test_cohere.py 2.2 KB

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  1. import os
  2. import pytest
  3. from embedchain.config import BaseLlmConfig
  4. from embedchain.llm.cohere import CohereLlm
  5. @pytest.fixture
  6. def cohere_llm_config():
  7. os.environ["COHERE_API_KEY"] = "test_api_key"
  8. config = BaseLlmConfig(model="command-r", max_tokens=100, temperature=0.7, top_p=0.8, token_usage=False)
  9. yield config
  10. os.environ.pop("COHERE_API_KEY")
  11. def test_init_raises_value_error_without_api_key(mocker):
  12. mocker.patch.dict(os.environ, clear=True)
  13. with pytest.raises(ValueError):
  14. CohereLlm()
  15. def test_get_llm_model_answer_raises_value_error_for_system_prompt(cohere_llm_config):
  16. llm = CohereLlm(cohere_llm_config)
  17. llm.config.system_prompt = "system_prompt"
  18. with pytest.raises(ValueError):
  19. llm.get_llm_model_answer("prompt")
  20. def test_get_llm_model_answer(cohere_llm_config, mocker):
  21. mocker.patch("embedchain.llm.cohere.CohereLlm._get_answer", return_value="Test answer")
  22. llm = CohereLlm(cohere_llm_config)
  23. answer = llm.get_llm_model_answer("Test query")
  24. assert answer == "Test answer"
  25. def test_get_llm_model_answer_with_token_usage(cohere_llm_config, mocker):
  26. test_config = BaseLlmConfig(
  27. temperature=cohere_llm_config.temperature,
  28. max_tokens=cohere_llm_config.max_tokens,
  29. top_p=cohere_llm_config.top_p,
  30. model=cohere_llm_config.model,
  31. token_usage=True,
  32. )
  33. mocker.patch(
  34. "embedchain.llm.cohere.CohereLlm._get_answer",
  35. return_value=("Test answer", {"input_tokens": 1, "output_tokens": 2}),
  36. )
  37. llm = CohereLlm(test_config)
  38. answer, token_info = llm.get_llm_model_answer("Test query")
  39. assert answer == "Test answer"
  40. assert token_info == {
  41. "prompt_tokens": 1,
  42. "completion_tokens": 2,
  43. "total_tokens": 3,
  44. "total_cost": 3.5e-06,
  45. "cost_currency": "USD",
  46. }
  47. def test_get_answer_mocked_cohere(cohere_llm_config, mocker):
  48. mocked_cohere = mocker.patch("embedchain.llm.cohere.ChatCohere")
  49. mocked_cohere.return_value.invoke.return_value.content = "Mocked answer"
  50. llm = CohereLlm(cohere_llm_config)
  51. prompt = "Test query"
  52. answer = llm.get_llm_model_answer(prompt)
  53. assert answer == "Mocked answer"