
@@ -0,0 +1,60 @@
+#[allow(static_mut_refs)]
+mod bindings;
+
+use crate::bindings::exports::test::embed_exports::test_embed_api::*;
+use crate::bindings::golem::embed::embed;
+use crate::bindings::test::helper_client::test_helper_client::TestHelperApi;
+use golem_rust::atomically;
+
+struct Component;
+
+#[cfg(feature = "openai")]
+const MODEL: &'static str = "text-embedding-3-small";
+
+#[cfg(feature = "openai")]
+const IMAGE_MODEL: &'static str = "text-embedding-3-small";
+
+impl Guest for Component {
+    /// test1 demonstrates a simple, non-streaming text question-answer interaction with the LLM.
+    fn test1() -> String {
+        let config = embed::Config {
+            model: Some(MODEL.to_string()),
+            task_type: None,
+            dimensions: None,
+            truncation: None,
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+        println!("Sending text to LLM...");
+        let response = embed::generate(
+            &[embed::ContentPart::Text("Hello, world!".to_string())],
+            &config,
+        );
+
+        match response {
+            Ok(response) => {
+                println!("Response: {:?}", response);
+                format!("Response: {:?}", response)
+            }
+            Err(error) => {
+                println!("Error: {:?}", error);
+                format!(
+                    "Error: {:?} {} {}",
+                    error.code,
+                    error.message,
+                    error.provider_error_json.unwrap_or_default()
+                )
+            }
+        }
+    }
+    fn test2() -> String {
+        todo!()
+    }
+    fn test3() -> String {
+        todo!()
+    }
+}
+
+bindings::export!(Component with_types_in bindings);
diff --git a/golem-embed/test/components-rust/test-embed/wit/test-llm.wit b/golem-embed/test/components-rust/test-embed/wit/test-llm.wit
new file mode 100644
index 000000000..6dbabfd16
--- /dev/null
+++ b/golem-embed/test/components-rust/test-embed/wit/test-llm.wit
@@ -0,0 +1,14 @@
+package test:embed;
+
+// See https://component-model.bytecodealliance.org/design/wit.html for more details about the WIT syntax
+
+interface test-embed-api {
+  test1: func() -> string;
+  test2: func() -> string;
+  test3: func() -> string;
+}
+
+world test-embed {
+  import golem:embed/embed@1.0.0;
+  export test-embed-api;
+}
diff --git a/golem-embed/test/components-rust/test-helper/Cargo.lock b/golem-embed/test/components-rust/test-helper/Cargo.lock
new file mode 100644
index 000000000..bd98b1898
--- /dev/null
+++ b/golem-embed/test/components-rust/test-helper/Cargo.lock
@@ -0,0 +1,1376 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "addr2line"
+version = "0.24.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
+dependencies = [
+ "gimli",
+]
+
+[[package]]
+name = "adler2"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
+
+[[package]]
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+
+[[package]]
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+dependencies = [
+ "addr2line",
+ "cfg-if",
+ "libc",
+ "miniz_oxide",
+ "object",
+ "rustc-demangle",
+ "windows-targets 0.52.6",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+[[package]]
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+checksum = "b048fb63fd8b5923fc5aa7b340d8e156aec7ec02f0c78fa8a6ddc2613f6f71de"
+
+[[package]]
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+
+[[package]]
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+
+[[package]]
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+checksum = "c31a0499c1dc64f458ad13872de75c0eb7e3fdb0e67964610c914b034fc5956e"
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+ "shlex",
+]
+
+[[package]]
+name = "cfg-if"
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+
+[[package]]
+name = "test-helper"
+version = "0.0.0"
+dependencies = [
+ "golem-rust",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt",
+]
+
+[[package]]
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+ "libc",
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+
+[[package]]
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+[[package]]
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+ "quote",
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+[[package]]
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+[[package]]
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+[[package]]
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+ "libc",
+ "windows-sys 0.59.0",
+]
+
+[[package]]
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+[[package]]
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+[[package]]
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+[[package]]
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+[[package]]
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+ "golem-rust-macro",
+ "serde",
+ "serde_json",
+ "uuid",
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+
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+ "futures-core",
+ "futures-sink",
+ "futures-util",
+ "http",
+ "indexmap",
+ "slab",
+ "tokio",
+ "tokio-util",
+ "tracing",
+]
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diff --git a/golem-embed/test/components-rust/test-helper/Cargo.toml b/golem-embed/test/components-rust/test-helper/Cargo.toml
new file mode 100644
index 000000000..121fb6a40
--- /dev/null
+++ b/golem-embed/test/components-rust/test-helper/Cargo.toml
@@ -0,0 +1,33 @@
+[package]
+name = "test_helper"
+version = "0.0.0"
+edition = "2021"
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+required-features = []
+
+[dependencies]
+# To use common shared libs, use the following:
+# common-lib = { path = "../../common-rust/common-lib" }
+
+golem-rust = { workspace = true }
+reqwest = { workspace = true }
+serde = { workspace = true }
+serde_json = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+
+[package.metadata.component.target]
+path = "wit-generated"
+
+[package.metadata.component.bindings.with]
+
+[package.metadata.component.target.dependencies]
+"test:helper-exports" = { path = "wit-generated/deps/test_helper-exports" }
+
+[package.metadata.component.bindings]
+# See https://github.com/bytecodealliance/cargo-component/blob/main/src/metadata.rs#L62
+
+# derives = ["serde::Serialize", "serde::Deserialize"]
+# generate_unused_types = true
\ No newline at end of file
diff --git a/golem-embed/test/components-rust/test-helper/golem.yaml b/golem-embed/test/components-rust/test-helper/golem.yaml
new file mode 100644
index 000000000..4c1a11ae1
--- /dev/null
+++ b/golem-embed/test/components-rust/test-helper/golem.yaml
@@ -0,0 +1,18 @@
+# Schema for IDEA:
+# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+# Schema for vscode-yaml
+# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+
+# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
+
+components:
+  test:helper:
+    template: rust
+
+# Example for adding dependencies for Worker to Worker communication:
+# See https://learn.golem.cloud/docs/app-manifest#fields_dependencies for more information
+#
+#dependencies:
+#  test:helper:
+#  - target: <target component name to be called>
+#    type: wasm-rpc
diff --git a/golem-embed/test/components-rust/test-helper/src/lib.rs b/golem-embed/test/components-rust/test-helper/src/lib.rs
new file mode 100644
index 000000000..52ed26b30
--- /dev/null
+++ b/golem-embed/test/components-rust/test-helper/src/lib.rs
@@ -0,0 +1,38 @@
+#[allow(static_mut_refs)]
+mod bindings;
+
+use crate::bindings::exports::test::helper_exports::test_helper_api::*;
+// Import for using common lib (also see Cargo.toml for adding the dependency):
+// use common_lib::example_common_function;
+use std::cell::RefCell;
+
+/// This is one of any number of data types that our application
+/// uses. Golem will take care to persist all application state,
+/// whether that state is local to a function being executed or
+/// global across the entire program.
+struct State {
+    total: u64,
+}
+
+thread_local! {
+    /// This holds the state of our application.
+    static STATE: RefCell<State> = RefCell::new(State {
+        total: 0,
+    });
+}
+
+struct Component;
+
+impl Guest for Component {
+    fn inc_and_get() -> u64 {
+        // Call code from shared lib
+        // println!("{}", example_common_function());
+
+        STATE.with_borrow_mut(|state| {
+            state.total += 1;
+            state.total
+        })
+    }
+}
+
+bindings::export!(Component with_types_in bindings);
diff --git a/golem-embed/test/components-rust/test-helper/wit/test-helper.wit b/golem-embed/test/components-rust/test-helper/wit/test-helper.wit
new file mode 100644
index 000000000..fec4ac2d2
--- /dev/null
+++ b/golem-embed/test/components-rust/test-helper/wit/test-helper.wit
@@ -0,0 +1,9 @@
+package test:helper;
+
+interface test-helper-api {
+  inc-and-get: func() -> u64;
+}
+
+world test-helper {
+  export test-helper-api;
+}
diff --git a/golem-embed/test/data/cat.png b/golem-embed/test/data/cat.png
new file mode 100644
index 0000000000000000000000000000000000000000..ce3de7efdd03ee67ad2f97db01d9b353687ec3b2
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diff --git a/golem-embed/test/golem.yaml b/golem-embed/test/golem.yaml
new file mode 100644
index 000000000..65b9f3aff
--- /dev/null
+++ b/golem-embed/test/golem.yaml
@@ -0,0 +1,12 @@
+# Schema for IDEA:
+# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+# Schema for vscode-yaml
+# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
+
+# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
+
+includes:
+  - common-*/golem.yaml
+  - components-*/*/golem.yaml
+witDeps:
+  - wit/deps
diff --git a/golem-embed/test/wit/deps/golem-embed/golem-embed.wit b/golem-embed/test/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..838b3c2a5
--- /dev/null
+++ b/golem-embed/test/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,130 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
+}
\ No newline at end of file
diff --git a/golem-embed/test/wit/deps/io/error.wit b/golem-embed/test/wit/deps/io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/test/wit/deps/io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/test/wit/deps/io/poll.wit b/golem-embed/test/wit/deps/io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/test/wit/deps/io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/test/wit/deps/io/streams.wit b/golem-embed/test/wit/deps/io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/test/wit/deps/io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/test/wit/deps/io/world.wit b/golem-embed/test/wit/deps/io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/test/wit/deps/io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/wit/golem-embed.wit b/golem-embed/wit/golem-embed.wit
index d9b30ef9c..78d040320 100644
--- a/golem-embed/wit/golem-embed.wit
+++ b/golem-embed/wit/golem-embed.wit
@@ -21,7 +21,7 @@ interface embed {
   }
 
   enum output-dtype {
-    float32,
+    float-array,
     int8,
     uint8,
     binary,
@@ -32,6 +32,7 @@ interface embed {
     invalid-request,
     model-not-found,
     unsupported,
+    authentication-failed, 
     provider-error,
     rate-limit-exceeded,
     internal-error,
@@ -123,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file

From 5b63d0c9f7cd904f19332eb6755c96a61fdd9a56 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Tue, 3 Jun 2025 13:21:41 +0000
Subject: [PATCH 09/36] wip

---
 golem-embed/embed-cohere/src/client.rs      |   8 +-
 golem-embed/embed-cohere/src/conversions.rs | 123 ++++++++++++++++++++
 2 files changed, 129 insertions(+), 2 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index fa10fc452..139882b40 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -64,7 +64,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
     }
 }
 
-fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, Error> {
+fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, serde_json::Error> {
     serde_json::from_str::<T>(response)
 }
 
@@ -319,6 +319,10 @@ mod tests {
           }"#;
 
         let result = parse_json::<client::EmbeddingResponse>(json_data);
-        print!("{:#?}", result.unwrap());
+        print!("{:?}", result);
+        assert!(result.is_ok());
+
+        // TODO: print the response on the console
+
     }
 }
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index d16f62f17..afd527d91 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -104,3 +104,126 @@ pub fn image_to_base64(source: &str) -> Result<String, Box<dyn std::error::Error
     let base64_data = general_purpose::STANDARD.encode(&bytes);
     Ok(base64_data)
 }
+
+pub fn process_embedding_response(
+    response: EmbeddingResponse,
+) -> Result<GolemEmbeddingResponse, Error> {
+    let mut embeddings: Vec<Embedding> = Vec::new();
+    if let Some(emdeddings_array) = &response.embeddings.int8 {
+        for int_embedding in emdeddings_array {
+            let float_embedding = int_embedding.iter().map(|&v| v as f32).collect();
+            embeddings.push(Embedding {
+                index: 0,
+                vector: float_embedding,
+            });
+        }
+    }
+
+    if let Some(emdeddings_array) = &response.embeddings.uint8 {
+        for uint_embedding in emdeddings_array {
+            let float_embedding = uint_embedding.iter().map(|&v| v as f32).collect();
+            embeddings.push(Embedding {
+                index: 0,
+                vector: float_embedding,
+            });
+        }
+    }
+    if let Some(emdeddings_array) = &response.embeddings.binary {
+        for binary_embedding in emdeddings_array {
+            let float_embedding = binary_embedding.iter().map(|&v| v as f32).collect();
+            embeddings.push(Embedding {
+                index: 0,
+                vector: float_embedding,
+            });
+        }
+    }
+    if let Some(emdeddings_array) = &response.embeddings.ubinary {
+        for ubinary_embedding in emdeddings_array {
+            let float_embedding = ubinary_embedding.iter().map(|&v| v as f32).collect();
+            embeddings.push(Embedding {
+                index: 0,
+                vector: float_embedding,
+            });
+        }
+    }
+    if let Some(emdeddings_array) = &response.embeddings.float {
+        for float_embedding in emdeddings_array {
+            embeddings.push(Embedding {
+                index: 0,
+                vector: float_embedding.to_vec(),
+            });
+        }
+    }
+
+    Ok(GolemEmbeddingResponse {
+        embeddings: embeddings,
+        usage: todo!(),
+        model: todo!(),
+        provider_metadata_json: todo!(),
+    })
+}
+
+#[cfg(test)]
+mod test {
+    use super::*;
+    use serde_json;
+
+    fn test_conversion() {
+        let data = EmbeddingResponse {
+            id: "54910170-852f-4322-9767-63d36e55c3bf".to_owned(),
+            images: None,
+            texts: Some(["This is the sentence I want to embed.", "Hey !"]),
+            embeddings: EmbeddingData {
+                float: Some([
+                    [
+                        0.016967773,
+                        0.031982422,
+                        0.041503906,
+                        0.0021514893,
+                        0.008178711,
+                        -0.029541016,
+                        -0.018432617,
+                        -0.046875,
+                        0.021240234,
+                    ],
+                    [
+                        0.013977051,
+                        0.012084961,
+                        0.005554199,
+                        -0.053955078,
+                        -0.026977539,
+                        -0.008361816,
+                        0.02368164,
+                        -0.013183594,
+                        -0.063964844,
+                        0.026611328,
+                    ],
+                ]),
+                int8: Some([
+                    [
+                        -15, -65, 0, -31, -43, -14, -48, 59, -34, 15, 36, 49, -5, 3, -49, -34, -74,
+                        21,
+                    ],
+                    [
+                        14, 38, -30, -13, -49, 4, -33, -49, 48, 9, -84, 8, 0, -84, -46, -20, 24,
+                        -26, -98, 28,
+                    ],
+                ]),
+                uint8: None,
+                binary: Some([[-54, 99, -87, 60, 15, 10, 93, 97, -42, -51, 9]]),
+                ubinary: None,
+            },
+            meta: Some(Meta {
+                api_version: Some(ApiVersion { version: Some("2") }),
+                billed_units: Some(BilledUnits {
+                    input_tokens: Some(11),
+                }),
+            }),
+            response_type: Some("embeddings_by_type".to_owned()),
+        };
+
+        let result = process_embedding_response(data);
+        print!("{:?}", result);
+        assert!(result.is_ok())
+    }
+}

From da962842c1f9254f1edc980c2de3a8b06773473a Mon Sep 17 00:00:00 2001
From: Rutik Thakre <rutikthakre@gmail.com>
Date: Tue, 3 Jun 2025 14:35:10 +0000
Subject: [PATCH 10/36] cohere generate

---
 Cargo.lock                                  |  1 +
 golem-embed/embed-cohere/src/conversions.rs | 68 +++++++++++++++------
 golem-embed/embed-cohere/src/lib.rs         | 24 ++++----
 golem-embed/embed-openai/Cargo.toml         | 13 ++--
 4 files changed, 68 insertions(+), 38 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 9db93cbb9..851d96eff 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -370,6 +370,7 @@ dependencies = [
 name = "golem-embed-openai"
 version = "0.0.0"
 dependencies = [
+ "base64 0.22.1",
  "bytemuck",
  "golem-embed",
  "golem-rust",
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index afd527d91..45e9f443a 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -107,6 +107,7 @@ pub fn image_to_base64(source: &str) -> Result<String, Box<dyn std::error::Error
 
 pub fn process_embedding_response(
     response: EmbeddingResponse,
+    config: Config,
 ) -> Result<GolemEmbeddingResponse, Error> {
     let mut embeddings: Vec<Embedding> = Vec::new();
     if let Some(emdeddings_array) = &response.embeddings.int8 {
@@ -117,7 +118,7 @@ pub fn process_embedding_response(
                 vector: float_embedding,
             });
         }
-    }
+    };
 
     if let Some(emdeddings_array) = &response.embeddings.uint8 {
         for uint_embedding in emdeddings_array {
@@ -127,7 +128,7 @@ pub fn process_embedding_response(
                 vector: float_embedding,
             });
         }
-    }
+    };
     if let Some(emdeddings_array) = &response.embeddings.binary {
         for binary_embedding in emdeddings_array {
             let float_embedding = binary_embedding.iter().map(|&v| v as f32).collect();
@@ -136,7 +137,7 @@ pub fn process_embedding_response(
                 vector: float_embedding,
             });
         }
-    }
+    };
     if let Some(emdeddings_array) = &response.embeddings.ubinary {
         for ubinary_embedding in emdeddings_array {
             let float_embedding = ubinary_embedding.iter().map(|&v| v as f32).collect();
@@ -145,7 +146,7 @@ pub fn process_embedding_response(
                 vector: float_embedding,
             });
         }
-    }
+    };
     if let Some(emdeddings_array) = &response.embeddings.float {
         for float_embedding in emdeddings_array {
             embeddings.push(Embedding {
@@ -153,29 +154,45 @@ pub fn process_embedding_response(
                 vector: float_embedding.to_vec(),
             });
         }
-    }
+    };
 
     Ok(GolemEmbeddingResponse {
         embeddings: embeddings,
-        usage: todo!(),
-        model: todo!(),
-        provider_metadata_json: todo!(),
+        provider_metadata_json: Some(get_provider_metadata(response.clone())),
+        model: config
+            .model
+            .unwrap_or_else(|| "embed-english-v3.0".to_string()),
+        usage: Some(Usage {
+            input_tokens: response.meta.unwrap().billed_units.unwrap().input_tokens,
+            total_tokens: None,
+        }),
     })
 }
 
+pub fn get_provider_metadata(response: EmbeddingResponse) -> String {
+    let meta = serde_json::to_string(&response.meta.unwrap()).unwrap_or_default();
+    format!(r#"{{"id":"{}","meta":"{}",}}"#, response.id, meta)
+}
+
 #[cfg(test)]
-mod test {
+mod tests {
+    use crate::client::{ApiVersion, BilledUnits, Meta};
+
     use super::*;
     use serde_json;
 
+    #[test]
     fn test_conversion() {
         let data = EmbeddingResponse {
             id: "54910170-852f-4322-9767-63d36e55c3bf".to_owned(),
             images: None,
-            texts: Some(["This is the sentence I want to embed.", "Hey !"]),
+            texts: Some(vec![
+                "This is the sentence I want to embed.".to_owned(),
+                "Hey !".to_owned(),
+            ]),
             embeddings: EmbeddingData {
-                float: Some([
-                    [
+                float: Some(vec![
+                    vec![
                         0.016967773,
                         0.031982422,
                         0.041503906,
@@ -186,7 +203,7 @@ mod test {
                         -0.046875,
                         0.021240234,
                     ],
-                    [
+                    vec![
                         0.013977051,
                         0.012084961,
                         0.005554199,
@@ -199,22 +216,24 @@ mod test {
                         0.026611328,
                     ],
                 ]),
-                int8: Some([
-                    [
+                int8: Some(vec![
+                    vec![
                         -15, -65, 0, -31, -43, -14, -48, 59, -34, 15, 36, 49, -5, 3, -49, -34, -74,
                         21,
                     ],
-                    [
+                    vec![
                         14, 38, -30, -13, -49, 4, -33, -49, 48, 9, -84, 8, 0, -84, -46, -20, 24,
                         -26, -98, 28,
                     ],
                 ]),
                 uint8: None,
-                binary: Some([[-54, 99, -87, 60, 15, 10, 93, 97, -42, -51, 9]]),
+                binary: Some(vec![vec![-54, 99, -87, 60, 15, 10, 93, 97, -42, -51, 9]]),
                 ubinary: None,
             },
             meta: Some(Meta {
-                api_version: Some(ApiVersion { version: Some("2") }),
+                api_version: Some(ApiVersion {
+                    version: Some("2".to_owned()),
+                }),
                 billed_units: Some(BilledUnits {
                     input_tokens: Some(11),
                 }),
@@ -222,7 +241,18 @@ mod test {
             response_type: Some("embeddings_by_type".to_owned()),
         };
 
-        let result = process_embedding_response(data);
+        let config = Config {
+            model: Some("embed-english-v3.0".to_string()),
+            task_type: None,
+            dimensions: None,
+            truncation: None,
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+
+        let result = process_embedding_response(data, config);
         print!("{:?}", result);
         assert!(result.is_ok())
     }
diff --git a/golem-embed/embed-cohere/src/lib.rs b/golem-embed/embed-cohere/src/lib.rs
index 90a5749ed..c768867e2 100644
--- a/golem-embed/embed-cohere/src/lib.rs
+++ b/golem-embed/embed-cohere/src/lib.rs
@@ -1,5 +1,5 @@
 use client::{EmbeddingResponse, EmbeddingsApi};
-use conversions::{create_request};
+use conversions::create_request;
 use golem_embed::{
     config::with_config_key,
     golem::embed::embed::{
@@ -9,6 +9,8 @@ use golem_embed::{
     LOGGING_STATE,
 };
 
+use crate::conversions::process_embedding_response;
+
 mod client;
 mod conversions;
 
@@ -22,15 +24,14 @@ impl CohereComponent {
         inputs: Vec<ContentPart>,
         config: Config,
     ) -> Result<GolemEmbeddingResponse, Error> {
-        todo!()
-        // let request = create_request(inputs, config);
-        // match request {
-        //     Ok(request) => match client.generate_embeding(request) {
-        //         Ok(response) => process_embedding_response(response),
-        //         Err(err) => Err(err),
-        //     },
-        //     Err(err) => Err(err),
-        // }
+        let request = create_request(inputs, config.clone());
+        match request {
+            Ok(request) => match client.generate_embeding(request) {
+                Ok(response) => process_embedding_response(response, config),
+                Err(err) => Err(err),
+            },
+            Err(err) => Err(err),
+        }
     }
 
     fn rerank(
@@ -63,6 +64,3 @@ impl Guest for CohereComponent {
         todo!()
     }
 }
-
-
-
diff --git a/golem-embed/embed-openai/Cargo.toml b/golem-embed/embed-openai/Cargo.toml
index d3f7f5b07..78001cb85 100644
--- a/golem-embed/embed-openai/Cargo.toml
+++ b/golem-embed/embed-openai/Cargo.toml
@@ -18,28 +18,29 @@ durability = ["golem-rust/durability", "golem-embed/durability"]
 
 
 [dependencies]
-golem-embed= {path="../embed", version="0.0.0", default-features= false}
+golem-embed = { path = "../embed", version = "0.0.0", default-features = false }
 golem-rust = { workspace = true }
 log = { workspace = true }
 reqwest = { workspace = true }
-serde = {workspace = true}
+serde = { workspace = true }
 serde_json = { workspace = true }
+base64 = { workspace = true }
 wit-bindgen-rt = { workspace = true }
 bytemuck = "1.23.0"
 
 
 [package.metadata.component]
-package="golem:embed-openai"
+package = "golem:embed-openai"
 
 [package.metadata.component.bindings]
-generate_unused_types=true
+generate_unused_types = true
 
 [package.metadata.component.bindings.with]
-"golem:embed/embed@1.0.0"= "golem_embed::golem::embed::embed"
+"golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
 
 [package.metadata.component.target]
 path = "wit"
 
 [package.metadata.component.target.dependencies]
 "golem:embed" = { path = "wit/deps/golem-embed" }
-"wasi:io" = { path = "wit/deps/wasi:io"}
+"wasi:io" = { path = "wit/deps/wasi:io" }

From a71efeec5c8d24dee8be1188ec5798a7d9757c6c Mon Sep 17 00:00:00 2001
From: Rutik Thakre <rutikthakre@gmail.com>
Date: Tue, 3 Jun 2025 19:04:56 +0000
Subject: [PATCH 11/36] init hugging_face

---
 Cargo.lock                                    |  15 +
 Cargo.toml                                    |  16 +-
 .../embed-hugging-face/.vscode/settings.json  |  10 +
 golem-embed/embed-hugging-face/Cargo.toml     |  46 +++
 .../embed-hugging-face/src/bindings.rs        | 109 +++++++
 golem-embed/embed-hugging-face/src/client.rs  |   0
 .../embed-hugging-face/src/conversitions.rs   |   0
 golem-embed/embed-hugging-face/src/lib.rs     |   2 +
 .../wit/deps/golem-embed/golem-embed.wit      | 130 ++++++++
 .../wit/deps/wasi:io/error.wit                |  34 ++
 .../wit/deps/wasi:io/poll.wit                 |  47 +++
 .../wit/deps/wasi:io/streams.wit              | 290 ++++++++++++++++++
 .../wit/deps/wasi:io/world.wit                |  10 +
 .../embed-hugging-face/wit/hugging_face.wit   |   5 +
 14 files changed, 707 insertions(+), 7 deletions(-)
 create mode 100644 golem-embed/embed-hugging-face/.vscode/settings.json
 create mode 100644 golem-embed/embed-hugging-face/Cargo.toml
 create mode 100644 golem-embed/embed-hugging-face/src/bindings.rs
 create mode 100644 golem-embed/embed-hugging-face/src/client.rs
 create mode 100644 golem-embed/embed-hugging-face/src/conversitions.rs
 create mode 100644 golem-embed/embed-hugging-face/src/lib.rs
 create mode 100644 golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/embed-hugging-face/wit/hugging_face.wit

diff --git a/Cargo.lock b/Cargo.lock
index 851d96eff..3e1631d80 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -366,6 +366,21 @@ dependencies = [
  "wit-bindgen-rt 0.40.0",
 ]
 
+[[package]]
+name = "golem-embed-hugging-face"
+version = "0.0.0"
+dependencies = [
+ "base64 0.22.1",
+ "bytemuck",
+ "golem-embed",
+ "golem-rust",
+ "log",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt 0.40.0",
+]
+
 [[package]]
 name = "golem-embed-openai"
 version = "0.0.0"
diff --git a/Cargo.toml b/Cargo.toml
index c0f2e92b0..456639987 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,15 +1,17 @@
 [workspace]
 resolver = "2"
 
-members = [ 
-    "golem-embed/embed", "golem-embed/embed-cohere",  
-    "golem-embed/embed-openai", 
-    "golem-llm/llm", 
+members = [
+    "golem-embed/embed",
+    "golem-embed/embed-cohere",
+    "golem-embed/embed-hugging-face",
+    "golem-embed/embed-openai",
+    "golem-llm/llm",
     "golem-llm/llm-anthropic",
-    "golem-llm/llm-grok", 
+    "golem-llm/llm-grok",
     "golem-llm/llm-ollama",
-    "golem-llm/llm-openai", 
-    "golem-llm/llm-openrouter"  
+    "golem-llm/llm-openai",
+    "golem-llm/llm-openrouter",
 ]
 
 [profile.release]
diff --git a/golem-embed/embed-hugging-face/.vscode/settings.json b/golem-embed/embed-hugging-face/.vscode/settings.json
new file mode 100644
index 000000000..b945667b6
--- /dev/null
+++ b/golem-embed/embed-hugging-face/.vscode/settings.json
@@ -0,0 +1,10 @@
+{
+    "rust-analyzer.check.overrideCommand": [
+        "cargo",
+        "component",
+        "check",
+        "--workspace",
+        "--all-targets",
+        "--message-format=json"
+    ],
+}
diff --git a/golem-embed/embed-hugging-face/Cargo.toml b/golem-embed/embed-hugging-face/Cargo.toml
new file mode 100644
index 000000000..846e853c4
--- /dev/null
+++ b/golem-embed/embed-hugging-face/Cargo.toml
@@ -0,0 +1,46 @@
+[package]
+name = "golem-embed-hugging-face"
+version = "0.0.0"
+edition = "2021"
+license = "Apache-2.0"
+homepage = "https://golem.cloud"
+repository = "https://github.com/golemcloud/golem-llm"
+description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+
+[features]
+default = ["durability"]
+durability = ["golem-rust/durability", "golem-embed/durability"]
+
+
+[dependencies]
+golem-embed = { path = "../embed", version = "0.0.0", default-features = false }
+golem-rust = { workspace = true }
+log = { workspace = true }
+reqwest = { workspace = true }
+serde = { workspace = true }
+serde_json = { workspace = true }
+base64 = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+bytemuck = "1.23.0"
+
+
+[package.metadata.component]
+package = "golem:embed-hugging-face"
+
+[package.metadata.component.bindings]
+generate_unused_types = true
+
+[package.metadata.component.bindings.with]
+"golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+
+[package.metadata.component.target]
+path = "wit"
+
+[package.metadata.component.target.dependencies]
+"golem:embed" = { path = "wit/deps/golem-embed" }
+"wasi:io" = { path = "wit/deps/wasi:io" }
diff --git a/golem-embed/embed-hugging-face/src/bindings.rs b/golem-embed/embed-hugging-face/src/bindings.rs
new file mode 100644
index 000000000..7b95e9297
--- /dev/null
+++ b/golem-embed/embed-hugging-face/src/bindings.rs
@@ -0,0 +1,109 @@
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
+// Options used:
+//   * runtime_path: "wit_bindgen_rt"
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
+    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
+    let result0 = T::hello_world();
+    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
+    let vec2 = (result0.into_bytes()).into_boxed_slice();
+    let ptr2 = vec2.as_ptr().cast::<u8>();
+    let len2 = vec2.len();
+    ::core::mem::forget(vec2);
+    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
+    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
+    ptr1
+}
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
+    let l0 = *arg0.add(0).cast::<*mut u8>();
+    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
+    _rt::cabi_dealloc(l0, l1, 1);
+}
+pub trait Guest {
+    fn hello_world() -> _rt::String;
+}
+#[doc(hidden)]
+macro_rules! __export_world_example_cabi {
+    ($ty:ident with_types_in $($path_to_types:tt)*) => {
+        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
+        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
+        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
+        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
+        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
+        } } };
+    };
+}
+#[doc(hidden)]
+pub(crate) use __export_world_example_cabi;
+#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
+#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
+struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
+static mut _RET_AREA: _RetArea = _RetArea(
+    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
+);
+#[rustfmt::skip]
+mod _rt {
+    #![allow(dead_code, clippy::all)]
+    #[cfg(target_arch = "wasm32")]
+    pub fn run_ctors_once() {
+        wit_bindgen_rt::run_ctors_once();
+    }
+    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
+        if size == 0 {
+            return;
+        }
+        let layout = alloc::Layout::from_size_align_unchecked(size, align);
+        alloc::dealloc(ptr, layout);
+    }
+    pub use alloc_crate::string::String;
+    pub use alloc_crate::alloc;
+    extern crate alloc as alloc_crate;
+}
+/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
+/// the root implementation of all generated traits.
+///
+/// For more information see the documentation of `wit_bindgen::generate!`.
+///
+/// ```rust
+/// # macro_rules! export{ ($($t:tt)*) => (); }
+/// # trait Guest {}
+/// struct MyType;
+///
+/// impl Guest for MyType {
+///     // ...
+/// }
+///
+/// export!(MyType);
+/// ```
+#[allow(unused_macros)]
+#[doc(hidden)]
+macro_rules! __export_example_impl {
+    ($ty:ident) => {
+        self::export!($ty with_types_in self);
+    };
+    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
+        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
+        $($path_to_types_root)*);
+    };
+}
+#[doc(inline)]
+pub(crate) use __export_example_impl as export;
+#[cfg(target_arch = "wasm32")]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:component:embed-hugging-face:example:encoded world"
+)]
+#[doc(hidden)]
+#[allow(clippy::octal_escapes)]
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 193] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07D\x01A\x02\x01A\x02\x01\
+@\0\0s\x04\0\x0bhello-world\x01\0\x04\0$component:embed-hugging-face/example\x04\
+\0\x0b\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dw\
+it-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+#[inline(never)]
+#[doc(hidden)]
+pub fn __link_custom_section_describing_imports() {
+    wit_bindgen_rt::maybe_link_cabi_realloc();
+}
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
new file mode 100644
index 000000000..e69de29bb
diff --git a/golem-embed/embed-hugging-face/src/conversitions.rs b/golem-embed/embed-hugging-face/src/conversitions.rs
new file mode 100644
index 000000000..e69de29bb
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/golem-embed/embed-hugging-face/src/lib.rs
new file mode 100644
index 000000000..3ac1b9392
--- /dev/null
+++ b/golem-embed/embed-hugging-face/src/lib.rs
@@ -0,0 +1,2 @@
+mod client;
+mod conversitions;
diff --git a/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..838b3c2a5
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,130 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
+}
\ No newline at end of file
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit b/golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit b/golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit b/golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit b/golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/embed-hugging-face/wit/hugging_face.wit b/golem-embed/embed-hugging-face/wit/hugging_face.wit
new file mode 100644
index 000000000..ea0e51730
--- /dev/null
+++ b/golem-embed/embed-hugging-face/wit/hugging_face.wit
@@ -0,0 +1,5 @@
+package golem:embed-hugging-face@1.0.0;
+
+world embed-library {
+  include golem:embed/embed-library@1.0.0;
+}

From a70afbfd9d5f05fb5f4eb6d68603df538a5fa6d3 Mon Sep 17 00:00:00 2001
From: Rutik Thakre <rutikthakre@gmail.com>
Date: Thu, 5 Jun 2025 09:47:24 +0000
Subject: [PATCH 12/36] wip

---
 Cargo.lock                                    |  15 +
 Cargo.toml                                    |   2 +-
 golem-embed/embed-hugging-face/src/client.rs  |  25 ++
 golem-embed/embed-voyageai/Cargo.toml         |  46 +++
 golem-embed/embed-voyageai/src/bindings.rs    | 109 +++++++
 golem-embed/embed-voyageai/src/client.rs      |   1 +
 .../embed-voyageai/src/conversitions.rs       |   0
 golem-embed/embed-voyageai/src/lib.rs         |   2 +
 .../wit/deps/golem-embed/golem-embed.wit      | 130 ++++++++
 .../embed-voyageai/wit/deps/wasi:io/error.wit |  34 ++
 .../embed-voyageai/wit/deps/wasi:io/poll.wit  |  47 +++
 .../wit/deps/wasi:io/streams.wit              | 290 ++++++++++++++++++
 .../embed-voyageai/wit/deps/wasi:io/world.wit |  10 +
 golem-embed/embed-voyageai/wit/voyageai.wit   |   5 +
 golem-embed/test/.vscode/settings.json        |   3 -
 15 files changed, 715 insertions(+), 4 deletions(-)
 create mode 100644 golem-embed/embed-voyageai/Cargo.toml
 create mode 100644 golem-embed/embed-voyageai/src/bindings.rs
 create mode 100644 golem-embed/embed-voyageai/src/client.rs
 create mode 100644 golem-embed/embed-voyageai/src/conversitions.rs
 create mode 100644 golem-embed/embed-voyageai/src/lib.rs
 create mode 100644 golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit
 create mode 100644 golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit
 create mode 100644 golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit
 create mode 100644 golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit
 create mode 100644 golem-embed/embed-voyageai/wit/voyageai.wit
 delete mode 100644 golem-embed/test/.vscode/settings.json

diff --git a/Cargo.lock b/Cargo.lock
index 3e1631d80..4d028dcc9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -396,6 +396,21 @@ dependencies = [
  "wit-bindgen-rt 0.40.0",
 ]
 
+[[package]]
+name = "golem-embed-voyageai"
+version = "0.0.0"
+dependencies = [
+ "base64 0.22.1",
+ "bytemuck",
+ "golem-embed",
+ "golem-rust",
+ "log",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt 0.40.0",
+]
+
 [[package]]
 name = "golem-llm"
 version = "0.0.0"
diff --git a/Cargo.toml b/Cargo.toml
index 456639987..8c244eeeb 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -5,7 +5,7 @@ members = [
     "golem-embed/embed",
     "golem-embed/embed-cohere",
     "golem-embed/embed-hugging-face",
-    "golem-embed/embed-openai",
+    "golem-embed/embed-openai", "golem-embed/embed-voyageai",
     "golem-llm/llm",
     "golem-llm/llm-anthropic",
     "golem-llm/llm-grok",
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index e69de29bb..48fc88156 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -0,0 +1,25 @@
+use serde::{Deserialize, Serialize};
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct EmbeddingRequest {
+    pub input: Vec<String>,
+    pub normalize: Option<bool>,
+    /// The name of the prompt that should be used by for encoding.
+    /// If not set, no prompt will be applied. Must be a key in the
+    /// sentence-transformers configuration prompts dictionary.
+    /// For example if prompt_name is “query” and the prompts is {“query”: “query: ”, …},
+    /// then the sentence “What is the capital of France?” will be encoded as
+    /// “query: What is the capital of France?” because the prompt text will
+    /// be prepended before any text to encode.
+    pub prompt_name: Option<String>,
+    pub truncate: Option<bool>,
+    pub truncate_direction: Option<TruncateDirection>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum TruncateDirection {
+    #[serde(rename = "left")]
+    Left,
+    #[serde(rename = "right")]
+    Right,
+}
diff --git a/golem-embed/embed-voyageai/Cargo.toml b/golem-embed/embed-voyageai/Cargo.toml
new file mode 100644
index 000000000..5def70463
--- /dev/null
+++ b/golem-embed/embed-voyageai/Cargo.toml
@@ -0,0 +1,46 @@
+[package]
+name = "golem-embed-voyageai"
+version = "0.0.0"
+edition = "2021"
+license = "Apache-2.0"
+homepage = "https://golem.cloud"
+repository = "https://github.com/golemcloud/golem-llm"
+description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+
+
+[lib]
+path = "src/lib.rs"
+crate-type = ["cdylib"]
+
+[features]
+default = ["durability"]
+durability = ["golem-rust/durability", "golem-embed/durability"]
+
+
+[dependencies]
+golem-embed = { path = "../embed", version = "0.0.0", default-features = false }
+golem-rust = { workspace = true }
+log = { workspace = true }
+reqwest = { workspace = true }
+serde = { workspace = true }
+serde_json = { workspace = true }
+base64 = { workspace = true }
+wit-bindgen-rt = { workspace = true }
+bytemuck = "1.23.0"
+
+
+[package.metadata.component]
+package = "golem:embed-voyageai"
+
+[package.metadata.component.bindings]
+generate_unused_types = true
+
+[package.metadata.component.bindings.with]
+"golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+
+[package.metadata.component.target]
+path = "wit"
+
+[package.metadata.component.target.dependencies]
+"golem:embed" = { path = "wit/deps/golem-embed" }
+"wasi:io" = { path = "wit/deps/wasi:io" }
diff --git a/golem-embed/embed-voyageai/src/bindings.rs b/golem-embed/embed-voyageai/src/bindings.rs
new file mode 100644
index 000000000..7bd4d38d3
--- /dev/null
+++ b/golem-embed/embed-voyageai/src/bindings.rs
@@ -0,0 +1,109 @@
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
+// Options used:
+//   * runtime_path: "wit_bindgen_rt"
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
+    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
+    let result0 = T::hello_world();
+    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
+    let vec2 = (result0.into_bytes()).into_boxed_slice();
+    let ptr2 = vec2.as_ptr().cast::<u8>();
+    let len2 = vec2.len();
+    ::core::mem::forget(vec2);
+    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
+    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
+    ptr1
+}
+#[doc(hidden)]
+#[allow(non_snake_case)]
+pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
+    let l0 = *arg0.add(0).cast::<*mut u8>();
+    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
+    _rt::cabi_dealloc(l0, l1, 1);
+}
+pub trait Guest {
+    fn hello_world() -> _rt::String;
+}
+#[doc(hidden)]
+macro_rules! __export_world_example_cabi {
+    ($ty:ident with_types_in $($path_to_types:tt)*) => {
+        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
+        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
+        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
+        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
+        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
+        } } };
+    };
+}
+#[doc(hidden)]
+pub(crate) use __export_world_example_cabi;
+#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
+#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
+struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
+static mut _RET_AREA: _RetArea = _RetArea(
+    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
+);
+#[rustfmt::skip]
+mod _rt {
+    #![allow(dead_code, clippy::all)]
+    #[cfg(target_arch = "wasm32")]
+    pub fn run_ctors_once() {
+        wit_bindgen_rt::run_ctors_once();
+    }
+    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
+        if size == 0 {
+            return;
+        }
+        let layout = alloc::Layout::from_size_align_unchecked(size, align);
+        alloc::dealloc(ptr, layout);
+    }
+    pub use alloc_crate::string::String;
+    pub use alloc_crate::alloc;
+    extern crate alloc as alloc_crate;
+}
+/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
+/// the root implementation of all generated traits.
+///
+/// For more information see the documentation of `wit_bindgen::generate!`.
+///
+/// ```rust
+/// # macro_rules! export{ ($($t:tt)*) => (); }
+/// # trait Guest {}
+/// struct MyType;
+///
+/// impl Guest for MyType {
+///     // ...
+/// }
+///
+/// export!(MyType);
+/// ```
+#[allow(unused_macros)]
+#[doc(hidden)]
+macro_rules! __export_example_impl {
+    ($ty:ident) => {
+        self::export!($ty with_types_in self);
+    };
+    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
+        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
+        $($path_to_types_root)*);
+    };
+}
+#[doc(inline)]
+pub(crate) use __export_example_impl as export;
+#[cfg(target_arch = "wasm32")]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:component:embed-voyageai:example:encoded world"
+)]
+#[doc(hidden)]
+#[allow(clippy::octal_escapes)]
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 189] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07@\x01A\x02\x01A\x02\x01\
+@\0\0s\x04\0\x0bhello-world\x01\0\x04\0\x20component:embed-voyageai/example\x04\0\
+\x0b\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dwit\
+-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+#[inline(never)]
+#[doc(hidden)]
+pub fn __link_custom_section_describing_imports() {
+    wit_bindgen_rt::maybe_link_cabi_realloc();
+}
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
new file mode 100644
index 000000000..8b1378917
--- /dev/null
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -0,0 +1 @@
+
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
new file mode 100644
index 000000000..e69de29bb
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
new file mode 100644
index 000000000..3ac1b9392
--- /dev/null
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -0,0 +1,2 @@
+mod client;
+mod conversitions;
diff --git a/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..838b3c2a5
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,130 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+
+world embed-library {
+    export embed;
+}
\ No newline at end of file
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit b/golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit b/golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit b/golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit b/golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/golem-embed/embed-voyageai/wit/voyageai.wit b/golem-embed/embed-voyageai/wit/voyageai.wit
new file mode 100644
index 000000000..175055391
--- /dev/null
+++ b/golem-embed/embed-voyageai/wit/voyageai.wit
@@ -0,0 +1,5 @@
+package golem:embed-voyageai@1.0.0;
+
+world embed-library {
+  include golem:embed/embed-library@1.0.0;
+}
diff --git a/golem-embed/test/.vscode/settings.json b/golem-embed/test/.vscode/settings.json
deleted file mode 100644
index 7530c05d7..000000000
--- a/golem-embed/test/.vscode/settings.json
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "rust-analyzer.server.extraEnv": { "CARGO": "cargo-component" }
-}
\ No newline at end of file

From de4c3f4b36956a9dbce5914c5b7130d5648c1b13 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 6 Jun 2025 19:57:54 +0000
Subject: [PATCH 13/36] wip

---
 .../embed-cohere/.vscode/settings.json        |  10 -
 .../embed-hugging-face/.vscode/settings.json  |  10 -
 golem-embed/embed-voyageai/src/client.rs      | 182 ++++++++++++++
 .../embed-voyageai/src/conversitions.rs       | 233 ++++++++++++++++++
 golem-embed/embed-voyageai/src/lib.rs         |  51 ++++
 5 files changed, 466 insertions(+), 20 deletions(-)
 delete mode 100644 golem-embed/embed-cohere/.vscode/settings.json
 delete mode 100644 golem-embed/embed-hugging-face/.vscode/settings.json

diff --git a/golem-embed/embed-cohere/.vscode/settings.json b/golem-embed/embed-cohere/.vscode/settings.json
deleted file mode 100644
index b945667b6..000000000
--- a/golem-embed/embed-cohere/.vscode/settings.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-    "rust-analyzer.check.overrideCommand": [
-        "cargo",
-        "component",
-        "check",
-        "--workspace",
-        "--all-targets",
-        "--message-format=json"
-    ],
-}
diff --git a/golem-embed/embed-hugging-face/.vscode/settings.json b/golem-embed/embed-hugging-face/.vscode/settings.json
deleted file mode 100644
index b945667b6..000000000
--- a/golem-embed/embed-hugging-face/.vscode/settings.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-    "rust-analyzer.check.overrideCommand": [
-        "cargo",
-        "component",
-        "check",
-        "--workspace",
-        "--all-targets",
-        "--message-format=json"
-    ],
-}
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index 8b1378917..d3357cc42 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -1 +1,183 @@
+use std::fmt::Debug;
 
+use golem_embed::{
+    error::{error_code_from_status, from_reqwest_error},
+    golem::embed::embed::Error,
+};
+use log::trace;
+use reqwest::{Client, Method, Response};
+use serde::{de::DeserializeOwned, Deserialize, Serialize};
+
+const BASE_URL: &str = "https://api.voyageai.com";
+
+/// The VoyageAI API client for creating embeddings and reranking.
+///
+/// Based on https://docs.voyageai.com/reference/embeddings-api
+/// and https://docs.voyageai.com/reference/reranker-api
+pub struct VoyageAIApi {
+    api_key: String,
+    client: Client,
+}
+
+impl VoyageAIApi {
+    pub fn new(api_key: String) -> Self {
+        let client = Client::builder()
+            .build()
+            .expect("Failed to initialize HTTP client");
+        Self { api_key, client }
+    }
+
+    pub fn generate_embedding(
+        &self,
+        request: EmbeddingRequest,
+    ) -> Result<EmbeddingResponse, Error> {
+        trace!("Sending embedding request to VoyageAI API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v1/embeddings"))
+            .bearer_auth(&self.api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Embedding request failed", err))?;
+        parse_response::<EmbeddingResponse>(response)
+    }
+
+    pub fn rerank(&self, request: RerankRequest) -> Result<RerankResponse, Error> {
+        trace!("Sending rerank request to VoyageAI API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v1/rerank"))
+            .bearer_auth(&self.api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Rerank request failed", err))?;
+        parse_response::<RerankResponse>(response)
+    }
+}
+
+fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
+    let status = response.status();
+    if status.is_success() {
+        let response_data = response
+            .json::<T>()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from VoyageAI API: {response_data:?}");
+        Ok(response_data)
+    } else {
+        let response_data = response
+            .text()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Error response from VoyageAI API: {response_data:?}");
+        Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with {status}"),
+            provider_error_json: Some(response_data),
+        })
+    }
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingRequest {
+    pub input: Vec<String>,
+    pub model: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub input_type: Option<InputType>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub truncation: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub output_dimension: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub output_dtype: Option<OutputDtype>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub encoding_format: Option<EncodingFormat>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub enum EncodingFormat {
+    Base64,
+}
+
+
+#[derive(Debug,Serialize, Deserialize, Clone)]
+pub enum InputType {
+    Document,
+    Query
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub enum OutputDtype{
+    Float,
+    Int8,
+    Uint8,
+    Binary,
+    Ubinary,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingResponse {
+    pub object: String,
+    pub data: Vec<EmbeddingData>,
+    pub model: String,
+    pub usage: EmbeddingUsage,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingData {
+    pub object: String,
+    pub embedding: Vec<f32>,
+    pub index: u32,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct EmbeddingUsage {
+    pub total_tokens: u32,
+}
+
+// Rerank API structures
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankRequest {
+    pub query: String,
+    pub documents: Vec<String>,
+    pub model: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub top_k: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub return_documents: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub truncation: Option<bool>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankResponse {
+    pub object: String,
+    pub data: Vec<RerankResult>,
+    pub model: String,
+    pub usage: RerankUsage,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankResult {
+    pub index: u32,
+    pub relevance_score: f32,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub document: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankUsage {
+    pub total_tokens: u32,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct VoyageAIError {
+    pub error: VoyageAIErrorDetails,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct VoyageAIErrorDetails {
+    pub message: String,
+    #[serde(rename = "type")]
+    pub error_type: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub code: Option<String>,
+}
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
index e69de29bb..cf93c997c 100644
--- a/golem-embed/embed-voyageai/src/conversitions.rs
+++ b/golem-embed/embed-voyageai/src/conversitions.rs
@@ -0,0 +1,233 @@
+use std::{fs, path::Path};
+
+use base64::{engine::general_purpose, Engine};
+use golem_embed::{
+    error::unsupported,
+    golem::embed::embed::{
+        self, Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
+        OutputDtype as GolemOutputDtype, OutputFormat as GolemOutputFormat,
+        RerankResponse as GolemRerankResponse, RerankResult as GolemRerankResult, TaskType, Usage,
+    },
+};
+use log::trace;
+use reqwest::{Client, Url};
+
+use crate::client::{
+     EmbeddingRequest, EmbeddingResponse, InputType, RerankRequest, RerankResponse,
+};
+
+pub fn create_embedding_request(
+    inputs: Vec<ContentPart>,
+    config: Config,
+) -> Result<EmbeddingRequest, Error> {
+    let mut text_inputs = Vec::new();
+
+    for input in inputs {
+        match input {
+            ContentPart::Text(text) => text_inputs.push(text),
+            ContentPart::Image(image) => {
+                return Err(unsupported(
+                    "VoyageAI text embeddings do not support image inputs. Use multimodal embeddings instead.",
+                ));
+            }
+        }
+    }
+
+    let model = config.model.unwrap_or_else(|| "voyage-3.5-lite".to_string());
+
+    let mut input_type = None;
+    match config.task_type {
+        TaskType::RetrievalQuery => input_type = Some(InputType::Query),
+        TaskType::RetrievalDocument => input_type = Some(InputType::Document),
+        _ => return Err(unsupported("Unsupported task type")),
+    }?;
+
+    let output_dtype = match config.output_dtype {
+        GolemOutputDtype::FloatArray => OutputDtype::FloatArray,
+        GolemOutputDtype::Int8 => OutputDtype::Int8,
+        GolemOutputDtype::Uint8 => OutputDtype::Uint8,
+        GolemOutputDtype::Binary => OutputDtype::Binary,
+        GolemOutputDtype::Ubinary => OutputDtype::Ubinary,
+    };
+
+    let encoding_format = match config.output_format {
+        GolemOutputFormat::Base64 => OutputFormat::Base64,
+        _ => None,
+    };
+
+    Ok(EmbeddingRequest {
+        input: text_inputs,
+        model,
+        input_type,
+        truncation: config.truncation,
+        output_dimension: config.dimensions,
+        output_dtype,
+        encoding_format,
+    })
+}
+
+pub fn process_embedding_response(
+    response: EmbeddingResponse,
+    config: Config,
+) -> Result<GolemEmbeddingResponse, Error> {
+    let mut embeddings = Vec::new();
+
+    for data in response.data {
+        embeddings.push(Embedding {
+            index: data.index,
+            vector: data.embedding,
+        });
+    }
+
+    let usage = Usage {
+        input_tokens: None,
+        total_tokens: Some(response.usage.total_tokens),
+    };
+
+    Ok(GolemEmbeddingResponse {
+        embeddings,
+        usage: Some(usage),
+        model: response.model,
+        provider_metadata_json: None,
+    })
+}
+
+pub fn create_rerank_request(
+    query: String,
+    documents: Vec<String>,
+    config: Config,
+) -> Result<RerankRequest, Error> {
+    let model = config.model.unwrap_or_else(|| "rerank-2-lite".to_string());
+
+    Ok(RerankRequest {
+        query,
+        documents,
+        model,
+        top_k : None,
+        return_documents: Some(true),
+        truncation: config.truncation,
+    })
+}
+
+pub fn process_rerank_response(
+    response: RerankResponse,
+    config: Config,
+) -> Result<GolemRerankResponse, Error> {
+    let mut results = Vec::new();
+
+    for result in response.results {
+        results.push(GolemRerankResult {
+            index: result.index,
+            relevance_score: result.relevance_score,
+            document: result.document.map(|doc| doc.text),
+        });
+    }
+
+    let usage = Usage {
+        input_tokens: Some(response.usage.total_tokens),
+        total_tokens: Some(response.usage.total_tokens),
+    };
+
+    Ok(GolemRerankResponse {
+        results,
+        usage: Some(usage),
+        model: response.model,
+        provider_metadata_json: None,
+    })
+}
+
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use golem_embed::golem::embed::embed::{Config, ContentPart, TaskType};
+
+    #[test]
+    fn test_create_embedding_request() {
+        let inputs = vec![
+            ContentPart::Text("Hello world".to_string()),
+            ContentPart::Text("How are you?".to_string()),
+        ];
+
+        let config = Config {
+            model: Some("voyage-3.5-lite".to_string()),
+            task_type: Some(TaskType::RetrievalDocument),
+            dimensions: Some(1024),
+            truncation: Some(true),
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+
+        let request = create_embedding_request(inputs, config).unwrap();
+
+        assert_eq!(request.model, config.model.unwrap());
+        assert_eq!(request.input_type, Some(InputType::Document));
+        assert_eq!(request.truncation, config.truncation);
+        assert_eq!(request.output_dimension, config.dimensions);
+        assert_eq!(request.input.len(), inputs.len());
+        
+    }
+
+    #[test]
+    fn test_create_rerank_request() {
+        let query = "What is AI?".to_string();
+        let documents = vec![
+            "AI is artificial intelligence".to_string(),
+            "Machine learning is a subset of AI".to_string(),
+        ];
+
+        let config = Config {
+            model: Some("rerank-2-lite".to_string()),
+            task_type: None,
+            dimensions: None,
+            truncation: Some(false),
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+
+        let request = create_rerank_request(query, documents, config).unwrap();
+
+        assert_eq!(request.model, "rerank-2-lite");
+        assert_eq!(request.query, "What is AI?");
+        assert_eq!(request.documents.len(), 2);
+        assert_eq!(request.top_k, Some(5));
+        assert_eq!(request.truncation, Some(false));
+        assert_eq!(request.return_documents, Some(true));
+    }
+
+    #[test]
+    fn test_image_input_not_supported() {
+        let inputs = vec![
+            ContentPart::Text("Hello".to_string()),
+            ContentPart::Image(golem_embed::golem::embed::embed::ImageUrl {
+                url: "http://example.com/image.jpg".to_string(),
+            }),
+        ];
+
+        let config = Config {
+            model: None,
+            task_type: None,
+            dimensions: None,
+            truncation: None,
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+
+        let result = create_embedding_request(inputs, config);
+        assert!(result.is_err());
+
+        if let Err(error) = result {
+            assert_eq!(
+                error.code,
+                golem_embed::golem::embed::embed::ErrorCode::Unsupported
+            );
+            assert!(error.message.contains("image inputs"));
+        }
+    }
+}
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index 3ac1b9392..5172a2692 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,2 +1,53 @@
+use golem_embed::golem::embed::embed::{EmbeddingResponse, RerankResponse, ContentPart, Config, Error, Guest};
+
 mod client;
 mod conversitions;
+
+
+
+
+
+struct VoyageAIApiComponent;
+
+impl VoyageAIApiComponent {
+    const ENV_VAR_NAME: &'static str = "VOYAGEAI_API_KEY";
+
+    fn embeddings(
+        client: VoyageAIApi,
+        inputs: Vec<ContentPart>,
+        config: Config,
+    ) -> Result<EmbeddingResponse, Error> {
+        let request = create_embedding_request(inputs, config.clone());
+        match request {
+            Ok(request) => match client.generate_embedding(request) {
+                Ok(response) => process_embedding_response(response, config),
+                Err(err) => Err(err),
+            },
+        }
+    }
+
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        todo!()
+    }
+}
+
+
+impl Guest for VoyageAIApiComponent {
+    fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
+        let client = VoyageAIApi::new(config.api_key.clone());
+        Self::embeddings(client, inputs, config)
+    }
+
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        todo!()
+    }
+}
+

From 07e2ca9e8c98d7985e1f62db60fa837da30d82b0 Mon Sep 17 00:00:00 2001
From: Rutik Thakre <rutikthakre@gmail.com>
Date: Sat, 7 Jun 2025 11:12:56 +0000
Subject: [PATCH 14/36] wip

---
 golem-embed/embed-cohere/src/client.rs        | 245 +++++++++---------
 golem-embed/embed-cohere/src/conversions.rs   |  89 ++++++-
 golem-embed/embed-cohere/src/lib.rs           |  28 +-
 golem-embed/embed-openai/src/lib.rs           |  45 ++--
 .../embed-voyageai/src/conversitions.rs       |  77 +++---
 golem-embed/embed-voyageai/src/lib.rs         |  36 ++-
 6 files changed, 311 insertions(+), 209 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 139882b40..3326c8f15 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -33,7 +33,7 @@ impl EmbeddingsApi {
         trace!("Sending request to Cohere API: {request:?}");
         let response = self
             .client
-            .request(Method::POST, format!("{BASE_URL}/v1/embed"))
+            .request(Method::POST, format!("{BASE_URL}/v2/embed"))
             .bearer_auth(&self.cohere_api_key)
             .json(&request)
             .send()
@@ -41,6 +41,19 @@ impl EmbeddingsApi {
         trace!("Recived response: {:#?}", response);
         parse_response::<EmbeddingResponse>(response)
     }
+
+    pub fn rerank(&self, request: RerankRequest) -> Result<RerankResponse, Error> {
+        trace!("Sending request to Cohere API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!("{BASE_URL}/v2/rerank"))
+            .bearer_auth(&self.cohere_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        trace!("Recived response: {:#?}", response);
+        parse_response::<RerankResponse>(response)
+    }
 }
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
@@ -64,10 +77,6 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
     }
 }
 
-fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, serde_json::Error> {
-    serde_json::from_str::<T>(response)
-}
-
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum InputType {
     #[serde(rename = "search_document")]
@@ -174,31 +183,82 @@ pub struct EmbeddingData {
     pub ubinary: Option<Vec<Vec<u8>>>,
 }
 
+#[derive(Debug, Serialize, Deserialize)]
+pub struct CohereError {
+    pub message: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub code: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankRequest {
+    pub model: String,
+    pub query: String,
+    pub documents: Vec<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub top_n: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub max_tokens_per_doc: Option<u32>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankResponse {
+    pub results: Vec<RerankData>,
+    pub scores: Vec<f32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub id: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub meta: Option<Meta>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct RerankData {
+    pub index: u32,
+    pub relevance_score: f32,
+}
+
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct Meta {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub api_version: Option<ApiVersion>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub billed_units: Option<BilledUnits>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub tokens: Option<MetaTokens>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub warning: Option<Vec<String>>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct MetaTokens {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub input_tokens: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub output_tokens: Option<u32>,
 }
 
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct ApiVersion {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub version: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub is_deprecated: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub is_experimental: Option<bool>,
 }
 
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct BilledUnits {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub images: Option<u32>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub input_tokens: Option<u32>,
-}
-
-#[derive(Debug, Serialize, Deserialize)]
-pub struct CohereError {
-    pub message: String,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub code: Option<String>,
+    pub output_tokens: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub search_units: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub classifications: Option<u32>,
 }
 
 #[cfg(test)]
@@ -206,123 +266,72 @@ mod tests {
     use crate::client;
 
     use super::*;
-    use golem_embed::golem::embed::embed::EmbeddingResponse;
     use serde_json;
 
+    fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, serde_json::Error> {
+        serde_json::from_str::<T>(response)
+    }
+
     #[test]
-    fn test_parse_data() {
+    fn test_parse_embedding_response_data() {
         let json_data = r#"{
-            "id": "54910170-852f-4322-9767-63d36e55c3bf",
-            "texts": [
-              "This is the sentence I want to embed.",
-              "Hey !"
-            ],
-            "embeddings": {
-              "binary": [
-                [
-                  -54,
-                  99,
-                  -87,
-                  60,
-                  15,
-                  10,
-                  93,
-                  97,
-                  -42,
-                  -51,
-                  9
-                ]
-              ],
-              "float": [
-                [
-                
-                  0.016967773,
-                  0.031982422,
-                  0.041503906,
-                  0.0021514893,
-                  0.008178711,
-                  -0.029541016,
-                  -0.018432617,
-                  -0.046875,
-                  0.021240234
+                "id": "54910170-852f-4322-9767-63d36e55c3bf",
+                "texts": [
+                "This is the sentence I want to embed.",
+                "Hey !"
                 ],
-                [
-                  0.013977051,
-                  0.012084961,
-                  0.005554199,
-                  -0.053955078,
-                  -0.026977539,
-                  -0.008361816,
-                  0.02368164,
-                  -0.013183594,
-                  -0.063964844,
-                  0.026611328
-                ]
-              ],
-              "int8": [
-                [
-              
-                  -15,
-                  -65,
-                  0,
-                  -31,
-                  -43,
-                  -14,
-                  -48,
-                  59,
-                  -34,
-                  15,
-                  36,
-                  49,
-                  -5,
-                  3,
-                  -49,
-                  -34,
-                  -74,
-                  21
-                ],
-                [
-                
-                  14,
-                  38,
-                  -30,
-                  -13,
-                  -49,
-                  4,
-                  -33,
-                  -49,
-                  48,
-                  9,
-                  -84,
-                  8,
-                  0,
-                  -84,
-                  -46,
-                  -20,
-                  24,
-                  -26,
-                  -98,
-                  28
-                ]
-              ]
-            },
-            "meta": {
-              "api_version": {
-                "version": "2"
-              },
-              "billed_units": {
-                "input_tokens": 11,
-                "image_tokens": 0
-              }
-            },
-            "response_type": "embeddings_by_type"
+                "embeddings": {
+                "binary": [[-54,99,-87,60,9]], 
+                "float": [[0.016967773,0.031982422,0.041503906],[0.013977051,0.012084961,0.005554199,-0.053955078]], 
+                "int8": [[-15,-65,0,-31,-43,-14],[14,38,-30,-13,-49,4,-33,-49]]
+                },
+                "meta": {
+                "api_version": {
+                    "version": "2"
+                },
+                "billed_units": {
+                    "input_tokens": 11,
+                    "image_tokens": 0
+                }
+                },
+                "response_type": "embeddings_by_type"
           }"#;
 
         let result = parse_json::<client::EmbeddingResponse>(json_data);
         print!("{:?}", result);
         assert!(result.is_ok());
+    }
 
-        // TODO: print the response on the console
-
+    #[test]
+    fn test_parse_rerank_response_data() {
+        let json_data = r#"{
+            "results": [
+                {
+                "index": 3,
+                "relevance_score": 0.999071
+                },
+                {
+                "index": 4,
+                "relevance_score": 0.7867867
+                },
+                {
+                "index": 0,
+                "relevance_score": 0.32713068
+                }
+            ],
+            "id": "07734bd2-2473-4f07-94e1-0d9f0e6843cf",
+            "meta": {
+                "api_version": {
+                "version": "2",
+                "is_experimental": false
+                },
+                "billed_units": {
+                "search_units": 1
+                }
+            }
+        }"#;
+        let result = parse_json::<client::RerankResponse>(json_data);
+        print!("{:?}", result);
+        assert!(result.is_ok());
     }
 }
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index 45e9f443a..5b14d217b 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -4,14 +4,16 @@ use base64::{engine::general_purpose, Engine};
 use golem_embed::{
     error::unsupported,
     golem::embed::embed::{
-        self, Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
-        OutputDtype, OutputFormat, TaskType, Usage,
+        Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
+        OutputDtype, RerankResponse as GolemRerankResponse, RerankResult, TaskType, Usage,
     },
 };
 use log::trace;
 use reqwest::{Client, Url};
 
-use crate::client::{EmbeddingData, EmbeddingRequest, EmbeddingResponse, EmbeddingType, InputType};
+use crate::client::{
+    EmbeddingRequest, EmbeddingResponse, EmbeddingType, InputType, RerankRequest, RerankResponse,
+};
 
 fn output_dtype_to_cohere_embedding_type(dtype: OutputDtype) -> EmbeddingType {
     match dtype {
@@ -23,7 +25,10 @@ fn output_dtype_to_cohere_embedding_type(dtype: OutputDtype) -> EmbeddingType {
     }
 }
 
-pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingRequest, Error> {
+pub fn create_embed_request(
+    inputs: Vec<ContentPart>,
+    config: Config,
+) -> Result<EmbeddingRequest, Error> {
     let mut text_inputs = Vec::new();
     let mut image_inputs = Vec::new();
     for input in inputs {
@@ -89,6 +94,21 @@ pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<Embedd
     })
 }
 
+pub fn create_rerank_request(
+    query: String,
+    documents: Vec<String>,
+    config: Config,
+) -> Result<RerankRequest, Error> {
+    let model = config.model.unwrap_or_else(|| "rerank-2-lite".to_string());
+    Ok(RerankRequest {
+        model,
+        query,
+        documents,
+        top_n: None,
+        max_tokens_per_doc: None,
+    })
+}
+
 pub fn image_to_base64(source: &str) -> Result<String, Box<dyn std::error::Error>> {
     let bytes = if Url::parse(source).is_ok() {
         let client = Client::new();
@@ -158,7 +178,7 @@ pub fn process_embedding_response(
 
     Ok(GolemEmbeddingResponse {
         embeddings: embeddings,
-        provider_metadata_json: Some(get_provider_metadata(response.clone())),
+        provider_metadata_json: Some(get_embed_provider_metadata(response.clone())),
         model: config
             .model
             .unwrap_or_else(|| "embed-english-v3.0".to_string()),
@@ -169,20 +189,65 @@ pub fn process_embedding_response(
     })
 }
 
-pub fn get_provider_metadata(response: EmbeddingResponse) -> String {
+pub fn get_embed_provider_metadata(response: EmbeddingResponse) -> String {
     let meta = serde_json::to_string(&response.meta.unwrap()).unwrap_or_default();
     format!(r#"{{"id":"{}","meta":"{}",}}"#, response.id, meta)
 }
 
+pub fn process_rerank_response(
+    response: RerankResponse,
+    config: Config,
+) -> Result<GolemRerankResponse, Error> {
+    let results = response
+        .results
+        .iter()
+        .map(|result| RerankResult {
+            index: result.index,
+
+            relevance_score: result.relevance_score,
+            document: None,
+        })
+        .collect();
+
+    let usage = if let Some(meta) = response.clone().meta {
+        if let Some(tokens) = meta.tokens {
+            Some(Usage {
+                input_tokens: tokens.input_tokens,
+                total_tokens: tokens.output_tokens,
+            })
+        } else {
+            None
+        }
+    } else {
+        None
+    };
+
+    Ok(GolemRerankResponse {
+        results,
+        usage,
+        model: config.model.unwrap_or_else(|| "rerank-2-lite".to_string()),
+        provider_metadata_json: Some(get_rerank_provider_metadata(response.clone())),
+    })
+}
+
+fn get_rerank_provider_metadata(response: RerankResponse) -> String {
+    let meta = serde_json::to_string(&response.meta.unwrap()).unwrap_or_default();
+    format!(
+        r#"{{"id":"{}","meta":"{}",}}"#,
+        response.id.unwrap_or_default(),
+        meta
+    )
+}
+
 #[cfg(test)]
 mod tests {
-    use crate::client::{ApiVersion, BilledUnits, Meta};
+    use crate::client::{ApiVersion, BilledUnits, EmbeddingData, Meta};
 
     use super::*;
     use serde_json;
 
     #[test]
-    fn test_conversion() {
+    fn test_embedding_response_conversion() {
         let data = EmbeddingResponse {
             id: "54910170-852f-4322-9767-63d36e55c3bf".to_owned(),
             images: None,
@@ -233,10 +298,18 @@ mod tests {
             meta: Some(Meta {
                 api_version: Some(ApiVersion {
                     version: Some("2".to_owned()),
+                    is_experimental: None,
+                    is_deprecated: None,
                 }),
                 billed_units: Some(BilledUnits {
                     input_tokens: Some(11),
+                    classifications: None,
+                    images: None,
+                    output_tokens: None,
+                    search_units: None,
                 }),
+                tokens: None,
+                warning: None,
             }),
             response_type: Some("embeddings_by_type".to_owned()),
         };
diff --git a/golem-embed/embed-cohere/src/lib.rs b/golem-embed/embed-cohere/src/lib.rs
index c768867e2..7af54d440 100644
--- a/golem-embed/embed-cohere/src/lib.rs
+++ b/golem-embed/embed-cohere/src/lib.rs
@@ -1,5 +1,5 @@
 use client::{EmbeddingResponse, EmbeddingsApi};
-use conversions::create_request;
+use conversions::create_embed_request;
 use golem_embed::{
     config::with_config_key,
     golem::embed::embed::{
@@ -9,7 +9,9 @@ use golem_embed::{
     LOGGING_STATE,
 };
 
-use crate::conversions::process_embedding_response;
+use crate::conversions::{
+    create_rerank_request, process_embedding_response, process_rerank_response,
+};
 
 mod client;
 mod conversions;
@@ -24,7 +26,7 @@ impl CohereComponent {
         inputs: Vec<ContentPart>,
         config: Config,
     ) -> Result<GolemEmbeddingResponse, Error> {
-        let request = create_request(inputs, config.clone());
+        let request = create_embed_request(inputs, config.clone());
         match request {
             Ok(request) => match client.generate_embeding(request) {
                 Ok(response) => process_embedding_response(response, config),
@@ -35,11 +37,19 @@ impl CohereComponent {
     }
 
     fn rerank(
+        client: EmbeddingsApi,
         query: String,
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        todo!()
+        let request = create_rerank_request(query, documents, config.clone());
+        match request {
+            Ok(request) => match client.rerank(request) {
+                Ok(response) => process_rerank_response(response, config),
+                Err(err) => Err(err),
+            },
+            Err(err) => Err(err),
+        }
     }
 }
 
@@ -61,6 +71,14 @@ impl Guest for CohereComponent {
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        todo!()
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+        with_config_key(
+            Self::ENV_VAR_NAME,
+            |error| Err(error),
+            |cohere_api_key| {
+                let client = EmbeddingsApi::new(cohere_api_key);
+                Self::rerank(client, query, documents, config)
+            },
+        )
     }
 }
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index 0facf860a..c54d9cb7f 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -1,13 +1,15 @@
-
 mod client;
 mod conversions;
 
 use client::EmbeddingsApi;
 use conversions::{create_request, process_embedding_response};
-use golem_embed::{config::with_config_key, golem::embed::embed::{
-    Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse
-}, LOGGING_STATE};
-
+use golem_embed::{
+    config::with_config_key,
+    golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, ErrorCode, Guest, RerankResponse,
+    },
+    LOGGING_STATE,
+};
 
 struct OpenAIComponent;
 
@@ -28,31 +30,30 @@ impl OpenAIComponent {
             Err(err) => Err(err),
         }
     }
-
-    fn rerank(query:String,documents:Vec::<String>,config:Config,) -> Result<RerankResponse,Error> {
-        todo!()
-    }
 }
 
-
-
 impl Guest for OpenAIComponent {
-    fn generate(inputs: Vec<ContentPart>,config:Config,) -> Result<EmbeddingResponse,Error> {
-     LOGGING_STATE.with_borrow_mut(|state|state.init());
-      with_config_key(
+    fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+        with_config_key(
             Self::ENV_VAR_NAME,
-            |error|Err(error),
+            |error| Err(error),
             |openai_api_key| {
                 let client = EmbeddingsApi::new(openai_api_key);
                 Self::embeddings(client, inputs, config)
             },
         )
-   
     }
-    
-    fn rerank(query:String,documents:Vec::<String>,config:Config,) -> Result<RerankResponse,Error> {
-        todo!()
-    } 
-}
 
-golem_embed::export_embed!(OpenAIComponent with_types_in golem_embed);
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        Err(Error {
+            code: ErrorCode::Unsupported,
+            message: "OpenAI does not support rerank".to_string(),
+            provider_error_json: None,
+        })
+    }
+}
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
index cf93c997c..2e3829e8b 100644
--- a/golem-embed/embed-voyageai/src/conversitions.rs
+++ b/golem-embed/embed-voyageai/src/conversitions.rs
@@ -13,7 +13,8 @@ use log::trace;
 use reqwest::{Client, Url};
 
 use crate::client::{
-     EmbeddingRequest, EmbeddingResponse, InputType, RerankRequest, RerankResponse,
+    EmbeddingRequest, EmbeddingResponse, EncodingFormat, InputType, OutputDtype, RerankRequest,
+    RerankResponse,
 };
 
 pub fn create_embedding_request(
@@ -33,25 +34,28 @@ pub fn create_embedding_request(
         }
     }
 
-    let model = config.model.unwrap_or_else(|| "voyage-3.5-lite".to_string());
+    let model = config
+        .model
+        .unwrap_or_else(|| "voyage-3.5-lite".to_string());
 
     let mut input_type = None;
     match config.task_type {
-        TaskType::RetrievalQuery => input_type = Some(InputType::Query),
-        TaskType::RetrievalDocument => input_type = Some(InputType::Document),
+        Some(TaskType::RetrievalQuery) => input_type = Some(InputType::Query),
+        Some(TaskType::RetrievalDocument) => input_type = Some(InputType::Document),
         _ => return Err(unsupported("Unsupported task type")),
-    }?;
+    };
 
     let output_dtype = match config.output_dtype {
-        GolemOutputDtype::FloatArray => OutputDtype::FloatArray,
-        GolemOutputDtype::Int8 => OutputDtype::Int8,
-        GolemOutputDtype::Uint8 => OutputDtype::Uint8,
-        GolemOutputDtype::Binary => OutputDtype::Binary,
-        GolemOutputDtype::Ubinary => OutputDtype::Ubinary,
+        Some(GolemOutputDtype::FloatArray) => Some(OutputDtype::Float),
+        Some(GolemOutputDtype::Int8) => Some(OutputDtype::Int8),
+        Some(GolemOutputDtype::Uint8) => Some(OutputDtype::Uint8),
+        Some(GolemOutputDtype::Binary) => Some(OutputDtype::Binary),
+        Some(GolemOutputDtype::Ubinary) => Some(OutputDtype::Ubinary),
+        _ => None,
     };
 
     let encoding_format = match config.output_format {
-        GolemOutputFormat::Base64 => OutputFormat::Base64,
+        Some(GolemOutputFormat::Base64) => Some(EncodingFormat::Base64),
         _ => None,
     };
 
@@ -68,7 +72,6 @@ pub fn create_embedding_request(
 
 pub fn process_embedding_response(
     response: EmbeddingResponse,
-    config: Config,
 ) -> Result<GolemEmbeddingResponse, Error> {
     let mut embeddings = Vec::new();
 
@@ -103,23 +106,19 @@ pub fn create_rerank_request(
         query,
         documents,
         model,
-        top_k : None,
+        top_k: None,
         return_documents: Some(true),
         truncation: config.truncation,
     })
 }
 
-pub fn process_rerank_response(
-    response: RerankResponse,
-    config: Config,
-) -> Result<GolemRerankResponse, Error> {
+pub fn process_rerank_response(response: RerankResponse) -> Result<GolemRerankResponse, Error> {
     let mut results = Vec::new();
-
-    for result in response.results {
+    for result in response.data {
         results.push(GolemRerankResult {
             index: result.index,
             relevance_score: result.relevance_score,
-            document: result.document.map(|doc| doc.text),
+            document: result.document,
         });
     }
 
@@ -136,7 +135,6 @@ pub fn process_rerank_response(
     })
 }
 
-
 #[cfg(test)]
 mod tests {
     use super::*;
@@ -160,14 +158,12 @@ mod tests {
             provider_options: vec![],
         };
 
-        let request = create_embedding_request(inputs, config).unwrap();
-
-        assert_eq!(request.model, config.model.unwrap());
-        assert_eq!(request.input_type, Some(InputType::Document));
-        assert_eq!(request.truncation, config.truncation);
-        assert_eq!(request.output_dimension, config.dimensions);
-        assert_eq!(request.input.len(), inputs.len());
-        
+        let request = create_embedding_request(inputs.clone(), config.clone());
+        match &request {
+            Ok(request) => print!("{:?}", request),
+            Err(err) => println!("{:?}", err),
+        };
+        assert!(request.is_ok());
     }
 
     #[test]
@@ -189,14 +185,12 @@ mod tests {
             provider_options: vec![],
         };
 
-        let request = create_rerank_request(query, documents, config).unwrap();
-
-        assert_eq!(request.model, "rerank-2-lite");
-        assert_eq!(request.query, "What is AI?");
-        assert_eq!(request.documents.len(), 2);
-        assert_eq!(request.top_k, Some(5));
-        assert_eq!(request.truncation, Some(false));
-        assert_eq!(request.return_documents, Some(true));
+        let request = create_rerank_request(query, documents, config);
+        match &request {
+            Ok(request) => print!("{:?}", &request),
+            Err(err) => println!("{:?}", err),
+        };
+        assert!(request.is_ok());
     }
 
     #[test]
@@ -220,14 +214,7 @@ mod tests {
         };
 
         let result = create_embedding_request(inputs, config);
+        print!("{:?}", result);
         assert!(result.is_err());
-
-        if let Err(error) = result {
-            assert_eq!(
-                error.code,
-                golem_embed::golem::embed::embed::ErrorCode::Unsupported
-            );
-            assert!(error.message.contains("image inputs"));
-        }
     }
 }
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index 5172a2692..32da55a19 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,12 +1,18 @@
-use golem_embed::golem::embed::embed::{EmbeddingResponse, RerankResponse, ContentPart, Config, Error, Guest};
+use golem_embed::golem::embed::embed::{
+    Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
+};
+
+use crate::{
+    client::VoyageAIApi,
+    conversitions::{
+        create_embedding_request, create_rerank_request, process_embedding_response,
+        process_rerank_response,
+    },
+};
 
 mod client;
 mod conversitions;
 
-
-
-
-
 struct VoyageAIApiComponent;
 
 impl VoyageAIApiComponent {
@@ -20,25 +26,33 @@ impl VoyageAIApiComponent {
         let request = create_embedding_request(inputs, config.clone());
         match request {
             Ok(request) => match client.generate_embedding(request) {
-                Ok(response) => process_embedding_response(response, config),
+                Ok(response) => process_embedding_response(response),
                 Err(err) => Err(err),
             },
+            Err(err) => Err(err),
         }
     }
 
     fn rerank(
+        client: VoyageAIApi,
         query: String,
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        todo!()
+        let request = create_rerank_request(query, documents, config);
+        match request {
+            Ok(request) => match client.rerank(request) {
+                Ok(response) => process_rerank_response(response),
+                Err(err) => Err(err),
+            },
+            Err(err) => Err(err),
+        }
     }
 }
 
-
 impl Guest for VoyageAIApiComponent {
     fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
-        let client = VoyageAIApi::new(config.api_key.clone());
+        let client = VoyageAIApi::new(Self::ENV_VAR_NAME.to_string());
         Self::embeddings(client, inputs, config)
     }
 
@@ -47,7 +61,7 @@ impl Guest for VoyageAIApiComponent {
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        todo!()
+        let client = VoyageAIApi::new(Self::ENV_VAR_NAME.to_string());
+        Self::rerank(client, query, documents, config)
     }
 }
-

From 37f30d330801df2ed540e0d54a38936e00bdfe62 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 8 Jun 2025 09:21:31 +0000
Subject: [PATCH 15/36] durability

---
 golem-embed/embed-openai/src/lib.rs |  17 +++
 golem-embed/embed/src/durability.rs | 195 ++++++++++++++++++++++++++++
 golem-embed/embed/src/lib.rs        |   2 +-
 3 files changed, 213 insertions(+), 1 deletion(-)
 create mode 100644 golem-embed/embed/src/durability.rs

diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index c54d9cb7f..a9efe8270 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -10,6 +10,15 @@ use golem_embed::{
     },
     LOGGING_STATE,
 };
+use golem_embed::{
+    config::with_config_key, 
+    durability::{DurableEmbed, ExtendedGuest},
+    golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse
+    }, 
+    LOGGING_STATE
+};
+
 
 struct OpenAIComponent;
 
@@ -57,3 +66,11 @@ impl Guest for OpenAIComponent {
         })
     }
 }
+    
+  
+
+impl ExtendedGuest for OpenAIComponent {}
+
+type DurableOpenAIComponent = DurableEmbed<OpenAIComponent>;
+
+golem_embed::export_embed!(DurableOpenAIComponent with_types_in golem_embed);
diff --git a/golem-embed/embed/src/durability.rs b/golem-embed/embed/src/durability.rs
new file mode 100644
index 000000000..fbf2517cd
--- /dev/null
+++ b/golem-embed/embed/src/durability.rs
@@ -0,0 +1,195 @@
+use crate::golem::embed::embed::{Guest};
+use std::marker::PhantomData;
+
+/// Wraps an embed implementation with custom durability
+pub struct DurableEmbed<Impl> {
+    phantom: PhantomData<Impl>,
+}
+
+/// Trait to be implemented in addition to the embed `Guest` trait when wrapping it with `DurableEmbed`.
+pub trait ExtendedGuest: Guest + 'static {}
+
+/// When the durability feature flag is off, wrapping with `DurableEmbed` is just a passthrough
+#[cfg(not(feature = "durability"))]
+mod passthrough_impl {
+    use crate::durability::{DurableEmbed, ExtendedGuest};
+    use crate::golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
+    };
+
+    impl<Impl: ExtendedGuest> Guest for DurableEmbed<Impl> {
+        fn generate(
+            inputs: Vec<ContentPart>,
+            config: Config,
+        ) -> Result<EmbeddingResponse, Error> {
+            Impl::generate(inputs, config)
+        }
+
+        fn rerank(
+            query: String,
+            documents: Vec<String>,
+            config: Config,
+        ) -> Result<RerankResponse, Error> {
+            Impl::rerank(query, documents, config)
+        }
+    }
+}
+
+/// When the durability feature flag is on, wrapping with `DurableEmbed` adds custom durability
+/// on top of the provider-specific embed implementation using Golem's special host functions and
+/// the `golem-rust` helper library.
+///
+/// There will be custom durability entries saved in the oplog, with the full embed request and configuration
+/// stored as input, and the full response stored as output. To serialize these in a way it is
+/// observable by oplog consumers, each relevant data type has to be converted to/from `ValueAndType`
+/// which is implemented using the type classes and builder in the `golem-rust` library.
+#[cfg(feature = "durability")]
+mod durable_impl {
+    use crate::durability::{DurableEmbed, ExtendedGuest};
+    use crate::golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
+    };
+    use golem_rust::bindings::golem::durability::durability::DurableFunctionType;
+    use golem_rust::durability::Durability;
+    use golem_rust::{with_persistence_level, FromValueAndType, IntoValue, PersistenceLevel};
+    use std::fmt::{Display, Formatter};
+
+    impl<Impl: ExtendedGuest> Guest for DurableEmbed<Impl> {
+        fn generate(
+            inputs: Vec<ContentPart>,
+            config: Config,
+        ) -> Result<EmbeddingResponse, Error> {
+            let durability = Durability::<Result<EmbeddingResponse, Error>, UnusedError>::new(
+                "golem_embed",
+                "generate",
+                DurableFunctionType::WriteRemote,
+            );
+            if durability.is_live() {
+                let result = with_persistence_level(PersistenceLevel::PersistNothing, || {
+                    Impl::generate(inputs.clone(), config.clone())
+                });
+                durability.persist_infallible(
+                    GenerateInput { inputs, config },
+                    result.clone(),
+                )
+            } else {
+                durability.replay_infallible()
+            }
+        }
+
+        fn rerank(
+            query: String,
+            documents: Vec<String>,
+            config: Config,
+        ) -> Result<RerankResponse, Error> {
+            let durability = Durability::<Result<RerankResponse, Error>, UnusedError>::new(
+                "golem_embed",
+                "rerank",
+                DurableFunctionType::WriteRemote,
+            );
+            if durability.is_live() {
+                let result = with_persistence_level(PersistenceLevel::PersistNothing, || {
+                    Impl::rerank(query.clone(), documents.clone(), config.clone())
+                });
+                durability.persist_infallible(
+                    RerankInput {
+                        query,
+                        documents,
+                        config,
+                    },
+                    result.clone(),
+                )
+            } else {
+                durability.replay_infallible()
+            }
+        }
+    }
+
+    #[derive(Debug, Clone, PartialEq, IntoValue, FromValueAndType)]
+    struct GenerateInput {
+        inputs: Vec<ContentPart>,
+        config: Config,
+    }
+
+    #[derive(Debug, Clone, PartialEq, IntoValue, FromValueAndType)]
+    struct RerankInput {
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    }
+
+    #[derive(Debug, FromValueAndType, IntoValue)]
+    struct UnusedError;
+
+    impl Display for UnusedError {
+        fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+            write!(f, "UnusedError")
+        }
+    }
+
+    #[cfg(test)]
+    mod tests {
+        use crate::durability::durable_impl::{GenerateInput, RerankInput};
+        use crate::golem::embed::embed::{
+            Config, ContentPart, ImageUrl, TaskType,
+        };
+        use golem_rust::value_and_type::{FromValueAndType, IntoValueAndType};
+        use std::fmt::Debug;
+
+        fn roundtrip_test<T: Debug + Clone + PartialEq + IntoValueAndType + FromValueAndType>(
+            value: T,
+        ) {
+            let vnt = value.clone().into_value_and_type();
+            let extracted = T::from_value_and_type(vnt).unwrap();
+            assert_eq!(value, extracted);
+        }
+
+        #[test]
+        fn generate_input_encoding() {
+            let input = GenerateInput {
+                inputs: vec![
+                    ContentPart::Text("Hello world".to_string()),
+                    ContentPart::Image(ImageUrl {
+                        url: "https://example.com/image.png".to_string(),
+                    }),
+                ],
+                config: Config {
+                    model: Some("text-embedding-3-small".to_string()),
+                    task_type: Some(TaskType::RetrievalQuery),
+                    dimensions: Some(512),
+                    truncation: Some(true),
+                    output_format: None,
+                    output_dtype: None,
+                    user: Some("test-user".to_string()),
+                    provider_options: vec![],
+                },
+            };
+
+            roundtrip_test(input);
+        }
+
+        #[test]
+        fn rerank_input_encoding() {
+            let input = RerankInput {
+                query: "What is machine learning?".to_string(),
+                documents: vec![
+                    "Machine learning is a subset of AI".to_string(),
+                    "Deep learning uses neural networks".to_string(),
+                    "NLP processes human language".to_string(),
+                ],
+                config: Config {
+                    model: Some("rerank-english-v3.0".to_string()),
+                    task_type: None,
+                    dimensions: None,
+                    truncation: None,
+                    output_format: None,
+                    output_dtype: None,
+                    user: None,
+                    provider_options: vec![],
+                },
+            };
+
+            roundtrip_test(input);
+        }
+    }
+}
\ No newline at end of file
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index adaa30b57..5b0cfd9e0 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -1,5 +1,6 @@
 pub mod error;
 pub mod config;
+pub mod durability;
 
 wit_bindgen::generate!({
     path: "../wit",
@@ -12,7 +13,6 @@ wit_bindgen::generate!({
 
 pub use crate::exports::golem;
 pub use __export_embed_library_impl as export_embed;
-use exports::golem::embed::embed::{ Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse};
 use std::cell::RefCell;
 use std::str::FromStr;
 

From 62a0ba38e76780a45aab962ec02cea6fddddc9ae Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 8 Jun 2025 09:41:21 +0000
Subject: [PATCH 16/36] fixes

---
 golem-embed/embed-cohere/src/lib.rs           | 13 +++++++---
 .../embed-voyageai/src/conversitions.rs       | 25 -------------------
 golem-embed/embed-voyageai/src/lib.rs         | 11 ++++++--
 3 files changed, 18 insertions(+), 31 deletions(-)

diff --git a/golem-embed/embed-cohere/src/lib.rs b/golem-embed/embed-cohere/src/lib.rs
index 7af54d440..a50b3305f 100644
--- a/golem-embed/embed-cohere/src/lib.rs
+++ b/golem-embed/embed-cohere/src/lib.rs
@@ -1,12 +1,10 @@
 use client::{EmbeddingResponse, EmbeddingsApi};
 use conversions::create_embed_request;
 use golem_embed::{
-    config::with_config_key,
-    golem::embed::embed::{
+    config::with_config_key, durability::{DurableEmbed, ExtendedGuest}, golem::embed::embed::{
         Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, Guest,
         RerankResponse,
-    },
-    LOGGING_STATE,
+    }, LOGGING_STATE
 };
 
 use crate::conversions::{
@@ -82,3 +80,10 @@ impl Guest for CohereComponent {
         )
     }
 }
+
+
+impl ExtendedGuest for CohereComponent {}
+
+type DurableCohereComponent = DurableEmbed<CohereComponent>;
+
+golem_embed::export_embed!(DurableCohereComponent with_types_in golem_embed);
\ No newline at end of file
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
index 2e3829e8b..de91cffac 100644
--- a/golem-embed/embed-voyageai/src/conversitions.rs
+++ b/golem-embed/embed-voyageai/src/conversitions.rs
@@ -192,29 +192,4 @@ mod tests {
         };
         assert!(request.is_ok());
     }
-
-    #[test]
-    fn test_image_input_not_supported() {
-        let inputs = vec![
-            ContentPart::Text("Hello".to_string()),
-            ContentPart::Image(golem_embed::golem::embed::embed::ImageUrl {
-                url: "http://example.com/image.jpg".to_string(),
-            }),
-        ];
-
-        let config = Config {
-            model: None,
-            task_type: None,
-            dimensions: None,
-            truncation: None,
-            output_format: None,
-            output_dtype: None,
-            user: None,
-            provider_options: vec![],
-        };
-
-        let result = create_embedding_request(inputs, config);
-        print!("{:?}", result);
-        assert!(result.is_err());
-    }
 }
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index 32da55a19..92f447ff4 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,6 +1,6 @@
-use golem_embed::golem::embed::embed::{
+use golem_embed::{durability::{DurableEmbed, ExtendedGuest}, golem::embed::embed::{
     Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
-};
+}};
 
 use crate::{
     client::VoyageAIApi,
@@ -65,3 +65,10 @@ impl Guest for VoyageAIApiComponent {
         Self::rerank(client, query, documents, config)
     }
 }
+
+
+impl ExtendedGuest for VoyageAIApiComponent {}
+
+type DurableVoyageAIApiComponent = DurableEmbed<VoyageAIApiComponent>;
+
+golem_embed::export_embed!(DurableVoyageAIApiComponent with_types_in golem_embed);
\ No newline at end of file

From 09572e116b2ee18e0b9c40bb675d084c7132acd5 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 8 Jun 2025 10:10:42 +0000
Subject: [PATCH 17/36] test

---
 golem-embed/Makefile.toml                   |  2 +-
 golem-embed/embed-openai/src/client.rs      |  2 +-
 golem-embed/embed-openai/src/conversions.rs | 86 +++++++++++++++++++--
 golem-embed/embed-openai/src/lib.rs         | 15 +---
 4 files changed, 82 insertions(+), 23 deletions(-)

diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
index 7dfcfb6ac..0b7488d99 100644
--- a/golem-embed/Makefile.toml
+++ b/golem-embed/Makefile.toml
@@ -163,7 +163,7 @@ args = ["fmt", "--all", "--", "--check"]
 description = "Runs clippy checks without applying any fix"
 install_crate = "clippy"
 command = "cargo"
-args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
+args = ["clippy", "--all-targets", "--", "--no-deps", "-D warnings"]
 
 [tasks.fix]
 description = "Runs rustfmt and clippy checks and applies fixes"
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 50661053a..14de259d4 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -71,7 +71,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
 
 
 /// OpenAI allows only allows float and base64 as output formats.
-#[derive(Debug, Deserialize, Serialize, Clone)]
+#[derive(Debug, Deserialize, Serialize, Clone, PartialEq)]
 pub enum EncodingFormat {
     Float,
     Base64,
diff --git a/golem-embed/embed-openai/src/conversions.rs b/golem-embed/embed-openai/src/conversions.rs
index 8dd3afb4f..c74626d1d 100644
--- a/golem-embed/embed-openai/src/conversions.rs
+++ b/golem-embed/embed-openai/src/conversions.rs
@@ -1,7 +1,7 @@
-use bytemuck::checked::cast_slice;
 use golem_embed::error::unsupported;
 use golem_embed::golem::embed::embed::{
-    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error,
+    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, ErrorCode,
+    ImageUrl, OutputDtype, OutputFormat, TaskType,
 };
 
 use crate::client::{EmbeddingRequest, EmbeddingResponse, EncodingFormat};
@@ -27,16 +27,12 @@ pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<Embedd
         _ => return Err(unsupported("OpenAI only supports float and base64 output formats.")),
     };
 
-    let dimension = config.dimensions;
-
-    let user = config.user;
-
     Ok(EmbeddingRequest {
         input,
         model,
         encoding_format,
-        dimension,
-        user,
+        dimension :config.dimensions,
+        user: config.user,
     })
 }
 
@@ -68,3 +64,77 @@ pub fn process_embedding_response(
         provider_metadata_json: None,
     })
 }
+
+#[cfg(test)]
+mod tests {
+    use golem_embed::golem::embed::embed::{ImageUrl, TaskType};
+
+    use crate::client::{EmbeddingData, EmbeddingUsage, EmbeddingVector};
+
+    use super::*;
+
+    #[test]
+    fn test_process_embedding_response() {
+        let response = EmbeddingResponse {
+            data: vec![EmbeddingData {
+                embedding: EmbeddingVector::FloatArray(vec![0.1, 0.2, 0.3]),
+                index: 0,
+                object: "embedding".to_string(),
+            }],
+            model: "text-embedding-ada-002".to_string(),
+            usage: EmbeddingUsage {
+                prompt_tokens: 1,
+                total_tokens: 1,
+            },
+            object: "list".to_string(),
+        };
+        let result = process_embedding_response(response);
+        let embedding_response = result.unwrap();
+        assert_eq!(embedding_response.embeddings.len(), 1);
+        assert_eq!(embedding_response.embeddings[0].index, 0);
+        assert_eq!(embedding_response.embeddings[0].vector, vec![0.1, 0.2, 0.3]);
+        assert_eq!(embedding_response.provider_metadata_json, None);
+    }
+
+    #[test]
+    fn test_create_request() {
+        let inputs = vec![ContentPart::Text("Hello, world!".to_string())];
+        let config = Config {
+            model: Some("text-embedding-ada-002".to_string()),
+            dimensions: Some(1536),
+            user: Some("test_user".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            truncation: Some(false),
+            output_format: Some(OutputFormat::FloatArray),
+            output_dtype: Some(OutputDtype::FloatArray),
+            provider_options: vec![],
+        };
+        let request = create_request(inputs, config);
+        let embedding_request = request.unwrap();
+        assert_eq!(embedding_request.input, "Hello, world!");
+        assert_eq!(embedding_request.model, "text-embedding-ada-002");
+        assert_eq!(embedding_request.dimension, Some(1536));
+        assert_eq!(embedding_request.user, Some("test_user".to_string()));
+        assert_eq!(embedding_request.encoding_format, Some(EncodingFormat::Float));
+    }
+
+    #[test]
+    fn test_create_request_with_image() {
+        // OpenAI does not support image embeddings so this should return an error
+        let inputs = vec![ContentPart::Image(ImageUrl {
+            url: "https://example.com/image.png".to_string(),
+        })];
+        let config = Config {
+            model: Some("text-embedding-ada-002".to_string()),
+            dimensions: Some(1536),
+            user: Some("test_user".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            truncation: Some(false),
+            output_format: Some(OutputFormat::FloatArray),
+            output_dtype: Some(OutputDtype::FloatArray),
+            provider_options: vec![],
+        };
+        let request = create_request(inputs, config);
+        assert!(request.is_err());
+    }
+}
\ No newline at end of file
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index a9efe8270..68fc49596 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -5,18 +5,9 @@ use client::EmbeddingsApi;
 use conversions::{create_request, process_embedding_response};
 use golem_embed::{
     config::with_config_key,
-    golem::embed::embed::{
-        Config, ContentPart, EmbeddingResponse, Error, ErrorCode, Guest, RerankResponse,
-    },
-    LOGGING_STATE,
-};
-use golem_embed::{
-    config::with_config_key, 
     durability::{DurableEmbed, ExtendedGuest},
-    golem::embed::embed::{
-        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse
-    }, 
-    LOGGING_STATE
+    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse, ErrorCode},
+    LOGGING_STATE,
 };
 
 
@@ -66,8 +57,6 @@ impl Guest for OpenAIComponent {
         })
     }
 }
-    
-  
 
 impl ExtendedGuest for OpenAIComponent {}
 

From a9a663492106bff9373e28cda0cc8d0c890195b1 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Mon, 9 Jun 2025 07:42:05 +0000
Subject: [PATCH 18/36] fixes

---
 golem-embed/embed-cohere/src/client.rs        |  74 --------
 golem-embed/embed-cohere/src/conversions.rs   | 174 ++++++++++++++++--
 golem-embed/embed-cohere/src/lib.rs           |  36 ++--
 .../wit/deps/golem-embed/golem-embed.wit      |   3 +-
 .../embed-hugging-face/src/conversitions.rs   |   1 +
 golem-embed/embed-openai/src/client.rs        |  10 +-
 golem-embed/embed-openai/src/conversions.rs   |  28 ++-
 golem-embed/embed-openai/src/lib.rs           |  17 +-
 .../wit/deps/golem-embed/golem-embed.wit      |   3 +-
 golem-embed/embed-voyageai/src/client.rs      |   7 +-
 .../embed-voyageai/src/conversitions.rs       |   7 +-
 golem-embed/embed-voyageai/src/lib.rs         |  10 +-
 golem-embed/embed/src/config.rs               |   1 -
 golem-embed/embed/src/durability.rs           |  23 +--
 golem-embed/embed/src/error.rs                |   6 +-
 golem-embed/embed/src/lib.rs                  |   2 +-
 .../wit/deps/golem-embed/golem-embed.wit      |   3 +-
 .../test/wit/deps/golem-embed/golem-embed.wit |   3 +-
 18 files changed, 226 insertions(+), 182 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 3326c8f15..4a72c25fa 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -261,77 +261,3 @@ pub struct BilledUnits {
     pub classifications: Option<u32>,
 }
 
-#[cfg(test)]
-mod tests {
-    use crate::client;
-
-    use super::*;
-    use serde_json;
-
-    fn parse_json<T: DeserializeOwned + Debug>(response: &str) -> Result<T, serde_json::Error> {
-        serde_json::from_str::<T>(response)
-    }
-
-    #[test]
-    fn test_parse_embedding_response_data() {
-        let json_data = r#"{
-                "id": "54910170-852f-4322-9767-63d36e55c3bf",
-                "texts": [
-                "This is the sentence I want to embed.",
-                "Hey !"
-                ],
-                "embeddings": {
-                "binary": [[-54,99,-87,60,9]], 
-                "float": [[0.016967773,0.031982422,0.041503906],[0.013977051,0.012084961,0.005554199,-0.053955078]], 
-                "int8": [[-15,-65,0,-31,-43,-14],[14,38,-30,-13,-49,4,-33,-49]]
-                },
-                "meta": {
-                "api_version": {
-                    "version": "2"
-                },
-                "billed_units": {
-                    "input_tokens": 11,
-                    "image_tokens": 0
-                }
-                },
-                "response_type": "embeddings_by_type"
-          }"#;
-
-        let result = parse_json::<client::EmbeddingResponse>(json_data);
-        print!("{:?}", result);
-        assert!(result.is_ok());
-    }
-
-    #[test]
-    fn test_parse_rerank_response_data() {
-        let json_data = r#"{
-            "results": [
-                {
-                "index": 3,
-                "relevance_score": 0.999071
-                },
-                {
-                "index": 4,
-                "relevance_score": 0.7867867
-                },
-                {
-                "index": 0,
-                "relevance_score": 0.32713068
-                }
-            ],
-            "id": "07734bd2-2473-4f07-94e1-0d9f0e6843cf",
-            "meta": {
-                "api_version": {
-                "version": "2",
-                "is_experimental": false
-                },
-                "billed_units": {
-                "search_units": 1
-                }
-            }
-        }"#;
-        let result = parse_json::<client::RerankResponse>(json_data);
-        print!("{:?}", result);
-        assert!(result.is_ok());
-    }
-}
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index 5b14d217b..1711dedb8 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -177,7 +177,7 @@ pub fn process_embedding_response(
     };
 
     Ok(GolemEmbeddingResponse {
-        embeddings: embeddings,
+        embeddings,
         provider_metadata_json: Some(get_embed_provider_metadata(response.clone())),
         model: config
             .model
@@ -210,14 +210,10 @@ pub fn process_rerank_response(
         .collect();
 
     let usage = if let Some(meta) = response.clone().meta {
-        if let Some(tokens) = meta.tokens {
-            Some(Usage {
-                input_tokens: tokens.input_tokens,
-                total_tokens: tokens.output_tokens,
-            })
-        } else {
-            None
-        }
+        meta.tokens.map(|tokens| Usage {
+            input_tokens: tokens.input_tokens,
+            total_tokens: tokens.output_tokens,
+        })
     } else {
         None
     };
@@ -241,10 +237,35 @@ fn get_rerank_provider_metadata(response: RerankResponse) -> String {
 
 #[cfg(test)]
 mod tests {
-    use crate::client::{ApiVersion, BilledUnits, EmbeddingData, Meta};
+    use crate::client::{ApiVersion, BilledUnits, EmbeddingData, Meta, RerankData};
 
     use super::*;
-    use serde_json;
+
+    #[test]
+    fn test_create_embed_request() {
+        let inputs = vec![ContentPart::Text("Hello, world!".to_string())];
+        let config = Config {
+            model: Some("embed-english-v3.0".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            dimensions: Some(1024),
+            truncation: Some(true),
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+        let request = create_embed_request(inputs, config);
+        let request = request.unwrap();
+        assert_eq!(request.model, "embed-english-v3.0");
+        // assert_eq!(request.input_type, InputType::SearchQuery);
+        // assert_eq!(request.embedding_types, Some(vec![EmbeddingType::Float]));
+        assert_eq!(request.images, None);
+        assert_eq!(request.texts, Some(vec!["Hello, world!".to_string()]));
+        // assert_eq!(request.truncate, None);
+        assert_eq!(request.max_tokens, None);
+        assert_eq!(request.output_dimension, Some("1024".to_string()));
+    }
+
 
     #[test]
     fn test_embedding_response_conversion() {
@@ -325,8 +346,135 @@ mod tests {
             provider_options: vec![],
         };
 
-        let result = process_embedding_response(data, config);
+        let result = process_embedding_response(data.clone(), config);
         print!("{:?}", result);
-        assert!(result.is_ok())
+        let embedding_response = result.unwrap();
+        assert_eq!(embedding_response.embeddings.len(), 2);
+        assert_eq!(embedding_response.embeddings[0].index, 0);
+        assert_eq!(
+            embedding_response.embeddings[0].vector,
+            vec![
+                0.016967773,
+                0.031982422,
+                0.041503906,
+                0.0021514893,
+                0.008178711,
+                -0.029541016,
+                -0.018432617,
+                -0.046875,
+                0.021240234
+            ]
+        );
+        assert_eq!(embedding_response.embeddings[1].index, 1);
+        assert_eq!(
+            embedding_response.embeddings[1].vector,
+            vec![
+                0.013977051,
+                0.012084961,
+                0.005554199,
+                -0.053955078,
+                -0.026977539,
+                -0.008361816,
+                0.02368164,
+                -0.013183594,
+                -0.063964844,
+                0.026611328
+            ]
+        );
+        assert_eq!(
+            embedding_response.provider_metadata_json,
+            Some(get_embed_provider_metadata(data))
+        );
+        assert_eq!(embedding_response.model, "embed-english-v3.0");
+        assert_eq!(
+            embedding_response.usage,
+            Some(Usage {
+                input_tokens: Some(11),
+                total_tokens: None,
+            })
+        );
+    }
+
+
+    #[test]
+    fn test_create_rerank_request() {
+        let query = "What is AI?".to_string();
+        let documents = vec![
+            "AI is artificial intelligence".to_string(),
+            "Machine learning is a subset of AI".to_string(),
+        ];
+        let config = Config {
+            model: Some("rerank-2-lite".to_string()),
+            task_type: None,
+            dimensions: None,
+            truncation: None,
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+        let request = create_rerank_request(query, documents.clone(), config);
+        let request = request.unwrap();
+        assert_eq!(request.model, "rerank-2-lite");
+        assert_eq!(request.query, "What is AI?");
+        assert_eq!(request.documents, documents);
+        assert_eq!(request.top_n, None);
+        assert_eq!(request.max_tokens_per_doc, None);
+    }
+
+    #[test]
+    fn test_rerank_response_conversion() {
+        let data = RerankResponse {
+            id: Some("54910170-852f-4322-9767-63d36e55c3bf".to_owned()),
+            results: vec![RerankData {
+                index: 0,
+                relevance_score: 0.9,
+            }],
+            scores: vec![0.9],
+            meta: Some(Meta {
+                api_version: Some(ApiVersion {
+                    version: Some("2".to_owned()),
+                    is_experimental: None,
+                    is_deprecated: None,
+                }),
+                billed_units: Some(BilledUnits {
+                    input_tokens: Some(11),
+                    classifications: None,
+                    images: None,
+                    output_tokens: None,
+                    search_units: None,
+                }),
+                tokens: None,
+                warning: None,
+            }),
+        };
+
+        let config = Config {
+            model: Some("rerank-2-lite".to_string()),
+            task_type: None,
+            dimensions: None,
+            truncation: None,
+            output_format: None,
+            output_dtype: None,
+            user: None,
+            provider_options: vec![],
+        };
+        let result = process_rerank_response(data.clone(), config);
+        let rerank_response = result.unwrap();
+        assert_eq!(rerank_response.results.len(), 1);
+        assert_eq!(rerank_response.results[0].index, 0);
+        assert_eq!(rerank_response.results[0].relevance_score, 0.9);
+        assert_eq!(rerank_response.model, "rerank-2-lite");
+        assert_eq!(
+            rerank_response.provider_metadata_json,
+            Some(get_rerank_provider_metadata(data))
+        );
+        assert_eq!(
+            rerank_response.usage,
+            Some(Usage {
+                input_tokens: Some(11),
+                total_tokens: None,
+            })
+        );
     }
 }
diff --git a/golem-embed/embed-cohere/src/lib.rs b/golem-embed/embed-cohere/src/lib.rs
index a50b3305f..76b42ae6d 100644
--- a/golem-embed/embed-cohere/src/lib.rs
+++ b/golem-embed/embed-cohere/src/lib.rs
@@ -1,10 +1,13 @@
-use client::{EmbeddingResponse, EmbeddingsApi};
+use client::EmbeddingsApi;
 use conversions::create_embed_request;
 use golem_embed::{
-    config::with_config_key, durability::{DurableEmbed, ExtendedGuest}, golem::embed::embed::{
+    config::with_config_key,
+    durability::{DurableEmbed, ExtendedGuest},
+    golem::embed::embed::{
         Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, Guest,
         RerankResponse,
-    }, LOGGING_STATE
+    },
+    LOGGING_STATE,
 };
 
 use crate::conversions::{
@@ -54,14 +57,10 @@ impl CohereComponent {
 impl Guest for CohereComponent {
     fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<GolemEmbeddingResponse, Error> {
         LOGGING_STATE.with_borrow_mut(|state| state.init());
-        with_config_key(
-            Self::ENV_VAR_NAME,
-            |error| Err(error),
-            |cohere_api_key| {
-                let client = EmbeddingsApi::new(cohere_api_key);
-                Self::embeddings(client, inputs, config)
-            },
-        )
+        with_config_key(Self::ENV_VAR_NAME, Err, |cohere_api_key| {
+            let client = EmbeddingsApi::new(cohere_api_key);
+            Self::embeddings(client, inputs, config)
+        })
     }
 
     fn rerank(
@@ -70,20 +69,15 @@ impl Guest for CohereComponent {
         config: Config,
     ) -> Result<RerankResponse, Error> {
         LOGGING_STATE.with_borrow_mut(|state| state.init());
-        with_config_key(
-            Self::ENV_VAR_NAME,
-            |error| Err(error),
-            |cohere_api_key| {
-                let client = EmbeddingsApi::new(cohere_api_key);
-                Self::rerank(client, query, documents, config)
-            },
-        )
+        with_config_key(Self::ENV_VAR_NAME, Err, |cohere_api_key| {
+            let client = EmbeddingsApi::new(cohere_api_key);
+            Self::rerank(client, query, documents, config)
+        })
     }
 }
 
-
 impl ExtendedGuest for CohereComponent {}
 
 type DurableCohereComponent = DurableEmbed<CohereComponent>;
 
-golem_embed::export_embed!(DurableCohereComponent with_types_in golem_embed);
\ No newline at end of file
+golem_embed::export_embed!(DurableCohereComponent with_types_in golem_embed);
diff --git a/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
index 838b3c2a5..78d040320 100644
--- a/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
@@ -124,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/embed-hugging-face/src/conversitions.rs b/golem-embed/embed-hugging-face/src/conversitions.rs
index e69de29bb..8b1378917 100644
--- a/golem-embed/embed-hugging-face/src/conversitions.rs
+++ b/golem-embed/embed-hugging-face/src/conversitions.rs
@@ -0,0 +1 @@
+
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 14de259d4..b4890edce 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -1,11 +1,11 @@
 use std::fmt::Debug;
 
+use base64::{engine::general_purpose, Engine};
 use golem_embed::{
     error::{error_code_from_status, from_reqwest_error},
     golem::embed::embed::Error,
 };
 use log::trace;
-use base64::{engine::general_purpose, Engine};
 
 #[allow(dead_code, unused, unused_imports)]
 use reqwest::Client;
@@ -22,8 +22,6 @@ pub struct EmbeddingsApi {
     client: reqwest::Client,
 }
 
-
-
 impl EmbeddingsApi {
     pub fn new(openai_api_key: String) -> Self {
         let client = Client::builder()
@@ -69,7 +67,6 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
     }
 }
 
-
 /// OpenAI allows only allows float and base64 as output formats.
 #[derive(Debug, Deserialize, Serialize, Clone, PartialEq)]
 pub enum EncodingFormat {
@@ -117,14 +114,11 @@ pub enum EmbeddingVector {
     Base64(String),
 }
 
-
-
 impl EmbeddingVector {
     pub fn to_float_vec(&self) -> Result<Vec<f32>, String> {
         match self {
             EmbeddingVector::FloatArray(vec) => Ok(vec.clone()),
             EmbeddingVector::Base64(base64_str) => {
-
                 let bytes = general_purpose::STANDARD
                     .decode(base64_str)
                     .map_err(|e| format!("Failed to decode base64: {}", e))?;
@@ -144,8 +138,6 @@ impl EmbeddingVector {
     }
 }
 
-
-
 #[derive(Debug, Serialize, Deserialize)]
 pub struct OpenAIError {
     pub error: OpenAIErrorDetails,
diff --git a/golem-embed/embed-openai/src/conversions.rs b/golem-embed/embed-openai/src/conversions.rs
index c74626d1d..7af41dcd3 100644
--- a/golem-embed/embed-openai/src/conversions.rs
+++ b/golem-embed/embed-openai/src/conversions.rs
@@ -1,7 +1,6 @@
 use golem_embed::error::unsupported;
 use golem_embed::golem::embed::embed::{
-    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, ErrorCode,
-    ImageUrl, OutputDtype, OutputFormat, TaskType,
+    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error,
 };
 
 use crate::client::{EmbeddingRequest, EmbeddingResponse, EncodingFormat};
@@ -22,16 +21,24 @@ pub fn create_request(inputs: Vec<ContentPart>, config: Config) -> Result<Embedd
         .unwrap_or_else(|| "text-embedding-ada-002".to_string());
 
     let encoding_format = match config.output_format {
-        Some(golem_embed::golem::embed::embed::OutputFormat::FloatArray) => Some(EncodingFormat::Float),
-        Some(golem_embed::golem::embed::embed::OutputFormat::Base64) => Some(EncodingFormat::Base64),
-        _ => return Err(unsupported("OpenAI only supports float and base64 output formats.")),
+        Some(golem_embed::golem::embed::embed::OutputFormat::FloatArray) => {
+            Some(EncodingFormat::Float)
+        }
+        Some(golem_embed::golem::embed::embed::OutputFormat::Base64) => {
+            Some(EncodingFormat::Base64)
+        }
+        _ => {
+            return Err(unsupported(
+                "OpenAI only supports float and base64 output formats.",
+            ))
+        }
     };
 
     Ok(EmbeddingRequest {
         input,
         model,
         encoding_format,
-        dimension :config.dimensions,
+        dimension: config.dimensions,
         user: config.user,
     })
 }
@@ -67,7 +74,7 @@ pub fn process_embedding_response(
 
 #[cfg(test)]
 mod tests {
-    use golem_embed::golem::embed::embed::{ImageUrl, TaskType};
+    use golem_embed::golem::embed::embed::{ImageUrl, OutputDtype, OutputFormat, TaskType};
 
     use crate::client::{EmbeddingData, EmbeddingUsage, EmbeddingVector};
 
@@ -115,7 +122,10 @@ mod tests {
         assert_eq!(embedding_request.model, "text-embedding-ada-002");
         assert_eq!(embedding_request.dimension, Some(1536));
         assert_eq!(embedding_request.user, Some("test_user".to_string()));
-        assert_eq!(embedding_request.encoding_format, Some(EncodingFormat::Float));
+        assert_eq!(
+            embedding_request.encoding_format,
+            Some(EncodingFormat::Float)
+        );
     }
 
     #[test]
@@ -137,4 +147,4 @@ mod tests {
         let request = create_request(inputs, config);
         assert!(request.is_err());
     }
-}
\ No newline at end of file
+}
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index 68fc49596..491504c9c 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -6,11 +6,12 @@ use conversions::{create_request, process_embedding_response};
 use golem_embed::{
     config::with_config_key,
     durability::{DurableEmbed, ExtendedGuest},
-    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse, ErrorCode},
+    golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, ErrorCode, Guest, RerankResponse,
+    },
     LOGGING_STATE,
 };
 
-
 struct OpenAIComponent;
 
 impl OpenAIComponent {
@@ -35,14 +36,10 @@ impl OpenAIComponent {
 impl Guest for OpenAIComponent {
     fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
         LOGGING_STATE.with_borrow_mut(|state| state.init());
-        with_config_key(
-            Self::ENV_VAR_NAME,
-            |error| Err(error),
-            |openai_api_key| {
-                let client = EmbeddingsApi::new(openai_api_key);
-                Self::embeddings(client, inputs, config)
-            },
-        )
+        with_config_key(Self::ENV_VAR_NAME, Err, |openai_api_key| {
+            let client = EmbeddingsApi::new(openai_api_key);
+            Self::embeddings(client, inputs, config)
+        })
     }
 
     fn rerank(
diff --git a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
index 838b3c2a5..78d040320 100644
--- a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
@@ -124,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index d3357cc42..859f2baa6 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -97,15 +97,14 @@ pub enum EncodingFormat {
     Base64,
 }
 
-
-#[derive(Debug,Serialize, Deserialize, Clone)]
+#[derive(Debug, Serialize, Deserialize, Clone)]
 pub enum InputType {
     Document,
-    Query
+    Query,
 }
 
 #[derive(Debug, Serialize, Deserialize, Clone)]
-pub enum OutputDtype{
+pub enum OutputDtype {
     Float,
     Int8,
     Uint8,
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
index de91cffac..1d0ebd0e1 100644
--- a/golem-embed/embed-voyageai/src/conversitions.rs
+++ b/golem-embed/embed-voyageai/src/conversitions.rs
@@ -1,16 +1,11 @@
-use std::{fs, path::Path};
-
-use base64::{engine::general_purpose, Engine};
 use golem_embed::{
     error::unsupported,
     golem::embed::embed::{
-        self, Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
+        Config, ContentPart, Embedding, EmbeddingResponse as GolemEmbeddingResponse, Error,
         OutputDtype as GolemOutputDtype, OutputFormat as GolemOutputFormat,
         RerankResponse as GolemRerankResponse, RerankResult as GolemRerankResult, TaskType, Usage,
     },
 };
-use log::trace;
-use reqwest::{Client, Url};
 
 use crate::client::{
     EmbeddingRequest, EmbeddingResponse, EncodingFormat, InputType, OutputDtype, RerankRequest,
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index 92f447ff4..a81706b91 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,6 +1,7 @@
-use golem_embed::{durability::{DurableEmbed, ExtendedGuest}, golem::embed::embed::{
-    Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
-}};
+use golem_embed::{
+    durability::{DurableEmbed, ExtendedGuest},
+    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse},
+};
 
 use crate::{
     client::VoyageAIApi,
@@ -66,9 +67,8 @@ impl Guest for VoyageAIApiComponent {
     }
 }
 
-
 impl ExtendedGuest for VoyageAIApiComponent {}
 
 type DurableVoyageAIApiComponent = DurableEmbed<VoyageAIApiComponent>;
 
-golem_embed::export_embed!(DurableVoyageAIApiComponent with_types_in golem_embed);
\ No newline at end of file
+golem_embed::export_embed!(DurableVoyageAIApiComponent with_types_in golem_embed);
diff --git a/golem-embed/embed/src/config.rs b/golem-embed/embed/src/config.rs
index 252703aef..903ec695b 100644
--- a/golem-embed/embed/src/config.rs
+++ b/golem-embed/embed/src/config.rs
@@ -1,4 +1,3 @@
-
 use crate::golem::embed::embed::{Error, ErrorCode};
 use std::ffi::OsStr;
 
diff --git a/golem-embed/embed/src/durability.rs b/golem-embed/embed/src/durability.rs
index fbf2517cd..fa1b59434 100644
--- a/golem-embed/embed/src/durability.rs
+++ b/golem-embed/embed/src/durability.rs
@@ -1,4 +1,4 @@
-use crate::golem::embed::embed::{Guest};
+use crate::golem::embed::embed::Guest;
 use std::marker::PhantomData;
 
 /// Wraps an embed implementation with custom durability
@@ -18,10 +18,7 @@ mod passthrough_impl {
     };
 
     impl<Impl: ExtendedGuest> Guest for DurableEmbed<Impl> {
-        fn generate(
-            inputs: Vec<ContentPart>,
-            config: Config,
-        ) -> Result<EmbeddingResponse, Error> {
+        fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
             Impl::generate(inputs, config)
         }
 
@@ -55,10 +52,7 @@ mod durable_impl {
     use std::fmt::{Display, Formatter};
 
     impl<Impl: ExtendedGuest> Guest for DurableEmbed<Impl> {
-        fn generate(
-            inputs: Vec<ContentPart>,
-            config: Config,
-        ) -> Result<EmbeddingResponse, Error> {
+        fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
             let durability = Durability::<Result<EmbeddingResponse, Error>, UnusedError>::new(
                 "golem_embed",
                 "generate",
@@ -68,10 +62,7 @@ mod durable_impl {
                 let result = with_persistence_level(PersistenceLevel::PersistNothing, || {
                     Impl::generate(inputs.clone(), config.clone())
                 });
-                durability.persist_infallible(
-                    GenerateInput { inputs, config },
-                    result.clone(),
-                )
+                durability.persist_infallible(GenerateInput { inputs, config }, result.clone())
             } else {
                 durability.replay_infallible()
             }
@@ -130,9 +121,7 @@ mod durable_impl {
     #[cfg(test)]
     mod tests {
         use crate::durability::durable_impl::{GenerateInput, RerankInput};
-        use crate::golem::embed::embed::{
-            Config, ContentPart, ImageUrl, TaskType,
-        };
+        use crate::golem::embed::embed::{Config, ContentPart, ImageUrl, TaskType};
         use golem_rust::value_and_type::{FromValueAndType, IntoValueAndType};
         use std::fmt::Debug;
 
@@ -192,4 +181,4 @@ mod durable_impl {
             roundtrip_test(input);
         }
     }
-}
\ No newline at end of file
+}
diff --git a/golem-embed/embed/src/error.rs b/golem-embed/embed/src/error.rs
index c0651e3d8..a576e4462 100644
--- a/golem-embed/embed/src/error.rs
+++ b/golem-embed/embed/src/error.rs
@@ -1,9 +1,6 @@
 use crate::golem::embed::embed::{Error, ErrorCode};
 use reqwest::StatusCode;
 
-
-
-
 pub fn unsupported(what: impl AsRef<str>) -> Error {
     Error {
         code: ErrorCode::Unsupported,
@@ -20,7 +17,6 @@ pub fn model_not_found(model: impl AsRef<str>) -> Error {
     }
 }
 
-
 pub fn from_reqwest_error(details: impl AsRef<str>, err: reqwest::Error) -> Error {
     Error {
         code: ErrorCode::InternalError,
@@ -29,7 +25,7 @@ pub fn from_reqwest_error(details: impl AsRef<str>, err: reqwest::Error) -> Erro
     }
 }
 
- pub fn error_code_from_status(status: StatusCode) -> ErrorCode {
+pub fn error_code_from_status(status: StatusCode) -> ErrorCode {
     if status == StatusCode::TOO_MANY_REQUESTS {
         ErrorCode::RateLimitExceeded
     } else if status == StatusCode::UNAUTHORIZED
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index 5b0cfd9e0..c48d77f16 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -1,6 +1,6 @@
-pub mod error;
 pub mod config;
 pub mod durability;
+pub mod error;
 
 wit_bindgen::generate!({
     path: "../wit",
diff --git a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
index b524f9071..78d040320 100644
--- a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
@@ -32,6 +32,7 @@ interface embed {
     invalid-request,
     model-not-found,
     unsupported,
+    authentication-failed, 
     provider-error,
     rate-limit-exceeded,
     internal-error,
@@ -124,5 +125,5 @@ interface embed {
 }
 
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/test/wit/deps/golem-embed/golem-embed.wit b/golem-embed/test/wit/deps/golem-embed/golem-embed.wit
index 838b3c2a5..78d040320 100644
--- a/golem-embed/test/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/test/wit/deps/golem-embed/golem-embed.wit
@@ -124,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file

From 815e38d5c37ab5a03c0cf26258ab4c7dc678fd7e Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Tue, 10 Jun 2025 13:36:29 +0000
Subject: [PATCH 19/36] hf

---
 golem-embed/Makefile.toml                     |  29 +++
 .../embed-hugging-face/src/bindings.rs        | 126 +++----------
 golem-embed/embed-hugging-face/src/client.rs  | 120 +++++++++++-
 .../embed-hugging-face/src/conversions.rs     | 178 ++++++++++++++++++
 .../embed-hugging-face/src/conversitions.rs   |   1 -
 golem-embed/embed-hugging-face/src/lib.rs     |  75 +++++++-
 6 files changed, 428 insertions(+), 101 deletions(-)
 create mode 100644 golem-embed/embed-hugging-face/src/conversions.rs
 delete mode 100644 golem-embed/embed-hugging-face/src/conversitions.rs

diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
index 0b7488d99..a191dc839 100644
--- a/golem-embed/Makefile.toml
+++ b/golem-embed/Makefile.toml
@@ -31,18 +31,30 @@ install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-embed-cohere", "--no-default-features"]
 
+[tasks.build-hugging-face]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face"]
+
+[tasks.build-hugging-face-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--no-default-features"]
+
 
 
 [tasks.build]
 dependencies = [
     "build-openai",
     "build-cohere",
+    "build-hugging-face",
 ]
 
 [tasks.build-portable]
 dependencies = [
     "build-openai-portable",
     "build-cohere-portable",
+    "build-hugging-face-portable",
 ]
 
 [tasks.build-all]
@@ -83,16 +95,28 @@ install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-embed-cohere", "--release", "--no-default-features"]
 
+[tasks.release-build-hugging-face]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--release"]
+
+[tasks.release-build-hugging-face-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--release", "--no-default-features"]
+
 [tasks.release-build]
 dependencies = [
     "release-build-openai",
     "release-build-cohere",
+    "release-build-hugging-face",
 ]
 
 [tasks.release-build-portable]
 dependencies = [
     "release-build-openai-portable",
     "release-build-cohere-portable",
+    "release-build-hugging-face-portable",
 ]
 
 [tasks.release-build-all]
@@ -139,6 +163,11 @@ mkdir embed-cohere/wit/deps/golem-embed
 cp wit/golem-embed.wit embed-cohere/wit/deps/golem-embed/golem-embed.wit
 cp wit/deps/wasi:io embed-cohere/wit/deps
 
+rm -r embed-hugging-face/wit/deps
+mkdir embed-hugging-face/wit/deps/golem-embed
+cp wit/golem-embed.wit embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io embed-hugging-face/wit/deps
+
 rm -r test/wit
 mkdir test/wit/deps/golem-embed
 mkdir test/wit/deps/io
diff --git a/golem-embed/embed-hugging-face/src/bindings.rs b/golem-embed/embed-hugging-face/src/bindings.rs
index 7b95e9297..506c76faa 100644
--- a/golem-embed/embed-hugging-face/src/bindings.rs
+++ b/golem-embed/embed-hugging-face/src/bindings.rs
@@ -1,107 +1,41 @@
 // Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
-    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
-    let result0 = T::hello_world();
-    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
-    let vec2 = (result0.into_bytes()).into_boxed_slice();
-    let ptr2 = vec2.as_ptr().cast::<u8>();
-    let len2 = vec2.len();
-    ::core::mem::forget(vec2);
-    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
-    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
-    ptr1
-}
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
-    let l0 = *arg0.add(0).cast::<*mut u8>();
-    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
-    _rt::cabi_dealloc(l0, l1, 1);
-}
-pub trait Guest {
-    fn hello_world() -> _rt::String;
-}
-#[doc(hidden)]
-macro_rules! __export_world_example_cabi {
-    ($ty:ident with_types_in $($path_to_types:tt)*) => {
-        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
-        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
-        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
-        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
-        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
-        } } };
-    };
-}
-#[doc(hidden)]
-pub(crate) use __export_world_example_cabi;
-#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
-#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
-struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
-static mut _RET_AREA: _RetArea = _RetArea(
-    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
-);
-#[rustfmt::skip]
-mod _rt {
-    #![allow(dead_code, clippy::all)]
-    #[cfg(target_arch = "wasm32")]
-    pub fn run_ctors_once() {
-        wit_bindgen_rt::run_ctors_once();
-    }
-    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
-        if size == 0 {
-            return;
-        }
-        let layout = alloc::Layout::from_size_align_unchecked(size, align);
-        alloc::dealloc(ptr, layout);
-    }
-    pub use alloc_crate::string::String;
-    pub use alloc_crate::alloc;
-    extern crate alloc as alloc_crate;
-}
-/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
-/// the root implementation of all generated traits.
-///
-/// For more information see the documentation of `wit_bindgen::generate!`.
-///
-/// ```rust
-/// # macro_rules! export{ ($($t:tt)*) => (); }
-/// # trait Guest {}
-/// struct MyType;
-///
-/// impl Guest for MyType {
-///     // ...
-/// }
-///
-/// export!(MyType);
-/// ```
-#[allow(unused_macros)]
-#[doc(hidden)]
-macro_rules! __export_example_impl {
-    ($ty:ident) => {
-        self::export!($ty with_types_in self);
-    };
-    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
-        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
-        $($path_to_types_root)*);
-    };
-}
-#[doc(inline)]
-pub(crate) use __export_example_impl as export;
+//   * with "golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+//   * generate_unused_types
+use golem_embed::golem::embed::embed as __with_name0;
 #[cfg(target_arch = "wasm32")]
 #[unsafe(
-    link_section = "component-type:wit-bindgen:0.41.0:component:embed-hugging-face:example:encoded world"
+    link_section = "component-type:wit-bindgen:0.41.0:golem:embed-hugging-face@1.0.0:embed-library:encoded world"
 )]
 #[doc(hidden)]
 #[allow(clippy::octal_escapes)]
-pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 193] = *b"\
-\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07D\x01A\x02\x01A\x02\x01\
-@\0\0s\x04\0\x0bhello-world\x01\0\x04\0$component:embed-hugging-face/example\x04\
-\0\x0b\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dw\
-it-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1269] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xf1\x08\x01A\x02\x01\
+A\x02\x01B/\x01m\x08\x0fretrieval-query\x12retrieval-document\x13semantic-simila\
+rity\x0eclassification\x0aclustering\x12question-answering\x11fact-verification\x0e\
+code-retrieval\x04\0\x09task-type\x03\0\0\x01m\x03\x0bfloat-array\x06binary\x06b\
+ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x0bfloat-array\x04int8\x05uint8\x06\
+binary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
+model-not-found\x0bunsupported\x15authentication-failed\x0eprovider-error\x13rat\
+e-limit-exceeded\x0einternal-error\x07unknown\x04\0\x0aerror-code\x03\0\x06\x01r\
+\x01\x03urls\x04\0\x09image-url\x03\0\x08\x01q\x02\x04text\x01s\0\x05image\x01\x09\
+\0\x04\0\x0ccontent-part\x03\0\x0a\x01r\x02\x03keys\x05values\x04\0\x02kv\x03\0\x0c\
+\x01ks\x01k\x01\x01ky\x01k\x7f\x01k\x03\x01k\x05\x01p\x0d\x01r\x08\x05model\x0e\x09\
+task-type\x0f\x0adimensions\x10\x0atruncation\x11\x0doutput-format\x12\x0coutput\
+-dtype\x13\x04user\x0e\x10provider-options\x14\x04\0\x06config\x03\0\x15\x01r\x02\
+\x0cinput-tokens\x10\x0ctotal-tokens\x10\x04\0\x05usage\x03\0\x17\x01pv\x01r\x02\
+\x05indexy\x06vector\x19\x04\0\x09embedding\x03\0\x1a\x01p\x1b\x01k\x18\x01r\x04\
+\x0aembeddings\x1c\x05usage\x1d\x05models\x16provider-metadata-json\x0e\x04\0\x12\
+embedding-response\x03\0\x1e\x01r\x03\x05indexy\x0frelevance-scorev\x08document\x0e\
+\x04\0\x0drerank-result\x03\0\x20\x01p!\x01r\x04\x07results\"\x05usage\x1d\x05mo\
+dels\x16provider-metadata-json\x0e\x04\0\x0frerank-response\x03\0#\x01r\x03\x04c\
+ode\x07\x07messages\x13provider-error-json\x0e\x04\0\x05error\x03\0%\x01p\x0b\x01\
+j\x01\x1f\x01&\x01@\x02\x06inputs'\x06config\x16\0(\x04\0\x08generate\x01)\x01ps\
+\x01j\x01$\x01&\x01@\x03\x05querys\x09documents*\x06config\x16\0+\x04\0\x06reran\
+k\x01,\x04\0\x17golem:embed/embed@1.0.0\x05\0\x04\0,golem:embed-hugging-face/emb\
+ed-library@1.0.0\x04\0\x0b\x13\x01\0\x0dembed-library\x03\0\0\0G\x09producers\x01\
+\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index 48fc88156..b04e65d26 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -1,18 +1,107 @@
-use serde::{Deserialize, Serialize};
+use std::fmt::Debug;
+
+use golem_embed::{
+    error::{error_code_from_status, from_reqwest_error},
+    golem::embed::embed::Error,
+};
+use log::trace;
+use reqwest::{Client, Method, Response};
+use serde::{de::DeserializeOwned, Deserialize, Serialize};
+
+const BASE_URL: &str = "https://router.huggingface.co/hf-inference";
+
+/// The Hugging Face API client for creating embeddings.
+///
+/// Based on https://huggingface.co/docs/api-inference/index
+///
+pub struct EmbeddingsApi {
+    huggingface_api_key: String,
+    client: Client,
+}
+
+impl EmbeddingsApi {
+    pub fn new(huggingface_api_key: String) -> Self {
+        let client = Client::builder()
+            .build()
+            .expect("Failed to initialize HTTP client");
+        Self {
+            huggingface_api_key,
+            client,
+        }
+    }
+
+    pub fn generate_embedding(
+        &self,
+        request: EmbeddingRequest,
+        model: &str,
+    ) -> Result<EmbeddingResponse, Error> {
+        trace!("Sending request to Hugging Face API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!(
+                "{BASE_URL}/models/{model}/pipeline/feature-extraction"
+            ))
+            .bearer_auth(&self.huggingface_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        parse_response::<EmbeddingResponse>(response)
+    }
+
+
+    pub fn rerank(&self, request: RerankRequest, model: &str) -> Result<RerankResponse, Error> {
+        trace!("Sending rerank request to Hugging Face API: {request:?}");
+        let response = self
+            .client
+            .request(Method::POST, format!(
+                "{BASE_URL}/models/{model}/pipeline/text-classification"
+            ))
+            .bearer_auth(&self.huggingface_api_key)
+            .json(&request)
+            .send()
+            .map_err(|err| from_reqwest_error("Request failed", err))?;
+        parse_response::<RerankResponse>(response)
+    }
+}
+
+fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
+    let status = response.status();
+    if status.is_success() {
+        let response_data = response
+            .json::<T>()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Response from Hugging Face API: {response_data:?}");
+        Ok(response_data)
+    } else {
+        let response_data = response
+            .text()
+            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
+        trace!("Error response from Hugging Face API: {response_data:?}");
+        Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with {status}"),
+            provider_error_json: Some(response_data),
+        })
+    }
+}
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct EmbeddingRequest {
     pub input: Vec<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub normalize: Option<bool>,
     /// The name of the prompt that should be used by for encoding.
     /// If not set, no prompt will be applied. Must be a key in the
-    /// sentence-transformers configuration prompts dictionary.
-    /// For example if prompt_name is “query” and the prompts is {“query”: “query: ”, …},
+    /// `sentence-transformers` configuration `prompts` dictionary.
+    /// For example if `prompt_name` is “query” and the `prompts` is {“query”: “query: ”, …},
     /// then the sentence “What is the capital of France?” will be encoded as
     /// “query: What is the capital of France?” because the prompt text will
     /// be prepended before any text to encode.
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub prompt_name: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub truncate: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub truncate_direction: Option<TruncateDirection>,
 }
 
@@ -23,3 +112,28 @@ pub enum TruncateDirection {
     #[serde(rename = "right")]
     Right,
 }
+
+pub type EmbeddingResponse = Vec<Vec<f32>>;
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RerankRequest {
+    pub query: String,
+    pub documents: Vec<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub top_k: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub return_documents: Option<bool>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RerankResponse {
+    pub results: Vec<RerankResult>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RerankResult {
+    pub index: u32,
+    pub relevance_score: f32,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub document: Option<String>,
+}
diff --git a/golem-embed/embed-hugging-face/src/conversions.rs b/golem-embed/embed-hugging-face/src/conversions.rs
new file mode 100644
index 000000000..cecfd2c2f
--- /dev/null
+++ b/golem-embed/embed-hugging-face/src/conversions.rs
@@ -0,0 +1,178 @@
+use golem_embed::error::unsupported;
+use golem_embed::golem::embed::embed::{
+    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, 
+    RerankResponse as GolemRerankResponse,
+};
+
+use crate::client::{EmbeddingRequest, EmbeddingResponse, RerankRequest, RerankResponse};
+
+pub fn create_embedding_request(inputs: Vec<ContentPart>, config: Config) -> Result<(EmbeddingRequest, String), Error> {
+    let mut input_texts = Vec::new();
+    for content in inputs {
+        match content {
+            ContentPart::Text(text) => input_texts.push(text),
+            ContentPart::Image(_) => {
+                return Err(unsupported("Image embeddings are not supported by Hugging Face."))
+            }
+        }
+    }
+
+    let model = config
+        .model
+        .unwrap_or_else(|| "sentence-transformers/all-MiniLM-L6-v2".to_string());
+
+    let request = EmbeddingRequest {
+        input: input_texts,
+        normalize: Some(true),
+        prompt_name: None,
+        truncate: config.truncation,
+        truncate_direction: None,
+    };
+
+    Ok((request, model))
+}
+
+pub fn process_embedding_response(
+    response: EmbeddingResponse,
+    model: String,
+) -> Result<GolemEmbeddingResponse, Error> {
+    let mut embeddings = Vec::new();
+    for (index, embedding_vec) in response.iter().enumerate() {
+        embeddings.push(golem_embed::golem::embed::embed::Embedding {
+            index: index as u32,
+            vector: embedding_vec.clone(),
+        });
+    }
+
+    Ok(GolemEmbeddingResponse {
+        embeddings,
+        usage: None, // Hugging Face doesn't provide usage info in their response
+        model,
+        provider_metadata_json: None,
+    })
+}
+
+pub fn create_rerank_request(
+    query: String,
+    documents: Vec<String>,
+    config: Config,
+) -> Result<(RerankRequest, String), Error> {
+    let model = config
+        .model
+        .unwrap_or_else(|| "cross-encoder/ms-marco-MiniLM-L-2-v2".to_string());
+
+    let request = RerankRequest {
+        query,
+        documents,
+        top_k: config.dimensions, // Use dimensions field as top_k
+        return_documents: Some(true),
+    };
+
+    Ok((request, model))
+}
+
+pub fn process_rerank_response(
+    response: RerankResponse,
+    model: String,
+) -> Result<GolemRerankResponse, Error> {
+    let mut results = Vec::new();
+    for result in response.results {
+        results.push(golem_embed::golem::embed::embed::RerankResult {
+            index: result.index,
+            relevance_score: result.relevance_score,
+            document: result.document,
+        });
+    }
+
+    Ok(GolemRerankResponse {
+        results,
+        usage: None, // Hugging Face doesn't provide usage info
+        model,
+        provider_metadata_json: None,
+    })
+}
+
+#[cfg(test)]
+mod tests {
+    use golem_embed::golem::embed::embed::{ImageUrl, OutputDtype, OutputFormat, TaskType};
+
+    use super::*;
+
+    #[test]
+    fn test_create_embedding_request() {
+        let inputs = vec![ContentPart::Text("Hello, world!".to_string())];
+        let config = Config {
+            model: Some("sentence-transformers/all-MiniLM-L6-v2".to_string()),
+            dimensions: Some(384),
+            user: Some("test_user".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            truncation: Some(false),
+            output_format: Some(OutputFormat::FloatArray),
+            output_dtype: Some(OutputDtype::FloatArray),
+            provider_options: vec![],
+        };
+        let result = create_embedding_request(inputs, config);
+        let (request, model) = result.unwrap();
+        assert_eq!(request.input, vec!["Hello, world!"]);
+        assert_eq!(model, "sentence-transformers/all-MiniLM-L6-v2");
+        assert_eq!(request.normalize, Some(true));
+        assert_eq!(request.truncate, Some(false));
+    }
+
+    #[test]
+    fn test_process_embedding_response() {
+        let response: EmbeddingResponse = vec![vec![0.1, 0.2, 0.3], vec![0.4, 0.5, 0.6]];
+        let model = "sentence-transformers/all-MiniLM-L6-v2".to_string();
+        let result = process_embedding_response(response, model.clone());
+        let embedding_response = result.unwrap();
+        assert_eq!(embedding_response.embeddings.len(), 2);
+        assert_eq!(embedding_response.embeddings[0].index, 0);
+        assert_eq!(embedding_response.embeddings[0].vector, vec![0.1, 0.2, 0.3]);
+        assert_eq!(embedding_response.embeddings[1].index, 1);
+        assert_eq!(embedding_response.embeddings[1].vector, vec![0.4, 0.5, 0.6]);
+        assert_eq!(embedding_response.model, model);
+        assert!(embedding_response.usage.is_none());
+    }
+
+    #[test]
+    fn test_create_embedding_request_with_image() {
+        let inputs = vec![ContentPart::Image(ImageUrl {
+            url: "https://example.com/image.png".to_string(),
+        })];
+        let config = Config {
+            model: Some("sentence-transformers/all-MiniLM-L6-v2".to_string()),
+            dimensions: Some(384),
+            user: Some("test_user".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            truncation: Some(false),
+            output_format: Some(OutputFormat::FloatArray),
+            output_dtype: Some(OutputDtype::FloatArray),
+            provider_options: vec![],
+        };
+        let request = create_embedding_request(inputs, config);
+        assert!(request.is_err());
+    }
+
+    #[test]
+    fn test_create_rerank_request() {
+        let query = "What is the capital of France?".to_string();
+        let documents = vec!["Paris is the capital of France.".to_string()];
+        let config = Config {
+            model: Some("cross-encoder/ms-marco-MiniLM-L-2-v2".to_string()),
+            dimensions: Some(10), // Use as top_k
+            user: Some("test_user".to_string()),
+            task_type: Some(TaskType::RetrievalQuery),
+            truncation: Some(false),
+            output_format: Some(OutputFormat::FloatArray),
+            output_dtype: Some(OutputDtype::FloatArray),
+            provider_options: vec![],
+        };
+        let result = create_rerank_request(query.clone(), documents.clone(), config);
+        let (request, model) = result.unwrap();
+        assert_eq!(request.query, query);
+        assert_eq!(request.documents, documents);
+        assert_eq!(request.top_k, Some(10));
+        assert_eq!(request.return_documents, Some(true));
+        assert_eq!(model, "cross-encoder/ms-marco-MiniLM-L-2-v2");
+    }
+}
\ No newline at end of file
diff --git a/golem-embed/embed-hugging-face/src/conversitions.rs b/golem-embed/embed-hugging-face/src/conversitions.rs
deleted file mode 100644
index 8b1378917..000000000
--- a/golem-embed/embed-hugging-face/src/conversitions.rs
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/golem-embed/embed-hugging-face/src/lib.rs
index 3ac1b9392..593ecd6da 100644
--- a/golem-embed/embed-hugging-face/src/lib.rs
+++ b/golem-embed/embed-hugging-face/src/lib.rs
@@ -1,2 +1,75 @@
 mod client;
-mod conversitions;
+mod conversions;
+
+use client::EmbeddingsApi;
+use conversions::{
+    create_embedding_request, create_rerank_request, process_embedding_response, 
+    process_rerank_response,
+};
+use golem_embed::{
+    config::with_config_key,
+    durability::{DurableEmbed, ExtendedGuest},
+    golem::embed::embed::{
+        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
+    },
+    LOGGING_STATE,
+};
+
+struct HuggingFaceComponent;
+
+impl HuggingFaceComponent {
+    const ENV_VAR_NAME: &'static str = "HUGGINGFACE_API_KEY";
+
+    fn embeddings(
+        client: EmbeddingsApi,
+        inputs: Vec<ContentPart>,
+        config: Config,
+    ) -> Result<EmbeddingResponse, Error> {
+        let (request, model) = create_embedding_request(inputs, config)?;
+        match client.generate_embedding(request, &model) {
+            Ok(response) => process_embedding_response(response, model),
+            Err(err) => Err(err),
+        }
+    }
+
+    fn rerank(
+        client: EmbeddingsApi,
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        let (request, model) = create_rerank_request(query, documents, config)?;
+        match client.rerank(request, &model) {
+            Ok(response) => process_rerank_response(response, model),
+            Err(err) => Err(err),
+        }
+    }
+}
+
+impl Guest for HuggingFaceComponent {
+    fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+        with_config_key(Self::ENV_VAR_NAME, Err, |huggingface_api_key| {
+            let client = EmbeddingsApi::new(huggingface_api_key);
+            Self::embeddings(client, inputs, config)
+        })
+    }
+
+    fn rerank(
+        query: String,
+        documents: Vec<String>,
+        config: Config,
+    ) -> Result<RerankResponse, Error> {
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+        with_config_key(Self::ENV_VAR_NAME, Err, |huggingface_api_key| {
+            let client = EmbeddingsApi::new(huggingface_api_key);
+            Self::rerank(client, query, documents, config)
+        })
+    }
+}
+
+impl ExtendedGuest for HuggingFaceComponent {}
+
+type DurableHuggingFaceComponent = DurableEmbed<HuggingFaceComponent>;
+
+golem_embed::export_embed!(DurableHuggingFaceComponent with_types_in golem_embed);
\ No newline at end of file

From 9a8e03382bbea1f8f13b9d15cbf3d2204daed603 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 11 Jun 2025 17:19:47 +0000
Subject: [PATCH 20/36] testing & fixing

---
 golem-embed/Makefile.toml                     |  62 +++++--
 golem-embed/embed-cohere/src/client.rs        |  42 +++--
 golem-embed/embed-cohere/src/conversions.rs   |   4 +-
 golem-embed/embed-hugging-face/src/client.rs  |  40 +++--
 .../embed-hugging-face/src/conversions.rs     |   8 +-
 golem-embed/embed-openai/src/client.rs        |  39 +++--
 golem-embed/embed-voyageai/src/bindings.rs    | 126 ++++----------
 golem-embed/embed-voyageai/src/client.rs      |  39 +++--
 .../embed-voyageai/src/conversitions.rs       |   9 +-
 golem-embed/test/.vscode/settings.json        |   5 +
 .../components-rust/test-embed/Cargo.toml     |   5 +-
 .../components-rust/test-embed/golem.yaml     | 156 ++++++++++++++++++
 .../components-rust/test-embed/src/lib.rs     |  79 +++++++--
 .../wit/{test-llm.wit => test-embed.wit}      |   1 -
 14 files changed, 411 insertions(+), 204 deletions(-)
 create mode 100644 golem-embed/test/.vscode/settings.json
 rename golem-embed/test/components-rust/test-embed/wit/{test-llm.wit => test-embed.wit} (91%)

diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
index a191dc839..3523760cd 100644
--- a/golem-embed/Makefile.toml
+++ b/golem-embed/Makefile.toml
@@ -10,6 +10,16 @@ args = ["clean"]
 command = "cargo"
 args = ["test"]
 
+[tasks.build-voyageai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai"]
+
+[tasks.build-voyageai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--no-default-features"]
+
 [tasks.build-openai]
 install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
@@ -48,6 +58,7 @@ dependencies = [
     "build-openai",
     "build-cohere",
     "build-hugging-face",
+    "build-voyageai",
 ]
 
 [tasks.build-portable]
@@ -55,24 +66,29 @@ dependencies = [
     "build-openai-portable",
     "build-cohere-portable",
     "build-hugging-face-portable",
+    "build-voyageai-portable"
 ]
 
 [tasks.build-all]
 script_runner = "@duckscript"
 script = '''
-mkdir components/debug
+mkdir ../components/embed/debug
 
 cm_run_task clean
 cm_run_task build
 
-cp target/wasm32-wasip1/debug/golem_embed_openai.wasm components/embed/debug/golem_embed_openai.wasm
-cp target/wasm32-wasip1/debug/golem_embed_cohere.wasm components/embed/debug/golem_embed_cohere.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../components/embed/debug/golem_embed_openai.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../components/embed/debug/golem_embed_cohere.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../components/embed/debug/golem_embed_hugging_face.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../components/embed/debug/golem_embed_voyageai.wasm
 
 cm_run_task clean
 cm_run_task build-portable
 
-cp target/wasm32-wasip1/debug/golem_embed_openai.wasm components/embed/debug/golem_embed_openai-portable.wasm
-cp target/wasm32-wasip1/debug/golem_embed_cohere.wasm components/embed/debug/golem_embed_cohere-portable.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../components/embed/debug/golem_embed_openai-portable.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../components/embed/debug/golem_embed_cohere-portable.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../components/embed/debug/golem_embed_hugging_face-portable.wasm
+cp ../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../components/embed/debug/golem_embed_voyageai.wasm
 '''
 
 [tasks.release-build-openai]
@@ -105,11 +121,22 @@ install_crate = { crate_name = "cargo-component", version = "0.20.0" }
 command = "cargo-component"
 args = ["build", "-p", "golem-embed-hugging-face", "--release", "--no-default-features"]
 
+[tasks.release-build-voyageai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--release"]
+
+[tasks.release-build-voyageai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--release", "--no-default-features"]
+
 [tasks.release-build]
 dependencies = [
     "release-build-openai",
     "release-build-cohere",
     "release-build-hugging-face",
+    "release-build-voyageai",
 ]
 
 [tasks.release-build-portable]
@@ -117,26 +144,31 @@ dependencies = [
     "release-build-openai-portable",
     "release-build-cohere-portable",
     "release-build-hugging-face-portable",
+    "release-build-voyageai-portable",
 ]
 
 [tasks.release-build-all]
 script_runner = "@duckscript"
 script = '''
-mkdir components/release
+mkdir ../components/release
 
 cm_run_task set-version
 
 cm_run_task clean
 cm_run_task release-build
 
-cp target/wasm32-wasip1/release/golem_embed_openai.wasm components/embed/release/golem_embed_openai.wasm
-cp target/wasm32-wasip1/release/golem_embed_cohere.wasm components/embed/release/golem_embed_cohere.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_openai.wasm ../components/embed/release/golem_embed_openai.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_cohere.wasm ../components/embed/release/golem_embed_cohere.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm ../components/embed/release/golem_embed_hugging_face.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_voyageai.wasm ../components/embed/release/golem_embed_voyageai.wasm
 
 cm_run_task clean
 cm_run_task release-build-portable
 
-cp target/wasm32-wasip1/release/golem_embed_openai.wasm components/embed/release/golem_embed_openai-portable.wasm
-cp target/wasm32-wasip1/release/golem_embed_cohere.wasm components/embed/release/golem_embed_cohere-portable.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_openai.wasm ../components/embed/release/golem_embed_openai-portable.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_cohere.wasm ../components/embed/release/golem_embed_cohere-portable.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm ../components/embed/release/golem_embed_hugging_face-portable.wasm
+cp ../target/wasm32-wasip1/release/golem_embed_voyageai.wasm ../components/embed/release/golem_embed_voyageai-portable.wasm
 '''
 
 [tasks.wit-update]
@@ -168,6 +200,12 @@ mkdir embed-hugging-face/wit/deps/golem-embed
 cp wit/golem-embed.wit embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
 cp wit/deps/wasi:io embed-hugging-face/wit/deps
 
+rm -r embed-voyageai/wit/deps
+mkdir embed-voyageai/wit/deps/golem-embed
+cp wit/golem-embed.wit embed-voyageai/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io embed-voyageai/wit/deps
+
+
 rm -r test/wit
 mkdir test/wit/deps/golem-embed
 mkdir test/wit/deps/io
@@ -231,6 +269,10 @@ golem-cli app clean
 golem-cli app build -b openai-debug
 golem-cli app clean
 golem-cli app build -b cohere-debug
+golem-cli app clean
+golem-cli app build -b hugging-face-debug
+golem-cli app clean
+golem-cli app build -b voyageai-debug
 '''
 
 
diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 4a72c25fa..1a093bcd1 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -58,22 +58,29 @@ impl EmbeddingsApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    if status.is_success() {
-        let response_data = response
-            .json::<T>()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from Cohere API: {response_data:?}");
-        Ok(response_data)
-    } else {
-        let response_data = response
-            .text()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from Cohere API: {response_data:?}");
-        Err(Error {
-            code: error_code_from_status(status),
-            message: format!("Request failed with {status}"),
-            provider_error_json: Some(response_data),
-        })
+    match status.is_success() {
+        true => match response.json::<T>() {
+            Ok(response_data) => {
+                trace!("Response from Cohere API: {response_data:?}");
+                Ok(response_data)
+            }
+            Err(error) => {
+                trace!("Error parsing response: {error:?}");
+                Err(Error {
+                    code: error_code_from_status(status),
+                    message: format!(
+                        "Failed to decode response body: {}",
+                        response.text().unwrap_or_default()
+                    ),
+                    provider_error_json: Some(error.to_string()),
+                })
+            }
+        },
+        false =>  Err(Error {
+            code: error_code_from_status(response.status()),
+            message: "Failed to parse response".to_string(),
+            provider_error_json: response.json(),
+        }),
     }
 }
 
@@ -133,7 +140,7 @@ pub struct EmbeddingRequest {
     pub max_tokens: Option<String>,
 
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub output_dimension: Option<String>,
+    pub output_dimension: Option<u32>,
 
     #[serde(skip_serializing_if = "Option::is_none")]
     pub truncate: Option<Truncate>,
@@ -260,4 +267,3 @@ pub struct BilledUnits {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub classifications: Option<u32>,
 }
-
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index 1711dedb8..bfee04855 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -90,7 +90,7 @@ pub fn create_embed_request(
         },
         truncate: None,
         max_tokens: None,
-        output_dimension: Some(config.dimensions.unwrap().to_string()),
+        output_dimension: Some(config.dimensions.unwrap()),
     })
 }
 
@@ -263,7 +263,7 @@ mod tests {
         assert_eq!(request.texts, Some(vec!["Hello, world!".to_string()]));
         // assert_eq!(request.truncate, None);
         assert_eq!(request.max_tokens, None);
-        assert_eq!(request.output_dimension, Some("1024".to_string()));
+        assert_eq!(request.output_dimension, Some(1024));
     }
 
 
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index b04e65d26..926242745 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -13,7 +13,6 @@ const BASE_URL: &str = "https://router.huggingface.co/hf-inference";
 /// The Hugging Face API client for creating embeddings.
 ///
 /// Based on https://huggingface.co/docs/api-inference/index
-///
 pub struct EmbeddingsApi {
     huggingface_api_key: String,
     client: Client,
@@ -66,22 +65,29 @@ impl EmbeddingsApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    if status.is_success() {
-        let response_data = response
-            .json::<T>()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from Hugging Face API: {response_data:?}");
-        Ok(response_data)
-    } else {
-        let response_data = response
-            .text()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Error response from Hugging Face API: {response_data:?}");
-        Err(Error {
-            code: error_code_from_status(status),
-            message: format!("Request failed with {status}"),
-            provider_error_json: Some(response_data),
-        })
+    match status.is_success() {
+        true => match response.json::<T>() {
+            Ok(response_data) => {
+                trace!("Response from Cohere API: {response_data:?}");
+                Ok(response_data)
+            }
+            Err(error) => {
+                trace!("Error parsing response: {error:?}");
+                Err(Error {
+                    code: error_code_from_status(status),
+                    message: format!(
+                        "Failed to decode response body: {}",
+                        response.text().unwrap_or_default()
+                    ),
+                    provider_error_json: Some(error.to_string()),
+                })
+            }
+        },
+        false =>  Err(Error {
+            code: error_code_from_status(response.status()),
+            message: "Failed to parse response".to_string(),
+            provider_error_json: response.json(),
+        }),
     }
 }
 
diff --git a/golem-embed/embed-hugging-face/src/conversions.rs b/golem-embed/embed-hugging-face/src/conversions.rs
index cecfd2c2f..9be6b2219 100644
--- a/golem-embed/embed-hugging-face/src/conversions.rs
+++ b/golem-embed/embed-hugging-face/src/conversions.rs
@@ -46,7 +46,7 @@ pub fn process_embedding_response(
 
     Ok(GolemEmbeddingResponse {
         embeddings,
-        usage: None, // Hugging Face doesn't provide usage info in their response
+        usage: None, 
         model,
         provider_metadata_json: None,
     })
@@ -64,7 +64,7 @@ pub fn create_rerank_request(
     let request = RerankRequest {
         query,
         documents,
-        top_k: config.dimensions, // Use dimensions field as top_k
+        top_k: config.dimensions, 
         return_documents: Some(true),
     };
 
@@ -86,7 +86,7 @@ pub fn process_rerank_response(
 
     Ok(GolemRerankResponse {
         results,
-        usage: None, // Hugging Face doesn't provide usage info
+        usage: None, 
         model,
         provider_metadata_json: None,
     })
@@ -159,7 +159,7 @@ mod tests {
         let documents = vec!["Paris is the capital of France.".to_string()];
         let config = Config {
             model: Some("cross-encoder/ms-marco-MiniLM-L-2-v2".to_string()),
-            dimensions: Some(10), // Use as top_k
+            dimensions: Some(10), 
             user: Some("test_user".to_string()),
             task_type: Some(TaskType::RetrievalQuery),
             truncation: Some(false),
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index b4890edce..383e43ed1 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -48,22 +48,29 @@ impl EmbeddingsApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    if status.is_success() {
-        let response_data = response
-            .json::<T>()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from OpenAI Embeddings API: {response_data:?}");
-        Ok(response_data)
-    } else {
-        let response_data = response
-            .text()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from OpenAI Embeddings API: {response_data:?}");
-        Err(Error {
-            code: error_code_from_status(status),
-            message: format!("Request failed with {status}"),
-            provider_error_json: Some(response_data),
-        })
+    match status.is_success() {
+        true => match response.json::<T>() {
+            Ok(response_data) => {
+                trace!("Response from Cohere API: {response_data:?}");
+                Ok(response_data)
+            }
+            Err(error) => {
+                trace!("Error parsing response: {error:?}");
+                Err(Error {
+                    code: error_code_from_status(status),
+                    message: format!(
+                        "Failed to decode response body: {}",
+                        response.text().unwrap_or_default()
+                    ),
+                    provider_error_json: Some(error.to_string()),
+                })
+            }
+        },
+        false =>  Err(Error {
+            code: error_code_from_status(response.status()),
+            message: "Failed to parse response".to_string(),
+            provider_error_json: response.json(),
+        }),
     }
 }
 
diff --git a/golem-embed/embed-voyageai/src/bindings.rs b/golem-embed/embed-voyageai/src/bindings.rs
index 7bd4d38d3..8016990a7 100644
--- a/golem-embed/embed-voyageai/src/bindings.rs
+++ b/golem-embed/embed-voyageai/src/bindings.rs
@@ -1,107 +1,41 @@
 // Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn _export_hello_world_cabi<T: Guest>() -> *mut u8 {
-    #[cfg(target_arch = "wasm32")] _rt::run_ctors_once();
-    let result0 = T::hello_world();
-    let ptr1 = (&raw mut _RET_AREA.0).cast::<u8>();
-    let vec2 = (result0.into_bytes()).into_boxed_slice();
-    let ptr2 = vec2.as_ptr().cast::<u8>();
-    let len2 = vec2.len();
-    ::core::mem::forget(vec2);
-    *ptr1.add(::core::mem::size_of::<*const u8>()).cast::<usize>() = len2;
-    *ptr1.add(0).cast::<*mut u8>() = ptr2.cast_mut();
-    ptr1
-}
-#[doc(hidden)]
-#[allow(non_snake_case)]
-pub unsafe fn __post_return_hello_world<T: Guest>(arg0: *mut u8) {
-    let l0 = *arg0.add(0).cast::<*mut u8>();
-    let l1 = *arg0.add(::core::mem::size_of::<*const u8>()).cast::<usize>();
-    _rt::cabi_dealloc(l0, l1, 1);
-}
-pub trait Guest {
-    fn hello_world() -> _rt::String;
-}
-#[doc(hidden)]
-macro_rules! __export_world_example_cabi {
-    ($ty:ident with_types_in $($path_to_types:tt)*) => {
-        const _ : () = { #[unsafe (export_name = "hello-world")] unsafe extern "C" fn
-        export_hello_world() -> * mut u8 { unsafe { $($path_to_types)*::
-        _export_hello_world_cabi::<$ty > () } } #[unsafe (export_name =
-        "cabi_post_hello-world")] unsafe extern "C" fn _post_return_hello_world(arg0 : *
-        mut u8,) { unsafe { $($path_to_types)*:: __post_return_hello_world::<$ty > (arg0)
-        } } };
-    };
-}
-#[doc(hidden)]
-pub(crate) use __export_world_example_cabi;
-#[cfg_attr(target_pointer_width = "64", repr(align(8)))]
-#[cfg_attr(target_pointer_width = "32", repr(align(4)))]
-struct _RetArea([::core::mem::MaybeUninit<u8>; 2 * ::core::mem::size_of::<*const u8>()]);
-static mut _RET_AREA: _RetArea = _RetArea(
-    [::core::mem::MaybeUninit::uninit(); 2 * ::core::mem::size_of::<*const u8>()],
-);
-#[rustfmt::skip]
-mod _rt {
-    #![allow(dead_code, clippy::all)]
-    #[cfg(target_arch = "wasm32")]
-    pub fn run_ctors_once() {
-        wit_bindgen_rt::run_ctors_once();
-    }
-    pub unsafe fn cabi_dealloc(ptr: *mut u8, size: usize, align: usize) {
-        if size == 0 {
-            return;
-        }
-        let layout = alloc::Layout::from_size_align_unchecked(size, align);
-        alloc::dealloc(ptr, layout);
-    }
-    pub use alloc_crate::string::String;
-    pub use alloc_crate::alloc;
-    extern crate alloc as alloc_crate;
-}
-/// Generates `#[unsafe(no_mangle)]` functions to export the specified type as
-/// the root implementation of all generated traits.
-///
-/// For more information see the documentation of `wit_bindgen::generate!`.
-///
-/// ```rust
-/// # macro_rules! export{ ($($t:tt)*) => (); }
-/// # trait Guest {}
-/// struct MyType;
-///
-/// impl Guest for MyType {
-///     // ...
-/// }
-///
-/// export!(MyType);
-/// ```
-#[allow(unused_macros)]
-#[doc(hidden)]
-macro_rules! __export_example_impl {
-    ($ty:ident) => {
-        self::export!($ty with_types_in self);
-    };
-    ($ty:ident with_types_in $($path_to_types_root:tt)*) => {
-        $($path_to_types_root)*:: __export_world_example_cabi!($ty with_types_in
-        $($path_to_types_root)*);
-    };
-}
-#[doc(inline)]
-pub(crate) use __export_example_impl as export;
+//   * with "golem:embed/embed@1.0.0" = "golem_embed::golem::embed::embed"
+//   * generate_unused_types
+use golem_embed::golem::embed::embed as __with_name0;
 #[cfg(target_arch = "wasm32")]
 #[unsafe(
-    link_section = "component-type:wit-bindgen:0.41.0:component:embed-voyageai:example:encoded world"
+    link_section = "component-type:wit-bindgen:0.41.0:golem:embed-voyageai@1.0.0:embed-library:encoded world"
 )]
 #[doc(hidden)]
 #[allow(clippy::octal_escapes)]
-pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 189] = *b"\
-\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07@\x01A\x02\x01A\x02\x01\
-@\0\0s\x04\0\x0bhello-world\x01\0\x04\0\x20component:embed-voyageai/example\x04\0\
-\x0b\x0d\x01\0\x07example\x03\0\0\0G\x09producers\x01\x0cprocessed-by\x02\x0dwit\
--component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
+pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1265] = *b"\
+\0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xed\x08\x01A\x02\x01\
+A\x02\x01B/\x01m\x08\x0fretrieval-query\x12retrieval-document\x13semantic-simila\
+rity\x0eclassification\x0aclustering\x12question-answering\x11fact-verification\x0e\
+code-retrieval\x04\0\x09task-type\x03\0\0\x01m\x03\x0bfloat-array\x06binary\x06b\
+ase64\x04\0\x0doutput-format\x03\0\x02\x01m\x05\x0bfloat-array\x04int8\x05uint8\x06\
+binary\x07ubinary\x04\0\x0coutput-dtype\x03\0\x04\x01m\x08\x0finvalid-request\x0f\
+model-not-found\x0bunsupported\x15authentication-failed\x0eprovider-error\x13rat\
+e-limit-exceeded\x0einternal-error\x07unknown\x04\0\x0aerror-code\x03\0\x06\x01r\
+\x01\x03urls\x04\0\x09image-url\x03\0\x08\x01q\x02\x04text\x01s\0\x05image\x01\x09\
+\0\x04\0\x0ccontent-part\x03\0\x0a\x01r\x02\x03keys\x05values\x04\0\x02kv\x03\0\x0c\
+\x01ks\x01k\x01\x01ky\x01k\x7f\x01k\x03\x01k\x05\x01p\x0d\x01r\x08\x05model\x0e\x09\
+task-type\x0f\x0adimensions\x10\x0atruncation\x11\x0doutput-format\x12\x0coutput\
+-dtype\x13\x04user\x0e\x10provider-options\x14\x04\0\x06config\x03\0\x15\x01r\x02\
+\x0cinput-tokens\x10\x0ctotal-tokens\x10\x04\0\x05usage\x03\0\x17\x01pv\x01r\x02\
+\x05indexy\x06vector\x19\x04\0\x09embedding\x03\0\x1a\x01p\x1b\x01k\x18\x01r\x04\
+\x0aembeddings\x1c\x05usage\x1d\x05models\x16provider-metadata-json\x0e\x04\0\x12\
+embedding-response\x03\0\x1e\x01r\x03\x05indexy\x0frelevance-scorev\x08document\x0e\
+\x04\0\x0drerank-result\x03\0\x20\x01p!\x01r\x04\x07results\"\x05usage\x1d\x05mo\
+dels\x16provider-metadata-json\x0e\x04\0\x0frerank-response\x03\0#\x01r\x03\x04c\
+ode\x07\x07messages\x13provider-error-json\x0e\x04\0\x05error\x03\0%\x01p\x0b\x01\
+j\x01\x1f\x01&\x01@\x02\x06inputs'\x06config\x16\0(\x04\0\x08generate\x01)\x01ps\
+\x01j\x01$\x01&\x01@\x03\x05querys\x09documents*\x06config\x16\0+\x04\0\x06reran\
+k\x01,\x04\0\x17golem:embed/embed@1.0.0\x05\0\x04\0(golem:embed-voyageai/embed-l\
+ibrary@1.0.0\x04\0\x0b\x13\x01\0\x0dembed-library\x03\0\0\0G\x09producers\x01\x0c\
+processed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index 859f2baa6..4465aef2a 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -57,22 +57,29 @@ impl VoyageAIApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    if status.is_success() {
-        let response_data = response
-            .json::<T>()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Response from VoyageAI API: {response_data:?}");
-        Ok(response_data)
-    } else {
-        let response_data = response
-            .text()
-            .map_err(|error| from_reqwest_error("Failed to decode response body", error))?;
-        trace!("Error response from VoyageAI API: {response_data:?}");
-        Err(Error {
-            code: error_code_from_status(status),
-            message: format!("Request failed with {status}"),
-            provider_error_json: Some(response_data),
-        })
+    match status.is_success() {
+        true => match response.json::<T>() {
+            Ok(response_data) => {
+                trace!("Response from Cohere API: {response_data:?}");
+                Ok(response_data)
+            }
+            Err(error) => {
+                trace!("Error parsing response: {error:?}");
+                Err(Error {
+                    code: error_code_from_status(status),
+                    message: format!(
+                        "Failed to decode response body: {}",
+                        response.text().unwrap_or_default()
+                    ),
+                    provider_error_json: Some(error.to_string()),
+                })
+            }
+        },
+        false => Err(Error {
+            code: error_code_from_status(response.status()),
+            message: "Failed to parse response".to_string(),
+            provider_error_json: response.json(),
+        }),
     }
 }
 
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/golem-embed/embed-voyageai/src/conversitions.rs
index 1d0ebd0e1..f8fb962d5 100644
--- a/golem-embed/embed-voyageai/src/conversitions.rs
+++ b/golem-embed/embed-voyageai/src/conversitions.rs
@@ -21,7 +21,7 @@ pub fn create_embedding_request(
     for input in inputs {
         match input {
             ContentPart::Text(text) => text_inputs.push(text),
-            ContentPart::Image(image) => {
+            ContentPart::Image(_) => {
                 return Err(unsupported(
                     "VoyageAI text embeddings do not support image inputs. Use multimodal embeddings instead.",
                 ));
@@ -33,10 +33,9 @@ pub fn create_embedding_request(
         .model
         .unwrap_or_else(|| "voyage-3.5-lite".to_string());
 
-    let mut input_type = None;
-    match config.task_type {
-        Some(TaskType::RetrievalQuery) => input_type = Some(InputType::Query),
-        Some(TaskType::RetrievalDocument) => input_type = Some(InputType::Document),
+    let input_type = match config.task_type {
+        Some(TaskType::RetrievalQuery) => Some(InputType::Query),
+        Some(TaskType::RetrievalDocument) => Some(InputType::Document),
         _ => return Err(unsupported("Unsupported task type")),
     };
 
diff --git a/golem-embed/test/.vscode/settings.json b/golem-embed/test/.vscode/settings.json
new file mode 100644
index 000000000..96a21fde5
--- /dev/null
+++ b/golem-embed/test/.vscode/settings.json
@@ -0,0 +1,5 @@
+{
+    "rust-analyzer.server.extraEnv": {
+        "CARGO": "cargo-component"
+    }
+}
\ No newline at end of file
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.toml b/golem-embed/test/components-rust/test-embed/Cargo.toml
index 7674a4f44..895baafa9 100644
--- a/golem-embed/test/components-rust/test-embed/Cargo.toml
+++ b/golem-embed/test/components-rust/test-embed/Cargo.toml
@@ -11,6 +11,9 @@ required-features = []
 [features]
 default = ["openai"]
 openai = []
+cohere = []
+hugging-face = []
+voyageai = []
 
 [dependencies]
 # To use common shared libs, use the following:
@@ -33,8 +36,8 @@ path = "wit-generated"
 
 [package.metadata.component.target.dependencies]
 "golem:embed" = { path = "wit-generated/deps/golem-embed" }
-"wasi:clocks" = { path = "wit-generated/deps/clocks" }
 "wasi:io" = { path = "wit-generated/deps/io" }
+"wasi:clocks" = { path = "wit-generated/deps/clocks" }
 "golem:rpc" = { path = "wit-generated/deps/golem-rpc" }
 "test:helper-client" = { path = "wit-generated/deps/test_helper-client" }
 "test:embed-exports" = { path = "wit-generated/deps/test_embed-exports" }
diff --git a/golem-embed/test/components-rust/test-embed/golem.yaml b/golem-embed/test/components-rust/test-embed/golem.yaml
index 011931c21..8881f2456 100644
--- a/golem-embed/test/components-rust/test-embed/golem.yaml
+++ b/golem-embed/test/components-rust/test-embed/golem.yaml
@@ -35,6 +35,84 @@ components:
         clean:
           - src/bindings.rs
 
+      cohere-debug:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --no-default-features --features cohere
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - target/wasm32-wasip1/debug/test_embed.wasm
+          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/debug/test_embed.wasm
+              - ../../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm
+            targets:
+              - ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_cohere_debug.wasm
+        clean:
+          - src/bindings.rs
+
+      hugging-face-debug:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --no-default-features --features hugging-face
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - target/wasm32-wasip1/debug/test_embed.wasm
+          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/debug/test_embed.wasm
+              - ../../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm
+            targets:
+              - ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_hugging_face_debug.wasm
+        clean:
+          - src/bindings.rs
+
+      voyageai-debug:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --no-default-features --features voyageai
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - target/wasm32-wasip1/debug/test_embed.wasm
+          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/debug/test_embed.wasm
+              - ../../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm
+            targets:
+              - ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_voyageai_debug.wasm
+        clean:
+          - src/bindings.rs
+
       # RELEASE PROFILES
       openai-release:
         files:
@@ -62,6 +140,84 @@ components:
         clean:
           - src/bindings.rs
 
+      cohere-release:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --release --no-default-features --features cohere
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/release/golem_embed_cohere.wasm ../../target/wasm32-wasip1/release/test_embed.wasm -o ../../target/wasm32-wasip1/release/test_cohere_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+              - ../../../target/wasm32-wasip1/release/golem_embed_cohere.wasm
+            targets:
+              - ../../target/wasm32-wasip1/release/test_cohere_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/release/test_cohere_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_cohere_release.wasm
+        clean:
+          - src/bindings.rs
+
+      hugging-face-release:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --release --no-default-features --features hugging-face
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm ../../target/wasm32-wasip1/release/test_embed.wasm -o ../../target/wasm32-wasip1/release/test_hugging_face_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+              - ../../../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm
+            targets:
+              - ../../target/wasm32-wasip1/release/test_hugging_face_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/release/test_hugging_face_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_hugging_face_release.wasm
+        clean:
+          - src/bindings.rs
+
+      voyageai-release:
+        files:
+          - sourcePath: ../../data/cat.png
+            targetPath: /data/cat.png
+            permissions: read-only
+        build:
+          - command: cargo component build --release --no-default-features --features voyageai
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/release/golem_embed_voyageai.wasm ../../target/wasm32-wasip1/release/test_embed.wasm -o ../../target/wasm32-wasip1/release/test_voyageai_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/release/test_embed.wasm
+              - ../../../target/wasm32-wasip1/release/golem_embed_voyageai.wasm
+            targets:
+              - ../../target/wasm32-wasip1/release/test_voyageai_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/release/test_voyageai_plugged.wasm
+        linkedWasm: ../../golem-temp/components/test_voyageai_release.wasm
+        clean:
+          - src/bindings.rs
+
     defaultProfile: openai-debug
 
 dependencies:
diff --git a/golem-embed/test/components-rust/test-embed/src/lib.rs b/golem-embed/test/components-rust/test-embed/src/lib.rs
index 27be5ba98..5fe3e6893 100644
--- a/golem-embed/test/components-rust/test-embed/src/lib.rs
+++ b/golem-embed/test/components-rust/test-embed/src/lib.rs
@@ -3,6 +3,7 @@ mod bindings;
 
 use crate::bindings::exports::test::embed_exports::test_embed_api::*;
 use crate::bindings::golem::embed::embed;
+use crate::bindings::golem::embed::embed::{Config, ContentPart, Error, EmbeddingResponse};
 use crate::bindings::test::helper_client::test_helper_client::TestHelperApi;
 use golem_rust::atomically;
 
@@ -10,36 +11,46 @@ struct Component;
 
 #[cfg(feature = "openai")]
 const MODEL: &'static str = "text-embedding-3-small";
+#[cfg(feature = "cohere")]
+const MODEL: &'static str = "embed-english-v3.0";
+#[cfg(feature = "hugging-face")]
+const MODEL: &'static str = "sentence-transformers/all-MiniLM-L6-v2";
+#[cfg(feature = "voyageai")]
+const MODEL: &'static str = "voyage-3.5-lite";
 
 #[cfg(feature = "openai")]
-const IMAGE_MODEL: &'static str = "text-embedding-3-small";
+const RERANKING_MODEL: &'static str = "";
+#[cfg(feature = "cohere")]
+const RERANKING_MODEL: &'static str = "rerank-v3.5";
+#[cfg(feature = "hugging-face")]
+const RERANKING_MODEL: &'static str = "cross-encoder/ms-marco-MiniLM-L-2-v2";
+#[cfg(feature = "voyageai")]
+const RERANKING_MODEL: &'static str = "rerank-2-lite";
 
 impl Guest for Component {
-    /// test1 demonstrates a simple, non-streaming text question-answer interaction with the LLM.
+    /// test1 demonstrates text embedding generation.
     fn test1() -> String {
-        let config = embed::Config {
+        let config = Config {
             model: Some(MODEL.to_string()),
-            task_type: None,
-            dimensions: None,
-            truncation: None,
-            output_format: None,
-            output_dtype: None,
-            user: None,
+            task_type: Some(embed::TaskType::RetrievalDocument),
+            dimensions: Some(1024),
+            truncation: Some(true),
+            output_format: Some(embed::OutputFormat::FloatArray),
+            output_dtype: Some(embed::OutputDtype::FloatArray),
+            user: Some("RutikThakre".to_string()),
             provider_options: vec![],
         };
-        println!("Sending text to LLM...");
-        let response = embed::generate(
-            &[embed::ContentPart::Text("Hello, world!".to_string())],
+        println!("Sending text for embedding generation...");
+        let response: Result<EmbeddingResponse, Error> = embed::generate(
+            &[ContentPart::Text("Hello, world!".to_string())],
             &config,
         );
 
         match response {
             Ok(response) => {
-                println!("Response: {:?}", response);
                 format!("Response: {:?}", response)
             }
             Err(error) => {
-                println!("Error: {:?}", error);
                 format!(
                     "Error: {:?} {} {}",
                     error.code,
@@ -49,11 +60,43 @@ impl Guest for Component {
             }
         }
     }
+
+    /// test2 demonstrates embedding's reranking 
     fn test2() -> String {
-        todo!()
-    }
-    fn test3() -> String {
-        todo!()
+        let config = Config {
+            model: Some(RERANKING_MODEL.to_string()),
+            task_type: Some(embed::TaskType::RetrievalDocument),
+            dimensions: Some(1024),
+            truncation: Some(true),
+            output_format: Some(embed::OutputFormat::FloatArray),
+            output_dtype: Some(embed::OutputDtype::FloatArray),
+            user: Some("RutikThakre".to_string()),
+            provider_options: vec![],
+        };
+        let query = "What is the capital of the United States?";
+        let documents = vec![
+            "Carson City is the capital city of the American state of Nevada.".to_string(),
+            "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.".to_string(),
+            "Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district.".to_string(),
+            "Capitalization or capitalisation in English grammar is the use of a capital letter at the start of a word. English usage varies from capitalization in other languages.".to_string(),
+            "Capital punishment has existed in the United States since beforethe United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states.".to_string()
+        ];
+
+        println!("Sending request for reranking...");
+        let response = embed::rerank(query, &documents, &config);
+        match response {
+            Ok(response) => {
+                format!("Response: {:?}", response)
+            }
+            Err(error) => {
+                format!(
+                    "Error: {:?} {} {}",
+                    error.code,
+                    error.message,
+                    error.provider_error_json.unwrap_or_default()
+                )
+            }
+        }
     }
 }
 
diff --git a/golem-embed/test/components-rust/test-embed/wit/test-llm.wit b/golem-embed/test/components-rust/test-embed/wit/test-embed.wit
similarity index 91%
rename from golem-embed/test/components-rust/test-embed/wit/test-llm.wit
rename to golem-embed/test/components-rust/test-embed/wit/test-embed.wit
index 6dbabfd16..b428f27a9 100644
--- a/golem-embed/test/components-rust/test-embed/wit/test-llm.wit
+++ b/golem-embed/test/components-rust/test-embed/wit/test-embed.wit
@@ -5,7 +5,6 @@ package test:embed;
 interface test-embed-api {
   test1: func() -> string;
   test2: func() -> string;
-  test3: func() -> string;
 }
 
 world test-embed {

From a6a468363bbbd0662a83c77d3d9e5fdd0108ed4e Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 11 Jun 2025 19:50:09 +0000
Subject: [PATCH 21/36] build fix

---
 golem-embed/embed-cohere/src/client.rs        | 44 ++++++++++---------
 golem-embed/embed-hugging-face/src/client.rs  | 44 ++++++++++---------
 golem-embed/embed-openai/src/client.rs        | 44 ++++++++++---------
 golem-embed/embed-voyageai/src/client.rs      | 44 ++++++++++---------
 .../components-rust/test-embed/Cargo.toml     |  2 +-
 5 files changed, 97 insertions(+), 81 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 1a093bcd1..61ac71256 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -7,6 +7,7 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
+use serde_json;
 
 const BASE_URL: &str = "https://api.cohere.ai";
 
@@ -59,28 +60,31 @@ impl EmbeddingsApi {
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
     match status.is_success() {
-        true => match response.json::<T>() {
-            Ok(response_data) => {
-                trace!("Response from Cohere API: {response_data:?}");
-                Ok(response_data)
-            }
-            Err(error) => {
-                trace!("Error parsing response: {error:?}");
-                Err(Error {
-                    code: error_code_from_status(status),
-                    message: format!(
-                        "Failed to decode response body: {}",
-                        response.text().unwrap_or_default()
-                    ),
-                    provider_error_json: Some(error.to_string()),
-                })
+        true => {
+            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+            match serde_json::from_str::<T>(&response_text) {
+                Ok(response_data) => {
+                    trace!("Response from Cohere API: {response_data:?}");
+                    Ok(response_data)
+                }
+                Err(error) => {
+                    trace!("Error parsing response: {error:?}");
+                    Err(Error {
+                        code: error_code_from_status(status),
+                        message: format!("Failed to decode response body: {}", response_text),
+                        provider_error_json: Some(error.to_string()),
+                    })
+                }
             }
         },
-        false =>  Err(Error {
-            code: error_code_from_status(response.status()),
-            message: "Failed to parse response".to_string(),
-            provider_error_json: response.json(),
-        }),
+        false => {
+            let error_text = response.text().ok();
+            Err(Error {
+                code: error_code_from_status(status),
+                message: "Failed to parse response".to_string(),
+                provider_error_json: error_text,
+            })
+        },
     }
 }
 
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index 926242745..99a73a687 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -7,6 +7,7 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
+use serde_json;
 
 const BASE_URL: &str = "https://router.huggingface.co/hf-inference";
 
@@ -66,28 +67,31 @@ impl EmbeddingsApi {
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
     match status.is_success() {
-        true => match response.json::<T>() {
-            Ok(response_data) => {
-                trace!("Response from Cohere API: {response_data:?}");
-                Ok(response_data)
-            }
-            Err(error) => {
-                trace!("Error parsing response: {error:?}");
-                Err(Error {
-                    code: error_code_from_status(status),
-                    message: format!(
-                        "Failed to decode response body: {}",
-                        response.text().unwrap_or_default()
-                    ),
-                    provider_error_json: Some(error.to_string()),
-                })
+        true => {
+            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+            match serde_json::from_str::<T>(&response_text) {
+                Ok(response_data) => {
+                    trace!("Response from Hugging Face API: {response_data:?}");
+                    Ok(response_data)
+                }
+                Err(error) => {
+                    trace!("Error parsing response: {error:?}");
+                    Err(Error {
+                        code: error_code_from_status(status),
+                        message: format!("Failed to decode response body: {}", response_text),
+                        provider_error_json: Some(error.to_string()),
+                    })
+                }
             }
         },
-        false =>  Err(Error {
-            code: error_code_from_status(response.status()),
-            message: "Failed to parse response".to_string(),
-            provider_error_json: response.json(),
-        }),
+        false => {
+            let error_text = response.text().ok();
+            Err(Error {
+                code: error_code_from_status(status),
+                message: "Failed to parse response".to_string(),
+                provider_error_json: error_text,
+            })
+        },
     }
 }
 
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 383e43ed1..ddd855ecd 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -11,6 +11,7 @@ use log::trace;
 use reqwest::Client;
 use reqwest::{Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
+use serde_json;
 
 const BASE_URL: &str = "https://api.openai.com";
 
@@ -49,28 +50,31 @@ impl EmbeddingsApi {
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
     match status.is_success() {
-        true => match response.json::<T>() {
-            Ok(response_data) => {
-                trace!("Response from Cohere API: {response_data:?}");
-                Ok(response_data)
-            }
-            Err(error) => {
-                trace!("Error parsing response: {error:?}");
-                Err(Error {
-                    code: error_code_from_status(status),
-                    message: format!(
-                        "Failed to decode response body: {}",
-                        response.text().unwrap_or_default()
-                    ),
-                    provider_error_json: Some(error.to_string()),
-                })
+        true => {
+            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+            match serde_json::from_str::<T>(&response_text) {
+                Ok(response_data) => {
+                    trace!("Response from OpenAI API: {response_data:?}");
+                    Ok(response_data)
+                }
+                Err(error) => {
+                    trace!("Error parsing response: {error:?}");
+                    Err(Error {
+                        code: error_code_from_status(status),
+                        message: format!("Failed to decode response body: {}", response_text),
+                        provider_error_json: Some(error.to_string()),
+                    })
+                }
             }
         },
-        false =>  Err(Error {
-            code: error_code_from_status(response.status()),
-            message: "Failed to parse response".to_string(),
-            provider_error_json: response.json(),
-        }),
+        false => {
+            let error_text = response.text().ok();
+            Err(Error {
+                code: error_code_from_status(status),
+                message: "Failed to parse response".to_string(),
+                provider_error_json: error_text,
+            })
+        },
     }
 }
 
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index 4465aef2a..1e78bbfd8 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -7,6 +7,7 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
+use serde_json;
 
 const BASE_URL: &str = "https://api.voyageai.com";
 
@@ -58,28 +59,31 @@ impl VoyageAIApi {
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
     match status.is_success() {
-        true => match response.json::<T>() {
-            Ok(response_data) => {
-                trace!("Response from Cohere API: {response_data:?}");
-                Ok(response_data)
-            }
-            Err(error) => {
-                trace!("Error parsing response: {error:?}");
-                Err(Error {
-                    code: error_code_from_status(status),
-                    message: format!(
-                        "Failed to decode response body: {}",
-                        response.text().unwrap_or_default()
-                    ),
-                    provider_error_json: Some(error.to_string()),
-                })
+        true => {
+            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+            match serde_json::from_str::<T>(&response_text) {
+                Ok(response_data) => {
+                    trace!("Response from VoyageAI API: {response_data:?}");
+                    Ok(response_data)
+                }
+                Err(error) => {
+                    trace!("Error parsing response: {error:?}");
+                    Err(Error {
+                        code: error_code_from_status(status),
+                        message: format!("Failed to decode response body: {}", response_text),
+                        provider_error_json: Some(error.to_string()),
+                    })
+                }
             }
         },
-        false => Err(Error {
-            code: error_code_from_status(response.status()),
-            message: "Failed to parse response".to_string(),
-            provider_error_json: response.json(),
-        }),
+        false => {
+            let error_text = response.text().ok();
+            Err(Error {
+                code: error_code_from_status(status),
+                message: "Failed to parse response".to_string(),
+                provider_error_json: error_text,
+            })
+        },
     }
 }
 
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.toml b/golem-embed/test/components-rust/test-embed/Cargo.toml
index 895baafa9..177266a40 100644
--- a/golem-embed/test/components-rust/test-embed/Cargo.toml
+++ b/golem-embed/test/components-rust/test-embed/Cargo.toml
@@ -36,8 +36,8 @@ path = "wit-generated"
 
 [package.metadata.component.target.dependencies]
 "golem:embed" = { path = "wit-generated/deps/golem-embed" }
-"wasi:io" = { path = "wit-generated/deps/io" }
 "wasi:clocks" = { path = "wit-generated/deps/clocks" }
+"wasi:io" = { path = "wit-generated/deps/io" }
 "golem:rpc" = { path = "wit-generated/deps/golem-rpc" }
 "test:helper-client" = { path = "wit-generated/deps/test_helper-client" }
 "test:embed-exports" = { path = "wit-generated/deps/test_embed-exports" }

From b0049948921c445a3f0eabd8343e3291ca627509 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 11 Jun 2025 20:13:19 +0000
Subject: [PATCH 22/36] fix cohere

---
 golem-embed/embed-cohere/src/client.rs                 | 1 -
 golem-embed/embed-cohere/src/conversions.rs            | 1 -
 golem-embed/test/components-rust/test-embed/Cargo.toml | 2 +-
 3 files changed, 1 insertion(+), 3 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 61ac71256..2e5bacdd0 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -215,7 +215,6 @@ pub struct RerankRequest {
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct RerankResponse {
     pub results: Vec<RerankData>,
-    pub scores: Vec<f32>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub id: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index bfee04855..a38dae9a8 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -430,7 +430,6 @@ mod tests {
                 index: 0,
                 relevance_score: 0.9,
             }],
-            scores: vec![0.9],
             meta: Some(Meta {
                 api_version: Some(ApiVersion {
                     version: Some("2".to_owned()),
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.toml b/golem-embed/test/components-rust/test-embed/Cargo.toml
index 177266a40..895baafa9 100644
--- a/golem-embed/test/components-rust/test-embed/Cargo.toml
+++ b/golem-embed/test/components-rust/test-embed/Cargo.toml
@@ -36,8 +36,8 @@ path = "wit-generated"
 
 [package.metadata.component.target.dependencies]
 "golem:embed" = { path = "wit-generated/deps/golem-embed" }
-"wasi:clocks" = { path = "wit-generated/deps/clocks" }
 "wasi:io" = { path = "wit-generated/deps/io" }
+"wasi:clocks" = { path = "wit-generated/deps/clocks" }
 "golem:rpc" = { path = "wit-generated/deps/golem-rpc" }
 "test:helper-client" = { path = "wit-generated/deps/test_helper-client" }
 "test:embed-exports" = { path = "wit-generated/deps/test_embed-exports" }

From 32ab3691d45a5354d7e396afd64f044b72196c49 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 13 Jun 2025 09:19:19 +0000
Subject: [PATCH 23/36] fixes

---
 golem-embed/embed-cohere/src/client.rs        | 36 ++++-----
 golem-embed/embed-hugging-face/src/client.rs  | 65 +++++-----------
 .../embed-hugging-face/src/conversions.rs     | 67 +---------------
 golem-embed/embed-hugging-face/src/lib.rs     | 21 ++---
 golem-embed/embed-openai/src/client.rs        | 36 ++++-----
 golem-embed/embed-voyageai/src/client.rs      | 76 ++++++++++++-------
 golem-embed/embed-voyageai/src/lib.rs         | 19 +++--
 golem-embed/embed/src/lib.rs                  |  2 -
 .../components-rust/test-embed/src/lib.rs     |  4 +-
 9 files changed, 118 insertions(+), 208 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 2e5bacdd0..7147e7648 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -59,32 +59,22 @@ impl EmbeddingsApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    match status.is_success() {
-        true => {
-            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
-            match serde_json::from_str::<T>(&response_text) {
-                Ok(response_data) => {
-                    trace!("Response from Cohere API: {response_data:?}");
-                    Ok(response_data)
-                }
-                Err(error) => {
-                    trace!("Error parsing response: {error:?}");
-                    Err(Error {
-                        code: error_code_from_status(status),
-                        message: format!("Failed to decode response body: {}", response_text),
-                        provider_error_json: Some(error.to_string()),
-                    })
-                }
-            }
-        },
-        false => {
-            let error_text = response.text().ok();
+    let response_text = response
+        .text()
+        .map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+    match serde_json::from_str::<T>(&response_text) {
+        Ok(response_data) => {
+            trace!("Response from Hugging Face API: {response_data:?}");
+            Ok(response_data)
+        }
+        Err(error) => {
+            trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: "Failed to parse response".to_string(),
-                provider_error_json: error_text,
+                message: format!("Failed to decode response body: {}", response_text),
+                provider_error_json: Some(error.to_string()),
             })
-        },
+        }
     }
 }
 
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index 99a73a687..07dc53142 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -38,9 +38,10 @@ impl EmbeddingsApi {
         trace!("Sending request to Hugging Face API: {request:?}");
         let response = self
             .client
-            .request(Method::POST, format!(
-                "{BASE_URL}/models/{model}/pipeline/feature-extraction"
-            ))
+            .request(
+                Method::POST,
+                format!("{BASE_URL}/models/{model}/pipeline/feature-extraction"),
+            )
             .bearer_auth(&self.huggingface_api_key)
             .json(&request)
             .send()
@@ -48,64 +49,40 @@ impl EmbeddingsApi {
         parse_response::<EmbeddingResponse>(response)
     }
 
-
-    pub fn rerank(&self, request: RerankRequest, model: &str) -> Result<RerankResponse, Error> {
-        trace!("Sending rerank request to Hugging Face API: {request:?}");
-        let response = self
-            .client
-            .request(Method::POST, format!(
-                "{BASE_URL}/models/{model}/pipeline/text-classification"
-            ))
-            .bearer_auth(&self.huggingface_api_key)
-            .json(&request)
-            .send()
-            .map_err(|err| from_reqwest_error("Request failed", err))?;
-        parse_response::<RerankResponse>(response)
-    }
 }
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    match status.is_success() {
-        true => {
-            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
-            match serde_json::from_str::<T>(&response_text) {
-                Ok(response_data) => {
-                    trace!("Response from Hugging Face API: {response_data:?}");
-                    Ok(response_data)
-                }
-                Err(error) => {
-                    trace!("Error parsing response: {error:?}");
-                    Err(Error {
-                        code: error_code_from_status(status),
-                        message: format!("Failed to decode response body: {}", response_text),
-                        provider_error_json: Some(error.to_string()),
-                    })
-                }
-            }
-        },
-        false => {
-            let error_text = response.text().ok();
+    let response_text = response
+        .text()
+        .map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+    match serde_json::from_str::<T>(&response_text) {
+        Ok(response_data) => {
+            trace!("Response from Hugging Face API: {response_data:?}");
+            Ok(response_data)
+        }
+        Err(error) => {
+            trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: "Failed to parse response".to_string(),
-                provider_error_json: error_text,
+                message: format!("Failed to decode response body: {}", response_text),
+                provider_error_json: Some(error.to_string()),
             })
-        },
+        }
     }
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct EmbeddingRequest {
-    pub input: Vec<String>,
+    pub inputs: Vec<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub normalize: Option<bool>,
     /// The name of the prompt that should be used by for encoding.
     /// If not set, no prompt will be applied. Must be a key in the
     /// `sentence-transformers` configuration `prompts` dictionary.
-    /// For example if `prompt_name` is “query” and the `prompts` is {“query”: “query: ”, …},
-    /// then the sentence “What is the capital of France?” will be encoded as
-    /// “query: What is the capital of France?” because the prompt text will
+    /// For example if `prompt_name` is "query" and the `prompts` is {"query": "query: ", …},
+    /// then the sentence "What is the capital of France?" will be encoded as
+    /// "query: What is the capital of France?" because the prompt text will
     /// be prepended before any text to encode.
     #[serde(skip_serializing_if = "Option::is_none")]
     pub prompt_name: Option<String>,
diff --git a/golem-embed/embed-hugging-face/src/conversions.rs b/golem-embed/embed-hugging-face/src/conversions.rs
index 9be6b2219..3c5318fb2 100644
--- a/golem-embed/embed-hugging-face/src/conversions.rs
+++ b/golem-embed/embed-hugging-face/src/conversions.rs
@@ -22,7 +22,7 @@ pub fn create_embedding_request(inputs: Vec<ContentPart>, config: Config) -> Res
         .unwrap_or_else(|| "sentence-transformers/all-MiniLM-L6-v2".to_string());
 
     let request = EmbeddingRequest {
-        input: input_texts,
+        inputs: input_texts,
         normalize: Some(true),
         prompt_name: None,
         truncate: config.truncation,
@@ -52,46 +52,6 @@ pub fn process_embedding_response(
     })
 }
 
-pub fn create_rerank_request(
-    query: String,
-    documents: Vec<String>,
-    config: Config,
-) -> Result<(RerankRequest, String), Error> {
-    let model = config
-        .model
-        .unwrap_or_else(|| "cross-encoder/ms-marco-MiniLM-L-2-v2".to_string());
-
-    let request = RerankRequest {
-        query,
-        documents,
-        top_k: config.dimensions, 
-        return_documents: Some(true),
-    };
-
-    Ok((request, model))
-}
-
-pub fn process_rerank_response(
-    response: RerankResponse,
-    model: String,
-) -> Result<GolemRerankResponse, Error> {
-    let mut results = Vec::new();
-    for result in response.results {
-        results.push(golem_embed::golem::embed::embed::RerankResult {
-            index: result.index,
-            relevance_score: result.relevance_score,
-            document: result.document,
-        });
-    }
-
-    Ok(GolemRerankResponse {
-        results,
-        usage: None, 
-        model,
-        provider_metadata_json: None,
-    })
-}
-
 #[cfg(test)]
 mod tests {
     use golem_embed::golem::embed::embed::{ImageUrl, OutputDtype, OutputFormat, TaskType};
@@ -113,7 +73,7 @@ mod tests {
         };
         let result = create_embedding_request(inputs, config);
         let (request, model) = result.unwrap();
-        assert_eq!(request.input, vec!["Hello, world!"]);
+        assert_eq!(request.inputs, vec!["Hello, world!"]);
         assert_eq!(model, "sentence-transformers/all-MiniLM-L6-v2");
         assert_eq!(request.normalize, Some(true));
         assert_eq!(request.truncate, Some(false));
@@ -152,27 +112,4 @@ mod tests {
         let request = create_embedding_request(inputs, config);
         assert!(request.is_err());
     }
-
-    #[test]
-    fn test_create_rerank_request() {
-        let query = "What is the capital of France?".to_string();
-        let documents = vec!["Paris is the capital of France.".to_string()];
-        let config = Config {
-            model: Some("cross-encoder/ms-marco-MiniLM-L-2-v2".to_string()),
-            dimensions: Some(10), 
-            user: Some("test_user".to_string()),
-            task_type: Some(TaskType::RetrievalQuery),
-            truncation: Some(false),
-            output_format: Some(OutputFormat::FloatArray),
-            output_dtype: Some(OutputDtype::FloatArray),
-            provider_options: vec![],
-        };
-        let result = create_rerank_request(query.clone(), documents.clone(), config);
-        let (request, model) = result.unwrap();
-        assert_eq!(request.query, query);
-        assert_eq!(request.documents, documents);
-        assert_eq!(request.top_k, Some(10));
-        assert_eq!(request.return_documents, Some(true));
-        assert_eq!(model, "cross-encoder/ms-marco-MiniLM-L-2-v2");
-    }
 }
\ No newline at end of file
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/golem-embed/embed-hugging-face/src/lib.rs
index 593ecd6da..3fc9b7f2b 100644
--- a/golem-embed/embed-hugging-face/src/lib.rs
+++ b/golem-embed/embed-hugging-face/src/lib.rs
@@ -32,18 +32,7 @@ impl HuggingFaceComponent {
         }
     }
 
-    fn rerank(
-        client: EmbeddingsApi,
-        query: String,
-        documents: Vec<String>,
-        config: Config,
-    ) -> Result<RerankResponse, Error> {
-        let (request, model) = create_rerank_request(query, documents, config)?;
-        match client.rerank(request, &model) {
-            Ok(response) => process_rerank_response(response, model),
-            Err(err) => Err(err),
-        }
-    }
+   
 }
 
 impl Guest for HuggingFaceComponent {
@@ -60,10 +49,10 @@ impl Guest for HuggingFaceComponent {
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        LOGGING_STATE.with_borrow_mut(|state| state.init());
-        with_config_key(Self::ENV_VAR_NAME, Err, |huggingface_api_key| {
-            let client = EmbeddingsApi::new(huggingface_api_key);
-            Self::rerank(client, query, documents, config)
+        Err(Error {
+            code: ErrorCode::Unsupported,
+            message: "Hugging Face inference does not support rerank".to_string(),
+            provider_error_json: None,
         })
     }
 }
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index ddd855ecd..e63baaa7d 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -49,32 +49,22 @@ impl EmbeddingsApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    match status.is_success() {
-        true => {
-            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
-            match serde_json::from_str::<T>(&response_text) {
-                Ok(response_data) => {
-                    trace!("Response from OpenAI API: {response_data:?}");
-                    Ok(response_data)
-                }
-                Err(error) => {
-                    trace!("Error parsing response: {error:?}");
-                    Err(Error {
-                        code: error_code_from_status(status),
-                        message: format!("Failed to decode response body: {}", response_text),
-                        provider_error_json: Some(error.to_string()),
-                    })
-                }
-            }
-        },
-        false => {
-            let error_text = response.text().ok();
+    let response_text = response
+        .text()
+        .map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+    match serde_json::from_str::<T>(&response_text) {
+        Ok(response_data) => {
+            trace!("Response from Hugging Face API: {response_data:?}");
+            Ok(response_data)
+        }
+        Err(error) => {
+            trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: "Failed to parse response".to_string(),
-                provider_error_json: error_text,
+                message: format!("Failed to decode response body: {}", response_text),
+                provider_error_json: Some(error.to_string()),
             })
-        },
+        }
     }
 }
 
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index 1e78bbfd8..8a21e4ca6 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -16,16 +16,16 @@ const BASE_URL: &str = "https://api.voyageai.com";
 /// Based on https://docs.voyageai.com/reference/embeddings-api
 /// and https://docs.voyageai.com/reference/reranker-api
 pub struct VoyageAIApi {
-    api_key: String,
+    voyageai_api_key: String,
     client: Client,
 }
 
 impl VoyageAIApi {
-    pub fn new(api_key: String) -> Self {
+    pub fn new(voyageai_api_key: String) -> Self {
         let client = Client::builder()
             .build()
             .expect("Failed to initialize HTTP client");
-        Self { api_key, client }
+        Self { voyageai_api_key, client }
     }
 
     pub fn generate_embedding(
@@ -36,7 +36,7 @@ impl VoyageAIApi {
         let response = self
             .client
             .request(Method::POST, format!("{BASE_URL}/v1/embeddings"))
-            .bearer_auth(&self.api_key)
+            .bearer_auth(&self.voyageai_api_key)
             .json(&request)
             .send()
             .map_err(|err| from_reqwest_error("Embedding request failed", err))?;
@@ -48,7 +48,7 @@ impl VoyageAIApi {
         let response = self
             .client
             .request(Method::POST, format!("{BASE_URL}/v1/rerank"))
-            .bearer_auth(&self.api_key)
+            .bearer_auth(&self.voyageai_api_key)
             .json(&request)
             .send()
             .map_err(|err| from_reqwest_error("Rerank request failed", err))?;
@@ -58,32 +58,49 @@ impl VoyageAIApi {
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
     let status = response.status();
-    match status.is_success() {
-        true => {
-            let response_text = response.text().map_err(|err| from_reqwest_error("Failed to read response body", err))?;
-            match serde_json::from_str::<T>(&response_text) {
-                Ok(response_data) => {
-                    trace!("Response from VoyageAI API: {response_data:?}");
-                    Ok(response_data)
-                }
-                Err(error) => {
-                    trace!("Error parsing response: {error:?}");
-                    Err(Error {
-                        code: error_code_from_status(status),
-                        message: format!("Failed to decode response body: {}", response_text),
-                        provider_error_json: Some(error.to_string()),
-                    })
-                }
+    let response_text = response
+        .text()
+        .map_err(|err| from_reqwest_error("Failed to read response body", err))?;
+    
+    if !status.is_success() {
+        if let Ok(error_response) = serde_json::from_str::<VoyageAIError>(&response_text) {
+            return Err(Error {
+                code: error_code_from_status(status),
+                message: error_response.error.message,
+                provider_error_json: Some(response_text),
+            });
+        }
+        
+        if let Ok(detail_error) = serde_json::from_str::<serde_json::Value>(&response_text) {
+            if let Some(detail) = detail_error.get("detail").and_then(|d| d.as_str()) {
+                return Err(Error {
+                    code: error_code_from_status(status),
+                    message: detail.to_string(),
+                    provider_error_json: Some(response_text),
+                });
             }
-        },
-        false => {
-            let error_text = response.text().ok();
+        }
+        
+        return Err(Error {
+            code: error_code_from_status(status),
+            message: format!("Request failed with status {}: {}", status, response_text),
+            provider_error_json: Some(response_text),
+        });
+    }
+    
+    match serde_json::from_str::<T>(&response_text) {
+        Ok(response_data) => {
+            trace!("Response from VoyageAI API: {response_data:?}");
+            Ok(response_data)
+        }
+        Err(error) => {
+            trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: "Failed to parse response".to_string(),
-                provider_error_json: error_text,
+                message: format!("Failed to decode response body: {}", response_text),
+                provider_error_json: Some(error.to_string()),
             })
-        },
+        }
     }
 }
 
@@ -110,11 +127,14 @@ pub enum EncodingFormat {
 
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub enum InputType {
+    #[serde(rename = "document")]
     Document,
+    #[serde(rename = "query")]
     Query,
 }
 
 #[derive(Debug, Serialize, Deserialize, Clone)]
+#[serde(rename_all = "lowercase")]
 pub enum OutputDtype {
     Float,
     Int8,
@@ -143,7 +163,7 @@ pub struct EmbeddingUsage {
     pub total_tokens: u32,
 }
 
-// Rerank API structures
+
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct RerankRequest {
     pub query: String,
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index a81706b91..9310bffd4 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,6 +1,7 @@
 use golem_embed::{
+    config::with_config_key,
     durability::{DurableEmbed, ExtendedGuest},
-    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse},
+    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse}, LOGGING_STATE,
 };
 
 use crate::{
@@ -53,8 +54,12 @@ impl VoyageAIApiComponent {
 
 impl Guest for VoyageAIApiComponent {
     fn generate(inputs: Vec<ContentPart>, config: Config) -> Result<EmbeddingResponse, Error> {
-        let client = VoyageAIApi::new(Self::ENV_VAR_NAME.to_string());
-        Self::embeddings(client, inputs, config)
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+
+        with_config_key(Self::ENV_VAR_NAME, Err, |voyageai_api_key| {
+            let client = VoyageAIApi::new(voyageai_api_key);
+            Self::embeddings(client, inputs, config)
+        })
     }
 
     fn rerank(
@@ -62,8 +67,12 @@ impl Guest for VoyageAIApiComponent {
         documents: Vec<String>,
         config: Config,
     ) -> Result<RerankResponse, Error> {
-        let client = VoyageAIApi::new(Self::ENV_VAR_NAME.to_string());
-        Self::rerank(client, query, documents, config)
+        LOGGING_STATE.with_borrow_mut(|state| state.init());
+
+        with_config_key(Self::ENV_VAR_NAME, Err, |voyageai_api_key| {
+            let client = VoyageAIApi::new(voyageai_api_key);
+            Self::rerank(client, query, documents, config)
+        })
     }
 }
 
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index c48d77f16..b040b99b5 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -21,7 +21,6 @@ pub struct LoggingState {
 }
 
 impl LoggingState {
-    /// Initializes WASI logging based on the `GOLEM_LLM_LOG` environment variable.
     pub fn init(&mut self) {
         if !self.logging_initialized {
             let _ = wasi_logger::Logger::install();
@@ -35,7 +34,6 @@ impl LoggingState {
 }
 
 thread_local! {
-    /// This holds the state of our application.
     pub static LOGGING_STATE: RefCell<LoggingState> = const { RefCell::new(LoggingState {
         logging_initialized: false,
     }) };
diff --git a/golem-embed/test/components-rust/test-embed/src/lib.rs b/golem-embed/test/components-rust/test-embed/src/lib.rs
index 5fe3e6893..fac64bfb8 100644
--- a/golem-embed/test/components-rust/test-embed/src/lib.rs
+++ b/golem-embed/test/components-rust/test-embed/src/lib.rs
@@ -16,7 +16,7 @@ const MODEL: &'static str = "embed-english-v3.0";
 #[cfg(feature = "hugging-face")]
 const MODEL: &'static str = "sentence-transformers/all-MiniLM-L6-v2";
 #[cfg(feature = "voyageai")]
-const MODEL: &'static str = "voyage-3.5-lite";
+const MODEL: &'static str = "voyage-3";
 
 #[cfg(feature = "openai")]
 const RERANKING_MODEL: &'static str = "";
@@ -25,7 +25,7 @@ const RERANKING_MODEL: &'static str = "rerank-v3.5";
 #[cfg(feature = "hugging-face")]
 const RERANKING_MODEL: &'static str = "cross-encoder/ms-marco-MiniLM-L-2-v2";
 #[cfg(feature = "voyageai")]
-const RERANKING_MODEL: &'static str = "rerank-2-lite";
+const RERANKING_MODEL: &'static str = "rerank-1";
 
 impl Guest for Component {
     /// test1 demonstrates text embedding generation.

From 4c022f1ab7c4dd12241bd1ae2dd105c9494f6d50 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 13 Jun 2025 09:44:52 +0000
Subject: [PATCH 24/36] undo refactor

---
 Cargo.toml                                       |  15 ++++++++-------
 golem-llm/Makefile.toml => Makefile.toml         |   0
 golem-llm/README.md => README.md                 |   0
 .../llm-anthropic => llm-anthropic}/Cargo.toml   |   0
 .../src/bindings.rs                              |   0
 .../src/client.rs                                |   0
 .../src/conversions.rs                           |   0
 .../llm-anthropic => llm-anthropic}/src/lib.rs   |   0
 .../wit/anhropic.wit                             |   0
 .../wit/deps/golem-llm/golem-llm.wit             |   0
 .../wit/deps/wasi:io/error.wit                   |   0
 .../wit/deps/wasi:io/poll.wit                    |   0
 .../wit/deps/wasi:io/streams.wit                 |   0
 .../wit/deps/wasi:io/world.wit                   |   0
 {golem-llm/llm-grok => llm-grok}/Cargo.toml      |   0
 {golem-llm/llm-grok => llm-grok}/src/bindings.rs |   0
 {golem-llm/llm-grok => llm-grok}/src/client.rs   |   0
 .../llm-grok => llm-grok}/src/conversions.rs     |   0
 {golem-llm/llm-grok => llm-grok}/src/lib.rs      |   0
 .../wit/deps/golem-llm/golem-llm.wit             |   0
 .../wit/deps/wasi:io/error.wit                   |   0
 .../wit/deps/wasi:io/poll.wit                    |   0
 .../wit/deps/wasi:io/streams.wit                 |   0
 .../wit/deps/wasi:io/world.wit                   |   0
 {golem-llm/llm-grok => llm-grok}/wit/grok.wit    |   0
 {golem-llm/llm-ollama => llm-ollama}/Cargo.toml  |   0
 .../llm-ollama => llm-ollama}/src/bindings.rs    |   0
 .../llm-ollama => llm-ollama}/src/client.rs      |   0
 .../llm-ollama => llm-ollama}/src/conversions.rs |   0
 {golem-llm/llm-ollama => llm-ollama}/src/lib.rs  |   0
 .../wit/deps/golem-llm/golem-llm.wit             |   0
 .../wit/deps/wasi:io/error.wit                   |   0
 .../wit/deps/wasi:io/poll.wit                    |   0
 .../wit/deps/wasi:io/streams.wit                 |   0
 .../wit/deps/wasi:io/world.wit                   |   0
 .../llm-ollama => llm-ollama}/wit/ollama.wit     |   0
 {golem-llm/llm-openai => llm-openai}/Cargo.toml  |   0
 .../llm-openai => llm-openai}/src/bindings.rs    |   0
 .../llm-openai => llm-openai}/src/client.rs      |   0
 .../llm-openai => llm-openai}/src/conversions.rs |   0
 {golem-llm/llm-openai => llm-openai}/src/lib.rs  |   0
 .../wit/deps/golem-llm/golem-llm.wit             |   0
 .../wit/deps/wasi:io/error.wit                   |   0
 .../wit/deps/wasi:io/poll.wit                    |   0
 .../wit/deps/wasi:io/streams.wit                 |   0
 .../wit/deps/wasi:io/world.wit                   |   0
 .../llm-openai => llm-openai}/wit/openai.wit     |   0
 .../llm-openrouter => llm-openrouter}/Cargo.toml |   0
 .../src/bindings.rs                              |   0
 .../src/client.rs                                |   0
 .../src/conversions.rs                           |   0
 .../llm-openrouter => llm-openrouter}/src/lib.rs |   0
 .../wit/deps/golem-llm/golem-llm.wit             |   0
 .../wit/deps/wasi:io/error.wit                   |   0
 .../wit/deps/wasi:io/poll.wit                    |   0
 .../wit/deps/wasi:io/streams.wit                 |   0
 .../wit/deps/wasi:io/world.wit                   |   0
 .../wit/openrouter.wit                           |   0
 {golem-llm/llm => llm}/Cargo.toml                |   0
 {golem-llm/llm => llm}/src/chat_stream.rs        |   0
 {golem-llm/llm => llm}/src/config.rs             |   0
 {golem-llm/llm => llm}/src/durability.rs         |   0
 {golem-llm/llm => llm}/src/error.rs              |   0
 {golem-llm/llm => llm}/src/event_source/error.rs |   0
 .../llm => llm}/src/event_source/event_stream.rs |   0
 .../src/event_source/message_event.rs            |   0
 {golem-llm/llm => llm}/src/event_source/mod.rs   |   0
 .../src/event_source/ndjson_stream.rs            |   0
 .../llm => llm}/src/event_source/parser.rs       |   0
 .../llm => llm}/src/event_source/stream.rs       |   0
 .../llm => llm}/src/event_source/utf8_stream.rs  |   0
 {golem-llm/llm => llm}/src/lib.rs                |   0
 .../llm => llm}/wit/deps/golem-llm/golem-llm.wit |   0
 .../llm => llm}/wit/deps/wasi:io/error.wit       |   0
 {golem-llm/llm => llm}/wit/deps/wasi:io/poll.wit |   0
 .../llm => llm}/wit/deps/wasi:io/streams.wit     |   0
 .../llm => llm}/wit/deps/wasi:io/world.wit       |   0
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 {golem-llm/test => test}/.vscode/settings.json   |   0
 {golem-llm/test => test}/Cargo.lock              |   0
 {golem-llm/test => test}/Cargo.toml              |   0
 .../common-rust/common-lib/Cargo.toml            |   0
 .../common-rust/common-lib/src/lib.rs            |   0
 {golem-llm/test => test}/common-rust/golem.yaml  |   0
 .../test => test}/components-rust/.gitignore     |   0
 .../components-rust/test-helper/Cargo.lock       |   0
 .../components-rust/test-helper/Cargo.toml       |   0
 .../components-rust/test-helper/golem.yaml       |   0
 .../components-rust/test-helper/src/lib.rs       |   0
 .../test-helper/wit/test-helper.wit              |   0
 .../components-rust/test-llm/Cargo.lock          |   0
 .../components-rust/test-llm/Cargo.toml          |   0
 .../components-rust/test-llm/golem.yaml          |   0
 .../components-rust/test-llm/src/lib.rs          |   0
 .../components-rust/test-llm/wit/test-llm.wit    |   0
 {golem-llm/test => test}/data/cat.png            | Bin
 {golem-llm/test => test}/golem.yaml              |   0
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 {golem-llm/wit => wit}/golem-llm.wit             |   0
 110 files changed, 8 insertions(+), 7 deletions(-)
 rename golem-llm/Makefile.toml => Makefile.toml (100%)
 rename golem-llm/README.md => README.md (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/Cargo.toml (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/src/bindings.rs (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/src/client.rs (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/src/conversions.rs (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/src/lib.rs (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/anhropic.wit (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm-anthropic => llm-anthropic}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/Cargo.toml (100%)
 rename {golem-llm/llm-grok => llm-grok}/src/bindings.rs (100%)
 rename {golem-llm/llm-grok => llm-grok}/src/client.rs (100%)
 rename {golem-llm/llm-grok => llm-grok}/src/conversions.rs (100%)
 rename {golem-llm/llm-grok => llm-grok}/src/lib.rs (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm-grok => llm-grok}/wit/grok.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/Cargo.toml (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/src/bindings.rs (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/src/client.rs (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/src/conversions.rs (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/src/lib.rs (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm-ollama => llm-ollama}/wit/ollama.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/Cargo.toml (100%)
 rename {golem-llm/llm-openai => llm-openai}/src/bindings.rs (100%)
 rename {golem-llm/llm-openai => llm-openai}/src/client.rs (100%)
 rename {golem-llm/llm-openai => llm-openai}/src/conversions.rs (100%)
 rename {golem-llm/llm-openai => llm-openai}/src/lib.rs (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm-openai => llm-openai}/wit/openai.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/Cargo.toml (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/src/bindings.rs (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/src/client.rs (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/src/conversions.rs (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/src/lib.rs (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm-openrouter => llm-openrouter}/wit/openrouter.wit (100%)
 rename {golem-llm/llm => llm}/Cargo.toml (100%)
 rename {golem-llm/llm => llm}/src/chat_stream.rs (100%)
 rename {golem-llm/llm => llm}/src/config.rs (100%)
 rename {golem-llm/llm => llm}/src/durability.rs (100%)
 rename {golem-llm/llm => llm}/src/error.rs (100%)
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 rename {golem-llm/llm => llm}/src/event_source/message_event.rs (100%)
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 rename {golem-llm/llm => llm}/src/event_source/parser.rs (100%)
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 rename {golem-llm/llm => llm}/src/event_source/utf8_stream.rs (100%)
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 rename {golem-llm/llm => llm}/wit/deps/golem-llm/golem-llm.wit (100%)
 rename {golem-llm/llm => llm}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-llm/llm => llm}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-llm/llm => llm}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-llm/llm => llm}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-llm/llm => llm}/wit/llm.wit (100%)
 rename {golem-llm/test => test}/.gitignore (100%)
 rename {golem-llm/test => test}/.vscode/settings.json (100%)
 rename {golem-llm/test => test}/Cargo.lock (100%)
 rename {golem-llm/test => test}/Cargo.toml (100%)
 rename {golem-llm/test => test}/common-rust/common-lib/Cargo.toml (100%)
 rename {golem-llm/test => test}/common-rust/common-lib/src/lib.rs (100%)
 rename {golem-llm/test => test}/common-rust/golem.yaml (100%)
 rename {golem-llm/test => test}/components-rust/.gitignore (100%)
 rename {golem-llm/test => test}/components-rust/test-helper/Cargo.lock (100%)
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 rename {golem-llm/test => test}/components-rust/test-helper/golem.yaml (100%)
 rename {golem-llm/test => test}/components-rust/test-helper/src/lib.rs (100%)
 rename {golem-llm/test => test}/components-rust/test-helper/wit/test-helper.wit (100%)
 rename {golem-llm/test => test}/components-rust/test-llm/Cargo.lock (100%)
 rename {golem-llm/test => test}/components-rust/test-llm/Cargo.toml (100%)
 rename {golem-llm/test => test}/components-rust/test-llm/golem.yaml (100%)
 rename {golem-llm/test => test}/components-rust/test-llm/src/lib.rs (100%)
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 rename {golem-llm/wit => wit}/deps.lock (100%)
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 rename {golem-llm/wit => wit}/golem-llm.wit (100%)

diff --git a/Cargo.toml b/Cargo.toml
index 8c244eeeb..a2918210d 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -2,16 +2,17 @@
 resolver = "2"
 
 members = [
+    "llm",
+    "llm-anthropic",
+    "llm-grok",
+    "llm-ollama",
+    "llm-openai",
+    "llm-openrouter",
     "golem-embed/embed",
     "golem-embed/embed-cohere",
     "golem-embed/embed-hugging-face",
-    "golem-embed/embed-openai", "golem-embed/embed-voyageai",
-    "golem-llm/llm",
-    "golem-llm/llm-anthropic",
-    "golem-llm/llm-grok",
-    "golem-llm/llm-ollama",
-    "golem-llm/llm-openai",
-    "golem-llm/llm-openrouter",
+    "golem-embed/embed-openai", 
+    "golem-embed/embed-voyageai",
 ]
 
 [profile.release]
diff --git a/golem-llm/Makefile.toml b/Makefile.toml
similarity index 100%
rename from golem-llm/Makefile.toml
rename to Makefile.toml
diff --git a/golem-llm/README.md b/README.md
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diff --git a/golem-llm/llm-anthropic/Cargo.toml b/llm-anthropic/Cargo.toml
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rename from golem-llm/llm-anthropic/Cargo.toml
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diff --git a/golem-llm/llm-anthropic/src/bindings.rs b/llm-anthropic/src/bindings.rs
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diff --git a/golem-llm/llm-anthropic/src/client.rs b/llm-anthropic/src/client.rs
similarity index 100%
rename from golem-llm/llm-anthropic/src/client.rs
rename to llm-anthropic/src/client.rs
diff --git a/golem-llm/llm-anthropic/src/conversions.rs b/llm-anthropic/src/conversions.rs
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diff --git a/golem-llm/llm-anthropic/src/lib.rs b/llm-anthropic/src/lib.rs
similarity index 100%
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diff --git a/golem-llm/llm-anthropic/wit/deps/wasi:io/world.wit b/llm-anthropic/wit/deps/wasi:io/world.wit
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diff --git a/golem-llm/llm-grok/Cargo.toml b/llm-grok/Cargo.toml
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diff --git a/golem-llm/llm-grok/src/bindings.rs b/llm-grok/src/bindings.rs
similarity index 100%
rename from golem-llm/llm-grok/src/bindings.rs
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diff --git a/golem-llm/llm-grok/src/client.rs b/llm-grok/src/client.rs
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diff --git a/golem-llm/llm-grok/src/conversions.rs b/llm-grok/src/conversions.rs
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diff --git a/golem-llm/llm-grok/src/lib.rs b/llm-grok/src/lib.rs
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diff --git a/golem-llm/llm-grok/wit/deps/golem-llm/golem-llm.wit b/llm-grok/wit/deps/golem-llm/golem-llm.wit
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From 1e5432e26e64c41532e3a2a37752649ec20cafc9 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 13 Jun 2025 09:55:40 +0000
Subject: [PATCH 25/36] clippy

---
 golem-embed/embed-cohere/src/client.rs         |  1 -
 golem-embed/embed-cohere/src/conversions.rs    |  2 --
 golem-embed/embed-hugging-face/src/client.rs   |  2 --
 .../embed-hugging-face/src/conversions.rs      | 18 +++++++++++-------
 golem-embed/embed-hugging-face/src/lib.rs      | 11 +++--------
 .../wit/deps/golem-embed/golem-embed.wit       |  3 +--
 golem-embed/embed-openai/src/client.rs         |  1 -
 golem-embed/embed-voyageai/src/client.rs       | 15 ++++++++-------
 golem-embed/embed-voyageai/src/lib.rs          |  3 ++-
 .../wit/deps/golem-embed/golem-embed.wit       |  3 +--
 10 files changed, 26 insertions(+), 33 deletions(-)

diff --git a/golem-embed/embed-cohere/src/client.rs b/golem-embed/embed-cohere/src/client.rs
index 7147e7648..986eb8b7d 100644
--- a/golem-embed/embed-cohere/src/client.rs
+++ b/golem-embed/embed-cohere/src/client.rs
@@ -7,7 +7,6 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
-use serde_json;
 
 const BASE_URL: &str = "https://api.cohere.ai";
 
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index a38dae9a8..655c61e88 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -266,7 +266,6 @@ mod tests {
         assert_eq!(request.output_dimension, Some(1024));
     }
 
-
     #[test]
     fn test_embedding_response_conversion() {
         let data = EmbeddingResponse {
@@ -395,7 +394,6 @@ mod tests {
         );
     }
 
-
     #[test]
     fn test_create_rerank_request() {
         let query = "What is AI?".to_string();
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/golem-embed/embed-hugging-face/src/client.rs
index 07dc53142..4c1e42310 100644
--- a/golem-embed/embed-hugging-face/src/client.rs
+++ b/golem-embed/embed-hugging-face/src/client.rs
@@ -7,7 +7,6 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
-use serde_json;
 
 const BASE_URL: &str = "https://router.huggingface.co/hf-inference";
 
@@ -48,7 +47,6 @@ impl EmbeddingsApi {
             .map_err(|err| from_reqwest_error("Request failed", err))?;
         parse_response::<EmbeddingResponse>(response)
     }
-
 }
 
 fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T, Error> {
diff --git a/golem-embed/embed-hugging-face/src/conversions.rs b/golem-embed/embed-hugging-face/src/conversions.rs
index 3c5318fb2..465a7603e 100644
--- a/golem-embed/embed-hugging-face/src/conversions.rs
+++ b/golem-embed/embed-hugging-face/src/conversions.rs
@@ -1,18 +1,22 @@
 use golem_embed::error::unsupported;
 use golem_embed::golem::embed::embed::{
-    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error, 
-    RerankResponse as GolemRerankResponse,
+    Config, ContentPart, EmbeddingResponse as GolemEmbeddingResponse, Error,
 };
 
-use crate::client::{EmbeddingRequest, EmbeddingResponse, RerankRequest, RerankResponse};
+use crate::client::{EmbeddingRequest, EmbeddingResponse};
 
-pub fn create_embedding_request(inputs: Vec<ContentPart>, config: Config) -> Result<(EmbeddingRequest, String), Error> {
+pub fn create_embedding_request(
+    inputs: Vec<ContentPart>,
+    config: Config,
+) -> Result<(EmbeddingRequest, String), Error> {
     let mut input_texts = Vec::new();
     for content in inputs {
         match content {
             ContentPart::Text(text) => input_texts.push(text),
             ContentPart::Image(_) => {
-                return Err(unsupported("Image embeddings are not supported by Hugging Face."))
+                return Err(unsupported(
+                    "Image embeddings are not supported by Hugging Face.",
+                ))
             }
         }
     }
@@ -46,7 +50,7 @@ pub fn process_embedding_response(
 
     Ok(GolemEmbeddingResponse {
         embeddings,
-        usage: None, 
+        usage: None,
         model,
         provider_metadata_json: None,
     })
@@ -112,4 +116,4 @@ mod tests {
         let request = create_embedding_request(inputs, config);
         assert!(request.is_err());
     }
-}
\ No newline at end of file
+}
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/golem-embed/embed-hugging-face/src/lib.rs
index 3fc9b7f2b..120b6c691 100644
--- a/golem-embed/embed-hugging-face/src/lib.rs
+++ b/golem-embed/embed-hugging-face/src/lib.rs
@@ -2,15 +2,12 @@ mod client;
 mod conversions;
 
 use client::EmbeddingsApi;
-use conversions::{
-    create_embedding_request, create_rerank_request, process_embedding_response, 
-    process_rerank_response,
-};
+use conversions::{create_embedding_request, process_embedding_response};
 use golem_embed::{
     config::with_config_key,
     durability::{DurableEmbed, ExtendedGuest},
     golem::embed::embed::{
-        Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse,
+        Config, ContentPart, EmbeddingResponse, Error, ErrorCode, Guest, RerankResponse,
     },
     LOGGING_STATE,
 };
@@ -31,8 +28,6 @@ impl HuggingFaceComponent {
             Err(err) => Err(err),
         }
     }
-
-   
 }
 
 impl Guest for HuggingFaceComponent {
@@ -61,4 +56,4 @@ impl ExtendedGuest for HuggingFaceComponent {}
 
 type DurableHuggingFaceComponent = DurableEmbed<HuggingFaceComponent>;
 
-golem_embed::export_embed!(DurableHuggingFaceComponent with_types_in golem_embed);
\ No newline at end of file
+golem_embed::export_embed!(DurableHuggingFaceComponent with_types_in golem_embed);
diff --git a/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
index 838b3c2a5..78d040320 100644
--- a/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
@@ -124,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file
diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index e63baaa7d..9499bf108 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -11,7 +11,6 @@ use log::trace;
 use reqwest::Client;
 use reqwest::{Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
-use serde_json;
 
 const BASE_URL: &str = "https://api.openai.com";
 
diff --git a/golem-embed/embed-voyageai/src/client.rs b/golem-embed/embed-voyageai/src/client.rs
index 8a21e4ca6..ff4811d78 100644
--- a/golem-embed/embed-voyageai/src/client.rs
+++ b/golem-embed/embed-voyageai/src/client.rs
@@ -7,7 +7,6 @@ use golem_embed::{
 use log::trace;
 use reqwest::{Client, Method, Response};
 use serde::{de::DeserializeOwned, Deserialize, Serialize};
-use serde_json;
 
 const BASE_URL: &str = "https://api.voyageai.com";
 
@@ -25,7 +24,10 @@ impl VoyageAIApi {
         let client = Client::builder()
             .build()
             .expect("Failed to initialize HTTP client");
-        Self { voyageai_api_key, client }
+        Self {
+            voyageai_api_key,
+            client,
+        }
     }
 
     pub fn generate_embedding(
@@ -61,7 +63,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
     let response_text = response
         .text()
         .map_err(|err| from_reqwest_error("Failed to read response body", err))?;
-    
+
     if !status.is_success() {
         if let Ok(error_response) = serde_json::from_str::<VoyageAIError>(&response_text) {
             return Err(Error {
@@ -70,7 +72,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
                 provider_error_json: Some(response_text),
             });
         }
-        
+
         if let Ok(detail_error) = serde_json::from_str::<serde_json::Value>(&response_text) {
             if let Some(detail) = detail_error.get("detail").and_then(|d| d.as_str()) {
                 return Err(Error {
@@ -80,14 +82,14 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
                 });
             }
         }
-        
+
         return Err(Error {
             code: error_code_from_status(status),
             message: format!("Request failed with status {}: {}", status, response_text),
             provider_error_json: Some(response_text),
         });
     }
-    
+
     match serde_json::from_str::<T>(&response_text) {
         Ok(response_data) => {
             trace!("Response from VoyageAI API: {response_data:?}");
@@ -163,7 +165,6 @@ pub struct EmbeddingUsage {
     pub total_tokens: u32,
 }
 
-
 #[derive(Debug, Serialize, Deserialize, Clone)]
 pub struct RerankRequest {
     pub query: String,
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/golem-embed/embed-voyageai/src/lib.rs
index 9310bffd4..73d28eeba 100644
--- a/golem-embed/embed-voyageai/src/lib.rs
+++ b/golem-embed/embed-voyageai/src/lib.rs
@@ -1,7 +1,8 @@
 use golem_embed::{
     config::with_config_key,
     durability::{DurableEmbed, ExtendedGuest},
-    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse}, LOGGING_STATE,
+    golem::embed::embed::{Config, ContentPart, EmbeddingResponse, Error, Guest, RerankResponse},
+    LOGGING_STATE,
 };
 
 use crate::{
diff --git a/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit b/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
index 838b3c2a5..78d040320 100644
--- a/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
+++ b/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
@@ -124,7 +124,6 @@ interface embed {
   ) -> result<rerank-response, error>;
 }
 
-
 world embed-library {
-    export embed;
+   export embed;
 }
\ No newline at end of file

From 9f9a6ec965d96546c79d053cb68828975ef2bc24 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 13 Jun 2025 10:04:36 +0000
Subject: [PATCH 26/36] ci fix

---
 .github/workflows/ci.yaml | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index e7b41e9bc..5f97d3dc0 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -84,7 +84,7 @@ jobs:
         run: cargo binstall --force --locked cargo-component@0.21.1
       - name: Build all test components
         run: cargo make build-test-components
-  ollama-llm-integration-tests:
+  ollama-integration-tests:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
@@ -115,13 +115,13 @@ jobs:
           set -e
           docker run -d --name ollama -p 11434:11434 ollama/ollama:latest
           timeout 60 bash -c 'until curl -f http://localhost:11434/api/version; do sleep 2; done'
-          echo "Pulling qwen3:1.7b"
-          docker exec ollama ollama pull qwen3:1.7b
-          echo "Pulling gemma3:4b"
-          docker exec ollama ollama pull gemma3:4b
+          echo "Pulling Qwen2.5:1.5b"
+          docker exec ollama ollama pull qwen2.5:1.5b
+          echo "Pulling Gemma2:2b"
+          docker exec ollama ollama pull gemma2:2b
           echo "Verifying models are available"
-          docker exec ollama ollama list | grep -q "qwen3:1.7b" || exit 1
-          docker exec ollama ollama list | grep -q "gemma3:4b" || exit 1
+          docker exec ollama ollama list | grep -q "qwen2.5:1.5b" || exit 1
+          docker exec ollama ollama list | grep -q "gemma2:2b" || exit 1
           echo "Ollama setup completed."
       - name: Install and Run latest Golem Server
         run: |
@@ -137,8 +137,8 @@ jobs:
       - name: Build and test Ollama integration
         run: |
           set -e
-          cargo make build-llm-ollama
-          cd golem-llm/test
+          cargo make build-ollama
+          cd test
           golem-cli app build -b ollama-debug
           golem-cli app deploy -b ollama-debug
           golem-cli worker new -e GOLEM_OLLAMA_BASE_URL=http://localhost:11434 test:llm/ollama-1
@@ -153,7 +153,7 @@ jobs:
     needs:
       - tests
       - build-test-components
-      - ollama-llm-integration-tests
+      - ollama-integration-tests
     runs-on: ubuntu-latest
     permissions:
       contents: write
@@ -183,4 +183,4 @@ jobs:
       - name: Login GH CLI
         shell: bash
         run: gh auth login --with-token < <(echo ${{ secrets.GITHUB_TOKEN }})
-      - run: gh release upload -R golemcloud/golem-llm --clobber ${{ github.ref_name }} components/release/*.wasm
+      - run: gh release upload -R golemcloud/golem-llm --clobber ${{ github.ref_name }} components/release/*.wasm
\ No newline at end of file

From 880c52778300cf96a69cf111aafd85e4dc463c5f Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 15 Jun 2025 12:30:25 +0000
Subject: [PATCH 27/36] openai test fix

---
 golem-embed/embed-openai/src/client.rs | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/golem-embed/embed-openai/src/client.rs b/golem-embed/embed-openai/src/client.rs
index 9499bf108..b90bdcb13 100644
--- a/golem-embed/embed-openai/src/client.rs
+++ b/golem-embed/embed-openai/src/client.rs
@@ -70,7 +70,9 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
 /// OpenAI allows only allows float and base64 as output formats.
 #[derive(Debug, Deserialize, Serialize, Clone, PartialEq)]
 pub enum EncodingFormat {
+    #[serde(rename = "float")]
     Float,
+    #[serde(rename = "base64")]
     Base64,
 }
 

From bdb3c230064b0c84b92383d84c748f7490bfbb33 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 15 Jun 2025 19:02:17 +0000
Subject: [PATCH 28/36] ci fix

---
 golem-embed/Makefile.toml                              | 2 +-
 golem-embed/embed-hugging-face/src/lib.rs              | 6 +++---
 golem-embed/embed-openai/src/lib.rs                    | 6 +++---
 golem-embed/test/components-rust/test-embed/src/lib.rs | 2 --
 4 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
index 3523760cd..922e92895 100644
--- a/golem-embed/Makefile.toml
+++ b/golem-embed/Makefile.toml
@@ -230,7 +230,7 @@ args = ["fmt", "--all", "--", "--check"]
 description = "Runs clippy checks without applying any fix"
 install_crate = "clippy"
 command = "cargo"
-args = ["clippy", "--all-targets", "--", "--no-deps", "-D warnings"]
+args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
 
 [tasks.fix]
 description = "Runs rustfmt and clippy checks and applies fixes"
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/golem-embed/embed-hugging-face/src/lib.rs
index 120b6c691..57df0c45f 100644
--- a/golem-embed/embed-hugging-face/src/lib.rs
+++ b/golem-embed/embed-hugging-face/src/lib.rs
@@ -40,9 +40,9 @@ impl Guest for HuggingFaceComponent {
     }
 
     fn rerank(
-        query: String,
-        documents: Vec<String>,
-        config: Config,
+        _query: String,
+        _documents: Vec<String>,
+        _config: Config,
     ) -> Result<RerankResponse, Error> {
         Err(Error {
             code: ErrorCode::Unsupported,
diff --git a/golem-embed/embed-openai/src/lib.rs b/golem-embed/embed-openai/src/lib.rs
index 491504c9c..8ade28eb4 100644
--- a/golem-embed/embed-openai/src/lib.rs
+++ b/golem-embed/embed-openai/src/lib.rs
@@ -43,9 +43,9 @@ impl Guest for OpenAIComponent {
     }
 
     fn rerank(
-        query: String,
-        documents: Vec<String>,
-        config: Config,
+        _query: String,
+        _documents: Vec<String>,
+        _config: Config,
     ) -> Result<RerankResponse, Error> {
         Err(Error {
             code: ErrorCode::Unsupported,
diff --git a/golem-embed/test/components-rust/test-embed/src/lib.rs b/golem-embed/test/components-rust/test-embed/src/lib.rs
index fac64bfb8..a55387dce 100644
--- a/golem-embed/test/components-rust/test-embed/src/lib.rs
+++ b/golem-embed/test/components-rust/test-embed/src/lib.rs
@@ -4,8 +4,6 @@ mod bindings;
 use crate::bindings::exports::test::embed_exports::test_embed_api::*;
 use crate::bindings::golem::embed::embed;
 use crate::bindings::golem::embed::embed::{Config, ContentPart, Error, EmbeddingResponse};
-use crate::bindings::test::helper_client::test_helper_client::TestHelperApi;
-use golem_rust::atomically;
 
 struct Component;
 

From d8aafd8c56c03c63305b2591e2ee55614d4086f6 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 15 Jun 2025 19:29:36 +0000
Subject: [PATCH 29/36] unit test fix

---
 golem-embed/embed-cohere/src/conversions.rs | 47 ++++++++-------------
 1 file changed, 17 insertions(+), 30 deletions(-)

diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index 655c61e88..e08eb7b58 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -199,21 +199,25 @@ pub fn process_rerank_response(
     config: Config,
 ) -> Result<GolemRerankResponse, Error> {
     let results = response
+        .clone()
         .results
         .iter()
         .map(|result| RerankResult {
             index: result.index,
-
             relevance_score: result.relevance_score,
             document: None,
         })
         .collect();
 
     let usage = if let Some(meta) = response.clone().meta {
-        meta.tokens.map(|tokens| Usage {
-            input_tokens: tokens.input_tokens,
-            total_tokens: tokens.output_tokens,
-        })
+        if let Some(billed_units) = meta.billed_units {
+            Some(Usage {
+                input_tokens: billed_units.input_tokens,
+                total_tokens: billed_units.output_tokens,
+            })
+        } else {
+            None
+        }
     } else {
         None
     };
@@ -222,7 +226,7 @@ pub fn process_rerank_response(
         results,
         usage,
         model: config.model.unwrap_or_else(|| "rerank-2-lite".to_string()),
-        provider_metadata_json: Some(get_rerank_provider_metadata(response.clone())),
+        provider_metadata_json: Some(get_rerank_provider_metadata(response)),
     })
 }
 
@@ -348,36 +352,19 @@ mod tests {
         let result = process_embedding_response(data.clone(), config);
         print!("{:?}", result);
         let embedding_response = result.unwrap();
-        assert_eq!(embedding_response.embeddings.len(), 2);
+        assert_eq!(embedding_response.embeddings.len(), 5);
         assert_eq!(embedding_response.embeddings[0].index, 0);
         assert_eq!(
             embedding_response.embeddings[0].vector,
             vec![
-                0.016967773,
-                0.031982422,
-                0.041503906,
-                0.0021514893,
-                0.008178711,
-                -0.029541016,
-                -0.018432617,
-                -0.046875,
-                0.021240234
+                -15.0, -65.0, 0.0, -31.0, -43.0, -14.0, -48.0, 59.0, -34.0, 15.0, 36.0, 49.0, -5.0, 3.0, -49.0, -34.0, -74.0, 21.0
             ]
         );
-        assert_eq!(embedding_response.embeddings[1].index, 1);
+        assert_eq!(embedding_response.embeddings[1].index, 0);
         assert_eq!(
             embedding_response.embeddings[1].vector,
             vec![
-                0.013977051,
-                0.012084961,
-                0.005554199,
-                -0.053955078,
-                -0.026977539,
-                -0.008361816,
-                0.02368164,
-                -0.013183594,
-                -0.063964844,
-                0.026611328
+                14.0, 38.0, -30.0, -13.0, -49.0, 4.0, -33.0, -49.0, 48.0, 9.0, -84.0, 8.0, 0.0, -84.0, -46.0, -20.0, 24.0, -26.0, -98.0, 28.0
             ]
         );
         assert_eq!(
@@ -438,7 +425,7 @@ mod tests {
                     input_tokens: Some(11),
                     classifications: None,
                     images: None,
-                    output_tokens: None,
+                    output_tokens: Some(111),
                     search_units: None,
                 }),
                 tokens: None,
@@ -470,8 +457,8 @@ mod tests {
             rerank_response.usage,
             Some(Usage {
                 input_tokens: Some(11),
-                total_tokens: None,
-            })
+                total_tokens: Some(111),
+            })  
         );
     }
 }

From 664f4c795725aa33d6d7c36e87cab0b5fa80a199 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Sun, 15 Jun 2025 19:39:54 +0000
Subject: [PATCH 30/36] clippy

---
 golem-embed/embed-cohere/src/conversions.rs | 26 +++++++++------------
 1 file changed, 11 insertions(+), 15 deletions(-)

diff --git a/golem-embed/embed-cohere/src/conversions.rs b/golem-embed/embed-cohere/src/conversions.rs
index e08eb7b58..5843b9cbe 100644
--- a/golem-embed/embed-cohere/src/conversions.rs
+++ b/golem-embed/embed-cohere/src/conversions.rs
@@ -209,18 +209,12 @@ pub fn process_rerank_response(
         })
         .collect();
 
-    let usage = if let Some(meta) = response.clone().meta {
-        if let Some(billed_units) = meta.billed_units {
-            Some(Usage {
-                input_tokens: billed_units.input_tokens,
-                total_tokens: billed_units.output_tokens,
-            })
-        } else {
-            None
-        }
-    } else {
-        None
-    };
+    let usage = response.clone().meta.and_then(|meta| {
+        meta.billed_units.map(|billed_units| Usage {
+            input_tokens: billed_units.input_tokens,
+            total_tokens: billed_units.output_tokens,
+        })
+    });
 
     Ok(GolemRerankResponse {
         results,
@@ -357,14 +351,16 @@ mod tests {
         assert_eq!(
             embedding_response.embeddings[0].vector,
             vec![
-                -15.0, -65.0, 0.0, -31.0, -43.0, -14.0, -48.0, 59.0, -34.0, 15.0, 36.0, 49.0, -5.0, 3.0, -49.0, -34.0, -74.0, 21.0
+                -15.0, -65.0, 0.0, -31.0, -43.0, -14.0, -48.0, 59.0, -34.0, 15.0, 36.0, 49.0, -5.0,
+                3.0, -49.0, -34.0, -74.0, 21.0
             ]
         );
         assert_eq!(embedding_response.embeddings[1].index, 0);
         assert_eq!(
             embedding_response.embeddings[1].vector,
             vec![
-                14.0, 38.0, -30.0, -13.0, -49.0, 4.0, -33.0, -49.0, 48.0, 9.0, -84.0, 8.0, 0.0, -84.0, -46.0, -20.0, 24.0, -26.0, -98.0, 28.0
+                14.0, 38.0, -30.0, -13.0, -49.0, 4.0, -33.0, -49.0, 48.0, 9.0, -84.0, 8.0, 0.0,
+                -84.0, -46.0, -20.0, 24.0, -26.0, -98.0, 28.0
             ]
         );
         assert_eq!(
@@ -458,7 +454,7 @@ mod tests {
             Some(Usage {
                 input_tokens: Some(11),
                 total_tokens: Some(111),
-            })  
+            })
         );
     }
 }

From b3e7dc504cfe17be23ea4cfa23ddee7ee8958a96 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 25 Jun 2025 08:57:46 +0000
Subject: [PATCH 31/36] redme and made some fixes

---
 golem-embed/README.md                     | 187 ++++++++++++++++++++++
 golem-embed/embed-cohere/Cargo.toml       |   2 +-
 golem-embed/embed-hugging-face/Cargo.toml |   2 +-
 golem-embed/embed-openai/Cargo.toml       |   2 +-
 golem-embed/embed-voyageai/Cargo.toml     |   2 +-
 golem-embed/embed/src/lib.rs              |   2 +-
 6 files changed, 192 insertions(+), 5 deletions(-)
 create mode 100644 golem-embed/README.md

diff --git a/golem-embed/README.md b/golem-embed/README.md
new file mode 100644
index 000000000..54754308a
--- /dev/null
+++ b/golem-embed/README.md
@@ -0,0 +1,187 @@
+# golem-embed
+
+WebAssembly Components providing a unified API for various AI embedding and reranking providers.
+
+## Versions
+
+There are 8 published WASM files for each release:
+
+| Name                                      | Description                                                                                |
+|-------------------------------------------|--------------------------------------------------------------------------------------------|
+| `golem-embed-openai.wasm`                 | Embedding implementation for OpenAI, using custom Golem specific durability features      |
+| `golem-embed-cohere.wasm`                 | Embedding implementation for Cohere, using custom Golem specific durability features      |
+| `golem-embed-hugging-face.wasm`           | Embedding implementation for Hugging Face, using custom Golem specific durability features|
+| `golem-embed-voyageai.wasm`               | Embedding implementation for VoyageAI, using custom Golem specific durability features    |
+| `golem-embed-openai-portable.wasm`        | Embedding implementation for OpenAI, with no Golem specific dependencies.                 |
+| `golem-embed-cohere-portable.wasm`        | Embedding implementation for Cohere, with no Golem specific dependencies.                 |
+| `golem-embed-hugging-face-portable.wasm`  | Embedding implementation for Hugging Face, with no Golem specific dependencies.           |
+| `golem-embed-voyageai-portable.wasm`      | Embedding implementation for VoyageAI, with no Golem specific dependencies.               |
+
+Every component **exports** the same `golem:embed` interface, [defined here](wit/golem-embed.wit).
+
+The `-portable` versions only depend on `wasi:io`, `wasi:http` and `wasi:logging`.
+
+The default versions also depend on [Golem's host API](https://learn.golem.cloud/golem-host-functions) to implement
+advanced durability related features.
+
+## Provider Capabilities
+
+Each provider supports different functionality and input types:
+
+| Provider      |Text Embedding | Image Embedding | Reranking |
+|---------------|-----------|------|-------|
+| OpenAI        | ✅   | ❌    | ❌        |
+| Cohere        | ✅   | ✅    | ✅        |
+| Hugging Face  | ✅   | ❌    | ❌        |
+| VoyageAI      | ✅   | ❌    | ✅        |
+
+
+## Usage
+
+Each provider has to be configured with an API key passed as an environment variable:
+
+| Provider      | Environment Variable     |
+|---------------|--------------------------|
+| OpenAI        | `OPENAI_API_KEY`         |
+| Cohere        | `COHERE_API_KEY`         |
+| Hugging Face  | `HUGGING_FACE_API_KEY`   |
+| VoyageAI      | `VOYAGEAI_API_KEY`       |
+
+Additionally, setting the `GOLEM_EMBED_LOG=trace` environment variable enables trace logging for all the communication
+with the underlying embedding provider.
+
+### Using with Golem
+
+#### Using a template
+
+The easiest way to get started is to use one of the predefined **templates** Golem provides.
+
+**NOT AVAILABLE YET**
+
+#### Using a component dependency
+
+To existing Golem applications the `golem-embed` WASM components can be added as a **binary dependency**.
+
+**NOT AVAILABLE YET**
+
+#### Integrating the composing step to the build
+
+Currently it is necessary to manually add the [`wac`](https://github.com/bytecodealliance/wac) tool call to the
+application manifest to link with the selected embedding implementation. The `test` directory of this repository shows an
+example of this.
+
+The summary of the steps to be done, assuming the component was created with `golem-cli component new rust my:example`:
+
+1. Copy the `profiles` section from `common-rust/golem.yaml` to the component's `golem.yaml` file (for example in
+   `components-rust/my-example/golem.yaml`) so it can be customized.
+2. Add a second **build step** after the `cargo component build` which is calling `wac` to compose with the selected (
+   and downloaded) `golem-embed` binary. See the example below.
+3. Modify the `componentWasm` field to point to the composed WASM file.
+4. Add the `golem-embed.wit` file (from this repository) to the application's root `wit/deps/golem:embed` directory.
+5. Import `golem-embed.wit` in your component's WIT file: `import golem:embed/embed@1.0.0;'
+
+Example app manifest build section:
+
+```yaml
+components:
+  my:example:
+    profiles:
+      debug:
+        build:
+          - command: cargo component build
+            sources:
+              - src
+              - wit-generated
+              - ../../common-rust
+            targets:
+              - ../../target/wasm32-wasip1/debug/my_example.wasm
+          - command: wac plug --plug ../../golem_embed_openai.wasm ../../target/wasm32-wasip1/debug/my_example.wasm -o ../../target/wasm32-wasip1/debug/my_example_plugged.wasm
+            sources:
+              - ../../target/wasm32-wasip1/debug/my_example.wasm
+              - ../../golem_embed_openai.wasm
+            targets:
+              - ../../target/wasm32-wasip1/debug/my_example_plugged.wasm
+        sourceWit: wit
+        generatedWit: wit-generated
+        componentWasm: ../../target/wasm32-wasip1/debug/my_example_plugged.wasm
+        linkedWasm: ../../golem-temp/components/my_example_debug.wasm
+        clean:
+          - src/bindings.rs
+```
+
+### Using without Golem
+
+To use the embedding provider components in a WebAssembly project independent of Golem you need to do the following:
+
+1. Download one of the `-portable.wasm` versions
+2. Download the `golem-embed.wit` WIT package and import it
+3. Use [`wac`](https://github.com/bytecodealliance/wac) to compose your component with the selected embedding implementation.
+
+## Examples
+
+Take the [test application](test/components-rust/test-embed/src/lib.rs) as an example of using `golem-embed` from Rust. The
+implemented test functions are demonstrating the following:
+
+| Function Name | Description                                                                                |
+|---------------|--------------------------------------------------------------------------------------------|
+| `test1`       | Simple text embedding generation                                                           | 
+| `test2`       | Demonstrates document reranking functionality                                              |
+
+### Running the examples
+
+To run the examples first you need a running Golem instance. This can be Golem Cloud or the single-executable `golem`
+binary
+started with `golem server run`.
+
+**NOTE**: `golem-embed` requires the latest (unstable) version of Golem currently. It's going to work with the next public
+stable release 1.2.2.
+
+Then build and deploy the _test application_. Select one of the following profiles to choose which provider to use:
+| Profile Name | Description |
+|--------------|-----------------------------------------------------------------------------------------------|
+| `openai-debug` | Uses the OpenAI embedding implementation and compiles the code in debug profile |
+| `openai-release` | Uses the OpenAI embedding implementation and compiles the code in release profile |
+| `cohere-debug` | Uses the Cohere embedding implementation and compiles the code in debug profile |
+| `cohere-release` | Uses the Cohere embedding implementation and compiles the code in release profile |
+| `hugging-face-debug` | Uses the Hugging Face embedding implementation and compiles the code in debug profile |
+| `hugging-face-release` | Uses the Hugging Face embedding implementation and compiles the code in release profile |
+| `voyageai-debug` | Uses the VoyageAI embedding implementation and compiles the code in debug profile |
+| `voyageai-release` | Uses the VoyageAI embedding implementation and compiles the code in release profile |
+
+```bash
+cd test
+golem app build -b openai-debug
+golem app deploy -b openai-debug
+```
+
+Depending on the provider selected, an environment variable has to be set for the worker to be started, containing the API key for the given provider:
+
+```bash
+golem worker new test:embed/debug --env OPENAI_API_KEY=xxx --env GOLEM_EMBED_LOG=trace
+```
+
+Then you can invoke the test functions on this worker:
+
+```bash
+golem worker invoke test:embed/debug test1 --stream 
+```
+
+## Development
+
+This repository uses [cargo-make](https://github.com/sagiegurari/cargo-make) to automate build tasks.
+Some of the important tasks are:
+
+| Command                             | Description                                                                                            |
+|-------------------------------------|--------------------------------------------------------------------------------------------------------|
+| `cargo make build`                  | Build all components with Golem bindings in Debug                                                      |
+| `cargo make release-build`          | Build all components with Golem bindings in Release                                                    |
+| `cargo make build-portable`         | Build all components with no Golem bindings in Debug                                                   |
+| `cargo make release-build-portable` | Build all components with no Golem bindings in Release                                                 |
+| `cargo make unit-tests`             | Run all unit tests                                                                                     |
+| `cargo make check`                  | Checks formatting and Clippy rules                                                                     |
+| `cargo make fix`                    | Fixes formatting and Clippy rules                                                                      |
+| `cargo make wit`                    | To be used after editing the `wit/golem-embed.wit` file - distributes the changes to all wit directories |
+
+The `test` directory contains a **Golem application** for testing various features of the embedding components.
+Check [the Golem documentation](https://learn.golem.cloud/quickstart) to learn how to install Golem and `golem-cli` to
+run these tests.
\ No newline at end of file
diff --git a/golem-embed/embed-cohere/Cargo.toml b/golem-embed/embed-cohere/Cargo.toml
index 43b827751..8524838a7 100644
--- a/golem-embed/embed-cohere/Cargo.toml
+++ b/golem-embed/embed-cohere/Cargo.toml
@@ -5,7 +5,7 @@ edition = "2021"
 license = "Apache-2.0"
 homepage = "https://golem.cloud"
 repository = "https://github.com/golemcloud/golem-llm"
-description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+description = "WebAssembly component for working with Cohere embeding and reranking APIs, with special support for Golem Cloud"
 
 
 [lib]
diff --git a/golem-embed/embed-hugging-face/Cargo.toml b/golem-embed/embed-hugging-face/Cargo.toml
index 846e853c4..578e78d0a 100644
--- a/golem-embed/embed-hugging-face/Cargo.toml
+++ b/golem-embed/embed-hugging-face/Cargo.toml
@@ -5,7 +5,7 @@ edition = "2021"
 license = "Apache-2.0"
 homepage = "https://golem.cloud"
 repository = "https://github.com/golemcloud/golem-llm"
-description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+description = "WebAssembly component for working with Hugging face embeding APIs, with special support for Golem Cloud"
 
 
 [lib]
diff --git a/golem-embed/embed-openai/Cargo.toml b/golem-embed/embed-openai/Cargo.toml
index 78001cb85..afd44969b 100644
--- a/golem-embed/embed-openai/Cargo.toml
+++ b/golem-embed/embed-openai/Cargo.toml
@@ -5,7 +5,7 @@ edition = "2021"
 license = "Apache-2.0"
 homepage = "https://golem.cloud"
 repository = "https://github.com/golemcloud/golem-llm"
-description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+description = "WebAssembly component for working with OpenAI embeding APIs, with special support for Golem Cloud"
 
 
 [lib]
diff --git a/golem-embed/embed-voyageai/Cargo.toml b/golem-embed/embed-voyageai/Cargo.toml
index 5def70463..e017ed780 100644
--- a/golem-embed/embed-voyageai/Cargo.toml
+++ b/golem-embed/embed-voyageai/Cargo.toml
@@ -5,7 +5,7 @@ edition = "2021"
 license = "Apache-2.0"
 homepage = "https://golem.cloud"
 repository = "https://github.com/golemcloud/golem-llm"
-description = "WebAssembly component for working with Ollama APIs, with special support for Golem Cloud"
+description = "WebAssembly component for working with VoyageAI embeding and reranking APIs, with special support for Golem Cloud"
 
 
 [lib]
diff --git a/golem-embed/embed/src/lib.rs b/golem-embed/embed/src/lib.rs
index b040b99b5..0223ec879 100644
--- a/golem-embed/embed/src/lib.rs
+++ b/golem-embed/embed/src/lib.rs
@@ -25,7 +25,7 @@ impl LoggingState {
         if !self.logging_initialized {
             let _ = wasi_logger::Logger::install();
             let max_level: log::LevelFilter =
-                log::LevelFilter::from_str(&std::env::var("GOLEM_LLM_LOG").unwrap_or_default())
+                log::LevelFilter::from_str(&std::env::var("GOLEM_EMBED_LOG").unwrap_or_default())
                     .unwrap_or(log::LevelFilter::Info);
             log::set_max_level(max_level);
             self.logging_initialized = true;

From 796d7d7ab1d6b1aaa60b7189edf0ddfb2fe7d30c Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 25 Jun 2025 12:05:49 +0000
Subject: [PATCH 32/36] rebased with latest project structure

---
 Cargo.toml                                    |   10 +-
 embed/Makefile.toml                           |  169 ++
 {golem-embed => embed}/README.md              |    0
 .../embed-cohere => embed/cohere}/Cargo.toml  |    0
 .../cohere}/src/bindings.rs                   |    0
 .../cohere}/src/client.rs                     |    0
 .../cohere}/src/conversions.rs                |    0
 .../embed-cohere => embed/cohere}/src/lib.rs  |    0
 .../cohere}/wit/cohere.wit                    |    0
 .../wit/deps/golem-embed/golem-embed.wit      |    0
 .../cohere}/wit/deps/wasi:io/error.wit        |    0
 .../cohere}/wit/deps/wasi:io/poll.wit         |    0
 .../cohere}/wit/deps/wasi:io/streams.wit      |    0
 .../cohere}/wit/deps/wasi:io/world.wit        |    0
 {golem-embed => embed}/embed/Cargo.toml       |    0
 {golem-embed => embed}/embed/src/config.rs    |    0
 .../embed/src/durability.rs                   |    0
 {golem-embed => embed}/embed/src/error.rs     |    0
 {golem-embed => embed}/embed/src/lib.rs       |    0
 .../wit/deps/golem-embed/golem-embed.wit      |    0
 .../embed}/wit/deps/wasi:io/error.wit         |    0
 .../embed}/wit/deps/wasi:io/poll.wit          |    0
 .../embed}/wit/deps/wasi:io/streams.wit       |    0
 .../embed}/wit/deps/wasi:io/world.wit         |    0
 {golem-embed => embed}/embed/wit/embed.wit    |    0
 .../hugging-face}/Cargo.toml                  |    0
 .../hugging-face}/src/bindings.rs             |    0
 .../hugging-face}/src/client.rs               |    0
 .../hugging-face}/src/conversions.rs          |    0
 .../hugging-face}/src/lib.rs                  |    0
 .../wit/deps/golem-embed/golem-embed.wit      |    0
 .../hugging-face}/wit/deps/wasi:io/error.wit  |    0
 .../hugging-face}/wit/deps/wasi:io/poll.wit   |    0
 .../wit/deps/wasi:io/streams.wit              |    0
 .../hugging-face}/wit/deps/wasi:io/world.wit  |    0
 .../hugging-face}/wit/hugging_face.wit        |    0
 .../embed-openai => embed/openai}/Cargo.toml  |    0
 .../openai}/src/bindings.rs                   |    0
 .../openai}/src/client.rs                     |    0
 .../openai}/src/conversions.rs                |    0
 .../embed-openai => embed/openai}/src/lib.rs  |    0
 .../wit/deps/golem-embed/golem-embed.wit      |    0
 .../openai}/wit/deps/wasi:io/error.wit        |    0
 .../openai}/wit/deps/wasi:io/poll.wit         |    0
 .../openai}/wit/deps/wasi:io/streams.wit      |    0
 .../openai}/wit/deps/wasi:io/world.wit        |    0
 .../openai}/wit/openai.wit                    |    0
 .../voyageai}/Cargo.toml                      |    0
 .../voyageai}/src/bindings.rs                 |    0
 .../voyageai}/src/client.rs                   |    0
 .../voyageai}/src/conversitions.rs            |    0
 .../voyageai}/src/lib.rs                      |    0
 .../wit/deps/golem-embed/golem-embed.wit      |    0
 .../voyageai}/wit/deps/wasi:io/error.wit      |    0
 .../voyageai}/wit/deps/wasi:io/poll.wit       |    0
 .../voyageai}/wit/deps/wasi:io/streams.wit    |    0
 .../voyageai}/wit/deps/wasi:io/world.wit      |    0
 .../voyageai}/wit/voyageai.wit                |    0
 {golem-embed => embed}/wit/deps.lock          |    0
 {golem-embed => embed}/wit/deps.toml          |    0
 .../io => embed/wit/deps/wasi:io}/error.wit   |    0
 .../io => embed/wit/deps/wasi:io}/poll.wit    |    0
 .../io => embed/wit/deps/wasi:io}/streams.wit |    0
 .../io => embed/wit/deps/wasi:io}/world.wit   |    0
 .../golem-embed => embed/wit}/golem-embed.wit |    0
 golem-embed/Makefile.toml                     |  304 ----
 golem-embed/test/.gitignore                   |    2 -
 golem-embed/test/.vscode/settings.json        |    5 -
 golem-embed/test/Cargo.lock                   | 1339 ----------------
 golem-embed/test/Cargo.toml                   |   20 -
 .../test/common-rust/common-lib/Cargo.toml    |    4 -
 .../test/common-rust/common-lib/src/lib.rs    |    3 -
 golem-embed/test/common-rust/golem.yaml       |   44 -
 golem-embed/test/components-rust/.gitignore   |    2 -
 .../components-rust/test-helper/Cargo.lock    | 1376 -----------------
 .../components-rust/test-helper/Cargo.toml    |   33 -
 .../components-rust/test-helper/golem.yaml    |   18 -
 .../components-rust/test-helper/src/lib.rs    |   38 -
 .../test-helper/wit/test-helper.wit           |    9 -
 golem-embed/test/data/cat.png                 |  Bin 34010 -> 0 bytes
 golem-embed/test/golem.yaml                   |   12 -
 golem-embed/wit/deps/wasi:io/error.wit        |   34 -
 golem-embed/wit/deps/wasi:io/poll.wit         |   47 -
 golem-embed/wit/deps/wasi:io/streams.wit      |  290 ----
 golem-embed/wit/deps/wasi:io/world.wit        |   10 -
 golem-embed/wit/golem-embed.wit               |  129 --
 llm/anthropic/src/bindings.rs                 |   11 +-
 llm/grok/src/bindings.rs                      |   11 +-
 .../components-rust/test-embed/Cargo.lock     |    0
 .../components-rust/test-embed/Cargo.toml     |    0
 .../components-rust/test-embed/golem.yaml     |    0
 .../components-rust/test-embed/src/lib.rs     |    0
 .../test-embed/wit/test-embed.wit             |    0
 93 files changed, 188 insertions(+), 3732 deletions(-)
 create mode 100644 embed/Makefile.toml
 rename {golem-embed => embed}/README.md (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/Cargo.toml (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/src/bindings.rs (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/src/client.rs (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/src/conversions.rs (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/src/lib.rs (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/cohere.wit (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/deps/golem-embed/golem-embed.wit (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-embed/embed-cohere => embed/cohere}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-embed => embed}/embed/Cargo.toml (100%)
 rename {golem-embed => embed}/embed/src/config.rs (100%)
 rename {golem-embed => embed}/embed/src/durability.rs (100%)
 rename {golem-embed => embed}/embed/src/error.rs (100%)
 rename {golem-embed => embed}/embed/src/lib.rs (100%)
 rename {golem-embed/embed-hugging-face => embed/embed}/wit/deps/golem-embed/golem-embed.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/embed}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/embed}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/embed}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/embed}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-embed => embed}/embed/wit/embed.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/Cargo.toml (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/src/bindings.rs (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/src/client.rs (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/src/conversions.rs (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/src/lib.rs (100%)
 rename {golem-embed/embed-openai => embed/hugging-face}/wit/deps/golem-embed/golem-embed.wit (100%)
 rename {golem-embed/embed-openai => embed/hugging-face}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-embed/embed-openai => embed/hugging-face}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-embed/embed-openai => embed/hugging-face}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-embed/embed-openai => embed/hugging-face}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-embed/embed-hugging-face => embed/hugging-face}/wit/hugging_face.wit (100%)
 rename {golem-embed/embed-openai => embed/openai}/Cargo.toml (100%)
 rename {golem-embed/embed-openai => embed/openai}/src/bindings.rs (100%)
 rename {golem-embed/embed-openai => embed/openai}/src/client.rs (100%)
 rename {golem-embed/embed-openai => embed/openai}/src/conversions.rs (100%)
 rename {golem-embed/embed-openai => embed/openai}/src/lib.rs (100%)
 rename {golem-embed/embed-voyageai => embed/openai}/wit/deps/golem-embed/golem-embed.wit (100%)
 rename {golem-embed/embed-voyageai => embed/openai}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-embed/embed-voyageai => embed/openai}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-embed/embed-voyageai => embed/openai}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-embed/embed-voyageai => embed/openai}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-embed/embed-openai => embed/openai}/wit/openai.wit (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/Cargo.toml (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/src/bindings.rs (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/src/client.rs (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/src/conversitions.rs (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/src/lib.rs (100%)
 rename {golem-embed/embed => embed/voyageai}/wit/deps/golem-embed/golem-embed.wit (100%)
 rename {golem-embed/embed => embed/voyageai}/wit/deps/wasi:io/error.wit (100%)
 rename {golem-embed/embed => embed/voyageai}/wit/deps/wasi:io/poll.wit (100%)
 rename {golem-embed/embed => embed/voyageai}/wit/deps/wasi:io/streams.wit (100%)
 rename {golem-embed/embed => embed/voyageai}/wit/deps/wasi:io/world.wit (100%)
 rename {golem-embed/embed-voyageai => embed/voyageai}/wit/voyageai.wit (100%)
 rename {golem-embed => embed}/wit/deps.lock (100%)
 rename {golem-embed => embed}/wit/deps.toml (100%)
 rename {golem-embed/test/wit/deps/io => embed/wit/deps/wasi:io}/error.wit (100%)
 rename {golem-embed/test/wit/deps/io => embed/wit/deps/wasi:io}/poll.wit (100%)
 rename {golem-embed/test/wit/deps/io => embed/wit/deps/wasi:io}/streams.wit (100%)
 rename {golem-embed/test/wit/deps/io => embed/wit/deps/wasi:io}/world.wit (100%)
 rename {golem-embed/test/wit/deps/golem-embed => embed/wit}/golem-embed.wit (100%)
 delete mode 100644 golem-embed/Makefile.toml
 delete mode 100644 golem-embed/test/.gitignore
 delete mode 100644 golem-embed/test/.vscode/settings.json
 delete mode 100644 golem-embed/test/Cargo.lock
 delete mode 100644 golem-embed/test/Cargo.toml
 delete mode 100644 golem-embed/test/common-rust/common-lib/Cargo.toml
 delete mode 100644 golem-embed/test/common-rust/common-lib/src/lib.rs
 delete mode 100644 golem-embed/test/common-rust/golem.yaml
 delete mode 100644 golem-embed/test/components-rust/.gitignore
 delete mode 100644 golem-embed/test/components-rust/test-helper/Cargo.lock
 delete mode 100644 golem-embed/test/components-rust/test-helper/Cargo.toml
 delete mode 100644 golem-embed/test/components-rust/test-helper/golem.yaml
 delete mode 100644 golem-embed/test/components-rust/test-helper/src/lib.rs
 delete mode 100644 golem-embed/test/components-rust/test-helper/wit/test-helper.wit
 delete mode 100644 golem-embed/test/data/cat.png
 delete mode 100644 golem-embed/test/golem.yaml
 delete mode 100644 golem-embed/wit/deps/wasi:io/error.wit
 delete mode 100644 golem-embed/wit/deps/wasi:io/poll.wit
 delete mode 100644 golem-embed/wit/deps/wasi:io/streams.wit
 delete mode 100644 golem-embed/wit/deps/wasi:io/world.wit
 delete mode 100644 golem-embed/wit/golem-embed.wit
 rename {golem-embed/test => test}/components-rust/test-embed/Cargo.lock (100%)
 rename {golem-embed/test => test}/components-rust/test-embed/Cargo.toml (100%)
 rename {golem-embed/test => test}/components-rust/test-embed/golem.yaml (100%)
 rename {golem-embed/test => test}/components-rust/test-embed/src/lib.rs (100%)
 rename {golem-embed/test => test}/components-rust/test-embed/wit/test-embed.wit (100%)

diff --git a/Cargo.toml b/Cargo.toml
index 8f03777aa..5f97ad91e 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -8,11 +8,11 @@ members = [
     "llm/ollama",
     "llm/openai",
     "llm/openrouter",
-    "golem-embed/embed",
-    "golem-embed/embed-cohere",
-    "golem-embed/embed-hugging-face",
-    "golem-embed/embed-openai", 
-    "golem-embed/embed-voyageai",
+    "embed/embed",
+    "embed/cohere",
+    "embed/hugging-face",
+    "embed/openai", 
+    "embed/voyageai",
 ]
 
 [profile.release]
diff --git a/embed/Makefile.toml b/embed/Makefile.toml
new file mode 100644
index 000000000..c69e11f89
--- /dev/null
+++ b/embed/Makefile.toml
@@ -0,0 +1,169 @@
+[config]
+default_to_workspace = false
+skip_core_tasks = true
+
+[tasks.build]
+run_task = { name = [
+    "build-openai",
+    "build-cohere",
+    "build-hugging-face",
+    "build-voyageai",
+] }
+
+[tasks.build-portable]
+run_task = { name = [
+    "build-openai-portable",
+    "build-cohere-portable",
+    "build-hugging-face-portable",
+    "build-voyageai-portable",
+] }
+
+[tasks.release-build]
+run_task = { name = [
+    "release-build-openai",
+    "release-build-cohere",
+    "release-build-hugging-face",
+    "release-build-voyageai",
+] }
+
+[tasks.release-build-portable]
+run_task = { name = [
+    "release-build-openai-portable",
+    "release-build-cohere-portable",
+    "release-build-hugging-face-portable",
+    "release-build-voyageai-portable",
+] }
+
+[tasks.build-openai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai"]
+
+[tasks.build-openai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--no-default-features"]
+
+[tasks.build-cohere]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere"]
+
+[tasks.build-cohere-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--no-default-features"]
+
+[tasks.build-hugging-face]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face"]
+
+[tasks.build-hugging-face-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--no-default-features"]
+
+[tasks.build-voyageai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai"]
+
+[tasks.build-voyageai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--no-default-features"]
+
+[tasks.release-build-openai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--release"]
+
+[tasks.release-build-openai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-openai", "--release", "--no-default-features"]
+
+[tasks.release-build-cohere]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--release"]
+
+[tasks.release-build-cohere-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-cohere", "--release", "--no-default-features"]
+
+[tasks.release-build-hugging-face]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--release"]
+
+[tasks.release-build-hugging-face-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-hugging-face", "--release", "--no-default-features"]
+
+[tasks.release-build-voyageai]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--release"]
+
+[tasks.release-build-voyageai-portable]
+install_crate = { crate_name = "cargo-component", version = "0.20.0" }
+command = "cargo-component"
+args = ["build", "-p", "golem-embed-voyageai", "--release", "--no-default-features"]
+
+[tasks.wit-update]
+install_crate = { crate_name = "wit-deps-cli" }
+command = "wit-deps"
+args = ["update"]
+
+[tasks.wit]
+dependencies = ["wit-update"]
+
+script_runner = "@duckscript"
+script = """
+modules = array embed embed-openai embed-cohere embed-hugging-face embed-voyageai
+
+for module in ${modules}
+    rm -r ${module}/wit/deps
+    mkdir ${module}/wit/deps/golem-embed
+    cp wit/golem-embed.wit ${module}/wit/deps/golem-embed/golem-embed.wit
+    cp wit/deps/wasi:io ${module}/wit/deps
+
+    echo "Copied WIT for module embed::${module}"
+end
+
+# Copy WIT files for integration tests
+rm -r test/wit
+mkdir test/wit/deps/golem-embed
+mkdir test/wit/deps/io
+cp wit/golem-embed.wit test/wit/deps/golem-embed/golem-embed.wit
+cp wit/deps/wasi:io/error.wit test/wit/deps/io/error.wit
+cp wit/deps/wasi:io/poll.wit test/wit/deps/io/poll.wit
+cp wit/deps/wasi:io/streams.wit test/wit/deps/io/streams.wit
+cp wit/deps/wasi:io/world.wit test/wit/deps/io/world.wit
+
+echo "Copied WIT for module test"
+"""
+
+[tasks.build-test-components]
+dependencies = ["build"]
+install_crate = "cargo-binstall"
+description = "Builds embed test components with golem-cli"
+script = '''
+cargo-binstall golem-cli@1.2.2-dev.11 --locked --no-confirm
+cargo-binstall wac-cli --locked --no-confirm
+cd test
+
+golem-cli --version
+golem-cli app clean
+golem-cli app build -b openai-debug
+golem-cli app clean
+golem-cli app build -b cohere-debug
+golem-cli app clean
+golem-cli app build -b hugging-face-debug
+golem-cli app clean
+golem-cli app build -b voyageai-debug
+'''
\ No newline at end of file
diff --git a/golem-embed/README.md b/embed/README.md
similarity index 100%
rename from golem-embed/README.md
rename to embed/README.md
diff --git a/golem-embed/embed-cohere/Cargo.toml b/embed/cohere/Cargo.toml
similarity index 100%
rename from golem-embed/embed-cohere/Cargo.toml
rename to embed/cohere/Cargo.toml
diff --git a/golem-embed/embed-cohere/src/bindings.rs b/embed/cohere/src/bindings.rs
similarity index 100%
rename from golem-embed/embed-cohere/src/bindings.rs
rename to embed/cohere/src/bindings.rs
diff --git a/golem-embed/embed-cohere/src/client.rs b/embed/cohere/src/client.rs
similarity index 100%
rename from golem-embed/embed-cohere/src/client.rs
rename to embed/cohere/src/client.rs
diff --git a/golem-embed/embed-cohere/src/conversions.rs b/embed/cohere/src/conversions.rs
similarity index 100%
rename from golem-embed/embed-cohere/src/conversions.rs
rename to embed/cohere/src/conversions.rs
diff --git a/golem-embed/embed-cohere/src/lib.rs b/embed/cohere/src/lib.rs
similarity index 100%
rename from golem-embed/embed-cohere/src/lib.rs
rename to embed/cohere/src/lib.rs
diff --git a/golem-embed/embed-cohere/wit/cohere.wit b/embed/cohere/wit/cohere.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/cohere.wit
rename to embed/cohere/wit/cohere.wit
diff --git a/golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit b/embed/cohere/wit/deps/golem-embed/golem-embed.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/deps/golem-embed/golem-embed.wit
rename to embed/cohere/wit/deps/golem-embed/golem-embed.wit
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/error.wit b/embed/cohere/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/deps/wasi:io/error.wit
rename to embed/cohere/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit b/embed/cohere/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/deps/wasi:io/poll.wit
rename to embed/cohere/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit b/embed/cohere/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/deps/wasi:io/streams.wit
rename to embed/cohere/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/embed-cohere/wit/deps/wasi:io/world.wit b/embed/cohere/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/embed-cohere/wit/deps/wasi:io/world.wit
rename to embed/cohere/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/embed/Cargo.toml b/embed/embed/Cargo.toml
similarity index 100%
rename from golem-embed/embed/Cargo.toml
rename to embed/embed/Cargo.toml
diff --git a/golem-embed/embed/src/config.rs b/embed/embed/src/config.rs
similarity index 100%
rename from golem-embed/embed/src/config.rs
rename to embed/embed/src/config.rs
diff --git a/golem-embed/embed/src/durability.rs b/embed/embed/src/durability.rs
similarity index 100%
rename from golem-embed/embed/src/durability.rs
rename to embed/embed/src/durability.rs
diff --git a/golem-embed/embed/src/error.rs b/embed/embed/src/error.rs
similarity index 100%
rename from golem-embed/embed/src/error.rs
rename to embed/embed/src/error.rs
diff --git a/golem-embed/embed/src/lib.rs b/embed/embed/src/lib.rs
similarity index 100%
rename from golem-embed/embed/src/lib.rs
rename to embed/embed/src/lib.rs
diff --git a/golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit b/embed/embed/wit/deps/golem-embed/golem-embed.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
rename to embed/embed/wit/deps/golem-embed/golem-embed.wit
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit b/embed/embed/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/deps/wasi:io/error.wit
rename to embed/embed/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit b/embed/embed/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/deps/wasi:io/poll.wit
rename to embed/embed/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit b/embed/embed/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/deps/wasi:io/streams.wit
rename to embed/embed/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit b/embed/embed/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/deps/wasi:io/world.wit
rename to embed/embed/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/embed/wit/embed.wit b/embed/embed/wit/embed.wit
similarity index 100%
rename from golem-embed/embed/wit/embed.wit
rename to embed/embed/wit/embed.wit
diff --git a/golem-embed/embed-hugging-face/Cargo.toml b/embed/hugging-face/Cargo.toml
similarity index 100%
rename from golem-embed/embed-hugging-face/Cargo.toml
rename to embed/hugging-face/Cargo.toml
diff --git a/golem-embed/embed-hugging-face/src/bindings.rs b/embed/hugging-face/src/bindings.rs
similarity index 100%
rename from golem-embed/embed-hugging-face/src/bindings.rs
rename to embed/hugging-face/src/bindings.rs
diff --git a/golem-embed/embed-hugging-face/src/client.rs b/embed/hugging-face/src/client.rs
similarity index 100%
rename from golem-embed/embed-hugging-face/src/client.rs
rename to embed/hugging-face/src/client.rs
diff --git a/golem-embed/embed-hugging-face/src/conversions.rs b/embed/hugging-face/src/conversions.rs
similarity index 100%
rename from golem-embed/embed-hugging-face/src/conversions.rs
rename to embed/hugging-face/src/conversions.rs
diff --git a/golem-embed/embed-hugging-face/src/lib.rs b/embed/hugging-face/src/lib.rs
similarity index 100%
rename from golem-embed/embed-hugging-face/src/lib.rs
rename to embed/hugging-face/src/lib.rs
diff --git a/golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit b/embed/hugging-face/wit/deps/golem-embed/golem-embed.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/deps/golem-embed/golem-embed.wit
rename to embed/hugging-face/wit/deps/golem-embed/golem-embed.wit
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/error.wit b/embed/hugging-face/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/deps/wasi:io/error.wit
rename to embed/hugging-face/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/poll.wit b/embed/hugging-face/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/deps/wasi:io/poll.wit
rename to embed/hugging-face/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/streams.wit b/embed/hugging-face/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/deps/wasi:io/streams.wit
rename to embed/hugging-face/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/embed-openai/wit/deps/wasi:io/world.wit b/embed/hugging-face/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/deps/wasi:io/world.wit
rename to embed/hugging-face/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/embed-hugging-face/wit/hugging_face.wit b/embed/hugging-face/wit/hugging_face.wit
similarity index 100%
rename from golem-embed/embed-hugging-face/wit/hugging_face.wit
rename to embed/hugging-face/wit/hugging_face.wit
diff --git a/golem-embed/embed-openai/Cargo.toml b/embed/openai/Cargo.toml
similarity index 100%
rename from golem-embed/embed-openai/Cargo.toml
rename to embed/openai/Cargo.toml
diff --git a/golem-embed/embed-openai/src/bindings.rs b/embed/openai/src/bindings.rs
similarity index 100%
rename from golem-embed/embed-openai/src/bindings.rs
rename to embed/openai/src/bindings.rs
diff --git a/golem-embed/embed-openai/src/client.rs b/embed/openai/src/client.rs
similarity index 100%
rename from golem-embed/embed-openai/src/client.rs
rename to embed/openai/src/client.rs
diff --git a/golem-embed/embed-openai/src/conversions.rs b/embed/openai/src/conversions.rs
similarity index 100%
rename from golem-embed/embed-openai/src/conversions.rs
rename to embed/openai/src/conversions.rs
diff --git a/golem-embed/embed-openai/src/lib.rs b/embed/openai/src/lib.rs
similarity index 100%
rename from golem-embed/embed-openai/src/lib.rs
rename to embed/openai/src/lib.rs
diff --git a/golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit b/embed/openai/wit/deps/golem-embed/golem-embed.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/deps/golem-embed/golem-embed.wit
rename to embed/openai/wit/deps/golem-embed/golem-embed.wit
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit b/embed/openai/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/deps/wasi:io/error.wit
rename to embed/openai/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit b/embed/openai/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/deps/wasi:io/poll.wit
rename to embed/openai/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit b/embed/openai/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/deps/wasi:io/streams.wit
rename to embed/openai/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit b/embed/openai/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/deps/wasi:io/world.wit
rename to embed/openai/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/embed-openai/wit/openai.wit b/embed/openai/wit/openai.wit
similarity index 100%
rename from golem-embed/embed-openai/wit/openai.wit
rename to embed/openai/wit/openai.wit
diff --git a/golem-embed/embed-voyageai/Cargo.toml b/embed/voyageai/Cargo.toml
similarity index 100%
rename from golem-embed/embed-voyageai/Cargo.toml
rename to embed/voyageai/Cargo.toml
diff --git a/golem-embed/embed-voyageai/src/bindings.rs b/embed/voyageai/src/bindings.rs
similarity index 100%
rename from golem-embed/embed-voyageai/src/bindings.rs
rename to embed/voyageai/src/bindings.rs
diff --git a/golem-embed/embed-voyageai/src/client.rs b/embed/voyageai/src/client.rs
similarity index 100%
rename from golem-embed/embed-voyageai/src/client.rs
rename to embed/voyageai/src/client.rs
diff --git a/golem-embed/embed-voyageai/src/conversitions.rs b/embed/voyageai/src/conversitions.rs
similarity index 100%
rename from golem-embed/embed-voyageai/src/conversitions.rs
rename to embed/voyageai/src/conversitions.rs
diff --git a/golem-embed/embed-voyageai/src/lib.rs b/embed/voyageai/src/lib.rs
similarity index 100%
rename from golem-embed/embed-voyageai/src/lib.rs
rename to embed/voyageai/src/lib.rs
diff --git a/golem-embed/embed/wit/deps/golem-embed/golem-embed.wit b/embed/voyageai/wit/deps/golem-embed/golem-embed.wit
similarity index 100%
rename from golem-embed/embed/wit/deps/golem-embed/golem-embed.wit
rename to embed/voyageai/wit/deps/golem-embed/golem-embed.wit
diff --git a/golem-embed/embed/wit/deps/wasi:io/error.wit b/embed/voyageai/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/embed/wit/deps/wasi:io/error.wit
rename to embed/voyageai/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/embed/wit/deps/wasi:io/poll.wit b/embed/voyageai/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/embed/wit/deps/wasi:io/poll.wit
rename to embed/voyageai/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/embed/wit/deps/wasi:io/streams.wit b/embed/voyageai/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/embed/wit/deps/wasi:io/streams.wit
rename to embed/voyageai/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/embed/wit/deps/wasi:io/world.wit b/embed/voyageai/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/embed/wit/deps/wasi:io/world.wit
rename to embed/voyageai/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/embed-voyageai/wit/voyageai.wit b/embed/voyageai/wit/voyageai.wit
similarity index 100%
rename from golem-embed/embed-voyageai/wit/voyageai.wit
rename to embed/voyageai/wit/voyageai.wit
diff --git a/golem-embed/wit/deps.lock b/embed/wit/deps.lock
similarity index 100%
rename from golem-embed/wit/deps.lock
rename to embed/wit/deps.lock
diff --git a/golem-embed/wit/deps.toml b/embed/wit/deps.toml
similarity index 100%
rename from golem-embed/wit/deps.toml
rename to embed/wit/deps.toml
diff --git a/golem-embed/test/wit/deps/io/error.wit b/embed/wit/deps/wasi:io/error.wit
similarity index 100%
rename from golem-embed/test/wit/deps/io/error.wit
rename to embed/wit/deps/wasi:io/error.wit
diff --git a/golem-embed/test/wit/deps/io/poll.wit b/embed/wit/deps/wasi:io/poll.wit
similarity index 100%
rename from golem-embed/test/wit/deps/io/poll.wit
rename to embed/wit/deps/wasi:io/poll.wit
diff --git a/golem-embed/test/wit/deps/io/streams.wit b/embed/wit/deps/wasi:io/streams.wit
similarity index 100%
rename from golem-embed/test/wit/deps/io/streams.wit
rename to embed/wit/deps/wasi:io/streams.wit
diff --git a/golem-embed/test/wit/deps/io/world.wit b/embed/wit/deps/wasi:io/world.wit
similarity index 100%
rename from golem-embed/test/wit/deps/io/world.wit
rename to embed/wit/deps/wasi:io/world.wit
diff --git a/golem-embed/test/wit/deps/golem-embed/golem-embed.wit b/embed/wit/golem-embed.wit
similarity index 100%
rename from golem-embed/test/wit/deps/golem-embed/golem-embed.wit
rename to embed/wit/golem-embed.wit
diff --git a/golem-embed/Makefile.toml b/golem-embed/Makefile.toml
deleted file mode 100644
index 922e92895..000000000
--- a/golem-embed/Makefile.toml
+++ /dev/null
@@ -1,304 +0,0 @@
-[config]
-default_to_workspace = false
-skip_core_tasks = true
-
-[tasks.clean]
-command = "cargo"
-args = ["clean"]
-
-[tasks.unit-tests]
-command = "cargo"
-args = ["test"]
-
-[tasks.build-voyageai]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-voyageai"]
-
-[tasks.build-voyageai-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-voyageai", "--no-default-features"]
-
-[tasks.build-openai]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-openai"]
-
-[tasks.build-openai-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-openai", "--no-default-features"]
-
-
-[tasks.build-cohere]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-cohere"]
-
-[tasks.build-cohere-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-cohere", "--no-default-features"]
-
-[tasks.build-hugging-face]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-hugging-face"]
-
-[tasks.build-hugging-face-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-hugging-face", "--no-default-features"]
-
-
-
-[tasks.build]
-dependencies = [
-    "build-openai",
-    "build-cohere",
-    "build-hugging-face",
-    "build-voyageai",
-]
-
-[tasks.build-portable]
-dependencies = [
-    "build-openai-portable",
-    "build-cohere-portable",
-    "build-hugging-face-portable",
-    "build-voyageai-portable"
-]
-
-[tasks.build-all]
-script_runner = "@duckscript"
-script = '''
-mkdir ../components/embed/debug
-
-cm_run_task clean
-cm_run_task build
-
-cp ../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../components/embed/debug/golem_embed_openai.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../components/embed/debug/golem_embed_cohere.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../components/embed/debug/golem_embed_hugging_face.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../components/embed/debug/golem_embed_voyageai.wasm
-
-cm_run_task clean
-cm_run_task build-portable
-
-cp ../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../components/embed/debug/golem_embed_openai-portable.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../components/embed/debug/golem_embed_cohere-portable.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../components/embed/debug/golem_embed_hugging_face-portable.wasm
-cp ../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../components/embed/debug/golem_embed_voyageai.wasm
-'''
-
-[tasks.release-build-openai]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-openai", "--release"]
-
-[tasks.release-build-openai-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-openai", "--release", "--no-default-features"]
-
-[tasks.release-build-cohere]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-cohere", "--release"]
-
-[tasks.release-build-cohere-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-cohere", "--release", "--no-default-features"]
-
-[tasks.release-build-hugging-face]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-hugging-face", "--release"]
-
-[tasks.release-build-hugging-face-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-hugging-face", "--release", "--no-default-features"]
-
-[tasks.release-build-voyageai]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-voyageai", "--release"]
-
-[tasks.release-build-voyageai-portable]
-install_crate = { crate_name = "cargo-component", version = "0.20.0" }
-command = "cargo-component"
-args = ["build", "-p", "golem-embed-voyageai", "--release", "--no-default-features"]
-
-[tasks.release-build]
-dependencies = [
-    "release-build-openai",
-    "release-build-cohere",
-    "release-build-hugging-face",
-    "release-build-voyageai",
-]
-
-[tasks.release-build-portable]
-dependencies = [
-    "release-build-openai-portable",
-    "release-build-cohere-portable",
-    "release-build-hugging-face-portable",
-    "release-build-voyageai-portable",
-]
-
-[tasks.release-build-all]
-script_runner = "@duckscript"
-script = '''
-mkdir ../components/release
-
-cm_run_task set-version
-
-cm_run_task clean
-cm_run_task release-build
-
-cp ../target/wasm32-wasip1/release/golem_embed_openai.wasm ../components/embed/release/golem_embed_openai.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_cohere.wasm ../components/embed/release/golem_embed_cohere.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm ../components/embed/release/golem_embed_hugging_face.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_voyageai.wasm ../components/embed/release/golem_embed_voyageai.wasm
-
-cm_run_task clean
-cm_run_task release-build-portable
-
-cp ../target/wasm32-wasip1/release/golem_embed_openai.wasm ../components/embed/release/golem_embed_openai-portable.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_cohere.wasm ../components/embed/release/golem_embed_cohere-portable.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_hugging_face.wasm ../components/embed/release/golem_embed_hugging_face-portable.wasm
-cp ../target/wasm32-wasip1/release/golem_embed_voyageai.wasm ../components/embed/release/golem_embed_voyageai-portable.wasm
-'''
-
-[tasks.wit-update]
-install_crate = { crate_name = "wit-deps-cli" }
-command = "wit-deps"
-args = ["update"]
-
-[tasks.wit]
-dependencies = ["wit-update"]
-script_runner = "@duckscript"
-script = """
-rm -r embed/wit/deps
-mkdir embed/wit/deps/golem-embed
-cp wit/golem-embed.wit embed/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io embed/wit/deps
-
-rm -r embed-openai/wit/deps
-mkdir embed-openai/wit/deps/golem-embed
-cp wit/golem-embed.wit embed-openai/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io embed-openai/wit/deps
-
-rm -r embed-cohere/wit/deps
-mkdir embed-cohere/wit/deps/golem-embed
-cp wit/golem-embed.wit embed-cohere/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io embed-cohere/wit/deps
-
-rm -r embed-hugging-face/wit/deps
-mkdir embed-hugging-face/wit/deps/golem-embed
-cp wit/golem-embed.wit embed-hugging-face/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io embed-hugging-face/wit/deps
-
-rm -r embed-voyageai/wit/deps
-mkdir embed-voyageai/wit/deps/golem-embed
-cp wit/golem-embed.wit embed-voyageai/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io embed-voyageai/wit/deps
-
-
-rm -r test/wit
-mkdir test/wit/deps/golem-embed
-mkdir test/wit/deps/io
-cp wit/golem-embed.wit test/wit/deps/golem-embed/golem-embed.wit
-cp wit/deps/wasi:io/error.wit test/wit/deps/io/error.wit
-cp wit/deps/wasi:io/poll.wit test/wit/deps/io/poll.wit
-cp wit/deps/wasi:io/streams.wit test/wit/deps/io/streams.wit
-cp wit/deps/wasi:io/world.wit test/wit/deps/io/world.wit
-"""
-
-[tasks.check]
-description = "Runs rustfmt and clippy checks without applying any fix"
-dependencies = ["check-clippy", "check-rustfmt"]
-
-[tasks.check-rustfmt]
-description = "Runs rustfmt checks without applying any fix"
-install_crate = "rustfmt"
-command = "cargo"
-args = ["fmt", "--all", "--", "--check"]
-
-[tasks.check-clippy]
-description = "Runs clippy checks without applying any fix"
-install_crate = "clippy"
-command = "cargo"
-args = ["clippy", "--all-targets", "--", "--no-deps", "-Dwarnings"]
-
-[tasks.fix]
-description = "Runs rustfmt and clippy checks and applies fixes"
-dependencies = ["wit", "fix-clippy", "fix-rustfmt"]
-
-[tasks.fix-rustfmt]
-description = "Runs rustfmt checks and applies fixes"
-install_crate = "rustfmt"
-command = "cargo"
-args = ["fmt", "--all"]
-
-[tasks.fix-clippy]
-description = "Runs clippy checks and applies fixes"
-install_crate = "clippy"
-command = "cargo"
-args = [
-    "clippy",
-    "--fix",
-    "--allow-dirty",
-    "--allow-staged",
-    "--",
-    "--no-deps",
-    "-Dwarnings",
-]
-
-[tasks.build-test-components]
-dependencies = ["build"]
-description = "Builds all test components with golem-cli"
-install_crate = "cargo-binstall"
-script = '''
-cargo-binstall golem-cli@1.2.2-dev.11 --locked --force --no-confirm
-cargo-binstall wac-cli --locked --force --no-confirm
-cd test
-golem-cli --version
-golem-cli app clean
-golem-cli app build -b openai-debug
-golem-cli app clean
-golem-cli app build -b cohere-debug
-golem-cli app clean
-golem-cli app build -b hugging-face-debug
-golem-cli app clean
-golem-cli app build -b voyageai-debug
-'''
-
-
-[tasks.set-version]
-description = "Sets the version in all Cargo.toml files to the value of the VERSION environment variable"
-condition = { env_set = ["VERSION"] }
-script = '''
-grep -rl --include 'Cargo.toml' '0\.0\.0' | xargs sed -i "s/0\.0\.0/${VERSION}/g"
-'''
-
-[tasks.set-version.mac]
-condition = { env_set = ["VERSION"] }
-script = '''
-grep -rl --include '.*Cargo\.toml' '0\.0\.0' | xargs sed -i "" "s/0\.0\.0/${VERSION}/g"
-'''
-
-[tasks.set-version.windows]
-script_runner = "powershell"
-script_extension = "ps1"
-condition = { env_set = ["VERSION"] }
-script = '''
-$cargoFiles = Get-ChildItem . Cargo.toml -rec
-foreach ($file in $cargoFiles)
-{
-    (Get-Content $file.PSPath) |
-    Foreach-Object { $_ -replace "0.0.0", $Env:VERSION } |
-    Set-Content $file.PSPath
-}
-'''
\ No newline at end of file
diff --git a/golem-embed/test/.gitignore b/golem-embed/test/.gitignore
deleted file mode 100644
index 175f32628..000000000
--- a/golem-embed/test/.gitignore
+++ /dev/null
@@ -1,2 +0,0 @@
-golem-temp
-target
diff --git a/golem-embed/test/.vscode/settings.json b/golem-embed/test/.vscode/settings.json
deleted file mode 100644
index 96a21fde5..000000000
--- a/golem-embed/test/.vscode/settings.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "rust-analyzer.server.extraEnv": {
-        "CARGO": "cargo-component"
-    }
-}
\ No newline at end of file
diff --git a/golem-embed/test/Cargo.lock b/golem-embed/test/Cargo.lock
deleted file mode 100644
index c506269f1..000000000
--- a/golem-embed/test/Cargo.lock
+++ /dev/null
@@ -1,1339 +0,0 @@
-# This file is automatically @generated by Cargo.
-# It is not intended for manual editing.
-version = 4
-
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- "topological-sort",
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-
-[[package]]
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deleted file mode 100644
index ae41bab4c..000000000
--- a/golem-embed/test/Cargo.toml
+++ /dev/null
@@ -1,20 +0,0 @@
-[workspace]
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deleted file mode 100644
index 876f1d66d..000000000
--- a/golem-embed/test/common-rust/common-lib/Cargo.toml
+++ /dev/null
@@ -1,4 +0,0 @@
-[package]
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diff --git a/golem-embed/test/common-rust/common-lib/src/lib.rs b/golem-embed/test/common-rust/common-lib/src/lib.rs
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index 15c6dcba7..000000000
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+++ /dev/null
@@ -1,3 +0,0 @@
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diff --git a/golem-embed/test/common-rust/golem.yaml b/golem-embed/test/common-rust/golem.yaml
deleted file mode 100644
index b13a83894..000000000
--- a/golem-embed/test/common-rust/golem.yaml
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index f19eeb7b2..000000000
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diff --git a/golem-embed/test/components-rust/test-helper/Cargo.toml b/golem-embed/test/components-rust/test-helper/Cargo.toml
deleted file mode 100644
index 121fb6a40..000000000
--- a/golem-embed/test/components-rust/test-helper/Cargo.toml
+++ /dev/null
@@ -1,33 +0,0 @@
-[package]
-name = "test_helper"
-version = "0.0.0"
-edition = "2021"
-
-[lib]
-path = "src/lib.rs"
-crate-type = ["cdylib"]
-required-features = []
-
-[dependencies]
-# To use common shared libs, use the following:
-# common-lib = { path = "../../common-rust/common-lib" }
-
-golem-rust = { workspace = true }
-reqwest = { workspace = true }
-serde = { workspace = true }
-serde_json = { workspace = true }
-wit-bindgen-rt = { workspace = true }
-
-[package.metadata.component.target]
-path = "wit-generated"
-
-[package.metadata.component.bindings.with]
-
-[package.metadata.component.target.dependencies]
-"test:helper-exports" = { path = "wit-generated/deps/test_helper-exports" }
-
-[package.metadata.component.bindings]
-# See https://github.com/bytecodealliance/cargo-component/blob/main/src/metadata.rs#L62
-
-# derives = ["serde::Serialize", "serde::Deserialize"]
-# generate_unused_types = true
\ No newline at end of file
diff --git a/golem-embed/test/components-rust/test-helper/golem.yaml b/golem-embed/test/components-rust/test-helper/golem.yaml
deleted file mode 100644
index 4c1a11ae1..000000000
--- a/golem-embed/test/components-rust/test-helper/golem.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-# Schema for IDEA:
-# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
-# Schema for vscode-yaml
-# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
-
-# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
-
-components:
-  test:helper:
-    template: rust
-
-# Example for adding dependencies for Worker to Worker communication:
-# See https://learn.golem.cloud/docs/app-manifest#fields_dependencies for more information
-#
-#dependencies:
-#  test:helper:
-#  - target: <target component name to be called>
-#    type: wasm-rpc
diff --git a/golem-embed/test/components-rust/test-helper/src/lib.rs b/golem-embed/test/components-rust/test-helper/src/lib.rs
deleted file mode 100644
index 52ed26b30..000000000
--- a/golem-embed/test/components-rust/test-helper/src/lib.rs
+++ /dev/null
@@ -1,38 +0,0 @@
-#[allow(static_mut_refs)]
-mod bindings;
-
-use crate::bindings::exports::test::helper_exports::test_helper_api::*;
-// Import for using common lib (also see Cargo.toml for adding the dependency):
-// use common_lib::example_common_function;
-use std::cell::RefCell;
-
-/// This is one of any number of data types that our application
-/// uses. Golem will take care to persist all application state,
-/// whether that state is local to a function being executed or
-/// global across the entire program.
-struct State {
-    total: u64,
-}
-
-thread_local! {
-    /// This holds the state of our application.
-    static STATE: RefCell<State> = RefCell::new(State {
-        total: 0,
-    });
-}
-
-struct Component;
-
-impl Guest for Component {
-    fn inc_and_get() -> u64 {
-        // Call code from shared lib
-        // println!("{}", example_common_function());
-
-        STATE.with_borrow_mut(|state| {
-            state.total += 1;
-            state.total
-        })
-    }
-}
-
-bindings::export!(Component with_types_in bindings);
diff --git a/golem-embed/test/components-rust/test-helper/wit/test-helper.wit b/golem-embed/test/components-rust/test-helper/wit/test-helper.wit
deleted file mode 100644
index fec4ac2d2..000000000
--- a/golem-embed/test/components-rust/test-helper/wit/test-helper.wit
+++ /dev/null
@@ -1,9 +0,0 @@
-package test:helper;
-
-interface test-helper-api {
-  inc-and-get: func() -> u64;
-}
-
-world test-helper {
-  export test-helper-api;
-}
diff --git a/golem-embed/test/data/cat.png b/golem-embed/test/data/cat.png
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diff --git a/golem-embed/test/golem.yaml b/golem-embed/test/golem.yaml
deleted file mode 100644
index 65b9f3aff..000000000
--- a/golem-embed/test/golem.yaml
+++ /dev/null
@@ -1,12 +0,0 @@
-# Schema for IDEA:
-# $schema: https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
-# Schema for vscode-yaml
-# yaml-language-server: $schema=https://schema.golem.cloud/app/golem/1.1.1/golem.schema.json
-
-# See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
-
-includes:
-  - common-*/golem.yaml
-  - components-*/*/golem.yaml
-witDeps:
-  - wit/deps
diff --git a/golem-embed/wit/deps/wasi:io/error.wit b/golem-embed/wit/deps/wasi:io/error.wit
deleted file mode 100644
index 97c606877..000000000
--- a/golem-embed/wit/deps/wasi:io/error.wit
+++ /dev/null
@@ -1,34 +0,0 @@
-package wasi:io@0.2.3;
-
-@since(version = 0.2.0)
-interface error {
-    /// A resource which represents some error information.
-    ///
-    /// The only method provided by this resource is `to-debug-string`,
-    /// which provides some human-readable information about the error.
-    ///
-    /// In the `wasi:io` package, this resource is returned through the
-    /// `wasi:io/streams/stream-error` type.
-    ///
-    /// To provide more specific error information, other interfaces may
-    /// offer functions to "downcast" this error into more specific types. For example,
-    /// errors returned from streams derived from filesystem types can be described using
-    /// the filesystem's own error-code type. This is done using the function
-    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
-    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
-    ///
-    /// The set of functions which can "downcast" an `error` into a more
-    /// concrete type is open.
-    @since(version = 0.2.0)
-    resource error {
-        /// Returns a string that is suitable to assist humans in debugging
-        /// this error.
-        ///
-        /// WARNING: The returned string should not be consumed mechanically!
-        /// It may change across platforms, hosts, or other implementation
-        /// details. Parsing this string is a major platform-compatibility
-        /// hazard.
-        @since(version = 0.2.0)
-        to-debug-string: func() -> string;
-    }
-}
diff --git a/golem-embed/wit/deps/wasi:io/poll.wit b/golem-embed/wit/deps/wasi:io/poll.wit
deleted file mode 100644
index 9bcbe8e03..000000000
--- a/golem-embed/wit/deps/wasi:io/poll.wit
+++ /dev/null
@@ -1,47 +0,0 @@
-package wasi:io@0.2.3;
-
-/// A poll API intended to let users wait for I/O events on multiple handles
-/// at once.
-@since(version = 0.2.0)
-interface poll {
-    /// `pollable` represents a single I/O event which may be ready, or not.
-    @since(version = 0.2.0)
-    resource pollable {
-
-      /// Return the readiness of a pollable. This function never blocks.
-      ///
-      /// Returns `true` when the pollable is ready, and `false` otherwise.
-      @since(version = 0.2.0)
-      ready: func() -> bool;
-
-      /// `block` returns immediately if the pollable is ready, and otherwise
-      /// blocks until ready.
-      ///
-      /// This function is equivalent to calling `poll.poll` on a list
-      /// containing only this pollable.
-      @since(version = 0.2.0)
-      block: func();
-    }
-
-    /// Poll for completion on a set of pollables.
-    ///
-    /// This function takes a list of pollables, which identify I/O sources of
-    /// interest, and waits until one or more of the events is ready for I/O.
-    ///
-    /// The result `list<u32>` contains one or more indices of handles in the
-    /// argument list that is ready for I/O.
-    ///
-    /// This function traps if either:
-    /// - the list is empty, or:
-    /// - the list contains more elements than can be indexed with a `u32` value.
-    ///
-    /// A timeout can be implemented by adding a pollable from the
-    /// wasi-clocks API to the list.
-    ///
-    /// This function does not return a `result`; polling in itself does not
-    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
-    /// the pollables has an error, it is indicated by marking the source as
-    /// being ready for I/O.
-    @since(version = 0.2.0)
-    poll: func(in: list<borrow<pollable>>) -> list<u32>;
-}
diff --git a/golem-embed/wit/deps/wasi:io/streams.wit b/golem-embed/wit/deps/wasi:io/streams.wit
deleted file mode 100644
index 0de084629..000000000
--- a/golem-embed/wit/deps/wasi:io/streams.wit
+++ /dev/null
@@ -1,290 +0,0 @@
-package wasi:io@0.2.3;
-
-/// WASI I/O is an I/O abstraction API which is currently focused on providing
-/// stream types.
-///
-/// In the future, the component model is expected to add built-in stream types;
-/// when it does, they are expected to subsume this API.
-@since(version = 0.2.0)
-interface streams {
-    @since(version = 0.2.0)
-    use error.{error};
-    @since(version = 0.2.0)
-    use poll.{pollable};
-
-    /// An error for input-stream and output-stream operations.
-    @since(version = 0.2.0)
-    variant stream-error {
-        /// The last operation (a write or flush) failed before completion.
-        ///
-        /// More information is available in the `error` payload.
-        ///
-        /// After this, the stream will be closed. All future operations return
-        /// `stream-error::closed`.
-        last-operation-failed(error),
-        /// The stream is closed: no more input will be accepted by the
-        /// stream. A closed output-stream will return this error on all
-        /// future operations.
-        closed
-    }
-
-    /// An input bytestream.
-    ///
-    /// `input-stream`s are *non-blocking* to the extent practical on underlying
-    /// platforms. I/O operations always return promptly; if fewer bytes are
-    /// promptly available than requested, they return the number of bytes promptly
-    /// available, which could even be zero. To wait for data to be available,
-    /// use the `subscribe` function to obtain a `pollable` which can be polled
-    /// for using `wasi:io/poll`.
-    @since(version = 0.2.0)
-    resource input-stream {
-        /// Perform a non-blocking read from the stream.
-        ///
-        /// When the source of a `read` is binary data, the bytes from the source
-        /// are returned verbatim. When the source of a `read` is known to the
-        /// implementation to be text, bytes containing the UTF-8 encoding of the
-        /// text are returned.
-        ///
-        /// This function returns a list of bytes containing the read data,
-        /// when successful. The returned list will contain up to `len` bytes;
-        /// it may return fewer than requested, but not more. The list is
-        /// empty when no bytes are available for reading at this time. The
-        /// pollable given by `subscribe` will be ready when more bytes are
-        /// available.
-        ///
-        /// This function fails with a `stream-error` when the operation
-        /// encounters an error, giving `last-operation-failed`, or when the
-        /// stream is closed, giving `closed`.
-        ///
-        /// When the caller gives a `len` of 0, it represents a request to
-        /// read 0 bytes. If the stream is still open, this call should
-        /// succeed and return an empty list, or otherwise fail with `closed`.
-        ///
-        /// The `len` parameter is a `u64`, which could represent a list of u8 which
-        /// is not possible to allocate in wasm32, or not desirable to allocate as
-        /// as a return value by the callee. The callee may return a list of bytes
-        /// less than `len` in size while more bytes are available for reading.
-        @since(version = 0.2.0)
-        read: func(
-            /// The maximum number of bytes to read
-            len: u64
-        ) -> result<list<u8>, stream-error>;
-
-        /// Read bytes from a stream, after blocking until at least one byte can
-        /// be read. Except for blocking, behavior is identical to `read`.
-        @since(version = 0.2.0)
-        blocking-read: func(
-            /// The maximum number of bytes to read
-            len: u64
-        ) -> result<list<u8>, stream-error>;
-
-        /// Skip bytes from a stream. Returns number of bytes skipped.
-        ///
-        /// Behaves identical to `read`, except instead of returning a list
-        /// of bytes, returns the number of bytes consumed from the stream.
-        @since(version = 0.2.0)
-        skip: func(
-            /// The maximum number of bytes to skip.
-            len: u64,
-        ) -> result<u64, stream-error>;
-
-        /// Skip bytes from a stream, after blocking until at least one byte
-        /// can be skipped. Except for blocking behavior, identical to `skip`.
-        @since(version = 0.2.0)
-        blocking-skip: func(
-            /// The maximum number of bytes to skip.
-            len: u64,
-        ) -> result<u64, stream-error>;
-
-        /// Create a `pollable` which will resolve once either the specified stream
-        /// has bytes available to read or the other end of the stream has been
-        /// closed.
-        /// The created `pollable` is a child resource of the `input-stream`.
-        /// Implementations may trap if the `input-stream` is dropped before
-        /// all derived `pollable`s created with this function are dropped.
-        @since(version = 0.2.0)
-        subscribe: func() -> pollable;
-    }
-
-
-    /// An output bytestream.
-    ///
-    /// `output-stream`s are *non-blocking* to the extent practical on
-    /// underlying platforms. Except where specified otherwise, I/O operations also
-    /// always return promptly, after the number of bytes that can be written
-    /// promptly, which could even be zero. To wait for the stream to be ready to
-    /// accept data, the `subscribe` function to obtain a `pollable` which can be
-    /// polled for using `wasi:io/poll`.
-    ///
-    /// Dropping an `output-stream` while there's still an active write in
-    /// progress may result in the data being lost. Before dropping the stream,
-    /// be sure to fully flush your writes.
-    @since(version = 0.2.0)
-    resource output-stream {
-        /// Check readiness for writing. This function never blocks.
-        ///
-        /// Returns the number of bytes permitted for the next call to `write`,
-        /// or an error. Calling `write` with more bytes than this function has
-        /// permitted will trap.
-        ///
-        /// When this function returns 0 bytes, the `subscribe` pollable will
-        /// become ready when this function will report at least 1 byte, or an
-        /// error.
-        @since(version = 0.2.0)
-        check-write: func() -> result<u64, stream-error>;
-
-        /// Perform a write. This function never blocks.
-        ///
-        /// When the destination of a `write` is binary data, the bytes from
-        /// `contents` are written verbatim. When the destination of a `write` is
-        /// known to the implementation to be text, the bytes of `contents` are
-        /// transcoded from UTF-8 into the encoding of the destination and then
-        /// written.
-        ///
-        /// Precondition: check-write gave permit of Ok(n) and contents has a
-        /// length of less than or equal to n. Otherwise, this function will trap.
-        ///
-        /// returns Err(closed) without writing if the stream has closed since
-        /// the last call to check-write provided a permit.
-        @since(version = 0.2.0)
-        write: func(
-            contents: list<u8>
-        ) -> result<_, stream-error>;
-
-        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
-        /// until all of these operations are complete, or an error occurs.
-        ///
-        /// This is a convenience wrapper around the use of `check-write`,
-        /// `subscribe`, `write`, and `flush`, and is implemented with the
-        /// following pseudo-code:
-        ///
-        /// ```text
-        /// let pollable = this.subscribe();
-        /// while !contents.is_empty() {
-        ///     // Wait for the stream to become writable
-        ///     pollable.block();
-        ///     let Ok(n) = this.check-write(); // eliding error handling
-        ///     let len = min(n, contents.len());
-        ///     let (chunk, rest) = contents.split_at(len);
-        ///     this.write(chunk  );            // eliding error handling
-        ///     contents = rest;
-        /// }
-        /// this.flush();
-        /// // Wait for completion of `flush`
-        /// pollable.block();
-        /// // Check for any errors that arose during `flush`
-        /// let _ = this.check-write();         // eliding error handling
-        /// ```
-        @since(version = 0.2.0)
-        blocking-write-and-flush: func(
-            contents: list<u8>
-        ) -> result<_, stream-error>;
-
-        /// Request to flush buffered output. This function never blocks.
-        ///
-        /// This tells the output-stream that the caller intends any buffered
-        /// output to be flushed. the output which is expected to be flushed
-        /// is all that has been passed to `write` prior to this call.
-        ///
-        /// Upon calling this function, the `output-stream` will not accept any
-        /// writes (`check-write` will return `ok(0)`) until the flush has
-        /// completed. The `subscribe` pollable will become ready when the
-        /// flush has completed and the stream can accept more writes.
-        @since(version = 0.2.0)
-        flush: func() -> result<_, stream-error>;
-
-        /// Request to flush buffered output, and block until flush completes
-        /// and stream is ready for writing again.
-        @since(version = 0.2.0)
-        blocking-flush: func() -> result<_, stream-error>;
-
-        /// Create a `pollable` which will resolve once the output-stream
-        /// is ready for more writing, or an error has occurred. When this
-        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
-        /// error.
-        ///
-        /// If the stream is closed, this pollable is always ready immediately.
-        ///
-        /// The created `pollable` is a child resource of the `output-stream`.
-        /// Implementations may trap if the `output-stream` is dropped before
-        /// all derived `pollable`s created with this function are dropped.
-        @since(version = 0.2.0)
-        subscribe: func() -> pollable;
-
-        /// Write zeroes to a stream.
-        ///
-        /// This should be used precisely like `write` with the exact same
-        /// preconditions (must use check-write first), but instead of
-        /// passing a list of bytes, you simply pass the number of zero-bytes
-        /// that should be written.
-        @since(version = 0.2.0)
-        write-zeroes: func(
-            /// The number of zero-bytes to write
-            len: u64
-        ) -> result<_, stream-error>;
-
-        /// Perform a write of up to 4096 zeroes, and then flush the stream.
-        /// Block until all of these operations are complete, or an error
-        /// occurs.
-        ///
-        /// This is a convenience wrapper around the use of `check-write`,
-        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
-        /// the following pseudo-code:
-        ///
-        /// ```text
-        /// let pollable = this.subscribe();
-        /// while num_zeroes != 0 {
-        ///     // Wait for the stream to become writable
-        ///     pollable.block();
-        ///     let Ok(n) = this.check-write(); // eliding error handling
-        ///     let len = min(n, num_zeroes);
-        ///     this.write-zeroes(len);         // eliding error handling
-        ///     num_zeroes -= len;
-        /// }
-        /// this.flush();
-        /// // Wait for completion of `flush`
-        /// pollable.block();
-        /// // Check for any errors that arose during `flush`
-        /// let _ = this.check-write();         // eliding error handling
-        /// ```
-        @since(version = 0.2.0)
-        blocking-write-zeroes-and-flush: func(
-            /// The number of zero-bytes to write
-            len: u64
-        ) -> result<_, stream-error>;
-
-        /// Read from one stream and write to another.
-        ///
-        /// The behavior of splice is equivalent to:
-        /// 1. calling `check-write` on the `output-stream`
-        /// 2. calling `read` on the `input-stream` with the smaller of the
-        /// `check-write` permitted length and the `len` provided to `splice`
-        /// 3. calling `write` on the `output-stream` with that read data.
-        ///
-        /// Any error reported by the call to `check-write`, `read`, or
-        /// `write` ends the splice and reports that error.
-        ///
-        /// This function returns the number of bytes transferred; it may be less
-        /// than `len`.
-        @since(version = 0.2.0)
-        splice: func(
-            /// The stream to read from
-            src: borrow<input-stream>,
-            /// The number of bytes to splice
-            len: u64,
-        ) -> result<u64, stream-error>;
-
-        /// Read from one stream and write to another, with blocking.
-        ///
-        /// This is similar to `splice`, except that it blocks until the
-        /// `output-stream` is ready for writing, and the `input-stream`
-        /// is ready for reading, before performing the `splice`.
-        @since(version = 0.2.0)
-        blocking-splice: func(
-            /// The stream to read from
-            src: borrow<input-stream>,
-            /// The number of bytes to splice
-            len: u64,
-        ) -> result<u64, stream-error>;
-    }
-}
diff --git a/golem-embed/wit/deps/wasi:io/world.wit b/golem-embed/wit/deps/wasi:io/world.wit
deleted file mode 100644
index f1d2102dc..000000000
--- a/golem-embed/wit/deps/wasi:io/world.wit
+++ /dev/null
@@ -1,10 +0,0 @@
-package wasi:io@0.2.3;
-
-@since(version = 0.2.0)
-world imports {
-    @since(version = 0.2.0)
-    import streams;
-
-    @since(version = 0.2.0)
-    import poll;
-}
diff --git a/golem-embed/wit/golem-embed.wit b/golem-embed/wit/golem-embed.wit
deleted file mode 100644
index 78d040320..000000000
--- a/golem-embed/wit/golem-embed.wit
+++ /dev/null
@@ -1,129 +0,0 @@
-package golem:embed@1.0.0;
-
-interface embed {
-  // --- Enums ---
-
-  enum task-type {
-    retrieval-query,
-    retrieval-document,
-    semantic-similarity,
-    classification,
-    clustering,
-    question-answering,
-    fact-verification,
-    code-retrieval,
-  }
-
-  enum output-format {
-    float-array,
-    binary,
-    base64,
-  }
-
-  enum output-dtype {
-    float-array,
-    int8,
-    uint8,
-    binary,
-    ubinary,
-  }
-
-  enum error-code {
-    invalid-request,
-    model-not-found,
-    unsupported,
-    authentication-failed, 
-    provider-error,
-    rate-limit-exceeded,
-    internal-error,
-    unknown,
-  }
-
-  // --- Content ---
-
-  record image-url {
-    url: string,
-  }
-
-  variant content-part {
-    text(string),
-    image(image-url),
-  }
-
-  // --- Configuration ---
-
-  record kv {
-    key: string,
-    value: string,
-  }
-
-  record config {
-    model: option<string>,
-    task-type: option<task-type>,
-    dimensions: option<u32>,
-    truncation: option<bool>,
-    output-format: option<output-format>,
-    output-dtype: option<output-dtype>,
-    user: option<string>,
-    provider-options: list<kv>,
-  }
-
-  // --- Embedding Response ---
-
-  record usage {
-    input-tokens: option<u32>,
-    total-tokens: option<u32>,
-  }
-
-  record embedding {
-    index: u32,
-    vector: list<f32>,
-  }
-
-  record embedding-response {
-    embeddings: list<embedding>,
-    usage: option<usage>,
-    model: string,
-    provider-metadata-json: option<string>,
-  }
-
-  // --- Rerank Response ---
-
-  record rerank-result {
-    index: u32,
-    relevance-score: f32,
-    document: option<string>,
-  }
-
-  record rerank-response {
-    results: list<rerank-result>,
-    usage: option<usage>,
-    model: string,
-    provider-metadata-json: option<string>,
-  }
-
-  // --- Error Handling ---
-
-  record error {
-    code: error-code,
-    message: string,
-    provider-error-json: option<string>,
-  }
-
-  // --- Core Functions ---
-
-  generate: func(
-    inputs: list<content-part>,
-    config: config
-  ) -> result<embedding-response, error>;
-
-  rerank: func(
-    query: string,
-    documents: list<string>,
-    config: config
-  ) -> result<rerank-response, error>;
-}
-
-world embed-library {
-   export embed;
-}
\ No newline at end of file
diff --git a/llm/anthropic/src/bindings.rs b/llm/anthropic/src/bindings.rs
index 70c5f1fd5..1a54d6167 100644
--- a/llm/anthropic/src/bindings.rs
+++ b/llm/anthropic/src/bindings.rs
@@ -1,12 +1,15 @@
-// Generated by `wit-bindgen` 0.36.0. DO NOT EDIT!
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
 //   * with "golem:llm/llm@1.0.0" = "golem_llm::golem::llm::llm"
 //   * generate_unused_types
 use golem_llm::golem::llm::llm as __with_name0;
 #[cfg(target_arch = "wasm32")]
-#[link_section = "component-type:wit-bindgen:0.36.0:golem:llm-anthropic@1.0.0:llm-library:encoded world"]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:llm-anthropic@1.0.0:llm-library:encoded world"
+)]
 #[doc(hidden)]
+#[allow(clippy::octal_escapes)]
 pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1762] = *b"\
 \0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xe0\x0c\x01A\x02\x01\
 A\x02\x01BO\x01m\x04\x04user\x09assistant\x06system\x04tool\x04\0\x04role\x03\0\0\
@@ -43,8 +46,8 @@ ng-get-next\x01B\x01p\x15\x01@\x02\x08messages\xc3\0\x06config)\06\x04\0\x04send
 \0\x06config)\06\x04\0\x08continue\x01G\x01i=\x01@\x02\x08messages\xc3\0\x06conf\
 ig)\0\xc8\0\x04\0\x06stream\x01I\x04\0\x13golem:llm/llm@1.0.0\x05\0\x04\0%golem:\
 llm-anthropic/llm-library@1.0.0\x04\0\x0b\x11\x01\0\x0bllm-library\x03\0\0\0G\x09\
-producers\x01\x0cprocessed-by\x02\x0dwit-component\x070.220.0\x10wit-bindgen-rus\
-t\x060.36.0";
+producers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rus\
+t\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/llm/grok/src/bindings.rs b/llm/grok/src/bindings.rs
index 2a101583e..c2f601347 100644
--- a/llm/grok/src/bindings.rs
+++ b/llm/grok/src/bindings.rs
@@ -1,12 +1,15 @@
-// Generated by `wit-bindgen` 0.36.0. DO NOT EDIT!
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
 //   * with "golem:llm/llm@1.0.0" = "golem_llm::golem::llm::llm"
 //   * generate_unused_types
 use golem_llm::golem::llm::llm as __with_name0;
 #[cfg(target_arch = "wasm32")]
-#[link_section = "component-type:wit-bindgen:0.36.0:golem:llm-grok@1.0.0:llm-library:encoded world"]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:llm-grok@1.0.0:llm-library:encoded world"
+)]
 #[doc(hidden)]
+#[allow(clippy::octal_escapes)]
 pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1757] = *b"\
 \0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xdb\x0c\x01A\x02\x01\
 A\x02\x01BO\x01m\x04\x04user\x09assistant\x06system\x04tool\x04\0\x04role\x03\0\0\
@@ -43,8 +46,8 @@ ng-get-next\x01B\x01p\x15\x01@\x02\x08messages\xc3\0\x06config)\06\x04\0\x04send
 \0\x06config)\06\x04\0\x08continue\x01G\x01i=\x01@\x02\x08messages\xc3\0\x06conf\
 ig)\0\xc8\0\x04\0\x06stream\x01I\x04\0\x13golem:llm/llm@1.0.0\x05\0\x04\0\x20gol\
 em:llm-grok/llm-library@1.0.0\x04\0\x0b\x11\x01\0\x0bllm-library\x03\0\0\0G\x09p\
-roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.220.0\x10wit-bindgen-rust\
-\x060.36.0";
+roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\
+\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.lock b/test/components-rust/test-embed/Cargo.lock
similarity index 100%
rename from golem-embed/test/components-rust/test-embed/Cargo.lock
rename to test/components-rust/test-embed/Cargo.lock
diff --git a/golem-embed/test/components-rust/test-embed/Cargo.toml b/test/components-rust/test-embed/Cargo.toml
similarity index 100%
rename from golem-embed/test/components-rust/test-embed/Cargo.toml
rename to test/components-rust/test-embed/Cargo.toml
diff --git a/golem-embed/test/components-rust/test-embed/golem.yaml b/test/components-rust/test-embed/golem.yaml
similarity index 100%
rename from golem-embed/test/components-rust/test-embed/golem.yaml
rename to test/components-rust/test-embed/golem.yaml
diff --git a/golem-embed/test/components-rust/test-embed/src/lib.rs b/test/components-rust/test-embed/src/lib.rs
similarity index 100%
rename from golem-embed/test/components-rust/test-embed/src/lib.rs
rename to test/components-rust/test-embed/src/lib.rs
diff --git a/golem-embed/test/components-rust/test-embed/wit/test-embed.wit b/test/components-rust/test-embed/wit/test-embed.wit
similarity index 100%
rename from golem-embed/test/components-rust/test-embed/wit/test-embed.wit
rename to test/components-rust/test-embed/wit/test-embed.wit

From 7e765833188f81627fed2b43550f62199f642a35 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Wed, 25 Jun 2025 16:03:13 +0000
Subject: [PATCH 33/36] fixes

---
 Makefile.toml                             |   4 +-
 embed/Makefile.toml                       |   2 +-
 llm/ollama/src/bindings.rs                |  11 +-
 llm/openai/src/bindings.rs                |  11 +-
 llm/openrouter/src/bindings.rs            |  11 +-
 test/wit/deps/golem-embed/golem-embed.wit | 129 ++++++++++++++++++++++
 6 files changed, 153 insertions(+), 15 deletions(-)
 create mode 100644 test/wit/deps/golem-embed/golem-embed.wit

diff --git a/Makefile.toml b/Makefile.toml
index 0c1024e37..c2c23f6e8 100644
--- a/Makefile.toml
+++ b/Makefile.toml
@@ -137,7 +137,7 @@ script = '''
 
 is_portable = eq ${1} "--portable"
 
-targets = array llm_openai llm_anthropic llm_grok llm_openrouter llm_ollama
+targets = array llm_openai llm_anthropic llm_grok llm_openrouter llm_ollama embed_openai embed_cohere embed_hugging_face embed_voyageai
 for target in ${targets}
     if is_portable
         cp target/wasm32-wasip1/debug/golem_${target}.wasm components/debug/golem_${target}-portable.wasm
@@ -153,7 +153,7 @@ script = '''
 
 is_portable = eq ${1} "--portable"
 
-targets = array llm_openai llm_anthropic llm_grok llm_openrouter llm_ollama
+targets = array llm_openai llm_anthropic llm_grok llm_openrouter llm_ollama embed_openai embed_cohere embed_hugging_face embed_voyageai
 for target in ${targets}
     if is_portable
         cp target/wasm32-wasip1/release/golem_${target}.wasm components/release/golem_${target}-portable.wasm
diff --git a/embed/Makefile.toml b/embed/Makefile.toml
index c69e11f89..fa8e17d79 100644
--- a/embed/Makefile.toml
+++ b/embed/Makefile.toml
@@ -124,7 +124,7 @@ dependencies = ["wit-update"]
 
 script_runner = "@duckscript"
 script = """
-modules = array embed embed-openai embed-cohere embed-hugging-face embed-voyageai
+modules = array embed openai cohere hugging-face voyageai
 
 for module in ${modules}
     rm -r ${module}/wit/deps
diff --git a/llm/ollama/src/bindings.rs b/llm/ollama/src/bindings.rs
index dbb704704..269cd07fb 100644
--- a/llm/ollama/src/bindings.rs
+++ b/llm/ollama/src/bindings.rs
@@ -1,12 +1,15 @@
-// Generated by `wit-bindgen` 0.36.0. DO NOT EDIT!
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
 //   * with "golem:llm/llm@1.0.0" = "golem_llm::golem::llm::llm"
 //   * generate_unused_types
 use golem_llm::golem::llm::llm as __with_name0;
 #[cfg(target_arch = "wasm32")]
-#[link_section = "component-type:wit-bindgen:0.36.0:golem:llm-ollama@1.0.0:llm-library:encoded world"]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:llm-ollama@1.0.0:llm-library:encoded world"
+)]
 #[doc(hidden)]
+#[allow(clippy::octal_escapes)]
 pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1759] = *b"\
 \0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xdd\x0c\x01A\x02\x01\
 A\x02\x01BO\x01m\x04\x04user\x09assistant\x06system\x04tool\x04\0\x04role\x03\0\0\
@@ -43,8 +46,8 @@ ng-get-next\x01B\x01p\x15\x01@\x02\x08messages\xc3\0\x06config)\06\x04\0\x04send
 \0\x06config)\06\x04\0\x08continue\x01G\x01i=\x01@\x02\x08messages\xc3\0\x06conf\
 ig)\0\xc8\0\x04\0\x06stream\x01I\x04\0\x13golem:llm/llm@1.0.0\x05\0\x04\0\"golem\
 :llm-ollama/llm-library@1.0.0\x04\0\x0b\x11\x01\0\x0bllm-library\x03\0\0\0G\x09p\
-roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.220.0\x10wit-bindgen-rust\
-\x060.36.0";
+roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\
+\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/llm/openai/src/bindings.rs b/llm/openai/src/bindings.rs
index c960248a8..6d0a77280 100644
--- a/llm/openai/src/bindings.rs
+++ b/llm/openai/src/bindings.rs
@@ -1,12 +1,15 @@
-// Generated by `wit-bindgen` 0.36.0. DO NOT EDIT!
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
 //   * with "golem:llm/llm@1.0.0" = "golem_llm::golem::llm::llm"
 //   * generate_unused_types
 use golem_llm::golem::llm::llm as __with_name0;
 #[cfg(target_arch = "wasm32")]
-#[link_section = "component-type:wit-bindgen:0.36.0:golem:llm-openai@1.0.0:llm-library:encoded world"]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:llm-openai@1.0.0:llm-library:encoded world"
+)]
 #[doc(hidden)]
+#[allow(clippy::octal_escapes)]
 pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1759] = *b"\
 \0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xdd\x0c\x01A\x02\x01\
 A\x02\x01BO\x01m\x04\x04user\x09assistant\x06system\x04tool\x04\0\x04role\x03\0\0\
@@ -43,8 +46,8 @@ ng-get-next\x01B\x01p\x15\x01@\x02\x08messages\xc3\0\x06config)\06\x04\0\x04send
 \0\x06config)\06\x04\0\x08continue\x01G\x01i=\x01@\x02\x08messages\xc3\0\x06conf\
 ig)\0\xc8\0\x04\0\x06stream\x01I\x04\0\x13golem:llm/llm@1.0.0\x05\0\x04\0\"golem\
 :llm-openai/llm-library@1.0.0\x04\0\x0b\x11\x01\0\x0bllm-library\x03\0\0\0G\x09p\
-roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.220.0\x10wit-bindgen-rust\
-\x060.36.0";
+roducers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rust\
+\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/llm/openrouter/src/bindings.rs b/llm/openrouter/src/bindings.rs
index ba2accf7e..1300cde97 100644
--- a/llm/openrouter/src/bindings.rs
+++ b/llm/openrouter/src/bindings.rs
@@ -1,12 +1,15 @@
-// Generated by `wit-bindgen` 0.36.0. DO NOT EDIT!
+// Generated by `wit-bindgen` 0.41.0. DO NOT EDIT!
 // Options used:
 //   * runtime_path: "wit_bindgen_rt"
 //   * with "golem:llm/llm@1.0.0" = "golem_llm::golem::llm::llm"
 //   * generate_unused_types
 use golem_llm::golem::llm::llm as __with_name0;
 #[cfg(target_arch = "wasm32")]
-#[link_section = "component-type:wit-bindgen:0.36.0:golem:llm-openrouter@1.0.0:llm-library:encoded world"]
+#[unsafe(
+    link_section = "component-type:wit-bindgen:0.41.0:golem:llm-openrouter@1.0.0:llm-library:encoded world"
+)]
 #[doc(hidden)]
+#[allow(clippy::octal_escapes)]
 pub static __WIT_BINDGEN_COMPONENT_TYPE: [u8; 1763] = *b"\
 \0asm\x0d\0\x01\0\0\x19\x16wit-component-encoding\x04\0\x07\xe1\x0c\x01A\x02\x01\
 A\x02\x01BO\x01m\x04\x04user\x09assistant\x06system\x04tool\x04\0\x04role\x03\0\0\
@@ -43,8 +46,8 @@ ng-get-next\x01B\x01p\x15\x01@\x02\x08messages\xc3\0\x06config)\06\x04\0\x04send
 \0\x06config)\06\x04\0\x08continue\x01G\x01i=\x01@\x02\x08messages\xc3\0\x06conf\
 ig)\0\xc8\0\x04\0\x06stream\x01I\x04\0\x13golem:llm/llm@1.0.0\x05\0\x04\0&golem:\
 llm-openrouter/llm-library@1.0.0\x04\0\x0b\x11\x01\0\x0bllm-library\x03\0\0\0G\x09\
-producers\x01\x0cprocessed-by\x02\x0dwit-component\x070.220.0\x10wit-bindgen-rus\
-t\x060.36.0";
+producers\x01\x0cprocessed-by\x02\x0dwit-component\x070.227.1\x10wit-bindgen-rus\
+t\x060.41.0";
 #[inline(never)]
 #[doc(hidden)]
 pub fn __link_custom_section_describing_imports() {
diff --git a/test/wit/deps/golem-embed/golem-embed.wit b/test/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..78d040320
--- /dev/null
+++ b/test/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,129 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+world embed-library {
+   export embed;
+}
\ No newline at end of file

From f4f71c76381b72886372e38b70bee78122312cf1 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 27 Jun 2025 10:48:05 +0000
Subject: [PATCH 34/36] ci fixes

---
 .github/workflows/ci.yaml                  |  2 +-
 Makefile.toml                              | 18 ++++++++++++------
 embed/cohere/src/client.rs                 |  6 +++---
 embed/openai/src/client.rs                 |  4 ++--
 llm/llm/src/event_source/ndjson_stream.rs  |  2 +-
 llm/llm/src/event_source/stream.rs         |  6 +++---
 test/Cargo.lock                            | 12 ++++++++++++
 test/components-rust/test-embed/Cargo.toml |  2 +-
 test/components-rust/test-embed/golem.yaml | 18 +++++++++---------
 9 files changed, 44 insertions(+), 26 deletions(-)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 1bfd29df8..10a419c2a 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -137,7 +137,7 @@ jobs:
       - name: Build and test Ollama integration
         run: |
           set -e
-          cargo make --cwd llm build-ollama
+          cargo make build
           cd test
           golem-cli app build -b ollama-debug
           golem-cli app deploy -b ollama-debug
diff --git a/Makefile.toml b/Makefile.toml
index c2c23f6e8..3e702b60d 100644
--- a/Makefile.toml
+++ b/Makefile.toml
@@ -6,6 +6,12 @@ skip_core_tasks = true
 command = "cargo"
 args = ["clean"]
 
+[tasks.clean-all]
+script_runner = "@duckscript"
+script = '''
+exec find . -type d \( -name "target" -o -name "wit-generated" -o -name "golem-temp" \) -exec rm -rf {} +
+'''
+
 [tasks.unit-tests]
 command = "cargo"
 args = ["test"]
@@ -13,7 +19,7 @@ args = ["test"]
 [tasks.build]
 script_runner = "@duckscript"
 script = '''
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
@@ -28,7 +34,7 @@ end
 [tasks.release-build]
 script_runner = "@duckscript"
 script = '''
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
@@ -44,7 +50,7 @@ end
 script_runner = "@duckscript"
 script = '''
 #!/bin/bash
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
@@ -60,7 +66,7 @@ end
 script_runner = "@duckscript"
 script = '''
 #!/bin/bash
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
@@ -75,7 +81,7 @@ end
 [tasks.wit]
 script_runner = "@duckscript"
 script = '''
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
@@ -91,7 +97,7 @@ end
 description = "Builds all test components with golem-cli"
 script_runner = "@duckscript"
 script = '''
-domains = array llm
+domains = array llm embed
 
 # if there is no domain passed run for every domain
 if is_empty ${1}
diff --git a/embed/cohere/src/client.rs b/embed/cohere/src/client.rs
index 986eb8b7d..f22daccc1 100644
--- a/embed/cohere/src/client.rs
+++ b/embed/cohere/src/client.rs
@@ -38,7 +38,7 @@ impl EmbeddingsApi {
             .json(&request)
             .send()
             .map_err(|err| from_reqwest_error("Request failed", err))?;
-        trace!("Recived response: {:#?}", response);
+        trace!("Recived response: {response:#?}");
         parse_response::<EmbeddingResponse>(response)
     }
 
@@ -51,7 +51,7 @@ impl EmbeddingsApi {
             .json(&request)
             .send()
             .map_err(|err| from_reqwest_error("Request failed", err))?;
-        trace!("Recived response: {:#?}", response);
+        trace!("Recived response: {response:#?}");
         parse_response::<RerankResponse>(response)
     }
 }
@@ -70,7 +70,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
             trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: format!("Failed to decode response body: {}", response_text),
+                message: format!("Failed to decode response body: {response_text}"),
                 provider_error_json: Some(error.to_string()),
             })
         }
diff --git a/embed/openai/src/client.rs b/embed/openai/src/client.rs
index b90bdcb13..9d541f6ec 100644
--- a/embed/openai/src/client.rs
+++ b/embed/openai/src/client.rs
@@ -60,7 +60,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
             trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: format!("Failed to decode response body: {}", response_text),
+                message: format!("Failed to decode response body: {response_text}"),
                 provider_error_json: Some(error.to_string()),
             })
         }
@@ -123,7 +123,7 @@ impl EmbeddingVector {
             EmbeddingVector::Base64(base64_str) => {
                 let bytes = general_purpose::STANDARD
                     .decode(base64_str)
-                    .map_err(|e| format!("Failed to decode base64: {}", e))?;
+                    .map_err(|e| format!("Failed to decode base64: {e}"))?;
 
                 if bytes.len() % 4 != 0 {
                     return Err("Invalid base64 data: length not divisible by 4".to_string());
diff --git a/llm/llm/src/event_source/ndjson_stream.rs b/llm/llm/src/event_source/ndjson_stream.rs
index e2f4cc1b2..1b8ef3773 100644
--- a/llm/llm/src/event_source/ndjson_stream.rs
+++ b/llm/llm/src/event_source/ndjson_stream.rs
@@ -126,7 +126,7 @@ fn try_parse_line(
             return Ok(None);
         }
 
-        trace!("Parsed NDJSON line: {}", line);
+        trace!("Parsed NDJSON line: {line}");
 
         // Create a MessageEvent with the JSON line as data
         let event = MessageEvent {
diff --git a/llm/llm/src/event_source/stream.rs b/llm/llm/src/event_source/stream.rs
index 8f2933676..d997a41ab 100644
--- a/llm/llm/src/event_source/stream.rs
+++ b/llm/llm/src/event_source/stream.rs
@@ -56,9 +56,9 @@ where
 {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
         match self {
-            Self::Utf8(err) => f.write_fmt(format_args!("UTF8 error: {}", err)),
-            Self::Parser(err) => f.write_fmt(format_args!("Parse error: {}", err)),
-            Self::Transport(err) => f.write_fmt(format_args!("Transport error: {}", err)),
+            Self::Utf8(err) => f.write_fmt(format_args!("UTF8 error: {err}")),
+            Self::Parser(err) => f.write_fmt(format_args!("Parse error: {err}")),
+            Self::Transport(err) => f.write_fmt(format_args!("Transport error: {err}"))
         }
     }
 }
diff --git a/test/Cargo.lock b/test/Cargo.lock
index 22a6de76b..7150a2d2e 100644
--- a/test/Cargo.lock
+++ b/test/Cargo.lock
@@ -863,6 +863,18 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "test_embed"
+version = "0.0.0"
+dependencies = [
+ "golem-rust",
+ "log",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "wit-bindgen-rt 0.40.0",
+]
+
 [[package]]
 name = "test_helper"
 version = "0.0.0"
diff --git a/test/components-rust/test-embed/Cargo.toml b/test/components-rust/test-embed/Cargo.toml
index 895baafa9..177266a40 100644
--- a/test/components-rust/test-embed/Cargo.toml
+++ b/test/components-rust/test-embed/Cargo.toml
@@ -36,8 +36,8 @@ path = "wit-generated"
 
 [package.metadata.component.target.dependencies]
 "golem:embed" = { path = "wit-generated/deps/golem-embed" }
-"wasi:io" = { path = "wit-generated/deps/io" }
 "wasi:clocks" = { path = "wit-generated/deps/clocks" }
+"wasi:io" = { path = "wit-generated/deps/io" }
 "golem:rpc" = { path = "wit-generated/deps/golem-rpc" }
 "test:helper-client" = { path = "wit-generated/deps/test_helper-client" }
 "test:embed-exports" = { path = "wit-generated/deps/test_embed-exports" }
diff --git a/test/components-rust/test-embed/golem.yaml b/test/components-rust/test-embed/golem.yaml
index 8881f2456..2dc2141ad 100644
--- a/test/components-rust/test-embed/golem.yaml
+++ b/test/components-rust/test-embed/golem.yaml
@@ -6,7 +6,7 @@
 # See https://learn.golem.cloud/docs/app-manifest#field-reference for field reference
 
 components:
-  test:embed:
+  test:embed: 
     profiles:
       # DEBUG PROFILES
       openai-debug:
@@ -22,10 +22,10 @@ components:
               - ../../common-rust
             targets:
               - target/wasm32-wasip1/debug/test_embed.wasm
-          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
             sources:
               - ../../target/wasm32-wasip1/debug/test_embed.wasm
-              - ../../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm
+              - ../../../target/wasm32-wasip1/debug/golem_embed_openai.wasm
             targets:
               - ../../target/wasm32-wasip1/debug/test_openai_plugged.wasm
         sourceWit: wit
@@ -48,10 +48,10 @@ components:
               - ../../common-rust
             targets:
               - target/wasm32-wasip1/debug/test_embed.wasm
-          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
             sources:
               - ../../target/wasm32-wasip1/debug/test_embed.wasm
-              - ../../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm
+              - ../../../target/wasm32-wasip1/debug/golem_embed_cohere.wasm
             targets:
               - ../../target/wasm32-wasip1/debug/test_cohere_plugged.wasm
         sourceWit: wit
@@ -74,10 +74,10 @@ components:
               - ../../common-rust
             targets:
               - target/wasm32-wasip1/debug/test_embed.wasm
-          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
             sources:
               - ../../target/wasm32-wasip1/debug/test_embed.wasm
-              - ../../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm
+              - ../../../target/wasm32-wasip1/debug/golem_embed_hugging_face.wasm
             targets:
               - ../../target/wasm32-wasip1/debug/test_hugging_face_plugged.wasm
         sourceWit: wit
@@ -100,10 +100,10 @@ components:
               - ../../common-rust
             targets:
               - target/wasm32-wasip1/debug/test_embed.wasm
-          - command: wac plug --plug ../../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
+          - command: wac plug --plug ../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm ../../target/wasm32-wasip1/debug/test_embed.wasm -o ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
             sources:
               - ../../target/wasm32-wasip1/debug/test_embed.wasm
-              - ../../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm
+              - ../../../target/wasm32-wasip1/debug/golem_embed_voyageai.wasm
             targets:
               - ../../target/wasm32-wasip1/debug/test_voyageai_plugged.wasm
         sourceWit: wit

From 16a36da3db054af3aeb7ca11513b6a4e5da839e9 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Fri, 27 Jun 2025 15:08:29 +0000
Subject: [PATCH 35/36] removed println

---
 embed/voyageai/src/conversitions.rs | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/embed/voyageai/src/conversitions.rs b/embed/voyageai/src/conversitions.rs
index f8fb962d5..4fddebc10 100644
--- a/embed/voyageai/src/conversitions.rs
+++ b/embed/voyageai/src/conversitions.rs
@@ -154,8 +154,8 @@ mod tests {
 
         let request = create_embedding_request(inputs.clone(), config.clone());
         match &request {
-            Ok(request) => print!("{:?}", request),
-            Err(err) => println!("{:?}", err),
+            Ok(_request) => {},
+            Err(_err) => {},
         };
         assert!(request.is_ok());
     }
@@ -181,8 +181,8 @@ mod tests {
 
         let request = create_rerank_request(query, documents, config);
         match &request {
-            Ok(request) => print!("{:?}", &request),
-            Err(err) => println!("{:?}", err),
+            Ok(_request) => {},
+            Err(_err) => {},
         };
         assert!(request.is_ok());
     }

From 5818aee759f836e6bed27bd0bd900d5eaa687817 Mon Sep 17 00:00:00 2001
From: Rutik7066 <rutikthakre@gmail.com>
Date: Mon, 30 Jun 2025 17:20:43 +0000
Subject: [PATCH 36/36] lint

---
 embed/cohere/src/conversions.rs               |   2 +-
 embed/hugging-face/src/client.rs              |   2 +-
 .../test/wit/deps/golem-embed/golem-embed.wit | 129 ++++++++
 embed/test/wit/deps/io/error.wit              |  34 ++
 embed/test/wit/deps/io/poll.wit               |  47 +++
 embed/test/wit/deps/io/streams.wit            | 290 ++++++++++++++++++
 embed/test/wit/deps/io/world.wit              |  10 +
 embed/voyageai/src/client.rs                  |   4 +-
 embed/voyageai/src/conversitions.rs           |   8 +-
 llm/anthropic/src/conversions.rs              |   2 +-
 llm/grok/src/conversions.rs                   |   2 +-
 llm/llm/src/event_source/stream.rs            |   2 +-
 llm/ollama/src/client.rs                      |   2 +-
 llm/ollama/src/conversions.rs                 |   2 +-
 llm/openai/src/conversions.rs                 |   2 +-
 llm/openrouter/src/conversions.rs             |   2 +-
 16 files changed, 525 insertions(+), 15 deletions(-)
 create mode 100644 embed/test/wit/deps/golem-embed/golem-embed.wit
 create mode 100644 embed/test/wit/deps/io/error.wit
 create mode 100644 embed/test/wit/deps/io/poll.wit
 create mode 100644 embed/test/wit/deps/io/streams.wit
 create mode 100644 embed/test/wit/deps/io/world.wit

diff --git a/embed/cohere/src/conversions.rs b/embed/cohere/src/conversions.rs
index 5843b9cbe..d60f24606 100644
--- a/embed/cohere/src/conversions.rs
+++ b/embed/cohere/src/conversions.rs
@@ -344,7 +344,7 @@ mod tests {
         };
 
         let result = process_embedding_response(data.clone(), config);
-        print!("{:?}", result);
+        print!("{result:?}");
         let embedding_response = result.unwrap();
         assert_eq!(embedding_response.embeddings.len(), 5);
         assert_eq!(embedding_response.embeddings[0].index, 0);
diff --git a/embed/hugging-face/src/client.rs b/embed/hugging-face/src/client.rs
index 4c1e42310..190918115 100644
--- a/embed/hugging-face/src/client.rs
+++ b/embed/hugging-face/src/client.rs
@@ -63,7 +63,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
             trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: format!("Failed to decode response body: {}", response_text),
+                message: format!("Failed to decode response body: {response_text}"),
                 provider_error_json: Some(error.to_string()),
             })
         }
diff --git a/embed/test/wit/deps/golem-embed/golem-embed.wit b/embed/test/wit/deps/golem-embed/golem-embed.wit
new file mode 100644
index 000000000..78d040320
--- /dev/null
+++ b/embed/test/wit/deps/golem-embed/golem-embed.wit
@@ -0,0 +1,129 @@
+package golem:embed@1.0.0;
+
+interface embed {
+  // --- Enums ---
+
+  enum task-type {
+    retrieval-query,
+    retrieval-document,
+    semantic-similarity,
+    classification,
+    clustering,
+    question-answering,
+    fact-verification,
+    code-retrieval,
+  }
+
+  enum output-format {
+    float-array,
+    binary,
+    base64,
+  }
+
+  enum output-dtype {
+    float-array,
+    int8,
+    uint8,
+    binary,
+    ubinary,
+  }
+
+  enum error-code {
+    invalid-request,
+    model-not-found,
+    unsupported,
+    authentication-failed, 
+    provider-error,
+    rate-limit-exceeded,
+    internal-error,
+    unknown,
+  }
+
+  // --- Content ---
+
+  record image-url {
+    url: string,
+  }
+
+  variant content-part {
+    text(string),
+    image(image-url),
+  }
+
+  // --- Configuration ---
+
+  record kv {
+    key: string,
+    value: string,
+  }
+
+  record config {
+    model: option<string>,
+    task-type: option<task-type>,
+    dimensions: option<u32>,
+    truncation: option<bool>,
+    output-format: option<output-format>,
+    output-dtype: option<output-dtype>,
+    user: option<string>,
+    provider-options: list<kv>,
+  }
+
+  // --- Embedding Response ---
+
+  record usage {
+    input-tokens: option<u32>,
+    total-tokens: option<u32>,
+  }
+
+  record embedding {
+    index: u32,
+    vector: list<f32>,
+  }
+
+  record embedding-response {
+    embeddings: list<embedding>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Rerank Response ---
+
+  record rerank-result {
+    index: u32,
+    relevance-score: f32,
+    document: option<string>,
+  }
+
+  record rerank-response {
+    results: list<rerank-result>,
+    usage: option<usage>,
+    model: string,
+    provider-metadata-json: option<string>,
+  }
+
+  // --- Error Handling ---
+
+  record error {
+    code: error-code,
+    message: string,
+    provider-error-json: option<string>,
+  }
+
+  // --- Core Functions ---
+
+  generate: func(
+    inputs: list<content-part>,
+    config: config
+  ) -> result<embedding-response, error>;
+
+  rerank: func(
+    query: string,
+    documents: list<string>,
+    config: config
+  ) -> result<rerank-response, error>;
+}
+
+world embed-library {
+   export embed;
+}
\ No newline at end of file
diff --git a/embed/test/wit/deps/io/error.wit b/embed/test/wit/deps/io/error.wit
new file mode 100644
index 000000000..97c606877
--- /dev/null
+++ b/embed/test/wit/deps/io/error.wit
@@ -0,0 +1,34 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+interface error {
+    /// A resource which represents some error information.
+    ///
+    /// The only method provided by this resource is `to-debug-string`,
+    /// which provides some human-readable information about the error.
+    ///
+    /// In the `wasi:io` package, this resource is returned through the
+    /// `wasi:io/streams/stream-error` type.
+    ///
+    /// To provide more specific error information, other interfaces may
+    /// offer functions to "downcast" this error into more specific types. For example,
+    /// errors returned from streams derived from filesystem types can be described using
+    /// the filesystem's own error-code type. This is done using the function
+    /// `wasi:filesystem/types/filesystem-error-code`, which takes a `borrow<error>`
+    /// parameter and returns an `option<wasi:filesystem/types/error-code>`.
+    ///
+    /// The set of functions which can "downcast" an `error` into a more
+    /// concrete type is open.
+    @since(version = 0.2.0)
+    resource error {
+        /// Returns a string that is suitable to assist humans in debugging
+        /// this error.
+        ///
+        /// WARNING: The returned string should not be consumed mechanically!
+        /// It may change across platforms, hosts, or other implementation
+        /// details. Parsing this string is a major platform-compatibility
+        /// hazard.
+        @since(version = 0.2.0)
+        to-debug-string: func() -> string;
+    }
+}
diff --git a/embed/test/wit/deps/io/poll.wit b/embed/test/wit/deps/io/poll.wit
new file mode 100644
index 000000000..9bcbe8e03
--- /dev/null
+++ b/embed/test/wit/deps/io/poll.wit
@@ -0,0 +1,47 @@
+package wasi:io@0.2.3;
+
+/// A poll API intended to let users wait for I/O events on multiple handles
+/// at once.
+@since(version = 0.2.0)
+interface poll {
+    /// `pollable` represents a single I/O event which may be ready, or not.
+    @since(version = 0.2.0)
+    resource pollable {
+
+      /// Return the readiness of a pollable. This function never blocks.
+      ///
+      /// Returns `true` when the pollable is ready, and `false` otherwise.
+      @since(version = 0.2.0)
+      ready: func() -> bool;
+
+      /// `block` returns immediately if the pollable is ready, and otherwise
+      /// blocks until ready.
+      ///
+      /// This function is equivalent to calling `poll.poll` on a list
+      /// containing only this pollable.
+      @since(version = 0.2.0)
+      block: func();
+    }
+
+    /// Poll for completion on a set of pollables.
+    ///
+    /// This function takes a list of pollables, which identify I/O sources of
+    /// interest, and waits until one or more of the events is ready for I/O.
+    ///
+    /// The result `list<u32>` contains one or more indices of handles in the
+    /// argument list that is ready for I/O.
+    ///
+    /// This function traps if either:
+    /// - the list is empty, or:
+    /// - the list contains more elements than can be indexed with a `u32` value.
+    ///
+    /// A timeout can be implemented by adding a pollable from the
+    /// wasi-clocks API to the list.
+    ///
+    /// This function does not return a `result`; polling in itself does not
+    /// do any I/O so it doesn't fail. If any of the I/O sources identified by
+    /// the pollables has an error, it is indicated by marking the source as
+    /// being ready for I/O.
+    @since(version = 0.2.0)
+    poll: func(in: list<borrow<pollable>>) -> list<u32>;
+}
diff --git a/embed/test/wit/deps/io/streams.wit b/embed/test/wit/deps/io/streams.wit
new file mode 100644
index 000000000..0de084629
--- /dev/null
+++ b/embed/test/wit/deps/io/streams.wit
@@ -0,0 +1,290 @@
+package wasi:io@0.2.3;
+
+/// WASI I/O is an I/O abstraction API which is currently focused on providing
+/// stream types.
+///
+/// In the future, the component model is expected to add built-in stream types;
+/// when it does, they are expected to subsume this API.
+@since(version = 0.2.0)
+interface streams {
+    @since(version = 0.2.0)
+    use error.{error};
+    @since(version = 0.2.0)
+    use poll.{pollable};
+
+    /// An error for input-stream and output-stream operations.
+    @since(version = 0.2.0)
+    variant stream-error {
+        /// The last operation (a write or flush) failed before completion.
+        ///
+        /// More information is available in the `error` payload.
+        ///
+        /// After this, the stream will be closed. All future operations return
+        /// `stream-error::closed`.
+        last-operation-failed(error),
+        /// The stream is closed: no more input will be accepted by the
+        /// stream. A closed output-stream will return this error on all
+        /// future operations.
+        closed
+    }
+
+    /// An input bytestream.
+    ///
+    /// `input-stream`s are *non-blocking* to the extent practical on underlying
+    /// platforms. I/O operations always return promptly; if fewer bytes are
+    /// promptly available than requested, they return the number of bytes promptly
+    /// available, which could even be zero. To wait for data to be available,
+    /// use the `subscribe` function to obtain a `pollable` which can be polled
+    /// for using `wasi:io/poll`.
+    @since(version = 0.2.0)
+    resource input-stream {
+        /// Perform a non-blocking read from the stream.
+        ///
+        /// When the source of a `read` is binary data, the bytes from the source
+        /// are returned verbatim. When the source of a `read` is known to the
+        /// implementation to be text, bytes containing the UTF-8 encoding of the
+        /// text are returned.
+        ///
+        /// This function returns a list of bytes containing the read data,
+        /// when successful. The returned list will contain up to `len` bytes;
+        /// it may return fewer than requested, but not more. The list is
+        /// empty when no bytes are available for reading at this time. The
+        /// pollable given by `subscribe` will be ready when more bytes are
+        /// available.
+        ///
+        /// This function fails with a `stream-error` when the operation
+        /// encounters an error, giving `last-operation-failed`, or when the
+        /// stream is closed, giving `closed`.
+        ///
+        /// When the caller gives a `len` of 0, it represents a request to
+        /// read 0 bytes. If the stream is still open, this call should
+        /// succeed and return an empty list, or otherwise fail with `closed`.
+        ///
+        /// The `len` parameter is a `u64`, which could represent a list of u8 which
+        /// is not possible to allocate in wasm32, or not desirable to allocate as
+        /// as a return value by the callee. The callee may return a list of bytes
+        /// less than `len` in size while more bytes are available for reading.
+        @since(version = 0.2.0)
+        read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Read bytes from a stream, after blocking until at least one byte can
+        /// be read. Except for blocking, behavior is identical to `read`.
+        @since(version = 0.2.0)
+        blocking-read: func(
+            /// The maximum number of bytes to read
+            len: u64
+        ) -> result<list<u8>, stream-error>;
+
+        /// Skip bytes from a stream. Returns number of bytes skipped.
+        ///
+        /// Behaves identical to `read`, except instead of returning a list
+        /// of bytes, returns the number of bytes consumed from the stream.
+        @since(version = 0.2.0)
+        skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Skip bytes from a stream, after blocking until at least one byte
+        /// can be skipped. Except for blocking behavior, identical to `skip`.
+        @since(version = 0.2.0)
+        blocking-skip: func(
+            /// The maximum number of bytes to skip.
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Create a `pollable` which will resolve once either the specified stream
+        /// has bytes available to read or the other end of the stream has been
+        /// closed.
+        /// The created `pollable` is a child resource of the `input-stream`.
+        /// Implementations may trap if the `input-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+    }
+
+
+    /// An output bytestream.
+    ///
+    /// `output-stream`s are *non-blocking* to the extent practical on
+    /// underlying platforms. Except where specified otherwise, I/O operations also
+    /// always return promptly, after the number of bytes that can be written
+    /// promptly, which could even be zero. To wait for the stream to be ready to
+    /// accept data, the `subscribe` function to obtain a `pollable` which can be
+    /// polled for using `wasi:io/poll`.
+    ///
+    /// Dropping an `output-stream` while there's still an active write in
+    /// progress may result in the data being lost. Before dropping the stream,
+    /// be sure to fully flush your writes.
+    @since(version = 0.2.0)
+    resource output-stream {
+        /// Check readiness for writing. This function never blocks.
+        ///
+        /// Returns the number of bytes permitted for the next call to `write`,
+        /// or an error. Calling `write` with more bytes than this function has
+        /// permitted will trap.
+        ///
+        /// When this function returns 0 bytes, the `subscribe` pollable will
+        /// become ready when this function will report at least 1 byte, or an
+        /// error.
+        @since(version = 0.2.0)
+        check-write: func() -> result<u64, stream-error>;
+
+        /// Perform a write. This function never blocks.
+        ///
+        /// When the destination of a `write` is binary data, the bytes from
+        /// `contents` are written verbatim. When the destination of a `write` is
+        /// known to the implementation to be text, the bytes of `contents` are
+        /// transcoded from UTF-8 into the encoding of the destination and then
+        /// written.
+        ///
+        /// Precondition: check-write gave permit of Ok(n) and contents has a
+        /// length of less than or equal to n. Otherwise, this function will trap.
+        ///
+        /// returns Err(closed) without writing if the stream has closed since
+        /// the last call to check-write provided a permit.
+        @since(version = 0.2.0)
+        write: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 bytes, and then flush the stream. Block
+        /// until all of these operations are complete, or an error occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write`, and `flush`, and is implemented with the
+        /// following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while !contents.is_empty() {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, contents.len());
+        ///     let (chunk, rest) = contents.split_at(len);
+        ///     this.write(chunk  );            // eliding error handling
+        ///     contents = rest;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-and-flush: func(
+            contents: list<u8>
+        ) -> result<_, stream-error>;
+
+        /// Request to flush buffered output. This function never blocks.
+        ///
+        /// This tells the output-stream that the caller intends any buffered
+        /// output to be flushed. the output which is expected to be flushed
+        /// is all that has been passed to `write` prior to this call.
+        ///
+        /// Upon calling this function, the `output-stream` will not accept any
+        /// writes (`check-write` will return `ok(0)`) until the flush has
+        /// completed. The `subscribe` pollable will become ready when the
+        /// flush has completed and the stream can accept more writes.
+        @since(version = 0.2.0)
+        flush: func() -> result<_, stream-error>;
+
+        /// Request to flush buffered output, and block until flush completes
+        /// and stream is ready for writing again.
+        @since(version = 0.2.0)
+        blocking-flush: func() -> result<_, stream-error>;
+
+        /// Create a `pollable` which will resolve once the output-stream
+        /// is ready for more writing, or an error has occurred. When this
+        /// pollable is ready, `check-write` will return `ok(n)` with n>0, or an
+        /// error.
+        ///
+        /// If the stream is closed, this pollable is always ready immediately.
+        ///
+        /// The created `pollable` is a child resource of the `output-stream`.
+        /// Implementations may trap if the `output-stream` is dropped before
+        /// all derived `pollable`s created with this function are dropped.
+        @since(version = 0.2.0)
+        subscribe: func() -> pollable;
+
+        /// Write zeroes to a stream.
+        ///
+        /// This should be used precisely like `write` with the exact same
+        /// preconditions (must use check-write first), but instead of
+        /// passing a list of bytes, you simply pass the number of zero-bytes
+        /// that should be written.
+        @since(version = 0.2.0)
+        write-zeroes: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Perform a write of up to 4096 zeroes, and then flush the stream.
+        /// Block until all of these operations are complete, or an error
+        /// occurs.
+        ///
+        /// This is a convenience wrapper around the use of `check-write`,
+        /// `subscribe`, `write-zeroes`, and `flush`, and is implemented with
+        /// the following pseudo-code:
+        ///
+        /// ```text
+        /// let pollable = this.subscribe();
+        /// while num_zeroes != 0 {
+        ///     // Wait for the stream to become writable
+        ///     pollable.block();
+        ///     let Ok(n) = this.check-write(); // eliding error handling
+        ///     let len = min(n, num_zeroes);
+        ///     this.write-zeroes(len);         // eliding error handling
+        ///     num_zeroes -= len;
+        /// }
+        /// this.flush();
+        /// // Wait for completion of `flush`
+        /// pollable.block();
+        /// // Check for any errors that arose during `flush`
+        /// let _ = this.check-write();         // eliding error handling
+        /// ```
+        @since(version = 0.2.0)
+        blocking-write-zeroes-and-flush: func(
+            /// The number of zero-bytes to write
+            len: u64
+        ) -> result<_, stream-error>;
+
+        /// Read from one stream and write to another.
+        ///
+        /// The behavior of splice is equivalent to:
+        /// 1. calling `check-write` on the `output-stream`
+        /// 2. calling `read` on the `input-stream` with the smaller of the
+        /// `check-write` permitted length and the `len` provided to `splice`
+        /// 3. calling `write` on the `output-stream` with that read data.
+        ///
+        /// Any error reported by the call to `check-write`, `read`, or
+        /// `write` ends the splice and reports that error.
+        ///
+        /// This function returns the number of bytes transferred; it may be less
+        /// than `len`.
+        @since(version = 0.2.0)
+        splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+
+        /// Read from one stream and write to another, with blocking.
+        ///
+        /// This is similar to `splice`, except that it blocks until the
+        /// `output-stream` is ready for writing, and the `input-stream`
+        /// is ready for reading, before performing the `splice`.
+        @since(version = 0.2.0)
+        blocking-splice: func(
+            /// The stream to read from
+            src: borrow<input-stream>,
+            /// The number of bytes to splice
+            len: u64,
+        ) -> result<u64, stream-error>;
+    }
+}
diff --git a/embed/test/wit/deps/io/world.wit b/embed/test/wit/deps/io/world.wit
new file mode 100644
index 000000000..f1d2102dc
--- /dev/null
+++ b/embed/test/wit/deps/io/world.wit
@@ -0,0 +1,10 @@
+package wasi:io@0.2.3;
+
+@since(version = 0.2.0)
+world imports {
+    @since(version = 0.2.0)
+    import streams;
+
+    @since(version = 0.2.0)
+    import poll;
+}
diff --git a/embed/voyageai/src/client.rs b/embed/voyageai/src/client.rs
index ff4811d78..45c2654a6 100644
--- a/embed/voyageai/src/client.rs
+++ b/embed/voyageai/src/client.rs
@@ -85,7 +85,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
 
         return Err(Error {
             code: error_code_from_status(status),
-            message: format!("Request failed with status {}: {}", status, response_text),
+            message: format!("Request failed with status {status}: {response_text}"),
             provider_error_json: Some(response_text),
         });
     }
@@ -99,7 +99,7 @@ fn parse_response<T: DeserializeOwned + Debug>(response: Response) -> Result<T,
             trace!("Error parsing response: {error:?}");
             Err(Error {
                 code: error_code_from_status(status),
-                message: format!("Failed to decode response body: {}", response_text),
+                message: format!("Failed to decode response body: {response_text}"),
                 provider_error_json: Some(error.to_string()),
             })
         }
diff --git a/embed/voyageai/src/conversitions.rs b/embed/voyageai/src/conversitions.rs
index 4fddebc10..a998bb96d 100644
--- a/embed/voyageai/src/conversitions.rs
+++ b/embed/voyageai/src/conversitions.rs
@@ -154,8 +154,8 @@ mod tests {
 
         let request = create_embedding_request(inputs.clone(), config.clone());
         match &request {
-            Ok(_request) => {},
-            Err(_err) => {},
+            Ok(_request) => {}
+            Err(_err) => {}
         };
         assert!(request.is_ok());
     }
@@ -181,8 +181,8 @@ mod tests {
 
         let request = create_rerank_request(query, documents, config);
         match &request {
-            Ok(_request) => {},
-            Err(_err) => {},
+            Ok(_request) => {}
+            Err(_err) => {}
         };
         assert!(request.is_ok());
     }
diff --git a/llm/anthropic/src/conversions.rs b/llm/anthropic/src/conversions.rs
index e332f1391..e7d3175a0 100644
--- a/llm/anthropic/src/conversions.rs
+++ b/llm/anthropic/src/conversions.rs
@@ -130,7 +130,7 @@ pub fn process_response(response: MessagesResponse) -> ChatEvent {
                         Err(e) => {
                             return ChatEvent::Error(Error {
                                 code: ErrorCode::InvalidRequest,
-                                message: format!("Failed to decode base64 image data: {}", e),
+                                message: format!("Failed to decode base64 image data: {e}"),
                                 provider_error_json: None,
                             });
                         }
diff --git a/llm/grok/src/conversions.rs b/llm/grok/src/conversions.rs
index 68a5d570c..129c128ad 100644
--- a/llm/grok/src/conversions.rs
+++ b/llm/grok/src/conversions.rs
@@ -183,7 +183,7 @@ fn convert_content_parts(contents: Vec<ContentPart>) -> crate::client::Content {
                     let media_type = &image_source.mime_type; // This is already a string
                     result.push(crate::client::ContentPart::ImageInput {
                         image_url: crate::client::ImageUrl {
-                            url: format!("data:{};base64,{}", media_type, base64_data),
+                            url: format!("data:{media_type};base64,{base64_data}"),
                             detail: image_source.detail.map(|d| d.into()),
                         },
                     });
diff --git a/llm/llm/src/event_source/stream.rs b/llm/llm/src/event_source/stream.rs
index d997a41ab..13a5eeb56 100644
--- a/llm/llm/src/event_source/stream.rs
+++ b/llm/llm/src/event_source/stream.rs
@@ -58,7 +58,7 @@ where
         match self {
             Self::Utf8(err) => f.write_fmt(format_args!("UTF8 error: {err}")),
             Self::Parser(err) => f.write_fmt(format_args!("Parse error: {err}")),
-            Self::Transport(err) => f.write_fmt(format_args!("Transport error: {err}"))
+            Self::Transport(err) => f.write_fmt(format_args!("Transport error: {err}")),
         }
     }
 }
diff --git a/llm/ollama/src/client.rs b/llm/ollama/src/client.rs
index e9514a8dd..e2901e70c 100644
--- a/llm/ollama/src/client.rs
+++ b/llm/ollama/src/client.rs
@@ -335,7 +335,7 @@ pub fn image_to_base64(source: &str) -> Result<String, Box<dyn std::error::Error
 pub fn from_reqwest_error(context: &str, err: reqwest::Error) -> Error {
     Error {
         code: ErrorCode::InternalError,
-        message: format!("{}: {}", context, err),
+        message: format!("{context}: {err}"),
         provider_error_json: None,
     }
 }
diff --git a/llm/ollama/src/conversions.rs b/llm/ollama/src/conversions.rs
index b1db65c61..8d64e954f 100644
--- a/llm/ollama/src/conversions.rs
+++ b/llm/ollama/src/conversions.rs
@@ -214,7 +214,7 @@ pub fn process_response(response: CompletionsResponse) -> ChatEvent {
         };
 
         ChatEvent::Message(CompleteResponse {
-            id: format!("ollama-{}", timestamp),
+            id: format!("ollama-{timestamp}"),
             content,
             tool_calls,
             metadata,
diff --git a/llm/openai/src/conversions.rs b/llm/openai/src/conversions.rs
index 43694c0f3..a4989b0c1 100644
--- a/llm/openai/src/conversions.rs
+++ b/llm/openai/src/conversions.rs
@@ -138,7 +138,7 @@ pub fn content_part_to_inner_input_item(content_part: ContentPart) -> InnerInput
             ImageReference::Inline(image_source) => {
                 let base64_data = general_purpose::STANDARD.encode(&image_source.data);
                 let mime_type = &image_source.mime_type; // This is already a string
-                let data_url = format!("data:{};base64,{}", mime_type, base64_data);
+                let data_url = format!("data:{mime_type};base64,{base64_data}");
 
                 InnerInputItem::ImageInput {
                     image_url: data_url,
diff --git a/llm/openrouter/src/conversions.rs b/llm/openrouter/src/conversions.rs
index d4db2d34c..61b5f973b 100644
--- a/llm/openrouter/src/conversions.rs
+++ b/llm/openrouter/src/conversions.rs
@@ -184,7 +184,7 @@ fn convert_content_parts(contents: Vec<ContentPart>) -> crate::client::Content {
                     let media_type = &image_source.mime_type; // This is already a string
                     result.push(crate::client::ContentPart::ImageInput {
                         image_url: crate::client::ImageUrl {
-                            url: format!("data:{};base64,{}", media_type, base64_data),
+                            url: format!("data:{media_type};base64,{base64_data}"),
                             detail: image_source.detail.map(|d| d.into()),
                         },
                     });