René's URL Explorer Experiment

Title: GitHub - ml-tooling/opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more. · GitHub

Open Graph Title: GitHub - ml-tooling/opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.

X Title: GitHub - ml-tooling/opyrator: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.

Description: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more. - ml-tooling/opyrator

Open Graph Description: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more. - ml-tooling/opyrator

X Description: 🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more. - ml-tooling/opyrator

Mail addresses
team@ml-tooling.org

Opengraph URL: https://github.com/ml-tooling/opyrator

X: @github

direct link

Domain: github.com

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Links:

Skip to content	https://github.com/ml-tooling/opyrator#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fml-tooling%2Fopyrator
GitHubRepository hosting, code review, and collaboration	https://github.com/platform
CopilotAI coding agent for tasks, projects and automated work	https://github.com/features/copilot
ActionsCI/CD and automation	https://github.com/features/actions
Code QualityQuality analysis, fixes, and enforcement	https://github.com/features/code-quality
CodespacesCloud development environments	https://github.com/features/codespaces
Code SecurityVulnerability detection and remediation	https://github.com/security/advanced-security/code-security
Secret ProtectionSecret scanning and leak prevention	https://github.com/security/advanced-security/secret-protection
All Features	https://github.com/features
Documentation	https://docs.github.com/en
Training	https://learn.github.com/skills
Certifications	https://learn.github.com/credentials
Build with Copilot	https://github.com/features/ai
Customize Copilot	https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
Integrations	https://github.com/marketplace
Trending repos	https://github.com/trending
GitHub Sponsors	https://github.com/open-source/sponsors
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ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place.	https://github.blog/changelog/
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Team	https://github.com/team
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Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
See all industries	https://github.com/solutions/industry
Why GitHub	https://github.com/why-github
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Business insights	https://github.com/solutions/executive-insights
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GitHub Advanced SecurityEnterprise-grade code security	https://github.com/security/advanced-security
Copilot for businessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
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Resource center	https://github.com/resources
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Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fml-tooling%2Fopyrator
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opyrator	https://github.com/ml-tooling/opyrator
Code	https://github.com/ml-tooling/opyrator
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Pull requests7 (7)	https://github.com/ml-tooling/opyrator/pulls
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	https://github.com/ml-tooling/opyrator
opyrator	https://github.com/ml-tooling/opyrator
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Fork164 (164)	https://github.com/login?return_to=%2Fml-tooling%2Fopyrator
Star3.1k (3.1k)	https://github.com/login?return_to=%2Fml-tooling%2Fopyrator
opyrator-playground.mltooling.org	https://opyrator-playground.mltooling.org
deployment	https://github.com/topics/deployment
faas	https://github.com/topics/faas
fastapi	https://github.com/topics/fastapi
functions	https://github.com/topics/functions
machine-learning	https://github.com/topics/machine-learning
microservices	https://github.com/topics/microservices
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streamlit	https://github.com/topics/streamlit
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Readme	https://github.com/ml-tooling/opyrator#readme-ov-file
MIT license	https://github.com/ml-tooling/opyrator#MIT-1-ov-file
Code of conduct	https://github.com/ml-tooling/opyrator#coc-ov-file
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164 forks	https://github.com/ml-tooling/opyrator/forks
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src/opyrator	https://github.com/ml-tooling/opyrator/tree/main/src/opyrator
src/opyrator	https://github.com/ml-tooling/opyrator/tree/main/src/opyrator
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CONTRIBUTING.md	https://github.com/ml-tooling/opyrator/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/ml-tooling/opyrator/blob/main/CONTRIBUTING.md
LICENSE	https://github.com/ml-tooling/opyrator/blob/main/LICENSE
LICENSE	https://github.com/ml-tooling/opyrator/blob/main/LICENSE
Pipfile	https://github.com/ml-tooling/opyrator/blob/main/Pipfile
Pipfile	https://github.com/ml-tooling/opyrator/blob/main/Pipfile
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Pipfile.lock	https://github.com/ml-tooling/opyrator/blob/main/Pipfile.lock
README.md	https://github.com/ml-tooling/opyrator/blob/main/README.md
README.md	https://github.com/ml-tooling/opyrator/blob/main/README.md
build.py	https://github.com/ml-tooling/opyrator/blob/main/build.py
build.py	https://github.com/ml-tooling/opyrator/blob/main/build.py
pyproject.toml	https://github.com/ml-tooling/opyrator/blob/main/pyproject.toml
pyproject.toml	https://github.com/ml-tooling/opyrator/blob/main/pyproject.toml
setup.cfg	https://github.com/ml-tooling/opyrator/blob/main/setup.cfg
setup.cfg	https://github.com/ml-tooling/opyrator/blob/main/setup.cfg
setup.py	https://github.com/ml-tooling/opyrator/blob/main/setup.py
setup.py	https://github.com/ml-tooling/opyrator/blob/main/setup.py
README	https://github.com/ml-tooling/opyrator
Code of conduct	https://github.com/ml-tooling/opyrator
Contributing	https://github.com/ml-tooling/opyrator
MIT license	https://github.com/ml-tooling/opyrator
	https://github.com/ml-tooling/opyrator#----opyrator
	https://pypi.org/project/opyrator/
	https://pypi.org/project/opyrator/
	https://github.com/ml-tooling/opyrator/blob/main/LICENSE
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	https://twitter.com/mltooling
Getting Started	https://github.com/ml-tooling/opyrator#getting-started
Features	https://github.com/ml-tooling/opyrator#features
Examples	https://github.com/ml-tooling/opyrator#examples
Support	https://github.com/ml-tooling/opyrator#support--feedback
Report a Bug	https://github.com/ml-tooling/opyrator/issues/new?labels=bug&template=01_bug-report.md
Contribution	https://github.com/ml-tooling/opyrator#contribution
Changelog	https://github.com/ml-tooling/opyrator/releases
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-header.png
here	https://opyrator-playground.mltooling.org
	https://github.com/ml-tooling/opyrator#highlights
	https://github.com/ml-tooling/opyrator#getting-started
	https://github.com/ml-tooling/opyrator#installation
	https://github.com/ml-tooling/opyrator#usage
Pydantic models	https://pydantic-docs.helpmanual.io/
type hints	https://docs.python.org/3/library/typing.html
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-hello-world-ui.png
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-hello-world-api.png
Features	https://github.com/ml-tooling/opyrator#features
examples	https://github.com/ml-tooling/opyrator#examples
	https://github.com/ml-tooling/opyrator#examples
here	https://opyrator-playground.mltooling.org
	https://github.com/ml-tooling/opyrator#text-generation
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/text-generation-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/generate_text/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/generate_text_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/generate-text-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#question-answering
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/question-answering-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/question_answering/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/question_answering_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/question-answering-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#image-super-resolution
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/image-super-resolution-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/image_super_resolution/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/image_super_resolution_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/image-super-resolution-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#text-preprocessing
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/text-preprocessing-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/preprocess_text/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/preprocess_text_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/preprocess-text-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#language-detection
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/language-detection-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/detect_language/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/detect_language_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/detect-language-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#audio-separation
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/audio-separation-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/separate_audio/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/seperate_audio_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/separate-audio-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#word-vectors-training
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/train-word-vectors-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/train_word_vectors/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/train_word_vectors_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/train-word-vectors-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#named-entity-recognition
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/named-entity-recognition-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/named_entity_recognition/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/named_entity_recognition_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/named-entity-recognition-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#components-showcase
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/components-showcase-demo.png
Source Code	https://github.com/ml-tooling/opyrator/blob/main/examples/showcase_components/app.py
UI Demo	https://play.mltooling.com/opyrator/demos/showcase_components_ui/
OpenAPI Spec	https://editor.swagger.io/?url=https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/openapi-demo-specs/showcase-components-openapi-spec.json
http://localhost:8051	http://localhost:8051
	https://github.com/ml-tooling/opyrator#support--feedback
Benjamin Räthlein	https://twitter.com/raethlein
Lukas Masuch	https://twitter.com/LukasMasuch
Jan Kalkan	https://www.linkedin.com/in/jan-kalkan-b5390284/
	https://github.com/ml-tooling/opyrator/issues?utf8=%E2%9C%93&q=is%3Aopen+is%3Aissue+label%3Abug+sort%3Areactions-%2B1-desc+
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	https://gitter.im/ml-tooling/community
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HTTP API	https://github.com/ml-tooling/opyrator#http-api
Graphical UI	https://github.com/ml-tooling/opyrator#graphical-ui
CLI	https://github.com/ml-tooling/opyrator#command-line-interface
Zip Export	https://github.com/ml-tooling/opyrator#zip-export
Docker Export	https://github.com/ml-tooling/opyrator#docker-export
Pre-defined Components	https://github.com/ml-tooling/opyrator#pre-defined-components
Production Deployment	https://github.com/ml-tooling/opyrator#production-deployment
	https://github.com/ml-tooling/opyrator#http-api
compatible function	https://github.com/ml-tooling/opyrator#compatible-functions
FastAPI	https://fastapi.tiangolo.com/
OpenAPI standard	https://swagger.io/specification
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-hello-world-api.png
zip export section	https://github.com/ml-tooling/opyrator#zip-export
	https://github.com/ml-tooling/opyrator#graphical-ui
Streamlit	https://streamlit.io/
compatible function	https://github.com/ml-tooling/opyrator#compatible-functions
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-hello-world-ui.png
input- and output-schema	https://github.com/ml-tooling/opyrator#TODO
zip export section	https://github.com/ml-tooling/opyrator#zip-export
	https://github.com/ml-tooling/opyrator#command-line-interface
	https://raw.githubusercontent.com/ml-tooling/opyrator/main/docs/images/opyrator-cli.png
zip export format	https://github.com/ml-tooling/opyrator#zip-export
	https://github.com/ml-tooling/opyrator#zip-export
compatible function	https://github.com/ml-tooling/opyrator#compatible-functions
pipreqs	https://github.com/bndr/pipreqs
Docker	https://github.com/ml-tooling/opyrator#docker-export
pex	https://github.com/ml-tooling/opyrator#pex-export
here	https://github.com/ml-tooling/opyrator/issues/3
	https://github.com/ml-tooling/opyrator#docker-export
here	https://github.com/ml-tooling/opyrator/issues/4
	https://github.com/ml-tooling/opyrator#pex-export
Pex	https://github.com/pantsbuild/pex
here	https://github.com/ml-tooling/opyrator/issues/5
	https://github.com/ml-tooling/opyrator#python-client
here	https://github.com/ml-tooling/opyrator/issues/8
	https://github.com/ml-tooling/opyrator#pre-defined-components
examples	https://github.com/ml-tooling/opyrator#examples
source code package	https://github.com/ml-tooling/opyrator#TODO
here	https://github.com/ml-tooling/opyrator/issues/9
	https://github.com/ml-tooling/opyrator#production-deployment
here	https://github.com/ml-tooling/opyrator/issues/6
	https://github.com/ml-tooling/opyrator#documentation
	https://github.com/ml-tooling/opyrator#compatible-functions
Pydantic BaseModel	https://pydantic-docs.helpmanual.io/usage/models/
Pydantic BaseModel	https://pydantic-docs.helpmanual.io/usage/models/
	https://github.com/ml-tooling/opyrator#input--and-output-schema
	https://github.com/ml-tooling/opyrator#command-line-interface-1
	https://github.com/ml-tooling/opyrator#contribution
contribution guidelines	https://github.com/ml-tooling/opyrator/tree/main/CONTRIBUTING.md
help-wanted	https://github.com/ml-tooling/opyrator/issues?utf8=%E2%9C%93&q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+sort%3Areactions-%2B1-desc+
feature request and enhancement	https://github.com/ml-tooling/opyrator/issues/new?assignees=&labels=feature&template=02_feature-request.md&title=
bugs	https://github.com/ml-tooling/opyrator/issues/new?assignees=&labels=bug&template=01_bug-report.md&title=
documentation	https://github.com/ml-tooling/opyrator/issues/new?assignees=&labels=documentation&template=03_documentation.md&title=
Code of Conduct	https://github.com/ml-tooling/opyrator/blob/main/.github/CODE_OF_CONDUCT.md
development section	https://github.com/ml-tooling/opyrator#development
	https://github.com/ml-tooling/opyrator#development
contribution guides	https://github.com/ml-tooling/opyrator/blob/main/CONTRIBUTING.md#development-instructions
opyrator-playground.mltooling.org	https://opyrator-playground.mltooling.org
deployment	https://github.com/topics/deployment
faas	https://github.com/topics/faas
fastapi	https://github.com/topics/fastapi
functions	https://github.com/topics/functions
machine-learning	https://github.com/topics/machine-learning
microservices	https://github.com/topics/microservices
pydantic	https://github.com/topics/pydantic
python	https://github.com/topics/python
python-functions	https://github.com/topics/python-functions
serverless	https://github.com/topics/serverless
streamlit	https://github.com/topics/streamlit
type-hints	https://github.com/topics/type-hints
Readme	https://github.com/ml-tooling/opyrator#readme-ov-file
MIT license	https://github.com/ml-tooling/opyrator#MIT-1-ov-file
Code of conduct	https://github.com/ml-tooling/opyrator#coc-ov-file
Contributing	https://github.com/ml-tooling/opyrator#contributing-ov-file
Activity	https://github.com/ml-tooling/opyrator/activity
Custom properties	https://github.com/ml-tooling/opyrator/custom-properties
164 forks	https://github.com/ml-tooling/opyrator/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fml-tooling%2Fopyrator&report=ml-tooling+%28user%29
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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