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# Dapr | ||
components/ | ||
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# pyenv | ||
.python-version | ||
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# celery beat schedule file | ||
celerybeat-schedule | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
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# Created by https://www.gitignore.io/api/node | ||
# Edit at https://www.gitignore.io/?templates=node | ||
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### Node ### | ||
# Logs | ||
logs | ||
*.log | ||
npm-debug.log* | ||
yarn-debug.log* | ||
yarn-error.log* | ||
lerna-debug.log* | ||
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# Diagnostic reports (https://nodejs.org/api/report.html) | ||
report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json | ||
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# Runtime data | ||
pids | ||
*.pid | ||
*.seed | ||
*.pid.lock | ||
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# Directory for instrumented libs generated by jscoverage/JSCover | ||
lib-cov | ||
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# Coverage directory used by tools like istanbul | ||
coverage | ||
*.lcov | ||
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# nyc test coverage | ||
.nyc_output | ||
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# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files) | ||
.grunt | ||
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# Bower dependency directory (https://bower.io/) | ||
bower_components | ||
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# node-waf configuration | ||
.lock-wscript | ||
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# Compiled binary addons (https://nodejs.org/api/addons.html) | ||
build/Release | ||
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# Dependency directories | ||
node_modules/ | ||
jspm_packages/ | ||
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# TypeScript v1 declaration files | ||
typings/ | ||
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# TypeScript cache | ||
*.tsbuildinfo | ||
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# Optional npm cache directory | ||
.npm | ||
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# Optional eslint cache | ||
.eslintcache | ||
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# Optional REPL history | ||
.node_repl_history | ||
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# Output of 'npm pack' | ||
*.tgz | ||
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# Yarn Integrity file | ||
.yarn-integrity | ||
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# dotenv environment variables file | ||
.env | ||
.env.test | ||
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# parcel-bundler cache (https://parceljs.org/) | ||
.cache | ||
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# next.js build output | ||
.next | ||
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# nuxt.js build output | ||
.nuxt | ||
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# react / gatsby | ||
public/ | ||
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# vuepress build output | ||
.vuepress/dist | ||
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# Serverless directories | ||
.serverless/ | ||
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# FuseBox cache | ||
.fusebox/ | ||
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# DynamoDB Local files | ||
.dynamodb/ |
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{ | ||
// Use IntelliSense to find out which attributes exist for C# debugging | ||
// Use hover for the description of the existing attributes | ||
// For further information visit https://github.com/OmniSharp/omnisharp-vscode/blob/master/debugger-launchjson.md | ||
"version": "0.2.0", | ||
"configurations": [ | ||
{ | ||
"name": ".NET Core Launch (console)", | ||
"type": "coreclr", | ||
"request": "launch", | ||
"preLaunchTask": "build", | ||
// If you have changed target frameworks, make sure to update the program path. | ||
"program": "${workspaceFolder}/src/SDKs/C#/bin/Debug/netcoreapp3.1/Roadwork.dll", | ||
"args": [], | ||
"cwd": "${workspaceFolder}/src/SDKs/C#", | ||
// For more information about the 'console' field, see https://aka.ms/VSCode-CS-LaunchJson-Console | ||
"console": "internalConsole", | ||
"stopAtEntry": false | ||
}, | ||
{ | ||
"name": ".NET Core Attach", | ||
"type": "coreclr", | ||
"request": "attach", | ||
"processId": "${command:pickProcess}" | ||
} | ||
] | ||
} |
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{ | ||
"version": "2.0.0", | ||
"tasks": [ | ||
{ | ||
"label": "build", | ||
"command": "dotnet", | ||
"type": "process", | ||
"args": [ | ||
"build", | ||
"${workspaceFolder}/src/SDKs/C#/Roadwork.csproj", | ||
"/property:GenerateFullPaths=true", | ||
"/consoleloggerparameters:NoSummary" | ||
], | ||
"problemMatcher": "$msCompile" | ||
}, | ||
{ | ||
"label": "publish", | ||
"command": "dotnet", | ||
"type": "process", | ||
"args": [ | ||
"publish", | ||
"${workspaceFolder}/src/SDKs/C#/Roadwork.csproj", | ||
"/property:GenerateFullPaths=true", | ||
"/consoleloggerparameters:NoSummary" | ||
], | ||
"problemMatcher": "$msCompile" | ||
}, | ||
{ | ||
"label": "watch", | ||
"command": "dotnet", | ||
"type": "process", | ||
"args": [ | ||
"watch", | ||
"run", | ||
"${workspaceFolder}/src/SDKs/C#/Roadwork.csproj", | ||
"/property:GenerateFullPaths=true", | ||
"/consoleloggerparameters:NoSummary" | ||
], | ||
"problemMatcher": "$msCompile" | ||
} | ||
] | ||
} |
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MIT License | ||
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Copyright (c) 2019 xavier geerinck | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# RL | ||
# Roadwork RL | ||
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> **Note:** This project is currently under heavy development and may change. It should not be used for production deployments yet. | ||
Roadwork RL is a Reinforcement Learning that act as an abstraction layer between different simulation environments and languages, allowing for simulator & code agnostic reinforcement learning research to be done. | ||
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As a simplified overview, the following diagram explains in more detail how this looks like from a **conceptual level**: | ||
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![/assets/architecture-high-level.png](./assets/architecture-high-level.png) | ||
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## Getting Started | ||
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Getting started is independent of the Operating System and only requires a **Kubernetes** cluster to be available capable of running **Linux Containers**. However to help with this the following documentation is available: | ||
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* [Windows](./getting-started/windows.md) | ||
* [Linux](./getting-started/linux.md) - WIP | ||
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## Dependencies | ||
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* [grpc.io](https://grpc.io) | ||
* [Protobuf](https://github.com/protocolbuffers/protobuf) | ||
* [Dapr](https://github.com/dapr/dapr) | ||
* [Kubernetes](https://github.com/kubernetes/kubernetes) | ||
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### Language SDKs Available | ||
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* [Python](./docs/sdk/python.md) | ||
* [NodeJS](./docs/sdk/node.md) - WIP | ||
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### Simulators Implemented | ||
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* [OpenAI](https://github.com/openai/gym) | ||
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## References | ||
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* [High-Level Technical Overview](./docs/technical.md) | ||
* [Protobuf Serialization](./docs/protobuf.md) | ||
* [Spaces](./docs/spaces.md) | ||
* [Simulators](./docs/simulators.md) | ||
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## TODO | ||
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* Integrate [Facebook ReAgent](https://github.com/facebookresearch/ReAgent) on top of this | ||
* Simulation Observation Downloader | ||
* Trainer On-Policy & Off-Policy | ||
* Add [Project Malmo](https://www.microsoft.com/en-us/research/project/project-malmo/) | ||
* Add [Unity ML-Agents](https://github.com/Unity-Technologies/ml-agents) | ||
* Create a custom language for state describing | ||
* Currently we can describe a state as shown before: `Tuple([ Box(0, 255, shape=(64, 64, 3)), Box(-50, 50, shape=(3, )) ])`. This might be too abstract or language dependent and could be done easier + more efficient. E.g. think of a Robotic arm, where we should be able to describe each join independently. | ||
* Performance Benchmarks (what is the impact of this library compared to a vanilla implemented) |
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