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| 1 | +#!/usr/bin/env python |
| 2 | +# -*- coding: utf-8 -*-- |
| 3 | + |
| 4 | +# Copyright (c) 2023 Oracle and/or its affiliates. |
| 5 | +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ |
| 6 | + |
| 7 | +import pytest |
| 8 | +import unittest |
| 9 | +from unittest.mock import patch |
| 10 | + |
| 11 | +from ads.llm import ModelDeploymentTGI |
| 12 | +from oci.signer import Signer |
| 13 | + |
| 14 | + |
| 15 | +class LangChainPluginsTest(unittest.TestCase): |
| 16 | + mock_endpoint = "https://mock_endpoint/predict" |
| 17 | + |
| 18 | + def mocked_requests_post(endpoint, headers, json, auth, **kwargs): |
| 19 | + class MockResponse: |
| 20 | + def __init__(self, json_data, status_code): |
| 21 | + self.json_data = json_data |
| 22 | + self.status_code = status_code |
| 23 | + |
| 24 | + def json(self): |
| 25 | + return self.json_data |
| 26 | + |
| 27 | + def raise_for_status(self): |
| 28 | + pass |
| 29 | + |
| 30 | + assert endpoint.startswith("https://") |
| 31 | + assert json |
| 32 | + assert headers |
| 33 | + prompt = json.get("inputs") |
| 34 | + assert prompt and isinstance(prompt, str) |
| 35 | + completion = "ads" if "who" in prompt else "Unknown" |
| 36 | + assert auth |
| 37 | + assert isinstance(auth, Signer) |
| 38 | + |
| 39 | + return MockResponse( |
| 40 | + json_data={"generated_text": completion}, |
| 41 | + status_code=200, |
| 42 | + ) |
| 43 | + |
| 44 | + def test_oci_model_deployment_model_param(self): |
| 45 | + llm = ModelDeploymentTGI(endpoint=self.mock_endpoint, temperature=0.9) |
| 46 | + model_params_keys = [ |
| 47 | + "best_of", |
| 48 | + "max_new_tokens", |
| 49 | + "temperature", |
| 50 | + "top_k", |
| 51 | + "top_p", |
| 52 | + "do_sample", |
| 53 | + "return_full_text", |
| 54 | + "watermark", |
| 55 | + ] |
| 56 | + assert llm.endpoint == self.mock_endpoint |
| 57 | + assert all(key in llm._default_params for key in model_params_keys) |
| 58 | + assert llm.temperature == 0.9 |
| 59 | + |
| 60 | + @patch("requests.post", mocked_requests_post) |
| 61 | + def test_oci_model_deployment_call(self): |
| 62 | + llm = ModelDeploymentTGI(endpoint=self.mock_endpoint) |
| 63 | + response = llm("who am i") |
| 64 | + completion = "ads" |
| 65 | + assert response == completion |
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