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Documentation Index

Fetch the complete documentation index at: https://www.radixark.com/llms.txt

Use this file to discover all available pages before exploring further.

Miles is open source under the LICENSE file in the repo. We accept community contributions of every size — bug reports, doc fixes, new model recipes, full features.

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Repository layout

miles/
├── train.py                  # synchronous entry point
├── train_async.py            # fully-async entry point
├── miles/                    # the package itself
│   ├── backends/             # Megatron, SGLang, training (loss / GRPO / PPO / ...), experimental FSDP
│   ├── ray/                  # Ray actors + rollout driver
│   ├── rollout/              # rollout / data source / filters
│   ├── router/               # Miles Router (FastAPI proxy)
│   └── utils/                # async, types, IO, distributed helpers, arguments.py
├── miles_plugins/            # opt-in plugins
│   ├── mbridge/              # mbridge integration
│   ├── megatron_bridge/      # megatron-bridge integration
│   └── models/               # model wrappers (GLM4, GLM5, Qwen3.5, Qwen3-Next, ...)
├── examples/                 # the recipes documented in this site
├── scripts/
│   ├── models/               # per-model MODEL_ARGS bash files
│   ├── amd/                  # AMD-specific launchers
│   ├── tools/                # script-side utilities (e.g. verify_chat_template.py)
│   ├── run-*.sh              # bash launch scripts
│   └── run_*.py              # Python launch scripts
├── tools/                    # ckpt converters, calibrators, debug tools
├── tests/                    # pytest suite (fast / ci / e2e / utils)
├── docker/                   # Dockerfiles
└── docs/                     # the source of this site

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Local dev loop

cd /root/miles
git remote add me git@github.com:<your_user>/miles.git
git checkout -b feat/awesome

# Edit code
pip install -e . --no-deps           # editable install picks up changes
pytest tests/test_my_thing.py -xvs    # run the relevant tests

git add -p && git commit -m "feat: short imperative description"
git push me feat/awesome
gh pr create --title "..." --body "..."

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Style

  • Python: ruff for linting, black for formatting (line length 100). pre-commit is wired up.
  • Type hints: use them. We’re strict about new code.
  • Docstrings: Google style for public functions; one-liners for internal.
  • Imports: isort ordering, no relative imports across packages.

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PR checklist

Before you click “Ready for review”:
  • pre-commit run --all-files passes.
  • You added or updated tests for new behavior.
  • You ran pytest -x and it’s green.
  • If you touched the launch flags, python3 train.py --help still parses.
  • If you added a public flag, it appears in Server Arguments.
  • If you added a new example, you wrote a real walkthrough (use examples/index as the structural template).

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Commit messages

We follow the conventional-commits style: 
feat(rollout): add partial-rollout buffer
fix(megatron): correct fp32 marker on Qwen3.5 A_log
docs: clarify FP8 rationale for MoE
test: cover R3 routing replay
The first line is < 70 chars. Body explains why, not what — the diff already shows what.

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Issue triage

We label issues with:
LabelMeaning
good first issueSelf-contained, no system knowledge needed
help wantedWe’d love community PRs
bugReproducible breakage
enhancementFeature request
discussionDesign conversation, not yet a task
needs-reproWe can’t reproduce — please provide a minimal example
If you’re new, sort by good first issue. Comment to claim before you start so we don’t double-up.

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Where to ask questions

  • Quick questions: Miles channel of the SGLang Slack.
  • Design discussions: open a GitHub Discussion or an Issue with discussion label.
  • Security: email security@radixark.ai (do not open a public issue).