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GitHub / evidentlyai / evidently

Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/evidentlyai%2Fevidently

Stars: 4,598
Forks: 520
Open Issues: 151

License: apache-2.0
Language: Jupyter Notebook
Repo Size: 222 MB
Dependencies: 930

Created: over 3 years ago
Updated: 12 days ago
Last pushed: 15 days ago
Last synced: 15 days ago

Commit Stats

Commits: 1700
Authors: 56
Mean commits per author: 30.36
Development Distribution Score: 0.668
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/evidentlyai/evidently

Topics: data-drift, data-science, hacktoberfest, html-report, jupyter-notebook, machine-learning, machine-learning-operations, mlops, model-monitoring, pandas-dataframe, production-machine-learning

Files

Readme

Dependencies

setup.py pypi

PyYAML >=5.1
fastapi >=0.100.0
fastapi-restful >=0.5.0
iterative-telemetry >=0.0.5
nltk >=3.6.7
numpy >=1.19.5
pandas >=1.3.5
plotly >=5.5.0
pyarrow <11.0dev
pydantic <2
requests >=2.21.0
rich >=13
scikit-learn >=0.24.0
scipy >=1.5.4
statsmodels >=0.12.2
typer >=0.3
typing-inspect >=0.9.0
uvicorn >=0.22.0
watchdog >=3

.github/workflows/docker.yml actions

actions/checkout master composite

.github/workflows/release.yml actions

actions/checkout v3 composite
actions/checkout master composite
actions/setup-python v4 composite
actions/setup-python v1 composite
pypa/gh-action-pypi-publish master composite

.github/workflows/ui.yml actions

actions/checkout v4 composite
actions/setup-node v3 composite
actions/setup-python v4 composite
actions/upload-artifact v3 composite
pnpm/action-setup v2 composite

examples/integrations/airflow_batch_monitoring/docker/airflow_base/Dockerfile docker

${PYTHON_BASE_IMAGE} latest build

examples/integrations/airflow_drift_detection/docker-compose.yml docker

postgres 9.6

examples/integrations/airflow_drift_detection/dockerfiles/Dockerfile docker

puckel/docker-airflow 1.10.9 build

examples/integrations/fastapi_monitoring/fastapi/Dockerfile docker

python 3.10-slim build

examples/integrations/fastapi_monitoring/streamlit_app/Dockerfile docker

python 3.10-slim build

examples/integrations/grafana_monitoring_service/Dockerfile docker

python 3.8-slim-buster build

examples/integrations/grafana_monitoring_service/docker-compose.yml docker

grafana/grafana latest
prom/prometheus latest

examples/integrations/prefect_evidently_ui/Dockerfile docker

python 3.11.2-slim build

ui/package.json npm

ui/packages/evidently-ui-lib/package.json npm

@types/plotly.js ^2.12.27 development
@types/plotly.js-cartesian-dist-min npm:@types/plotly.js-dist-min@^2.3.2 development
@types/react ^18.2.0 development
@types/react-dom ^18.2.0 development
@types/react-plotly.js ^2.6.1 development
@typescript-eslint/eslint-plugin ^6.0.0 development
@typescript-eslint/parser ^6.0.0 development
eslint ^8.45.0 development
eslint-plugin-react-hooks ^4.6.0 development
eslint-plugin-react-refresh ^0.4.3 development
typescript ^5.0.2 development
@hookform/resolvers ^3.3.1
@material-table/core ^6.2.11
@mui/x-date-pickers ^6.16.2
@nivo/bar ^0.62.0
@nivo/core ^0.62.0
@nivo/line ^0.62.0
@nivo/scatterplot ^0.62.0
dayjs ^1.11.10
plotly.js ^2.26.2
plotly.js-cartesian-dist-min ^2.26.2
react-hook-form ^7.47.0
react-markdown ^9.0.0
react-plotly.js ^2.6.0
react-router-dom ^6.16.0
tiny-invariant ^1.3.1
zod ^3.22.4

.github/workflows/main.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite
actions/upload-artifact v3 composite

ui/service/package.json npm

@playwright/test ^1.39.0 development
@types/react ^18.2.0 development
@types/react-dom ^18.2.0 development
@typescript-eslint/eslint-plugin ^6.0.0 development
@typescript-eslint/parser ^6.0.0 development
@vitejs/plugin-react-swc ^3.3.2 development
eslint ^8.45.0 development
eslint-plugin-react-hooks ^4.6.0 development
eslint-plugin-react-refresh ^0.4.3 development
typescript ^5.0.2 development
vite ^4.4.5 development
vite-tsconfig-paths ^4.2.1 development
wait-on ^7.1.0 development
@emotion/react ^11.11.1
@emotion/styled ^11.11.0
@mui/material ^5.14.12
evidently-ui-lib workspace:*
react ^18.2.0
react-dom ^18.2.0
react-router-dom ^6.16.0

ui/standalone/package.json npm

@types/react ^18.2.0 development
@types/react-dom ^18.2.0 development
@typescript-eslint/eslint-plugin ^6.0.0 development
@typescript-eslint/parser ^6.0.0 development
@vitejs/plugin-react-swc ^3.3.2 development
eslint ^8.45.0 development
eslint-plugin-react-hooks ^4.6.0 development
eslint-plugin-react-refresh ^0.4.3 development
typescript ^5.0.2 development
vite ^4.4.5 development
vite-tsconfig-paths ^4.2.1 development
@emotion/react ^11.11.1
@emotion/styled ^11.11.0
@mui/icons-material ^5.14.12
@mui/material ^5.14.12
evidently-ui-lib workspace:*
react ^18.2.0
react-dom ^18.2.0

examples/integrations/airflow_batch_monitoring/docker/airflow_base/requirements.txt pypi

apache-airflow ==2.6.2
gitpython ==3.1.30
psycopg2-binary ==2.9.5

examples/integrations/airflow_batch_monitoring/requirements-dev.txt pypi

black ==22.8.0 development
flake8 ==4.0.1 development
mypy ==1.4.1 development
pytest ==6.2.5 development
types-PyYAML ==6.0.1 development
types-dataclasses ==0.6 development
types-requests ==2.26.0 development

examples/integrations/airflow_batch_monitoring/requirements.txt pypi

evidently ==0.3.3
fastparquet ==2023.2.0
numpy ==1.24.2
pandas ==1.5.3
pendulum *
psycopg2-binary ==2.9.6
pyarrow ==11.0.0
requests ==2.28.2
scikit-learn ==1.2.2
sqlalchemy *
tqdm *

examples/integrations/fastapi_monitoring/requirements-dev.txt pypi

black ==22.8.0 development
evidently ==0.3.2.1 development
fastapi ==0.95.1 development
fastparquet ==2023.2.0 development
flake8 ==4.0.1 development
httpx ==0.23.3 development
isort ==5.10.1 development
joblib ==1.2.0 development
mypy ==0.920 development
pandas ==1.5.3 development
pendulum ==2.1.2 development
pyarrow ==11.0.0 development
python-dotenv >=0.5.1 development
requests ==2.30.0 development
scikit-learn ==1.2.2 development
setuptools ==50.3.2 development
sqlalchemy ==2.0.12 development
tqdm ==4.65.0 development
types-PyYAML ==6.0.1 development
types-dataclasses ==0.6 development
types-requests ==2.26.0 development
wheel ==0.35.1 development

examples/integrations/fastapi_monitoring/requirements.txt pypi

evidently ==0.3.2.1
fastapi ==0.95.1
fastparquet ==2023.2.0
httpx ==0.23.3
joblib ==1.2.0
pandas ==1.5.3
pendulum ==2.1.2
psycopg2 ==2.9.5
pyarrow ==11.0.0
python-dotenv >=0.5.1
requests ==2.30.0
scikit-learn ==1.2.2
sqlalchemy ==2.0.12
tqdm ==4.65.0

examples/integrations/fastapi_monitoring/streamlit_app/requirements.txt pypi

requests ==2.30.0
streamlit ==1.22.0

examples/integrations/grafana_monitoring_service/metrics_app/requirements.txt pypi

examples/integrations/grafana_monitoring_service/requirements.txt pypi

PyYaml *
numpy >=1.19.5
pandas >=1.1.5
requests >=2.27.1
scikit-learn >=0.24.2

examples/integrations/mlflow_monitoring/requirements-dev.txt pypi

black ==22.8.0 development
flake8 ==4.0.1 development
isort ==5.10.1 development
mypy ==0.920 development
setuptools ==50.3.2 development
types-PyYAML ==6.0.1 development
types-dataclasses ==0.6 development
types-requests ==2.26.0 development
wheel ==0.35.1 development

examples/integrations/mlflow_monitoring/requirements.txt pypi

evidently ==0.4.1
ipykernel *
joblib ==1.2.0
joblib *
jupyter ==1.0.0
jupyter_contrib_nbextensions ==0.7.0
mlflow ==2.4.2
pandas ==1.5.3
pendulum ==2.1.2
plotly *
python-dotenv >=0.5.1
scikit-learn ==1.3.0
sqlalchemy ==2.0.12
tqdm ==4.65.0

examples/integrations/postgres_grafana_batch_monitoring/requirements.txt pypi

click *
evidently ==0.3.1
fastparquet ==2023.2.0
httpx ==0.23.3
pandas ==1.5.3
prefect ==2.9.0
psycopg2-binary ==2.9.5
pyarrow ==11.0.0
python-dotenv >=0.5.1
scikit-learn ==1.2.2
sqlalchemy *
tqdm *

examples/integrations/prefect_evidently_ui/requirements.txt pypi

click *
evidently ==0.4.4
fastparquet ==2023.8.0
numpy ==1.25.2
pandas ==2.1.0
prefect ==2.12.0
pyarrow ==13.0.0
python-dotenv ==1.0.0
scikit-learn ==1.3.0
tqdm *

examples/integrations/streamlit_dashboard/requirements.txt pypi

altair ==4.0
category_encoders ==2.6.0
evidently ==0.2.6
jupyter ==1.0.0
jupyter_contrib_nbextensions ==0.7.0
matplotlib ==3.7.0
numpy ==1.24.2
pandas ==1.5.3
pyarrow ==11.0.0
python-box ==5.4.1
pyyaml ==5.1
requests ==2.28.2
scikit-learn ==1.2.1
scipy ==1.10.1
seaborn ==0.12.2
streamlit ==1.19.0

requirements.dev.txt pypi

black ==22.8.0 development
fastapi <=0.102.0 development
fastapi-utils * development
flake8 ==4.0.1 development
httpx * development
isort ==5.10.1 development
jupyter ==1.0.0 development
mypy ==0.920 development
pillow ==9.5.0 development
pyarrow * development
pyspark * development
pytest ==6.2.5 development
setuptools ==50.3.2 development
types-PyYAML ==6.0.1 development
types-dataclasses ==0.6 development
types-python-dateutil ==2.8.19 development
types-requests ==2.26.0 development
uvicorn * development
wheel ==0.35.1 development

requirements.min.txt pypi

iterative-telemetry ==0.0.5
nltk ==3.6.7
numpy ==1.19.5
pandas ==1.3.5
plotly ==5.10.0
pyarrow <11.0dev
pydantic ==1.10
pyspark ==3.0.0
requests ==2.21.0
rich ==13
scikit-learn ==0.24.0
scipy ==1.5.4
statsmodels ==0.12.2
typer ==0.3
watchdog ==3.0.0

ui/pnpm-lock.yaml npm

657 dependencies