CI/CD reference for Megatron-LM. Covers CI pipeline structure, PR scope labels, triggering internal GitLab CI (which force-pushes the current branch to a pull-request/BRANCH ref — always dry-run and verify the destination first; never run against shared or protected branches), and CI failure investigation.
Scanned 9/3/2026
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---
name: mcore-cicd
description: CI/CD reference for Megatron-LM. Covers CI pipeline structure, PR scope labels, triggering internal GitLab CI (which force-pushes the current branch to a pull-request/BRANCH ref — always dry-run and verify the destination first; never run against shared or protected branches), and CI failure investigation.
license: Apache-2.0
when_to_use: Investigating a CI failure; understanding the pipeline structure; which CI label to attach; triggering internal GitLab CI; 'CI is red', 'how do I trigger CI', 'PR labels', 'where are the logs', 'pull-request branch'.
metadata:
author: Oliver Koenig <okoenig@nvidia.com>
---
# CI/CD Guide
---
## Answer-First CI Facts
For PR-label or trigger questions, lead with the exact values:
- No label: `scope=mr-github-slim`, `n_repeat=2`, `lightweight=false`.
- `Run tests`: `scope=mr-github`, `n_repeat=1`, `lightweight=true`.
- `Run functional tests`: `scope=mr-github`, `n_repeat=5`, `lightweight=false`.
- `container::lts` only switches the container image path to LTS and combines
with any scope label. **Opt-in only — attach it solely when the user
explicitly asks for LTS validation; never add it on your own initiative, even
for a container or dependency change.**
- `Run MBridge tests` additionally triggers the MBridge L1 suite.
- `Run NeMoRL tests` additionally triggers NeMo RL's Megatron functional test suite.
- ⚠️ **WARNING — destructive remote write.** `tools/trigger_internal_ci.py`
**force-pushes the current branch** to the internal GitLab remote as
`pull-request/<branch>`. Always run with `--dry-run` first and confirm the
destination ref before invoking it without the flag. Never run against a
shared or protected branch — only target your own pull-request branch.
Safe preflight: `python tools/trigger_internal_ci.py --gitlab-origin gitlab --dry-run`.
Add the optional `--functional-test-*` flags only after the dry-run output
matches the intended destination.
---
## CI Pipeline Structure
The main workflow is `.github/workflows/cicd-main.yml`. It triggers on pushes
to branches matching `pull-request/[0-9]+` and `deploy-release/*`, on merge
groups, on a daily schedule, and on manual dispatch.
```text
is-not-external-contributor
└─ pre-flight
└─ configure # determines scope, container tag, n_repeat
├─ linting
├─ cicd-container-build
│ ├─ cicd-parse-unit-tests → cicd-unit-tests-latest
│ ├─ cicd-parse-integration-tests-h100 → cicd-integration-tests-latest-h100
│ └─ cicd-parse-integration-tests-gb200 → cicd-integration-tests-latest-gb200 (maintainers only)
└─ Nemo_CICD_Test # final pass/fail gate
```
Images are pushed to:
- AWS ECR: `766267172432.dkr.ecr.us-east-1.amazonaws.com/…`
- GCP Artifact Registry: `us-east4-docker.pkg.dev/nv-projdgxchipp-20260113193621/megatron-lm/…`
---
## CI Test Scope Labels
The CI pipeline reads PR labels to decide test scope, n_repeat, and container image.
**Decision tree (first match wins):**
| Condition | `scope` | `n_repeat` | `lightweight` | Notes |
|-----------|---------|-----------|---------------|-------|
| Merge group | `mr-github` | 1 | false | Automatic, no label needed |
| Label: **`Run tests`** | `mr-github` | 1 | **true** | Trains 4 steps, no golden-value compare |
| Label: **`Run functional tests`** | `mr-github` | 5 | **false** | Trains 100 steps, golden-value compare |
| _(no label)_ | `mr-github-slim` | 2 | false | Slim subset only |
**Orthogonal image label:**
| Label | Effect |
|-------|--------|
| **`container::lts`** | Build on the older long-term-support NGC PyTorch base instead of `dev`'s latest — a backward-compat check, not a different test set (combinable with any scope label) |
| **`Run MBridge tests`** | Also triggers the MBridge L1 test suite |
| **`Run NeMoRL tests`** | Also triggers NeMo RL's Megatron functional test suite |
### Which label to attach when opening a PR
| Changed paths / nature of change | Label to attach |
|----------------------------------|-----------------|
| Docs only (`docs/`, `*.md`, docstrings) | _(none)_ |
| CI/tooling only (`.github/`, `tools/`, `Makefile`) | _(none)_ |
| Test files only (`tests/`) — existing tests, no new golden values | `Run tests` |
| **New test cases added** (no golden values exist yet) | `Run functional tests` |
| **Re-enabling a disabled test** (scope `-broken` → active) | `Run functional tests` |
| Non-numerical library code (logging, error handling, CLI flags, refactors) | `Run tests` |
| Could affect training numerics (model arch, attention, optimizer, distributed, MoE routing) | `Run functional tests` |
| Container or dependency changes (`docker/`, `pyproject.toml`, `uv.lock`) | `Run tests` (add `container::lts` **only if the user explicitly asks** to validate LTS) |
| Touches MBridge integration | add `Run MBridge tests` |
| Could affect NeMo RL's Megatron integration | add `Run NeMoRL tests` |
**Rule of thumb:** default to `Run tests`. Always use `Run functional tests` when the PR adds new test cases (golden values must be generated) or when the change could plausibly shift loss curves.
---
## Triggering Internal CI
Use `tools/trigger_internal_ci.py` after the internal GitLab remote and
`GITLAB_TOKEN` are configured; see @tools/trigger_internal_ci.md for setup
details. First run a dry run and verify the destination ref:
```bash
python tools/trigger_internal_ci.py --gitlab-origin gitlab --dry-run
```
The script force-pushes the current branch to `pull-request/<branch>` before
triggering the pipeline. Only target your own pull-request branch, never a shared
or protected branch. Add optional `--functional-test-*` flags only after the
dry-run output matches the intended destination.
---
## CI Failure Investigation
CI branches always follow the pattern `pull-request/<number>`.
### Locating the PR from a CI Branch
```bash
# Extract PR number from the current branch
PR_NUMBER=$(git rev-parse --abbrev-ref HEAD | grep -oP '(?<=pull-request/)\d+')
# Fetch the PR metadata (title, labels, author, base branch)
gh pr view "$PR_NUMBER" --repo NVIDIA/Megatron-LM
# Show the changeset for that PR
gh pr diff "$PR_NUMBER" --repo NVIDIA/Megatron-LM
```
### Reading CI Job Logs
```bash
# List recent workflow runs for the PR
gh run list --repo NVIDIA/Megatron-LM --branch "pull-request/$PR_NUMBER"
# Stream failing job output
gh run view <run-id> --repo NVIDIA/Megatron-LM --log-failed
```
Full per-rank logs are **not** in the runner stdout. They are uploaded as
GitHub artifacts named `logs-<test_case>-<run_id>-<uuid>`.
```bash
# 1. Find artifact name
gh run view <run-id> --repo NVIDIA/Megatron-LM --json artifacts \
--jq '.artifacts[].name'
# 2. Download the artifact zip
gh run download <run-id> --repo NVIDIA/Megatron-LM \
--name "logs-<artifact-name>" -D ./ci-logs
# 3. Locate which rank logs contain errors
grep -r -l "ERROR\|Traceback\|FAILED\|fatal" ./ci-logs/
# 4. Log files can exceed 10 000 lines — never read a full log at once.
wc -l ./ci-logs/<test>/<attempt>/attempt_0/<rank>/stderr.log
sed -n '1,200p' ./ci-logs/.../stderr.log # read in chunks
```
### Identifying Failure Root Cause
1. **Linting failure** — re-run `tools/autoformat.sh` locally; the diff shows exactly what needs to change.
2. **Container build failure** — inspect the `cicd-container-build` job log.
3. **Unit test failure** — the failing bucket is in the `cicd-unit-tests-latest` job matrix.
4. **Functional test failure** — look at the `cicd-integration-tests-*` job. Start with `stdout.log` for rank 0.
5. **Flaky test** — the runner retries automatically up to 3 times. If all retries exhausted and the pattern matches a known transient (NCCL, ECC, segfault), it is infrastructure noise.
### Correlating a Failure with the PR Changeset
```bash
# Find unit tests that cover a changed source file
grep -r "from megatron.core.transformer.attention" tests/unit_tests/ -l
# Check CODEOWNERS for reviewer assignment
cat .github/CODEOWNERS | grep "<changed-path>"
```
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