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An open API service for producing an overview of a list of open source projects.

https://github.com/apache/hamilton

dag data-analysis data-engineering data-science dataframe etl etl-framework etl-pipeline feature-engineering hacktoberfest lineage llmops machine-learning mlops orchestration pandas python rag software-engineering

Score: 25.09833321789064

Last synced: about 20 hours ago
JSON representation

Repository metadata:

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Owner metadata:

GitHub Events

Total
Last Year

Committers metadata

Last synced: 7 days ago

Total Commits: 2,065
Total Committers: 101
Avg Commits per committer: 20.446
Development Distribution Score (DDS): 0.591

Commits in past year: 266
Committers in past year: 27
Avg Commits per committer in past year: 9.852
Development Distribution Score (DDS) in past year: 0.639

Name Email Commits
Stefan Krawczyk s****n@d****o 845
elijahbenizzy e****y@a****u 606
dependabot[bot] 4****] 119
Thierry Jean 6****o 90
Dev-iL 6****L 38
jernejfrank j****k@g****m 36
Charles Swartz c****i@g****m 29
James Lamb j****0@g****m 26
zilto t****n@D****2 23
Bryan Galindo g****8@g****m 18
JoJo10Smith j****2@g****m 13
Swapnil Dewalkar s****r@g****m 12
PJ Fanning p****g 11
Arnav Balyan 6****n 10
Pablo Eduardo Diaz p****0@g****m 10
zilto t****n@D****n 10
Stefan Krawczyk s****n@i****m 10
Sarah Haskins s****s@g****m 8
rinsoft-sf r****t@s****m 8
Josh Markovic j****c@n****m 6
Konstantin Tyapochkin t****s@g****m 6
Subham Chakravorty s****2@g****m 6
Christopher Prohm m****l@c****e 5
Roel Bertens r****s@g****m 5
flaviassantos 3****s 4
sT0v 7****v 4
bovem a****h@o****m 4
Shelly Jang 4****g 4
Ryan Whitten r****n@b****m 4
Sarah Haskins s****s@S****m 4
and 71 more...

Issue and Pull Request metadata

Last synced: 2 days ago

Total issues: 27
Total pull requests: 193
Average time to close issues: about 2 months
Average time to close pull requests: 20 days
Total issue authors: 15
Total pull request authors: 36
Average comments per issue: 1.85
Average comments per pull request: 0.59
Merged pull request: 83
Bot issues: 0
Bot pull requests: 97

Past year issues: 16
Past year pull requests: 123
Past year average time to close issues: 2 months
Past year average time to close pull requests: 19 days
Past year issue authors: 13
Past year pull request authors: 33
Past year average comments per issue: 1.81
Past year average comments per pull request: 0.66
Past year merged pull request: 57
Past year bot issues: 0
Past year bot pull requests: 53

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/apache/hamilton

Top Issue Authors

  • pjfanning (7)
  • skrawcz (6)
  • Phrogz (2)
  • eric-czech (1)
  • johnzielke (1)
  • lorenzwalthert (1)
  • jhrinv (1)
  • jonas-meyer (1)
  • harshith1118 (1)
  • MitchellAcoustics (1)
  • iprithv (1)
  • leroyvn (1)
  • tfrancisl (1)
  • DaanSchar (1)
  • CAMLM086 (1)

Top Pull Request Authors

  • dependabot[bot] (97)
  • skrawcz (27)
  • pjfanning (12)
  • Dev-iL (6)
  • jernejfrank (4)
  • officialasishkumar (4)
  • elijahbenizzy (4)
  • ArnavBalyan (4)
  • Probablism (3)
  • wenrizc (2)
  • datashaman (2)
  • harshith1118 (2)
  • cswartzvi (2)
  • charitarthchugh (2)
  • sonalishintre (1)

Top Issue Labels

  • triage (6)
  • bug (3)
  • help wanted (2)
  • documentation (2)
  • UI (1)
  • good first issue (1)
  • python (1)
  • core-work (1)
  • repo-hygiene (1)
  • i/o (1)

Top Pull Request Labels

  • dependencies (98)
  • javascript (62)
  • python (27)
  • python:uv (8)
  • core-work (1)
  • repo-hygiene (1)

Package metadata

proxy.golang.org: github.com/apache/hamilton

  • Homepage:
  • Documentation: https://pkg.go.dev/github.com/apache/hamilton#section-documentation
  • Licenses: apache-2.0
  • Latest release: v1.89.0-incubating-RC1 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:35:25.287Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 4.577%
    • Average: 4.731%
    • Dependent repos count: 4.885%
pypi.org: sf-hamilton

This package has moved to apache-hamilton. Install apache-hamilton instead.

  • Homepage: https://github.com/apache/hamilton
  • Documentation: https://hamilton.apache.org/
  • Licenses: Apache-2.0
  • Latest release: 1.90.0 (published 4 months ago)
  • Last Synced: 2026-08-24T13:35:28.779Z (2 days ago)
  • Versions: 224
  • Dependent Packages: 6
  • Dependent Repositories: 3
  • Downloads: 180,859 Last month
  • Rankings:
    • Stargazers count: 2.059%
    • Downloads: 3.087%
    • Average: 5.576%
    • Forks count: 6.188%
    • Dependent packages count: 7.373%
    • Dependent repos count: 9.173%
  • Maintainers (3)
pypi.org: apache-hamilton-ui

Apache Hamilton UI tracking server for dataflow visualization and monitoring.

  • Homepage:
  • Documentation: https://apache-hamilton-ui.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 0.0.18 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:41:33.901Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 1,647 Last month
  • Rankings:
    • Dependent packages count: 7.64%
    • Average: 25.42%
    • Dependent repos count: 43.2%
  • Maintainers (1)
pypi.org: apache-hamilton-sdk

Apache Hamilton SDK for reading and writing to the Apache Hamilton backend APIs that support the UI.

  • Homepage:
  • Documentation: https://apache-hamilton-sdk.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 0.9.0 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:43:50.640Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 3,912 Last month
  • Rankings:
    • Dependent packages count: 7.64%
    • Average: 25.42%
    • Dependent repos count: 43.2%
  • Maintainers (1)
pypi.org: apache-hamilton-lsp

Apache Hamilton Language Server powering IDE features.

  • Homepage:
  • Documentation: https://apache-hamilton-lsp.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 0.2.0 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:48:44.816Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 403 Last month
  • Rankings:
    • Dependent packages count: 7.64%
    • Average: 25.42%
    • Dependent repos count: 43.2%
  • Maintainers (1)
pypi.org: apache-hamilton-contrib

Apache Hamilton's user contributed shared dataflow library.

  • Homepage:
  • Documentation: https://apache-hamilton-contrib.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 0.0.9 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:34:45.773Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 21 Last month
  • Rankings:
    • Dependent packages count: 7.64%
    • Average: 25.42%
    • Dependent repos count: 43.2%
  • Maintainers (1)
pypi.org: apache-hamilton

Apache Hamilton (incubating) is a lightweight Python library for directed acyclic graphs (DAGs) of transformations. Your DAG is **portable**; it runs anywhere Python runs, whether it's a script, notebook, Airflow pipeline, FastAPI server, etc. Your DAG is **expressive**; Apache Hamilton has extensive features to define and modify the execution of a DAG (e.g., data validation, experiment tracking, remote execution).

  • Homepage:
  • Documentation: https://apache-hamilton.readthedocs.io/
  • Licenses: Apache-2.0
  • Latest release: 1.90.0 (published 4 months ago)
  • Last Synced: 2026-08-24T13:34:39.564Z (2 days ago)
  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 100,494 Last month
  • Rankings:
    • Dependent packages count: 8.453%
    • Average: 28.118%
    • Dependent repos count: 47.783%
  • Maintainers (3)
pypi.org: sf-hamilton-lsp

This package has moved to apache-hamilton-lsp. Install apache-hamilton-lsp instead.

  • Homepage: https://github.com/apache/hamilton
  • Documentation: https://hamilton.apache.org/
  • Licenses: Apache-2.0
  • Latest release: 0.2.0 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:41:33.868Z (2 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 940 Last month
  • Rankings:
    • Dependent packages count: 10.724%
    • Average: 35.561%
    • Dependent repos count: 60.398%
  • Maintainers (2)
pypi.org: sf-hamilton-contrib

This package has moved to apache-hamilton-contrib. Install apache-hamilton-contrib instead.

  • Homepage: https://github.com/apache/hamilton
  • Documentation: https://hamilton.apache.org/
  • Licenses: Apache-2.0
  • Latest release: 0.0.9 (published about 1 month ago)
  • Last Synced: 2026-08-24T13:35:24.559Z (2 days ago)
  • Versions: 11
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 49 Last month
  • Rankings:
    • Dependent packages count: 7.358%
    • Average: 38.062%
    • Dependent repos count: 68.765%
  • Maintainers (2)

Dependencies

examples/data_quality/pandera/requirements.txt pypi
  • apache-hamilton *
contrib/hamilton/contrib/dagworks/simple_eval_grader/requirements.txt pypi
  • openai *
ui/frontend/package.json npm
  • @eslint/js ^9.17.0 development
  • @types/node ^22.10.2 development
  • @types/react-syntax-highlighter ^15.5.13 development
  • @vitejs/plugin-react ^4.3.4 development
  • autoprefixer ^10.4.24 development
  • eslint ^9.17.0 development
  • eslint-plugin-react ^7.37.2 development
  • eslint-plugin-react-hooks ^5.1.0 development
  • eslint-plugin-react-refresh ^0.4.16 development
  • globals ^15.13.0 development
  • husky ^9.1.7 development
  • lint-staged ^15.2.11 development
  • postcss ^8.5.14 development
  • prettier ^3.4.2 development
  • tailwindcss ^3.4.17 development
  • ts-node ^10.9.2 development
  • typescript ^5.7.2 development
  • typescript-eslint ^8.18.2 development
  • vite ^6.4.2 development
  • @headlessui/react ^2.1.2
  • @heroicons/react ^2.0.13
  • @propelauth/react ^2.0.6
  • @reduxjs/toolkit ^2.5.0
  • @tailwindcss/forms ^0.5.3
  • @tailwindcss/typography ^0.5.9
  • @testing-library/jest-dom ^5.16.5
  • @testing-library/react ^13.4.0
  • @types/moment-timezone ^0.5.30
  • @types/react ^18.0.26
  • @types/react-dom ^18.0.10
  • @types/react-router-hash-link ^2.4.5
  • @types/react-select ^5.0.1
  • @types/redux-persist ^4.3.1
  • @uiw/react-json-view ^2.0.0-alpha.24
  • chart.js ^4.3.0
  • chartjs-adapter-date-fns ^3.0.0
  • chartjs-plugin-zoom ^2.0.1
  • date-fns ^2.30.0
  • dayjs ^1.11.9
  • elkjs ^0.8.2
  • fuse.js ^6.6.2
  • headlessui ^0.0.0
  • http-proxy-middleware ^2.0.9
  • moment-timezone ^0.5.40
  • posthog-js ^1.82.1
  • prism-react-renderer ^1.3.5
  • react ^18.3.1
  • react-chartjs-2 ^5.2.0
  • react-diff-viewer-continued ^3.4.0
  • react-dom ^18.3.1
  • react-draggable ^4.4.5
  • react-icons ^5.3.0
  • react-markdown ^9.0.1
  • react-micro-bar-chart ^1.1.1
  • react-redux ^9.1.2
  • react-router-dom ^6.28.0
  • react-router-hash-link ^2.4.3
  • react-select ^5.8.3
  • react-syntax-highlighter ^16.1.1
  • react-tailwindcss-datepicker ^1.6.1
  • react-time-ago ^7.2.1
  • react-visibility-sensor ^5.1.1
  • reactflow ^11.4.0
  • redux-persist ^6.0.0
  • tailwind-scrollbar-hide ^1.1.7
  • tailwindcss-question-mark ^0.1.1
  • typescript ^4.9.4
  • web-vitals ^2.1.4
examples/data_loaders/requirements.txt pypi
  • click *
  • duckdb ==0.5.0
examples/numpy/air-quality-analysis/requirements.txt pypi
  • apache-hamilton *
  • numpy *
  • scipy *
examples/pandas/split-apply-combine/requirements.txt pypi
  • apache-hamilton *
  • pandas *
contrib/hamilton/contrib/dagworks/conversational_rag/requirements.txt pypi
  • faiss-cpu *
  • langchain *
  • langchain-community *
  • langchain-openai *
contrib/hamilton/contrib/user/zilto/nixtla_mlforecast/requirements.txt pypi
  • matplotlib *
  • mlforecast *
  • pandas *
  • utilsforecast *
dev_tools/language_server/pyproject.toml pypi
  • apache-hamilton [visualization]>=1.56
  • pygls >=1.3.1
examples/LLM_Workflows/scraping_and_chunking/requirements.txt pypi
  • apache-hamilton *
  • langchain *
  • langchain-core *
contrib/docs/package.json npm
  • @docusaurus/module-type-aliases ^3.9.2 development
  • @docusaurus/tsconfig ^3.9.2 development
  • @docusaurus/types ^3.9.2 development
  • @docusaurus/core ^3.9.2
  • @docusaurus/plugin-client-redirects ^3.9.2
  • @docusaurus/plugin-google-gtag ^3.9.2
  • @docusaurus/plugin-sitemap ^3.9.2
  • @docusaurus/preset-classic ^3.9.2
  • @docusaurus/theme-search-algolia ^3.9.2
  • @mdx-js/react ^3.0.0
  • clsx ^2.0.0
  • prism-react-renderer ^2.0.0
  • raw-loader ^4.0.2
  • react ^18.0.0
  • react-dom ^18.0.0
contrib/hamilton/contrib/user/elijahbenizzy/parallel_load_dataframes_s3/requirements.txt pypi
  • boto3 *
  • pandas *
contrib/hamilton/contrib/user/skrawcz/hello_world/requirements.txt pypi
  • pandas *
examples/airflow/requirements.txt pypi
  • apache-hamilton *
  • numpy *
  • pandas *
  • pyarrow *
  • scikit-learn *
examples/aws/lambda/requirements.txt pypi
  • apache-hamilton *
  • pandas *
examples/LLM_Workflows/pdf_summarizer/frontend/requirements.txt pypi
  • requests *
  • streamlit *
examples/aws/sagemaker/requirements.txt pypi
  • sagemaker *
examples/ray/ray_Hamilton_UI_tracking/requirements.txt pypi
  • apache-hamilton *
contrib/pyproject.toml pypi
  • apache-hamilton *
examples/LLM_Workflows/retrieval_augmented_generation/frontend/requirements.txt pypi
  • arxiv *
  • requests *
  • streamlit *
examples/dagster/dagster_code/setup.py pypi
examples/feature_engineering/write_once_run_everywhere_blog_post/requirements.txt pypi
  • apache-hamilton *
  • bytewax *
  • fastapi *
  • uvicorn *
examples/parallelism/lazy_threadpool_execution/requirements.txt pypi
  • apache-hamilton *
  • apache-hamilton-sdk *
  • apache-hamilton-ui *
examples/polars/lazyframe/requirements.txt pypi
  • apache-hamilton *
  • polars *
examples/LLM_Workflows/scraping_and_chunking/spark/requirements.txt pypi
  • apache-hamilton *
  • langchain *
  • langchain-core *
  • pyspark *
examples/async/requirements.txt pypi
  • aiohttp *
  • apache-hamilton *
  • fastapi *
  • uvicorn *
examples/caching_nodes/caching_graph_adapter/requirements.txt pypi
  • apache-hamilton >=1.24.0
  • pandas *
  • pyarrow *
examples/data_quality/simple/requirements-ray.txt pypi
  • apache-hamilton *
ui/sdk/pyproject.toml pypi
  • aiohttp *
  • apache-hamilton >=1.43.0
  • click *
  • gitpython *
  • jinja2 *
  • loguru *
  • posthog *
  • requests *
  • sqlglot *
contrib/hamilton/contrib/user/skrawcz/air_quality_analysis/requirements.txt pypi
  • apache-hamilton *
  • numpy *
  • scipy *
examples/caching_nodes/diskcache_adapter/requirements.txt pypi
  • apache-hamilton *
examples/model_examples/scikit-learn/requirements.txt pypi
  • apache-hamilton *
  • scikit-learn *
examples/pandas/materialization/requirements.txt pypi
  • apache-hamilton *
  • lxml *
  • pandas *
dev_tools/vscode_extension/package-lock.json npm
  • 673 dependencies
contrib/hamilton/contrib/dagworks/translate_to_hamilton/requirements.txt pypi
  • litellm *
examples/feature_engineering/feature_engineering_multiple_contexts/scenario_1/requirements.txt pypi
  • apache-hamilton *
  • fastapi *
  • pandas *
  • pandera *
  • uvicorn *
examples/experiment_management/requirements.txt pypi
  • apache-hamilton *
  • fastparquet *
  • matplotlib *
  • numpy *
  • pandas *
  • pyarrow *
  • scikit-learn *
examples/feature_engineering/feature_engineering_multiple_contexts/scenario_2/requirements.txt pypi
  • aiohttp *
  • apache-hamilton *
  • fastapi *
  • pandas *
  • pandera *
  • uvicorn *
examples/hello_world/requirements.txt pypi
  • apache-hamilton *
  • pandas *
examples/kedro/hamilton-code/pyproject.toml pypi
examples/kedro/kedro-code/pyproject.toml pypi
examples/hamilton_ui/requirements.txt pypi
  • apache-hamilton *
  • click *
  • pandas *
  • pyarrow *
  • scikit-learn *
examples/spark/requirements.txt pypi
  • apache-hamilton *
ui/backend/server/requirements-mini.txt pypi
  • aiofiles *
  • aiohttp *
  • colorlog *
  • django *
  • django-extensions *
  • django-ninja >=1.1.0
  • passlib *
  • psycopg2-binary *
ui/sdk/requirements-dev.txt pypi
  • black * development
  • openapi-python-client * development
  • pandera * development
  • prek * development
  • ruff * development
  • scikit-learn * development
contrib/hamilton/contrib/user/zilto/nixtla_statsforecast/requirements.txt pypi
  • matplotlib *
  • numpy *
  • pandas *
  • statsforecast *
  • utilsforecast *
examples/feast/requirements.txt pypi
  • apache-hamilton *
  • feast *
  • jupyter *
  • pandas *
contrib/hamilton/contrib/user/skrawcz/customize_embeddings/requirements.txt pypi
  • apache-hamilton *
  • numpy *
  • openai *
  • pandas *
  • pandera *
  • plotly *
  • requests *
  • scikit-learn *
  • tenacity *
  • torch *
contrib/hamilton/contrib/user/zilto/webscraper/requirements.txt pypi
  • apache-hamilton *
  • beautifulsoup4 *
  • lxml *
  • requests *
examples/dagster/requirements.txt pypi
  • Faker ==18.4.0
  • apache-hamilton *
  • dagster *
  • dagster-webserver *
  • dagster_duckdb *
  • dagster_duckdb_pandas *
  • matplotlib *
  • pandas *
  • requests *
examples/ibis/jaffle_shop/requirements.txt pypi
  • apache-hamilton *
  • ibis-framework *
examples/polars/materialization/requirements.txt pypi
  • apache-hamilton *
  • polars *
  • xlsx2csv *
  • xlsxwriter *
ui/sdk/requirements.txt pypi
  • aiohttp *
  • click *
  • gitpython *
  • jinja2 *
  • loguru *
  • posthog *
  • requests *
  • sqlglot *
examples/aws/sagemaker/container/Dockerfile docker
  • python 3.11-slim-buster build
examples/materialization/requirements.txt pypi
  • apache-hamilton *
  • scikit-learn *
examples/mlflow/requirements.txt pypi
  • apache-hamilton *
  • mlflow *
  • numpy *
  • pandas *
  • scikit-learn *
ui/backend/pyproject.toml pypi
  • aiofiles *
  • aiohttp >=3.13.0
  • apache-hamilton >=1.90.0
  • click *
  • colorlog *
  • ddtrace >=2.21.0
  • django >=4.2.0
  • django-extensions *
  • django-ninja >=1.1.0
  • loguru *
  • passlib *
  • psycopg2-binary *
  • pydantic >=2.0.0
  • requests >=2.32.0
  • typer *
contrib/hamilton/contrib/user/skrawcz/fine_tuning/requirements.txt pypi
  • absl-py *
  • apache-hamilton *
  • datasets *
  • evaluate *
  • numpy *
  • pandas *
  • peft *
  • rouge-score *
  • scikit-learn *
  • torch *
  • tqdm *
  • transformers *
examples/LLM_Workflows/knowledge_retrieval/requirements.txt pypi
  • PyPDF2 *
  • apache-hamilton *
  • arxiv *
  • openai ==0.28.0
  • pandas *
  • requests *
  • scipy *
  • tenacity *
  • termcolor *
  • tiktoken ==0.3.3
  • tqdm *
examples/ray/requirements.txt pypi
  • apache-hamilton *
examples/snowflake/hamilton_ui/requirements.txt pypi
  • apache-hamilton *
  • flask *
contrib/hamilton/contrib/user/example_dataflow_template/dataflow_template/requirements.txt pypi
docs/requirements.txt pypi
  • mkdocs ==1.4.2
  • myst-parser *
examples/data_quality/simple/requirements-spark.txt pypi
  • apache-hamilton *
examples/kedro/hamilton-code/requirements.txt pypi
  • apache-hamilton *
  • pytest *
  • scikit-learn *
examples/openlineage/requirements.txt pypi
  • apache-hamilton *
  • openlineage-python *
examples/people_data_labs/requirements.txt pypi
  • apache-hamilton *
  • boto3 *
  • pandas *
  • pyarrow *
hamilton/dataflows/template/requirements.txt pypi
ui/sdk/requirements-test.txt pypi
  • ibis-framework * test
  • langchain_core * test
  • numpy * test
  • polars * test
  • pyarrow * test
  • pyarrow_hotfix * test
  • pydantic * test
  • pyspark * test
  • pytest * test
  • ray * test
contrib/hamilton/contrib/dagworks/faiss_rag/requirements.txt pypi
  • faiss-cpu *
  • langchain *
  • langchain-community *
  • langchain-openai *
contrib/hamilton/contrib/user/zilto/xgboost_optuna/requirements.txt pypi
  • apache-hamilton *
  • numpy *
  • optuna *
  • pandas *
  • scikit-learn *
  • xgboost *
examples/caching/requirements.txt pypi
  • apache-hamilton *
  • ipywidgets *
  • pandas *
examples/dask/community_demo/requirements.txt pypi
  • apache-hamilton *
  • jupyter *
  • pandas *
examples/data_quality/pandera/requirements-dask.txt pypi
  • apache-hamilton *
scripts/update_blogs_requirements.txt pypi
  • beautifulsoup4 *
  • prompt_toolkit *
  • selenium *
  • webdriver-manager *
ui/backend/server/requirements-test.txt pypi
  • pytest-asyncio * test
  • pytest-django * test
examples/LLM_Workflows/neo4j_graph_rag/docker-compose.yml docker
  • neo4j 5.18.0
ui/docker-compose.yml docker
  • dagworks/ui-backend latest
  • dagworks/ui-frontend latest
  • postgres 18
examples/data_quality/simple/requirements.txt pypi
  • apache-hamilton *
examples/plotly/requirements.txt pypi
  • apache-hamilton *
  • plotly *
contrib/hamilton/contrib/user/zilto/llm_generate_code/requirements.txt pypi
  • openai *
examples/dlt/requirements.txt pypi
  • apache-hamilton *
  • dlt >=0.3.12
  • ibis-framework *
  • openai *
  • pandas *
  • polars *
  • streamlit *
examples/airflow/Dockerfile docker
  • apache/airflow latest-python3.10 build
contrib/hamilton/contrib/dagworks/sphinx_doc_chunking/requirements.txt pypi
  • apache-hamilton *
  • langchain *
  • langchain-core *
contrib/hamilton/contrib/user/elijahbenizzy/caption_images/requirements.txt pypi
  • boto3 *
  • openai *
examples/LLM_Workflows/image_telephone/requirements.txt pypi
  • altair *
  • apache-hamilton *
  • apache-hamilton-contrib *
  • boto3 *
  • burr *
  • openai *
  • opentsne *
  • pandas *
  • pillow *
  • s3fs *
  • scikit-learn *
  • st-files-connection *
  • streamlit *
  • streamlit-super-slider *
  • tenacity *
examples/cli/requirements.txt pypi
  • apache-hamilton *
examples/data_quality/pandera/requirements-spark.txt pypi
  • apache-hamilton *
contrib/hamilton/contrib/user/elijahbenizzy/convert_images_s3/requirements.txt pypi
  • boto3 *
  • pillow *
examples/LLM_Workflows/langchain_comparison/requirements.txt pypi
  • anthropic *
  • apache-hamilton *
  • lanchain_openai *
  • langchain *
  • openai *
examples/contrib/requirements.txt pypi
  • apache-hamilton *
  • apache-hamilton-contrib *
  • numpy *
  • optuna *
  • pandas *
  • sklearn *
  • xgboost *
pyproject.toml pypi
  • numpy *
  • pandas *
  • typing-extensions > 4.0.0
  • typing-inspect *
examples/snowflake/hamilton_ui/Dockerfile docker
  • python 3.13.1-slim build
contrib/hamilton/contrib/user/zilto/lancedb_vdb/requirements.txt pypi
  • apache-hamilton *
  • lancedb *
  • numpy *
  • pyarrow *
examples/LLM_Workflows/llm_logging/requirements.txt pypi
  • apache-hamilton *
  • fastapi *
  • fastui *
  • openai *
  • pypdf *
  • tiktoken *
examples/LLM_Workflows/retrieval_augmented_generation/backend/requirements.txt pypi
  • PyPDF2 *
  • apache-hamilton ==1.27.3
  • arxiv *
  • fastapi *
  • openai *
  • pandas *
  • pydantic *
  • python-multipart *
  • tenacity *
  • tiktoken *
  • uvicorn *
  • weaviate-client *
contrib/hamilton/contrib/user/elijahbenizzy/generate_images/requirements.txt pypi
  • openai *
examples/decoupling_io/requirements.txt pypi
  • apache-hamilton *
  • click *
  • scikit-learn *
examples/narwhals/requirements.txt pypi
  • apache-hamilton *
  • narwhals *
  • pandas *
  • polars *
contrib/hamilton/contrib/user/zilto/text_summarization/requirements.txt pypi
  • PyPDF2 *
  • openai *
  • tenacity *
  • tiktoken *
  • tqdm *