refactor: openai completions message creation

python/mirascope/llm/clients/openai/completions/_utils/encode.py

@@ -46,29 +46,52 @@ class ChatCompletionCreateKwargs(TypedDict, total=False):
 def _encode_user_message(
     message: UserMessage,
 ) -> list[openai_types.ChatCompletionMessageParam]:
-    """Convert Mirascope `UserMessage` to a list of OpenAI `ChatCompletionMessageParam`."""
+    """Convert Mirascope `UserMessage` to a list of OpenAI `ChatCompletionMessageParam`.
+
+    Multiple text content parts are combined into a single user message.
+    Tool outputs become separate tool messages.
+    """
+    current_content: list[openai_types.ChatCompletionContentPartTextParam] = []
+    result: list[openai_types.ChatCompletionMessageParam] = []
+
+    def flush_message_content() -> None:
+        nonlocal current_content
+        if current_content:
+            content: str | list[openai_types.ChatCompletionContentPartTextParam]
+            if len(current_content) == 1:
+                content = current_content[0]["text"]
+            else:
+                content = current_content
+            result.append(
+                openai_types.ChatCompletionUserMessageParam(
+                    role="user", content=content
+                )
+            )
+            current_content = []
 
-    message_params: list[openai_types.ChatCompletionMessageParam] = []
     for part in message.content:
         if part.type == "text":
-            message_params.append(
-                openai_types.ChatCompletionUserMessageParam(
-                    role="user",
-                    content=part.text,
+            current_content.append(
+                openai_types.ChatCompletionContentPartTextParam(
+                    text=part.text, type="text"
                 )
             )
         elif part.type == "tool_output":
-            message_params.append(
+            flush_message_content()
+            result.append(
                 openai_types.ChatCompletionToolMessageParam(
                     role="tool",
                     content=str(part.value),
                     tool_call_id=part.id,
                 )
             )
         else:
-            raise NotImplementedError
+            raise NotImplementedError(
+                f"Unsupported user content part type: {part.type}"
+            )
+    flush_message_content()
 
-    return message_params
+    return result
 
 
 def _encode_assistant_message(

python/mirascope/llm/clients/openai/responses/_utils/encode.py

@@ -61,6 +61,9 @@ class ResponseCreateKwargs(TypedDict, total=False):
 def _encode_user_message(
     message: UserMessage,
 ) -> ResponseInputParam:
+    if len(message.content) == 1 and (first := message.content[0]).type == "text":
+        return [EasyInputMessageParam(content=first.text, role="user")]
+
     current_content: list[ResponseInputContentParam] = []
     result: ResponseInputParam = []
 

python/tests/e2e/input/cassettes/test_call_with_image_content/openai_responses_gpt_4o.yaml

@@ -259,19 +259,19 @@ interactions:
       access-control-allow-origin:
       - '*'
       age:
-      - '12769'
+      - '111296'
       cache-control:
       - max-age=31536000
       content-length:
       - '13444'
       content-type:
       - image/png
       date:
-      - Tue, 21 Oct 2025 18:53:57 GMT
+      - Tue, 21 Oct 2025 16:24:31 GMT
       etag:
       - '"3484-640857429fa00"'
       expires:
-      - Wed, 21 Oct 2026 18:53:57 GMT
+      - Wed, 21 Oct 2026 16:24:31 GMT
       last-modified:
       - Mon, 06 Oct 2025 23:03:04 GMT
       nel:
@@ -281,30 +281,30 @@ interactions:
       - '{ "group": "wm_nel", "max_age": 604800, "endpoints": [{ "url": "https://intake-logging.wikimedia.org/v1/events?stream=w3c.reportingapi.network_error&schema_uri=/w3c/reportingapi/network_error/1.0.0"
         }] }'
       server:
-      - ATS/9.2.11
+      - mw-web.codfw.main-79758cdbb8-7zq6v
       server-timing:
-      - cache;desc="hit-front", host;desc="cp4042"
+      - cache;desc="hit-front", host;desc="cp2035"
       set-cookie:
-      - WMF-Last-Access=21-Oct-2025;Path=/;HttpOnly;secure;Expires=Sat, 22 Nov 2025
+      - WMF-Last-Access=22-Oct-2025;Path=/;HttpOnly;secure;Expires=Sun, 23 Nov 2025
         12:00:00 GMT
-      - WMF-Last-Access-Global=21-Oct-2025;Path=/;Domain=.wikipedia.org;HttpOnly;secure;Expires=Sat,
-        22 Nov 2025 12:00:00 GMT
-      - GeoIP=US:WA:Seattle:47.61:-122.31:v4; Path=/; secure; Domain=.wikipedia.org
+      - WMF-Last-Access-Global=22-Oct-2025;Path=/;Domain=.wikipedia.org;HttpOnly;secure;Expires=Sun,
+        23 Nov 2025 12:00:00 GMT
+      - GeoIP=US:WA:Seattle:47.54:-122.30:v4; Path=/; secure; Domain=.wikipedia.org
       - NetworkProbeLimit=0.001;Path=/;Secure;SameSite=None;Max-Age=3600
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-        21 Oct 2026 00:00:00 GMT
+      - WMF-Uniq=R8GvmqBl7290uqCWGVhdvgKUAAAAAFvd4GlVWN7OEwrrnpWMi47mN3lSAPFSdlaP;Domain=.wikipedia.org;Path=/;HttpOnly;secure;SameSite=None;Expires=Thu,
+        22 Oct 2026 00:00:00 GMT
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       x-analytics:
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       x-cache:
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+      - cp2031 hit, cp2035 hit/151636
       x-cache-status:
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-      - 71.212.69.193
+      - 50.251.218.18
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+      - 7ef10e6b-a84f-4330-b7ba-281fe9cf015f
     status:
       code: 200
       message: OK
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@@ -392,13 +393,13 @@ interactions:
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-      - '3548'
+      - '3071'
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@@ -412,7 +413,7 @@ interactions:
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     status:
       code: 200
       message: OK

python/tests/e2e/input/cassettes/test_call_with_image_url/openai_responses_gpt_4o.yaml

@@ -39,29 +39,29 @@ interactions:
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python/tests/e2e/input/cassettes/test_call_with_params/openai_responses_gpt_4o.yaml

@@ -1,6 +1,6 @@
 interactions:
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