├── .github ├── actions │ ├── set-working-directory │ │ └── action.yml │ └── setup-python-env │ │ └── action.yml └── workflows │ ├── all-sdk-tests.yml │ ├── build_docs.yml │ ├── coverage.yml │ ├── release.yml │ └── static_docs.yml ├── .gitignore ├── .pre-commit-config.yaml ├── README.md ├── dist └── .gitkeep ├── docs ├── Makefile ├── _build │ ├── doctrees │ │ ├── environment.pickle │ │ ├── index.doctree │ │ └── source │ │ │ ├── examples.doctree │ │ │ ├── intro.doctree │ │ │ ├── modules.doctree │ │ │ ├── notdiamond.doctree │ │ │ ├── notdiamond.llms.doctree │ │ │ ├── notdiamond.metrics.doctree │ │ │ ├── notdiamond.prompts.doctree │ │ │ ├── notdiamond.toolkit.doctree │ │ │ ├── notdiamond.toolkit.litellm.doctree │ │ │ └── notdiamond.toolkit.rag.doctree │ └── html │ │ ├── .buildinfo │ │ ├── .doctrees │ │ ├── environment.pickle │ │ ├── index.doctree │ │ └── source │ │ │ ├── intro.doctree │ │ │ ├── notdiamond.doctree │ │ │ ├── notdiamond.llms.doctree │ │ │ ├── notdiamond.metrics.doctree │ │ │ ├── notdiamond.toolkit.doctree │ │ │ └── notdiamond.toolkit.rag.doctree │ │ ├── .nojekyll │ │ ├── _modules │ │ ├── index.html │ │ ├── notdiamond │ │ │ ├── _init.html │ │ │ ├── callbacks.html │ │ │ ├── exceptions.html │ │ │ ├── llms │ │ │ │ ├── client.html │ │ │ │ ├── config.html │ │ │ │ ├── llm.html │ │ │ │ ├── provider.html │ │ │ │ ├── providers.html │ │ │ │ └── request.html │ │ │ ├── metrics │ │ │ │ ├── metric.html │ │ │ │ └── request.html │ │ │ ├── prompts.html │ │ │ ├── prompts │ │ │ │ ├── hash.html │ │ │ │ └── prompt.html │ │ │ ├── toolkit │ │ │ │ ├── custom_router.html │ │ │ │ ├── langchain.html │ │ │ │ ├── openai.html │ │ │ │ └── rag │ │ │ │ │ ├── evaluation.html │ │ │ │ │ ├── evaluation_dataset.html │ │ │ │ │ ├── llms.html │ │ │ │ │ ├── testset.html │ │ │ │ │ └── workflow.html │ │ │ └── types.html │ │ ├── pydantic │ │ │ ├── _internal │ │ │ │ └── _repr.html │ │ │ └── main.html │ │ ├── ragas │ │ │ └── dataset_schema.html │ │ └── typing.html │ │ ├── _static │ │ ├── _sphinx_javascript_frameworks_compat.js │ │ ├── basic.css │ │ ├── css │ │ │ ├── badge_only.css │ │ │ ├── fonts │ │ │ │ ├── Roboto-Slab-Bold.woff │ │ │ │ ├── Roboto-Slab-Bold.woff2 │ │ │ │ ├── Roboto-Slab-Regular.woff │ │ │ │ ├── Roboto-Slab-Regular.woff2 │ │ │ │ ├── fontawesome-webfont.eot │ │ │ │ ├── fontawesome-webfont.svg │ │ │ │ ├── fontawesome-webfont.ttf │ │ │ │ ├── fontawesome-webfont.woff │ │ │ │ ├── fontawesome-webfont.woff2 │ │ │ │ ├── lato-bold-italic.woff │ │ │ │ ├── lato-bold-italic.woff2 │ │ │ │ ├── lato-bold.woff │ │ │ │ ├── lato-bold.woff2 │ │ │ │ ├── lato-normal-italic.woff │ │ │ │ ├── lato-normal-italic.woff2 │ │ │ │ ├── lato-normal.woff │ │ │ │ └── lato-normal.woff2 │ │ │ ├── theme.css │ │ │ └── vendor │ │ │ │ └── bootstrap.min.css │ │ ├── doctools.js │ │ ├── documentation_options.js │ │ ├── file.png │ │ ├── jquery.js │ │ ├── js │ │ │ ├── badge_only.js │ │ │ ├── html5shiv-printshiv.min.js │ │ │ ├── html5shiv.min.js │ │ │ ├── searchtools.js │ │ │ ├── theme.js │ │ │ └── vendor │ │ │ │ └── bootstrap.min.js │ │ ├── language_data.js │ │ ├── minus.png │ │ ├── plus.png │ │ ├── pygments.css │ │ ├── searchtools.js │ │ └── sphinx_highlight.js │ │ ├── index.html │ │ ├── objects.inv │ │ ├── py-modindex.html │ │ ├── search.html │ │ ├── searchindex.js │ │ └── source │ │ ├── examples.html │ │ ├── intro.html │ │ ├── modules.html │ │ ├── notdiamond.html │ │ ├── notdiamond.llms.html │ │ ├── notdiamond.metrics.html │ │ ├── notdiamond.prompts.html │ │ ├── notdiamond.toolkit.html │ │ ├── notdiamond.toolkit.litellm.html │ │ └── notdiamond.toolkit.rag.html ├── conf.py ├── index.rst ├── make.bat └── source │ ├── intro.rst │ ├── notdiamond.llms.rst │ ├── notdiamond.metrics.rst │ ├── notdiamond.rst │ ├── notdiamond.toolkit.rag.rst │ └── notdiamond.toolkit.rst ├── notdiamond ├── __init__.py ├── _init.py ├── _utils.py ├── callbacks.py ├── exceptions.py ├── llms │ ├── __init__.py │ ├── client.py │ ├── config.py │ ├── providers.py │ └── request.py ├── metrics │ ├── __init__.py │ ├── metric.py │ └── request.py ├── prompts.py ├── settings.py ├── toolkit │ ├── __init__.py │ ├── _retry.py │ ├── custom_router.py │ ├── langchain.py │ ├── openai.py │ └── rag │ │ ├── __init__.py │ │ ├── document_loaders.py │ │ ├── evaluation.py │ │ ├── evaluation_dataset.py │ │ ├── llms.py │ │ ├── metrics.py │ │ ├── testset.py │ │ └── workflow.py └── types.py ├── poetry.lock ├── pyproject.toml └── tests ├── cassettes └── test_init │ ├── test_async_init_multi_provider_multi_model.yaml │ ├── test_async_init_multi_provider_multi_model_azure_error.yaml │ ├── test_async_init_multi_provider_multi_model_multi_config.yaml │ ├── test_init_multi_provider_multi_model.yaml │ ├── test_init_multi_provider_multi_model_azure_error.yaml │ └── test_init_multi_provider_multi_model_multi_config.yaml ├── conftest.py ├── helpers.py ├── static ├── airbnb_tos.md └── bbh_implicatures.json ├── test_components ├── test_llms │ ├── cassettes │ │ ├── test_callbacks │ │ │ ├── test_latency_tracking_callback.yaml │ │ │ ├── test_llm_start_callback.yaml │ │ │ ├── test_model_select_callback[_NDInvokerClient].yaml │ │ │ └── test_model_select_callback[_NDRouterClient].yaml │ │ ├── test_llm │ │ │ ├── Test_NDLLM.test_async_model_select_with_strings[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_async_model_select_with_strings[_NDClientTarget.ROUTER-_NDRouterClient].yaml │ │ │ ├── Test_NDLLM.test_model_select_with_strings[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_model_select_with_strings[_NDClientTarget.ROUTER-_NDRouterClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_ainvoke_response_model[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_astream_response_model[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_async_tool_calling[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_invoke_response_model[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_invoke_with_curly_braces[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_openai_interface[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_stream_response_model[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_tool_calling[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_tool_calling_astream[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_ndllm_tool_calling_stream[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_preference_id[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_NDLLM.test_preference_id[_NDClientTarget.ROUTER-_NDRouterClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_create_with_default[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_create_with_latency_tracking[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_create_with_max_model_depth[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_create_with_provider_system_prompts[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_llm_with_tradeoff[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_llm_without_ndllm_configs[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_ainvoke[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_astream[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_invoke[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_invoke_claude[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_model_select[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ │ ├── Test_OpenAI_style_input.test_openai_style_input_model_select[_NDClientTarget.ROUTER-_NDRouterClient].yaml │ │ │ └── Test_OpenAI_style_input.test_openai_style_input_stream[_NDClientTarget.INVOKER-_NDInvokerClient].yaml │ │ └── test_llm_request │ │ │ ├── test_async_llm_invoke_with_latency_tracking_success.yaml │ │ │ ├── test_custom_model_attributes.yaml │ │ │ ├── test_llm_invoke_with_latency_tracking_nd_chat_prompt_success.yaml │ │ │ ├── test_llm_invoke_with_latency_tracking_success.yaml │ │ │ └── test_session_linking.yaml │ ├── test_callbacks.py │ ├── test_embedding_config.py │ ├── test_llm.py │ ├── test_llm_request.py │ └── test_provider.py └── test_utils.py ├── test_documentation ├── cassettes │ ├── test_fallback_and_custom │ │ └── test_custom_logic.yaml │ ├── test_function_calling │ │ ├── test_function_calling.yaml │ │ └── test_function_calling_via_rest_api.yaml │ ├── test_getting_started │ │ ├── test_main_example.yaml │ │ ├── test_model_select.yaml │ │ ├── test_pass_array_of_messages.yaml │ │ └── test_programatic_define_llm_configs.yaml │ ├── test_langchain │ │ └── test_streaming.yaml │ ├── test_openrouter │ │ └── test_openrouter_integration.yaml │ ├── test_personalization │ │ └── test_personalization.yaml │ └── test_structured_output │ │ ├── test_structured_output.yaml │ │ └── test_structured_output_streaming.yaml ├── test_fallback_and_custom.py ├── test_function_calling.py ├── test_getting_started.py ├── test_langchain.py ├── test_openrouter.py ├── test_personalization.py └── test_structured_output.py ├── test_init.py ├── test_llm_calls ├── cassettes │ ├── test_anthropic │ │ ├── Test_Anthropic_LLMs.test_claude_21_response_model.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_21_with_async_streaming.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_21_with_streaming.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_5_haiku_with_openai_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_5_haiku_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_7_sonnet_20250219_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_7_sonnet_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_haiku_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_opus_response_model.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_opus_with_openai_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_3_opus_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_haiku_4_5_with_openai_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_haiku_4_5_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_opus_4_1_20250805_with_openai_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_opus_4_1_20250805_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_opus_4_1_with_openai_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_opus_4_1_with_tool_calling.yaml │ │ ├── Test_Anthropic_LLMs.test_claude_sonnet_4_5_with_openai_tool_calling.yaml │ │ └── Test_Anthropic_LLMs.test_claude_sonnet_4_5_with_tool_calling.yaml │ ├── test_cohere │ │ ├── Test_Cohere.test_cohere_command_r_plus_response_model.yaml │ │ ├── Test_Cohere.test_cohere_command_r_plus_with_tool_calling.yaml │ │ ├── Test_Cohere.test_cohere_command_r_response_model.yaml │ │ └── Test_Cohere.test_cohere_command_r_with_tool_calling.yaml │ ├── test_mistral │ │ ├── Test_Mistral.test_codestral_response_model.yaml │ │ ├── Test_Mistral.test_mistral_7b_response_model.yaml │ │ ├── Test_Mistral.test_mistral_8x22b_response_model.yaml │ │ ├── Test_Mistral.test_mistral_8x7b_response_model.yaml │ │ ├── Test_Mistral.test_mistral_large_2402_response_model.yaml │ │ ├── Test_Mistral.test_mistral_large_2402_with_openai_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_large_2402_with_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_large_2407_response_model.yaml │ │ ├── Test_Mistral.test_mistral_large_2407_with_openai_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_large_2407_with_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_large_response_model.yaml │ │ ├── Test_Mistral.test_mistral_large_with_openai_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_large_with_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_medium_response_model.yaml │ │ ├── Test_Mistral.test_mistral_nemo_response_model.yaml │ │ ├── Test_Mistral.test_mistral_nemo_with_openai_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_nemo_with_tool_calling.yaml │ │ ├── Test_Mistral.test_mistral_small_response_model.yaml │ │ ├── Test_Mistral.test_mistral_small_with_openai_tool_calling.yaml │ │ └── Test_Mistral.test_mistral_small_with_tool_calling.yaml │ ├── test_moonshotai │ │ ├── Test_Moonshotai_LLMs.test_kimi_k2_thinking_response_model.yaml │ │ ├── Test_Moonshotai_LLMs.test_kimi_k2_thinking_with_async_streaming.yaml │ │ ├── Test_Moonshotai_LLMs.test_kimi_k2_thinking_with_openai_tool_calling.yaml │ │ ├── Test_Moonshotai_LLMs.test_kimi_k2_thinking_with_streaming.yaml │ │ └── Test_Moonshotai_LLMs.test_kimi_k2_thinking_with_tool_calling.yaml │ ├── test_openai │ │ ├── Test_OpenAI.test_async_streaming[provider0].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider10].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider11].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider12].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider13].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider14].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider15].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider16].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider17].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider18].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider19].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider1].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider20].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider21].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider2].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider3].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider4].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider5].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider6].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider7].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider8].yaml │ │ ├── Test_OpenAI.test_async_streaming[provider9].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider0].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider10].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider11].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider12].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider13].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider14].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider15].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider16].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider1].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider2].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider3].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider4].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider5].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider6].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider7].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider8].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_2025_02_27_with_tool_calling[provider9].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider0].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider10].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider11].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider12].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider13].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider14].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider15].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider16].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider1].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider2].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider3].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider4].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider5].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider6].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider7].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider8].yaml │ │ ├── Test_OpenAI.test_gpt_4_5_preview_with_tool_calling[provider9].yaml │ │ ├── Test_OpenAI.test_response_model[provider0].yaml │ │ ├── Test_OpenAI.test_response_model[provider10].yaml │ │ ├── Test_OpenAI.test_response_model[provider11].yaml │ │ ├── Test_OpenAI.test_response_model[provider12].yaml │ │ ├── Test_OpenAI.test_response_model[provider13].yaml │ │ ├── Test_OpenAI.test_response_model[provider14].yaml │ │ ├── Test_OpenAI.test_response_model[provider15].yaml │ │ ├── Test_OpenAI.test_response_model[provider16].yaml │ │ ├── Test_OpenAI.test_response_model[provider17].yaml │ │ ├── Test_OpenAI.test_response_model[provider18].yaml │ │ ├── Test_OpenAI.test_response_model[provider19].yaml │ │ ├── Test_OpenAI.test_response_model[provider1].yaml │ │ ├── Test_OpenAI.test_response_model[provider20].yaml │ │ ├── Test_OpenAI.test_response_model[provider21].yaml │ │ ├── Test_OpenAI.test_response_model[provider2].yaml │ │ ├── Test_OpenAI.test_response_model[provider3].yaml │ │ ├── Test_OpenAI.test_response_model[provider4].yaml │ │ ├── Test_OpenAI.test_response_model[provider5].yaml │ │ ├── Test_OpenAI.test_response_model[provider6].yaml │ │ ├── Test_OpenAI.test_response_model[provider7].yaml │ │ ├── Test_OpenAI.test_response_model[provider8].yaml │ │ ├── Test_OpenAI.test_response_model[provider9].yaml │ │ ├── Test_OpenAI.test_streaming[provider0].yaml │ │ ├── Test_OpenAI.test_streaming[provider10].yaml │ │ ├── Test_OpenAI.test_streaming[provider11].yaml │ │ ├── Test_OpenAI.test_streaming[provider12].yaml │ │ ├── Test_OpenAI.test_streaming[provider13].yaml │ │ ├── Test_OpenAI.test_streaming[provider14].yaml │ │ ├── Test_OpenAI.test_streaming[provider15].yaml │ │ ├── Test_OpenAI.test_streaming[provider16].yaml │ │ ├── Test_OpenAI.test_streaming[provider17].yaml │ │ ├── Test_OpenAI.test_streaming[provider18].yaml │ │ ├── Test_OpenAI.test_streaming[provider19].yaml │ │ ├── Test_OpenAI.test_streaming[provider1].yaml │ │ ├── Test_OpenAI.test_streaming[provider20].yaml │ │ ├── Test_OpenAI.test_streaming[provider21].yaml │ │ ├── Test_OpenAI.test_streaming[provider2].yaml │ │ ├── Test_OpenAI.test_streaming[provider3].yaml │ │ ├── Test_OpenAI.test_streaming[provider4].yaml │ │ ├── Test_OpenAI.test_streaming[provider5].yaml │ │ ├── Test_OpenAI.test_streaming[provider6].yaml │ │ ├── Test_OpenAI.test_streaming[provider7].yaml │ │ ├── Test_OpenAI.test_streaming[provider8].yaml │ │ ├── Test_OpenAI.test_streaming[provider9].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider0].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider10].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider11].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider12].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider13].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider14].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider15].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider16].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider17].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider18].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider19].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider1].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider20].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider21].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider2].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider3].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider4].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider5].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider6].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider7].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider8].yaml │ │ ├── Test_OpenAI.test_streaming_use_stop[provider9].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider0].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider10].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider11].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider12].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider13].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider14].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider15].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider16].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider17].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider18].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider19].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider1].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider21].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider2].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider3].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider4].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider5].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider6].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider7].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider8].yaml │ │ ├── Test_OpenAI.test_with_openai_tool_calling[provider9].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider0].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider10].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider11].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider12].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider13].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider14].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider15].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider16].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider17].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider18].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider19].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider1].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider21].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider2].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider3].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider4].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider5].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider6].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider7].yaml │ │ ├── Test_OpenAI.test_with_tool_calling[provider8].yaml │ │ └── Test_OpenAI.test_with_tool_calling[provider9].yaml │ ├── test_perplexity │ │ ├── Test_Perplexity_LLMs.test_llama_3_1_sonar_large_128k_online.yaml │ │ └── Test_Perplexity_LLMs.test_sonar.yaml │ └── test_togetherai │ │ ├── Test_TogetherAI_LLMs.test_deepseek_r1.yaml │ │ ├── Test_TogetherAI_LLMs.test_llama_3_1_405b_instruct_turbo.yaml │ │ ├── Test_TogetherAI_LLMs.test_llama_3_1_70b_instruct_turbo.yaml │ │ ├── Test_TogetherAI_LLMs.test_llama_3_1_8b_instruct_turbo.yaml │ │ ├── Test_TogetherAI_LLMs.test_llama_3_70b_chat_hf.yaml │ │ ├── Test_TogetherAI_LLMs.test_llama_3_8b_chat_hf.yaml │ │ ├── Test_TogetherAI_LLMs.test_mistral_7b_instruct_v02.yaml │ │ ├── Test_TogetherAI_LLMs.test_mixtral_8x7b_instruct_v01.yaml │ │ └── Test_TogetherAI_LLMs.test_qwen2_72b.yaml ├── test_anthropic.py ├── test_cohere.py ├── test_google.py ├── test_mistral.py ├── test_moonshotai.py ├── test_openai.py ├── test_perplexity.py ├── test_replicate.py └── test_togetherai.py ├── test_toolkit ├── cassettes │ ├── test_async_completion_notdiamond.yaml │ ├── test_async_completion_notdiamond_stream.yaml │ ├── test_completion_notdiamond.yaml │ ├── test_completion_notdiamond_stream.yaml │ ├── test_completion_notdiamond_tool_calling.yaml │ ├── test_litellm │ │ ├── test_async_completion_notdiamond.yaml │ │ ├── test_async_completion_notdiamond_stream.yaml │ │ ├── test_completion_notdiamond_stream.yaml │ │ └── test_completion_notdiamond_tool_calling.yaml │ ├── test_openai_client │ │ ├── test_async_openai_chat_completions_create.yaml │ │ ├── test_async_openai_chat_completions_create_stream.yaml │ │ ├── test_async_openai_create.yaml │ │ ├── test_async_openai_create_default_models.yaml │ │ ├── test_openai_chat_completions_create.yaml │ │ ├── test_openai_chat_completions_create_stream.yaml │ │ ├── test_openai_create.yaml │ │ └── test_openai_create_default_models.yaml │ └── test_retry │ │ ├── test_async_multi_model_max_retries_config.yaml │ │ ├── test_async_multi_model_model_messages_config.yaml │ │ ├── test_async_multi_model_multi_provider_azure_error.yaml │ │ ├── test_async_multi_model_multi_provider_load_balance.yaml │ │ ├── test_async_multi_model_timeout_config.yaml │ │ ├── test_multi_model_backoff_config.yaml │ │ ├── test_multi_model_max_retries_config.yaml │ │ ├── test_multi_model_model_messages_config.yaml │ │ ├── test_multi_model_multi_provider_azure_error.yaml │ │ ├── test_multi_model_multi_provider_load_balance.yaml │ │ ├── test_multi_model_timeout_config.yaml │ │ ├── test_retries.yaml │ │ ├── test_retry_wrapper[anthropic].yaml │ │ ├── test_retry_wrapper[openai].yaml │ │ ├── test_retry_wrapper_async[async-anthropic].yaml │ │ ├── test_retry_wrapper_async[async-openai].yaml │ │ ├── test_retry_wrapper_async_create[async-anthropic].yaml │ │ ├── test_retry_wrapper_async_create[async-azure-openai].yaml │ │ ├── test_retry_wrapper_async_create[async-openai].yaml │ │ ├── test_retry_wrapper_async_stream[async-anthropic].yaml │ │ ├── test_retry_wrapper_async_stream[async-azure-openai].yaml │ │ ├── test_retry_wrapper_async_stream[async-openai].yaml │ │ ├── test_retry_wrapper_create[anthropic].yaml │ │ ├── test_retry_wrapper_create[azure-openai].yaml │ │ ├── test_retry_wrapper_create[openai].yaml │ │ ├── test_retry_wrapper_stream[anthropic].yaml │ │ ├── test_retry_wrapper_stream[azure-openai].yaml │ │ └── test_retry_wrapper_stream[openai].yaml ├── langchain │ ├── cassettes │ │ └── test_integration │ │ │ ├── test_invokable[anthropic-claude-3-5-sonnet-20240620-langchain_anthropic.ChatAnthropic].yaml │ │ │ ├── test_invokable[anthropic-claude-3-haiku-20240307-langchain_anthropic.ChatAnthropic].yaml │ │ │ ├── test_invokable[anthropic-claude-3-opus-20240229-langchain_anthropic.ChatAnthropic].yaml │ │ │ ├── test_invokable[anthropic-claude-3-sonnet-20240229-langchain_anthropic.ChatAnthropic].yaml │ │ │ ├── test_invokable[cohere-command-r-langchain_cohere.ChatCohere].yaml │ │ │ ├── test_invokable[cohere-command-r-plus-langchain_cohere.ChatCohere].yaml │ │ │ ├── test_invokable[google-gemini-1.5-flash-latest-langchain_google_genai.ChatGoogleGenerativeAI].yaml │ │ │ ├── test_invokable[google-gemini-1.5-pro-latest-langchain_google_genai.ChatGoogleGenerativeAI].yaml │ │ │ ├── test_invokable[mistral-codestral-latest-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-mistral-large-2402-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-mistral-large-2407-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-mistral-medium-latest-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-mistral-small-latest-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-open-mistral-7b-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-open-mixtral-8x22b-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[mistral-open-mixtral-8x7b-langchain_mistralai.ChatMistralAI].yaml │ │ │ ├── test_invokable[openai-gpt-3.5-turbo-0125-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4-0125-preview-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4-0613-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4-1106-preview-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4-turbo-2024-04-09-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4o-2024-05-13-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4o-2024-08-06-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4o-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[openai-gpt-4o-mini-2024-07-18-langchain_openai.ChatOpenAI].yaml │ │ │ ├── test_invokable[togetherai-Llama-3-70b-chat-hf-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Llama-3-8b-chat-hf-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Meta-Llama-3.1-405B-Instruct-Turbo-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Meta-Llama-3.1-70B-Instruct-Turbo-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Meta-Llama-3.1-8B-Instruct-Turbo-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Mistral-7B-Instruct-v0.2-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Mixtral-8x22B-Instruct-v0.1-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Mixtral-8x7B-Instruct-v0.1-langchain_together.ChatTogether].yaml │ │ │ ├── test_invokable[togetherai-Qwen2-72B-Instruct-langchain_together.ChatTogether].yaml │ │ │ ├── test_notdiamond_routed_runnable.yaml │ │ │ └── test_notdiamond_routed_runnable_chain.yaml │ ├── test_integration.py │ └── test_unit.py ├── rag │ ├── cassettes │ │ └── test_evaluation │ │ │ └── test_evaluate.yaml │ ├── conftest.py │ ├── test_data_gen.py │ ├── test_evaluation.py │ 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