.dockerignore
.gitattributes
.gitignore
.readthedocs.yml
LICENSE
Makefile
README.md
pyproject.toml
references.md
.github/ISSUE_TEMPLATE/bug_report.md
.github/ISSUE_TEMPLATE/feature_request.md
.github/ISSUE_TEMPLATE/question.md
.github/workflows/ci.yaml
.github/workflows/python-publish.yml
docs/Makefile
docs/conf.py
docs/index.md
docs/make.bat
docs/_static/favicon.ico
docs/_static/langsmith-dataset.png
docs/_static/langsmith-evaluation.png
docs/_static/langsmith-feedback.png
docs/_static/langsmith-ragas-chain-trace.png
docs/_static/list-score-traces-ragas.png
docs/_static/traces-score-ragas.png
docs/_static/css/highlight_ipython3.css
docs/_static/css/highlight_ipython3_dark.css
docs/_static/css/highlight_ipython3_light.css
docs/_static/css/highlight_python.css
docs/_static/css/highlight_python_dark.css
docs/_static/css/highlight_python_light.css
docs/_static/css/ragas.css
docs/_static/imgs/bar-graph.svg
docs/_static/imgs/compare-emb-results.png
docs/_static/imgs/compare-embeddings.jpeg
docs/_static/imgs/compare-llm-result.png
docs/_static/imgs/compare-llms-front.jpeg
docs/_static/imgs/compare-llms-testset.png
docs/_static/imgs/component-wise-metrics.png
docs/_static/imgs/eval-evolve.png
docs/_static/imgs/langsmith-tracing-faithfullness.png
docs/_static/imgs/langsmith-tracing-overview.png
docs/_static/imgs/logo.png
docs/_static/imgs/question_types.png
docs/_static/imgs/quickstart-output.png
docs/_static/imgs/ragas-logo.png
docs/_static/imgs/testset_output.png
docs/_static/imgs/trace-langsmith.png
docs/_static/js/mendable_chat_bubble.js
docs/community/index.md
docs/concepts/feedback.md
docs/concepts/index.md
docs/concepts/metrics_driven.md
docs/concepts/prompt_adaptation.md
docs/concepts/prompts.md
docs/concepts/testset_generation.md
docs/concepts/metrics/answer_correctness.md
docs/concepts/metrics/answer_relevance.md
docs/concepts/metrics/context_precision.md
docs/concepts/metrics/context_recall.md
docs/concepts/metrics/context_relevancy.md
docs/concepts/metrics/critique.md
docs/concepts/metrics/faithfulness.md
docs/concepts/metrics/index.md
docs/concepts/metrics/semantic_similarity.md
docs/getstarted/evaluation.md
docs/getstarted/index.md
docs/getstarted/install.md
docs/getstarted/monitoring.md
docs/getstarted/testset_generation.md
docs/howtos/index.md
docs/howtos/applications/compare_embeddings.md
docs/howtos/applications/compare_llms.md
docs/howtos/applications/custom_prompts.md
docs/howtos/applications/data_preparation.md
docs/howtos/applications/index.md
docs/howtos/applications/tracing.md
docs/howtos/applications/use_prompt_adaptation.md
docs/howtos/customisations/aws-bedrock.ipynb
docs/howtos/customisations/azure-openai.ipynb
docs/howtos/customisations/embeddings.ipynb
docs/howtos/customisations/gcp-vertexai.ipynb
docs/howtos/customisations/index.md
docs/howtos/customisations/llms.ipynb
docs/howtos/integrations/athina.ipynb
docs/howtos/integrations/index.md
docs/howtos/integrations/langchain.ipynb
docs/howtos/integrations/langfuse.ipynb
docs/howtos/integrations/langsmith.ipynb
docs/howtos/integrations/llamaindex.ipynb
docs/howtos/integrations/zeno.ipynb
docs/howtos/integrations/nyc_wikipedia/nyc_text.txt
docs/references/evaluation.rst
docs/references/index.rst
docs/references/metrics.rst
docs/references/integrations/index.rst
requirements/dev.txt
requirements/docs.txt
requirements/test.txt
src/ragas/__init__.py
src/ragas/_analytics.py
src/ragas/_version.py
src/ragas/adaptation.py
src/ragas/async_utils.py
src/ragas/callbacks.py
src/ragas/evaluation.py
src/ragas/exceptions.py
src/ragas/executor.py
src/ragas/run_config.py
src/ragas/utils.py
src/ragas/validation.py
src/ragas.egg-info/PKG-INFO
src/ragas.egg-info/SOURCES.txt
src/ragas.egg-info/dependency_links.txt
src/ragas.egg-info/requires.txt
src/ragas.egg-info/top_level.txt
src/ragas/embeddings/__init__.py
src/ragas/embeddings/base.py
src/ragas/llms/__init__.py
src/ragas/llms/base.py
src/ragas/llms/json_load.py
src/ragas/llms/prompt.py
src/ragas/metrics/__init__.py
src/ragas/metrics/_answer_correctness.py
src/ragas/metrics/_answer_relevance.py
src/ragas/metrics/_answer_similarity.py
src/ragas/metrics/_context_precision.py
src/ragas/metrics/_context_recall.py
src/ragas/metrics/_context_relevancy.py
src/ragas/metrics/_faithfulness.py
src/ragas/metrics/base.py
src/ragas/metrics/critique.py
src/ragas/testset/__init__.py
src/ragas/testset/docstore.py
src/ragas/testset/evolutions.py
src/ragas/testset/extractor.py
src/ragas/testset/filters.py
src/ragas/testset/generator.py
src/ragas/testset/prompts.py
src/ragas/testset/utils.py
tests/conftest.py
tests/benchmarks/Dockerfile
tests/benchmarks/benchmark_eval.py
tests/benchmarks/benchmark_testsetgen.py
tests/benchmarks/utils.py
tests/e2e/test_adaptation.py
tests/e2e/test_fullflow.py
tests/unit/test_analytics.py
tests/unit/test_embeddings.py
tests/unit/test_executor.py
tests/unit/test_import.py
tests/unit/test_metric.py
tests/unit/test_run_config.py
tests/unit/test_simple.py
tests/unit/test_utils.py
tests/unit/test_validation.py
tests/unit/llms/test_llm.py
tests/unit/llms/test_prompt.py
tests/unit/testset_generator/test_docstore.py
tests/unit/testset_generator/test_embs.pkl