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GitHub / whylabs / whylogs
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/whylabs%2Fwhylogs
Stars: 2,555
Forks: 116
Open Issues: 10
License: apache-2.0
Language: Jupyter Notebook
Repo Size: 166 MB
Dependencies:
405
Created: over 3 years ago
Updated: about 11 hours ago
Last pushed: about 14 hours ago
Last synced: about 13 hours ago
Commit Stats
Commits: 539
Authors: 21
Mean commits per author: 25.67
Development Distribution Score: 0.735
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/whylabs/whylogs
Topics: ai-pipelines, analytics, approximate-statistics, calculate-statistics, constraints, data-constraints, data-pipeline, data-quality, data-science, dataops, dataset, logging, machine-learning, ml-pipelines, mlops, model-performance, python, statistical-properties
Files
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Readme
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Dependencies
- anyio ==3.3.1
- api *
- appnope ==0.1.2
- argcomplete ==1.12.3
- argon2-cffi ==21.1.0
- attrs ==21.2.0
- babel ==2.9.1
- backcall ==0.2.0
- bleach ==4.1.0
- cffi ==1.14.6
- charset-normalizer ==2.0.6
- debugpy ==1.4.3
- decorator ==5.1.0
- defusedxml ==0.7.1
- entrypoints ==0.3
- idna ==3.2
- importlib-metadata ==4.8.1
- ipykernel ==6.4.1
- ipython ==7.27.0
- ipython-genutils ==0.2.0
- jedi ==0.18.0
- jinja2 ==3.0.1
- joblib ==1.0.1
- json5 ==0.9.6
- jsonschema ==3.2.0
- jupyter-client ==7.0.3
- jupyter-core ==4.8.1
- jupyter-server ==1.11.0
- jupyterlab ==3.1.12
- jupyterlab-pygments ==0.1.2
- jupyterlab-server ==2.8.1
- markupsafe ==2.0.1
- matplotlib-inline ==0.1.3
- mistune ==0.8.4
- nbclassic ==0.3.2
- nbclient ==0.5.4
- nbconvert ==6.1.0
- nbformat ==5.1.3
- nest-asyncio ==1.5.1
- notebook ==6.4.4
- numpy ==1.21.2
- packaging ==21.0
- pandas ==1.3.3
- pandocfilters ==1.5.0
- parso ==0.8.2
- pexpect ==4.8.0
- pickleshare ==0.7.5
- prometheus-client ==0.11.0
- prompt-toolkit ==3.0.20
- ptyprocess ==0.7.0
- pycparser ==2.20
- pygments ==2.10.0
- pyparsing ==2.4.7
- pyrsistent ==0.18.0
- python-dateutil ==2.8.2
- pytz ==2021.1
- pyzmq ==22.3.0
- requests ==2.26.0
- requests-unixsocket ==0.2.0
- scikit-learn ==1.1.1
- scipy ==1.7.1
- send2trash ==1.8.0
- six ==1.16.0
- sniffio ==1.2.0
- terminado ==0.12.1
- testpath ==0.5.0
- threadpoolctl ==2.2.0
- tornado ==6.1
- traitlets ==5.1.0
- typing-extensions ==3.10.0.2
- urllib3 ==1.26.6
- wcwidth ==0.2.5
- webencodings ==0.5.1
- websocket-client ==1.2.1
- zipp ==3.5.0
- actions/checkout master composite
- gaurav-nelson/github-action-markdown-link-check v1 composite
- abatilo/actions-poetry v2.0.0 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- ad-m/github-push-action master composite
- arduino/setup-protoc v1 composite
- peter-evans/create-pull-request v4.1.1 composite
- release-drafter/release-drafter v5 composite
.github/workflows/stale.yml
actions
- actions/stale v3 composite
- abatilo/actions-poetry v2.0.0 composite
- actions/cache v3 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- arduino/setup-protoc v1 composite
.github/workflows/whylogs-ci.yml
actions
- JamesIves/github-pages-deploy-action 4.0.0 composite
- abatilo/actions-poetry v2.0.0 composite
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- actions/setup-python v4 composite
- arduino/setup-protoc v1 composite
- codecov/codecov-action v2 composite
- eskatos/gradle-command-action v1 composite
- gradle/gradle-build-action v2 composite
- nikeee/setup-pandoc v1 composite
- python ${PYTHON_VERSION} build
java/build.gradle.kts
maven
- ai.whylabs:sketching-java 3.2.0-SNAPSHOT api
- com.google.code.findbugs:jsr305 3.0.2 api
- com.google.guava:guava 19.0 api
- com.google.protobuf:protobuf-java 3.20.1 api
- org.apache.commons:commons-lang3 3.10 api
- org.apache.datasketches:datasketches-memory 2.0.0 api
- org.slf4j:slf4j-api 1.7.27 api
- org.projectlombok:lombok 1.18.20 compileOnly
- org.projectlombok:lombok 1.18.20 testCompileOnly
- com.google.protobuf:protobuf-java-util 3.11.0 testImplementation
- org.apache.commons:commons-lang3 3.10 testImplementation
- org.apache.commons:commons-math3 3.6.1 testImplementation
- org.hamcrest:hamcrest 2.2 testImplementation
- org.testng:testng 6.8 testImplementation
- com.google.protobuf:protobuf-java-util 3.20.1 compileOnly
- org.projectlombok:lombok 1.18.20 compileOnly
- ai.whylabs:core 1.0.0-b1-DEV implementation
- com.google.protobuf:protobuf-java 3.13.0 implementation
- org.apache.datasketches:datasketches-java 1.3.0-incubating implementation
- org.slf4j:slf4j-api 1.7.27 api
- org.projectlombok:lombok 1.18.20 compileOnly
- ai.whylabs:whylabs-api-client 0.1.7 implementation
- com.squareup.okhttp3:okhttp 4.9.1 implementation
- org.projectlombok:lombok 1.18.20 testCompileOnly
- org.testng:testng 6.8 testImplementation
- com.vladsch.flexmark:flexmark-profile-pegdown 0.36.8 testRuntimeOnly
- org.slf4j:slf4j-log4j12 1.7.30 testRuntimeOnly
- ai.whylabs:whylabs-api-client 0.1.7 implementation
- bentoml >=1.0.0
- numpy *
- scikit-learn *
- whylogs *
- Flask ==2.0.1
- Flask-Pydantic ==0.8.0
- flasgger ==0.9.5
- flask_cors ==3.0.10
- gunicorn ==20.1.0
- joblib ==1.0.1
- pandas ==1.3.2
- pydantic ==1.8.2
- python-dotenv ==0.19.0
- requests ==2.22.0
- scikit-learn ==1.1.1
- utils ==1.0.1
- whylogs >=1
.github/workflows/codeql.yml
actions
- actions/checkout v3 composite
- actions/setup-python v4 composite
- github/codeql-action/analyze v1 composite
- github/codeql-action/init v1 composite
- Pillow ^9.2.0
- boto3 ^1.22.13
- faster-fifo ^1.4.5
- fugue ^0.8.1
- furo ^2022.3.4
- google-cloud-storage ^2.5.0
- importlib-metadata <4.3
- ipython *
- ipython_genutils ^0.2.0
- mlflow-skinny --- - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: "^2.5.0" python: ">=3.8" optional: true - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: "<2.0.1" python: "<3.8" optional: true
- myst-parser ^0.17.2
- nbconvert ^7.0.0
- nbsphinx ^0.8.9
- numpy --- - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: "*" python: "<3.11" optional: true - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: ">=1.23.2" python: ">=3.11" optional: true
- orjson ^3.8.10
- pandas *
- platformdirs ^3.5.0
- protobuf >=3.19.4
- pyarrow >=8.0.0, <13
- pybars3 ^0.9
- pyspark ^3.0.0
- python >=3.7.1, <4
- requests ^2.27
- scikit-learn --- - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: "^1.0.2" python: "<3.11" optional: true - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: ">=1.1.2, <2" python: ">=3.11" optional: true
- scipy --- - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: ">=1.5" python: "<3.11" optional: true - !ruby/hash:ActiveSupport::HashWithIndifferentAccess version: ">=1.9.2" python: ">=3.11" optional: true
- sphinx *
- sphinx-autoapi *
- sphinx-autobuild ^2021.3.14
- sphinx-copybutton ^0.5.0
- sphinx-inline-tabs *
- sphinxext-opengraph ^0.6.3
- types-requests ^2.30.0.0
- typing-extensions >=3.10
- whylabs-client ^0.5.6
- whylogs-sketching >=3.4.1.dev3