> ## Documentation Index > Fetch the complete documentation index at: https://miles.radixark.com/docs/llms.txt > Use this file to discover all available pages before exploring further. # Versions and Images > How the Miles, SGLang, and Megatron-LM trees fit together, which artifact owns each release identity, and what the Docker images pin. A Miles run is three Python source trees on one `PYTHONPATH`. Understanding which tree owns a given behavior, and which file pins its version, is most of what you need to debug a version problem or land a bump. ## The three trees | Tree | Comes from | Installed as | Lives at | | ----------- | -------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------- | ----------------------- | | Miles | this repository | `pip install -e . --no-deps` | `/root/miles` | | SGLang | the `sglang-miles` branch of [`sgl-project/sglang`](https://github.com/sgl-project/sglang), on top of the `lmsysorg/sglang:` base image | `pip install -e "python[all]" --no-deps` | `/sgl-workspace/sglang` | | Megatron-LM | the `miles-main` branch of [`radixark/Megatron-LM`](https://github.com/radixark/Megatron-LM) | `pip install -e .` | `/root/Megatron-LM` | Two things follow from that table. **The dependency branches are moving development sources.** Both carry patches Miles needs before they land upstream, which is why installing stock `sglang` or upstream Megatron-LM next to Miles does not work. Ordinary `dev` images follow those branches; a versioned release records their exact commits in `release-lock.json`. **All three are editable installs.** Nothing is copied into `site-packages`, so changing a file in any of the three trees changes the next run. That is also what lets CI move the SGLang and Megatron-LM checkouts to a different ref without reinstalling anything. The `version` in `setup.py` owns the base Miles release version `X.Y.Z`. Release candidates and post releases keep that base in `setup.py` and add `rcN` or `.postN` only to the exact Git and Docker tags. ## Where each pin is written ```text theme={null} docker/Dockerfile the image recipe and its default build-args docker/build.py the variant table: which build-args each variant overrides requirements.txt Miles' own Python dependencies release-lock.json generated on a release branch: dependency commits, CI image tag, and audit fingerprints ``` The default build-args are the version surface: | Build-arg | Default | What it selects | | ------------------------------------------------------- | -------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- | | `SGLANG_IMAGE_TAG` | `v0.5.16` | The `lmsysorg/sglang` base image, which brings torch, CUDA and Transformer Engine | | `SGLANG_BRANCH` | `sglang-miles` | The branch fetched into the base image's SGLang checkout | | `SGLANG_COMMIT` | empty | Empty means the branch HEAD at build time; set it to freeze one commit | | `MEGATRON_REPO` / `MEGATRON_BRANCH` / `MEGATRON_COMMIT` | `radixark/Megatron-LM` / `miles-main` / empty | The Megatron-LM checkout; an empty commit follows branch HEAD, while a release build supplies the locked commit | | `MILES_COMMIT` | `main` | The Miles checkout baked into the image | | `ENABLE_CUDA_13` | `1` | CUDA 13 plus the Mooncake structured-object-store wheel; `0` selects the CUDA 12.9 path | | `WHEELS_REPO` | `yueming-yuan/miles-wheels` | The prebuilt-wheels repository | | `WHEELS_TAG_X86` / `WHEELS_TAG_ARM64` | `cu130-torch213-x86_64` / `cu130-torch213-aarch64` | Two complete wheels releases, selected by `TARGETARCH` and installed verbatim | Two design choices are worth naming. The Dockerfile holds the defaults and `build.py` owns the per-variant deltas, so there is exactly one place to look for what a variant changes. And a wheels release is installed as a whole release, with no tag assembled at build time, so the set of kernels in an image is one auditable name rather than a computed string. Everything else is pinned inline where it is installed: `mbridge` and `Megatron-Bridge` and `torch_memory_saver` at explicit commits, `flash-linear-attention`, `tilelang` and friends at explicit versions. Transformer Engine is special: `docker/verify_transformer_engine.py` asserts the installed triplet is `2.17.0`, and the patches under `docker/patch/cu13/` are applied to it with a build failure if any patch does not apply cleanly, so an image can never ship silently unpatched TE. `requirements.txt` is Miles' own dependency list, and the convention there is that **a pin carries its reason inline**: `transformers==5.12.1` names the HF-native weight conversion and an SGLang collision, `blake3` / `xxhash` / `zstandard` name the disk-delta weight sync, `onnxscript` records that TE 2.17 imports it at import time. Follow that when you add one. ## Release identities and source ownership Release values represent different facts. Each row below names the source used by the supported automatic path. | Fact | Authoritative source | Derived or consumed values | | --------------------------- | --------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------- | | Base Miles version | `setup.py` | Release branch `release/vX.Y.Z`; base-version check before tagging | | Exact published version | `version` input to `release-tag.yml`, persisted as annotated Git tag `v` | CUDA image tags `v` and `v-cu12` | | Frozen dependency selection | `release-lock.json` committed on the release branch | SGLang commit, Megatron-LM commit, and the CUDA image tag used by release CI | For example, base version `0.3.0` owns branch `release/v0.3.0`; that branch can produce exact tags `v0.3.0rc0`, `v0.3.0`, and `v0.3.0.post1` without changing `setup.py` between tags. `release-lock.json` freezes the two dependency source commits and names the prune-exempt CUDA image used by release CI. Miles itself is frozen by the release commit and final Git tag. Wheels asset fingerprints are audit records, not content-addressed inputs. Use [Release a Version](/docs/ci/04-release) for the maintainer procedure. That runbook owns workflow order, inputs, success signals, and recovery; this page owns the identity and pinning model. ## The images CUDA variants are published to [`radixark/miles`](https://hub.docker.com/r/radixark/miles) on Docker Hub, ROCm variants to `rocm/sgl-dev`. The [`dev` tag](https://hub.docker.com/r/radixark/miles?tag=dev) is what CI runs on unless a job says otherwise, so its last-pushed timestamp is the fastest way to see how current the fleet's image is. | Variant | Tag written by `--image-tag dev` | Platforms | | --------------------------------------------------- | ---------------------------------- | -------------------------------------------------------------------- | | `cu13` | `radixark/miles:dev` | `linux/amd64` + `linux/arm64`, one manifest. This is the daily image | | `cu13-x86` / `cu13-aarch64` | `radixark/miles:dev` | Single-arch rebuilds of the same image | | `cu12-x86` | `radixark/miles:dev-cu12` | `linux/amd64`, CUDA 12.9 legacy | | `rocm700-mi30x` / `rocm700-mi35x` / `rocm720-mi35x` | `rocm/sgl-dev:miles-rocm7xx-mi3xx` | Native | `--image-tag dev` also publishes a timestamped sibling. Scheduled retention and manual tag behavior are documented in [Docker build](/docs/ci/02-docker-build). Build one yourself with `docker/build.py`: ```bash theme={null} python docker/build.py --variant cu13-x86 --image-tag custom --custom-tag my-experiment --push ``` [Docker build](/docs/ci/02-docker-build) is the full reference for the build script, the workflow and the tag rules. Official versioned releases add `radixark/miles:v` for the CUDA 13 multi-arch image and `radixark/miles:v-cu12` for the CUDA 12.9 image. Publishing them does not move the rolling `dev` or `latest` families. ## What CI moves, and what it does not This is the part that decides whether your change needs a new image. A CUDA CI job starts from `radixark/miles:` and then: 1. Runs `pip install -r requirements.txt`, then restores the image's own cuDNN pin. The restore is not cosmetic: TE's fused attention needs a newer cuDNN than torch pins, a plain resolve drags it back down, and the symptom is a fused-attention backward failing with `CUDNN_STATUS_BAD_PARAM`. 2. Resets both dependency checkouts and fetches the selected refs. Explicit dispatch or PR-body overrides win first, `release-lock.json` commits win when no override exists, and the moving `sglang-miles` / `miles-main` heads are the final defaults. 3. Sets `PYTHONPATH` to the Miles workspace plus both source roots. It never reinstalls the three source trees, because they are editable installs. So: | Your change | Needs a new image? | | -------------------------------------------------------------------------------- | -------------------------------- | | `requirements.txt` | No. The next CI run installs it. | | A Dockerfile layer: a pinned wheel, an inline commit, a TE patch, the base image | Yes | | SGLang or Megatron-LM code | No. Point CI at a ref instead | | Miles code | No | The ROCm stage is the exception: it takes SGLang and Megatron-LM from `rocm/sgl-dev` and exposes no dependency-ref inputs, so the only way to move them there is a new ROCm image. A release call can select the Miles ref, but its baked dependencies still make the run a smoke signal rather than a lock-accurate check. ## Bumping principle **Bump where the pin lives, exactly once.** A Python dependency moves in `requirements.txt`; an image layer moves in `docker/Dockerfile`; a variant-only difference moves in `docker/build.py`. If a bump needs edits in two of the three, one of them is in the wrong place. **Prefer moving the branch to pinning a commit during rolling development.** `SGLANG_COMMIT` and `MEGATRON_COMMIT` are empty by default, so ordinary images follow `sglang-miles` and `miles-main` together. A versioned release is the deliberate exception: its lockfile supplies both exact commits to CI and the final image build. **Validate an image-affecting bump on the PR that makes it.** A PR touching `docker/Dockerfile`, `docker/build.py`, `docker/verify_transformer_engine.py`, `docker/patch/**` or `requirements.txt` builds a `pr-` image first and runs every GPU suite inside it, and that fresh tag outranks a `ci-image-tag:` directive so the PR cannot accidentally test the old image. Add the `run-ci-image` label to widen the selection to every tag except the long-running and fault-tolerance ones. **Validate a dependency-ref bump without building anything.** Put the ref in the PR description and CI checks out that instead: ```text theme={null} ci-sglang-pr: #12345 ci-megatron-pr: my-fix-branch ``` `#12345` resolves to `refs/pull/12345/head`, so an unmerged upstream fix can be tested before it lands on `sglang-miles`. See [Contributing](/docs/developer/contributor-guide#pr-description-ci-tags) for all three directives. **Expect `dev` to move on its own, within a bound.** The scheduled build (00:00 and 12:00 UTC) polls the SGLang and Megatron-LM branch heads plus a fingerprint of the wheels release, and rebuilds when any of them moved. It deliberately does not poll Miles, which would rebuild constantly, and instead forces a build once the last one is 24 hours old. So `dev` follows its dependencies immediately and trails Miles `main` by at most a day. When you need that to stop moving underneath you, pin `ci-image-tag:` to a timestamped tag. **Bump the ROCm images by hand.** They have no automatic path, so a ROCm bump is a `workflow_dispatch` on the variant you want. ## After a bump, the usual suspects | Symptom | Look at | | ------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------- | | `CUDNN_STATUS_BAD_PARAM` in a fused-attention backward | Something re-resolved cuDNN below the image's pin | | Build fails with "TE patch did not apply cleanly" | A `docker/patch/cu13/*.patch` no longer matches the new TE; rebase the patch or drop it if upstream fixed it | | TE triplet assertion at build time | The base image moved TE off `2.17.0`; update `docker/verify_transformer_engine.py` together with whatever depends on it | | `mooncake.structured_object_store` import fails | A CUDA 12 image; that wheel is only installed on the cu13 path | | A test passes locally but fails in CI, or the reverse | Compare the image tag and the two dependency refs or commits CI resolved. Every job logs all three | ## Related * [Installation](/docs/getting-started/installation) for pulling and running the image. * [Release a Version](/docs/ci/04-release) for the maintainer release runbook. * [Contributing](/docs/developer/contributor-guide) for the CI labels and PR-description directives. * [Docker build](/docs/ci/02-docker-build) for the build script, workflow triggers and tag mechanics.