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ci: make CI resilient to pip/uv network timeouts - #5118

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ko3n1g:ko3n1g/ci/resilient-network-timeouts
Jun 2, 2026
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ci: make CI resilient to pip/uv network timeouts#5118
ko3n1g merged 3 commits into
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ko3n1g:ko3n1g/ci/resilient-network-timeouts

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@ko3n1g

@ko3n1g ko3n1g commented Jun 2, 2026

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Claude summary

Background / motivation

Several CI jobs fail on transient network timeouts during dependency / image fetches, with no retry cushion:

  • Host setup-python pip upgrade — on a fresh toolcache, actions/setup-python@v5 fetches the latest pip (26.1.2) from PyPI; the download hit a read timeout and aborted the whole job before any test ran:
    TimeoutError: The read operation timed out
    Error: The process '/usr/bin/bash' failed with exit code 2
    
  • manylinux wheel build — the megatron-fsdp build's docker run implicitly pulled quay.io/pypa/manylinux_2_28_x86_64 and the registry request timed out:
    docker: Error response from daemon: Get "https://quay.io/v2/": net/http: request canceled while waiting for connection (Client.Timeout exceeded while awaiting headers)
    ##[error]Process completed with exit code 125.
    

pip's default per-read socket timeout is ~15s with no retries; the docker pull had no retry at all. The same flakiness hits in-container uv sync / pip.

What changed

  • cicd-main.yml — add PIP_DEFAULT_TIMEOUT=120 + PIP_RETRIES=5 to the three job-level env: blocks, inherited by the host setup-python pip upgrade so it retries instead of hard-failing.
  • action.yml — export PIP_DEFAULT_TIMEOUT / PIP_RETRIES / UV_HTTP_TIMEOUT=120 in both generated run-scripts so in-container uv sync / pip get the same cushion.
  • _build_test_publish_wheel.yml — pre-pull the manylinux image with the repo's standard 3× retry loop before docker run, so a transient quay.io timeout no longer fails the job (later runs in the job reuse the cached image).
  • launch_nemo_run_workload.py — classify read/connection timeouts (The read operation timed out, Read timed out, TimeoutError, Connection broken, Temporary failure in name resolution) as flaky so the launcher auto-restarts; and collect harness/task logs (**/*.log), not just per-rank attempt_0/*/std*.log, so those signatures are actually visible to is_flaky_failure.

Details

  • Host pip env vars sit beside the existing PIP_DISABLE_PIP_VERSION_CHECK / PIP_NO_PYTHON_VERSION_WARNING / PIP_ROOT_USER_ACTION block — three identical job-level env: maps (latest, h100, gb200).
  • The docker pre-pull mirrors the existing apt-get / uv install retry loops in action.yml (for i in 1 2 3; do … && break; sleep 10; done).
  • _collect_failure_logs() dedups by resolved path and is OSError-tolerant; it widens the glob so the golden-value assertion (written to the nemo-run task log, outside the per-rank tree) is no longer missed.

Tested

  • ruff check, isort --check, black==24.4.2 --check — all pass on the changed Python file.
  • YAML parse of all three workflow files — valid.
  • py_compile — OK.

The host-side actions/setup-python "Upgrading pip..." step downloads the
latest pip from PyPI on a fresh toolcache and aborts the whole job on a
transient read timeout (~15s default, no retries). The same flakiness hits
in-container uv/pip downloads.

- cicd-main.yml: add PIP_DEFAULT_TIMEOUT=120 and PIP_RETRIES=5 to the three
  job-level env blocks so the host setup-python pip upgrade retries instead
  of hard-failing.
- action.yml: export PIP_DEFAULT_TIMEOUT / PIP_RETRIES / UV_HTTP_TIMEOUT in
  both generated run-scripts so in-container uv sync / pip get the same cushion.
- launch_nemo_run_workload.py: treat read/connection timeouts as flaky so the
  launcher auto-restarts, and collect harness/task logs (not just per-rank
  std*.log) so those signatures are actually seen.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
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@ko3n1g

ko3n1g commented Jun 2, 2026

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/ok to test

The megatron-fsdp wheel build failed when `docker run` implicitly pulled
quay.io/pypa/manylinux_2_28_x86_64 and the registry request timed out:
`net/http: request canceled while waiting for connection`. Pre-pull the
image with the repo's standard 3x retry loop so a transient quay.io timeout
no longer fails the job; subsequent docker runs reuse the cached image.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
@ko3n1g

ko3n1g commented Jun 2, 2026

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/ok to test

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greptile-apps Bot commented Jun 2, 2026

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Greptile Summary

This PR improves CI resilience against transient network failures by setting pip/uv timeout and retry environment variables at the workflow and container levels, widening the flaky-failure detection in the NeMo-run launcher, and adding a retry loop around docker pull in the wheel-build workflow.

  • cicd-main.yml / action.yml: PIP_DEFAULT_TIMEOUT=120, PIP_RETRIES=5, and UV_HTTP_TIMEOUT=120 are added to three job-level env: blocks and to both generated run-scripts so host-side setup-python pip upgrades and in-container uv sync operations retry on slow PyPI responses.
  • launch_nemo_run_workload.py: Five new flaky-failure strings are added (including a broad \"TimeoutError\"), and log collection is refactored into _collect_failure_logs() which widens the glob to **/*.log so harness-side assertion failures are visible to the retry logic.
  • _build_test_publish_wheel.yml: A three-attempt retry loop is added around docker pull before the wheel-build container run, consistent with existing retry patterns for apt-get and uv installs.

Confidence Score: 3/5

Safe to merge for the CI infrastructure changes; the Python launcher change introduces a flaky-failure pattern that could silently retry genuine training failures.

The YAML changes are straightforward and low-risk. Adding the bare string TimeoutError to the flaky-failure list means any training job that raises a Python TimeoutError will be retried rather than reported as a failure, making regressions harder to catch. The **/*.log glob is also unbounded and could read large amounts of data into memory.

tests/test_utils/python_scripts/launch_nemo_run_workload.py — the new flaky-failure patterns and the recursive log-collection glob warrant a closer look before merging.

Important Files Changed

Filename Overview
tests/test_utils/python_scripts/launch_nemo_run_workload.py New _collect_failure_logs helper widens log collection to all **/*.log files; new flaky-failure strings include an overly broad "TimeoutError" that could mask real training failures.
.github/actions/action.yml Adds PIP_DEFAULT_TIMEOUT, PIP_RETRIES, and UV_HTTP_TIMEOUT exports to both generated run-scripts (unit-test and e2e) to prevent in-container pip/uv network failures.
.github/workflows/cicd-main.yml Adds PIP_DEFAULT_TIMEOUT: 120 and PIP_RETRIES: 5 to three job-level env: blocks (latest, h100, gb200) — straightforward, consistent addition.
.github/workflows/_build_test_publish_wheel.yml Adds a 3-attempt retry loop around docker pull before the wheel-build container run; consistent with existing retry patterns in the repository.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TD
    A[CI Job Starts] --> B[actions/setup-python\nPIP_DEFAULT_TIMEOUT=120\nPIP_RETRIES=5]
    B --> C[Install uv - retry loop x3]
    C --> D[Generate run-script\nexport PIP_DEFAULT_TIMEOUT=120\nexport PIP_RETRIES=5\nexport UV_HTTP_TIMEOUT=120]
    D --> E[uv sync - with timeout/retry]
    E --> F[launch_nemo_run_workload.py]
    F --> G{Job Status}
    G -->|Success| H[Exit 0]
    G -->|Failure| I[_collect_failure_logs\nattempt_0/**/*.log\n+ **/*.log]
    I --> J[is_flaky_failure check]
    J -->|Matched| K[Auto-retry]
    J -->|Not matched| L[Exit with error]
    K --> F
Loading

Reviews (1): Last reviewed commit: "ci: retry manylinux image pull in wheel ..." | Re-trigger Greptile

or "Unpack failed: incomplete input" in concat_allranks_logs
or "The read operation timed out" in concat_allranks_logs
or "Read timed out" in concat_allranks_logs
or "TimeoutError" in concat_allranks_logs

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P1 "TimeoutError" match is too broad

TimeoutError is a Python builtin that appears in stack traces for any kind of timeout — NCCL collective timeouts, test-harness wait timeouts, asyncio cancellations, custom training deadlines — not just network I/O. Any genuine performance regression that causes a training job to exceed its allotted time will match this string, get classified as flaky, and be silently retried up to the configured number of attempts, masking the regression entirely. The other two new network patterns ("The read operation timed out" and "Read timed out") are already specific enough to catch the pip/uv scenario described in the PR. Consider removing the bare "TimeoutError" or replacing it with a more qualified string such as "TimeoutError: The read operation" to keep it scoped to network I/O.

Note: If this suggestion doesn't match your team's coding style, reply to this and let me know. I'll remember it for next time!

Comment on lines +71 to +79
for pattern in ("**/attempt_0/*/std*.log", "**/*.log"):
for log_file_path in workdir.glob(pattern):
resolved = log_file_path.resolve()
if resolved in seen_paths or not log_file_path.is_file():
continue
seen_paths.add(resolved)
try:
with open(log_file_path, "r", errors="replace") as f:
collected_lines.extend(f.readlines())

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P2 Unbounded **/*.log glob may read very large log sets into memory

workdir.glob("**/*.log") is recursive and matches every .log file under the working directory, including build artefacts, prior run logs, or any container-mounted directories that happen to be under cwd. In a large CI environment with multiple prior attempts or deep output trees, this can pull hundreds of megabytes of log data into a single in-memory list, potentially causing the launcher process itself to be OOM-killed. Bounding the search depth or capping total bytes read would guard against this.

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looks good.

just a heads up: there was a requirement earlier today to surface the actual error in a different step so its easier to jump to.

@svcnvidia-nemo-ci svcnvidia-nemo-ci added the Approved All necessary approvals have been made label Jun 2, 2026
@ko3n1g
ko3n1g merged commit 44f254a into NVIDIA:main Jun 2, 2026
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copy-pr-bot Bot pushed a commit that referenced this pull request Jun 12, 2026
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
yhgalaxy pushed a commit to yhgalaxy/Megatron-LM that referenced this pull request Jun 17, 2026
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* test: re-enable test_pp2_create_cudagraphs_first_stage on TE 2.15+ (NVIDIA#4985)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(tests): initialize num_microbatches calculator in vision cudagraph tests (NVIDIA#4986)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* ci: Add allow_failure flag to gpt and moe recipes that are failing in nightlies (NVIDIA#4905)

* Drain predecessor reduce-scatter at dispatch time (NVIDIA#4940)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* nightly(ci): Update golden values for functional t5 tests (NVIDIA#4995)

* chore: rotate oncall schedule

* [main] Refactor and Improve MoE Logginginit commit (NVIDIA#3431)

Co-authored-by: Robin Zhang <robinz@nvidia.com>
Co-authored-by: Dennis Liu <denliu@nvidia.com>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>
Co-authored-by: Shifang Xu <shifangx@nvidia.com>

* ci: validate release branch-rules (NVIDIA#4929)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* [Megatron-FSDP] Add conditional param.grad dereferencing logic to support full-iteration (FWD-BWD) CUDA graphability. (NVIDIA#4663)

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* test: restrict iter-time comparison to steady-state window (NVIDIA#5010)

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* Add mHC support for HybridModel on dev (NVIDIA#4949)

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Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>

* fix(test): pin eval-global-batch-size on 15b gb200 release configs (NVIDIA#5022)

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* fix(test): widen iter-time steady-state window for short tests (NVIDIA#5023)

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* Perf fix (NVIDIA#4996)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Add dev-feature preservation gate and change schedule (NVIDIA#4773)

* chore(test): remove orphan nemotron3_super_release_g200 dir (NVIDIA#5024)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Ignore Claude worktree directory (NVIDIA#5020)

* Update copy-pr-bot.yaml [skip ci]

* ci: update CI workflow conditions for integration tests (NVIDIA#4658)

* Add NVSkills CI request workflow (NVIDIA#5033)

* DDP wrap pg size fixes (NVIDIA#5006)

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* fix(layer_wise): tag MTP-stage word_embeddings as is_embedding_or_output_parameter (NVIDIA#5034)

* [Dev] Add Qwen3 30B MoE recipes (NVIDIA#5012)

* [DEV] fix(megatron-fsdp): reduce padding for grouped expert weights (NVIDIA#5013)

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* [Dev] fix(combined-1f1b): release loss-node input storage after combined backward (NVIDIA#4908)

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* [dev] [fix] [DeepSeek-v4] fix dense loss and rope type in DSv4 Hybrid Attention (NVIDIA#5018)

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* Move LTS dependencies from pyproject.toml to Dockerfile.ci.lts (NVIDIA#4877)

* Use shared ModelOpt calibration loop on 0.45+ with 0.44 fallback fix (NVIDIA#4881)

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* test(release): skip golden comparison on intermediate resume windows (NVIDIA#5040)

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* [mimo] Thread position_ids through MimoModel for multimodal RoPE (NVIDIA#4938)

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* build: Switch DSv3 on H100 to HybridEP (NVIDIA#5039)

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* Fix: Import unwrap_model from megatron.core.utils in modelopt examples (NVIDIA#5045)

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* Simple and stable Inference APIs (NVIDIA#4697)

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* ci: Add notification step for MBridge downstream test results (NVIDIA#5028)

* [dev] [5/5] Qwen3.5 support: Qwen3.5-VL training example (NVIDIA#4751)

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* chore: Update Docker image version to 26.04-py3 on dev (NVIDIA#5051)

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* Delete output tensor early (NVIDIA#4742)

* Support ScaledSReLU in TE grouped MLP fuser (NVIDIA#4859)

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* Skip gradient updates when grad norm exceeds threshold (NVIDIA#3460)

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* Add 9 user skills (NVIDIA#5066)

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* test(nemotron): align nemotron3 super GB200 goldens with exit-interval 4768 (NVIDIA#5069)

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* chore: Update transformer-engine dependency to version 2.16.0 (NVIDIA#4992)

* Update energon version requirement (NVIDIA#4572)

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* Fix test failures for new inference APIs (NVIDIA#5068)

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* fix(ci): set PYTHONUNBUFFERED=1 in JET workload env (NVIDIA#5072)

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* Preserve non-FSDP-unit buckets across AllGatherPipeline reset (NVIDIA#4717)

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* Add opt-in MXFP8 LM-head output projection (NVIDIA#4825)

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* chore(beep boop 🤖): Bump  (main) (2026-06-01)

* fix(ci): bound JET pipeline polling with a watchdog to prevent indefinite hangs (NVIDIA#5076)

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* ci: prune old artifacts on cluster lustre during weekly/release runs (NVIDIA#5084)

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* ci(test): isolate ckpt-resume tensorboard per phase (NVIDIA#5074)

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* test: unmark EP A2A activation offload test flaky (NVIDIA#5009)

* Change ownership groups (NVIDIA#5021)

* test: skip mfsdp_fully_shard cases when world_size < mesh size (NVIDIA#4487)

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* fix mimo optimizer checkpoint metadata restore (NVIDIA#4791)

Signed-off-by: Li Ding <liding@nvidia.com>

* [mimo] Support bridge fan-out for variable modality tokens (NVIDIA#5062)

Signed-off-by: Li Ding <liding@nvidia.com>

* Add separate mtp_grad_scale_func for MTP loss scaling (NVIDIA#3459)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* [training migration] Migrate GPT builder (NVIDIA#4741)

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* Make Mamba conv params direct mixer params (NVIDIA#4899)

Signed-off-by: Jingyue Wu <wujingyue@gmail.com>

* Update copy-pr-bot.yaml [skip ci]

* Update oncall reviewer assignment (NVIDIA#5093)

* Pass explicit process groups to hybrid logging (NVIDIA#4781)

* Clean up top-level repository files (NVIDIA#5097)

* [main] fix(moe): Fix several bugs for DSA rope and spec. (NVIDIA#3026)

Co-authored-by: Yuzhong Wang <yuzhongw@computelab-frontend-3.nvidia.com>

* [Dev] Skip identity alltoall chunk sort (NVIDIA#5102)

* Move MIMO unit tests into models/mimo (NVIDIA#5063)

* test: update DeepSeek FSDP2 GB200 memory golden (NVIDIA#5094)

* Remove DeepEP hardware limit check (NVIDIA#4846)

* Update transformer-engine dependency to revision 4220403 (NVIDIA#5112)

* ci: make CI resilient to pip/uv network timeouts (NVIDIA#5118)

Signed-off-by: oliver könig <okoenig@nvidia.com>
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* ci: treat docker container-removal conflict as flaky (NVIDIA#5120)

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* Fix GDN DTensor splitting for FSDP checkpointing (NVIDIA#4843)

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* Fix MoE aux_loss / z_loss gradient scaling with TP > 1 (NVIDIA#5047)

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* Update copy-pr-bot.yaml [skip ci]

* Update Claude copy workflow to enforce user restrictions and improve error messages (NVIDIA#5117)

* Add advisory process group guidance to Claude reviews (NVIDIA#5111)

* build: cap pydantic<2.14 in transformer-engine dependency metadata (NVIDIA#5125)

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* fix(test): skip scalar-less tensorboard event files in resume checks (NVIDIA#5121)

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* chore: rotate oncall schedule

* docs: fix contributor guide typo (NVIDIA#4858)

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* ci(unit-tests): split slow unit-test buckets over 15min SLA (NVIDIA#5133)

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* Fix DSA indexer loss not averaged across micro-batches (NVIDIA#4070)

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* Update MINOR version to 19 (NVIDIA#5096)

* Fix Muon QKV split for gated attention (NVIDIA#4728)

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* Refactor: Move paged stashing Triton kernels (NVIDIA#5003)

* Adding blackwell tests (NVIDIA#5113)

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* Relax atol for test_router_gating_linear router_dtype=torch.float32 (NVIDIA#4915)

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* Fix incorrect inference metadata tensor dtypes (NVIDIA#4855)

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Co-authored-by: gautham-kollu <gkollu@nvidia.com>
Co-authored-by: Siddhartha Raman S <sraman@login-lyris01.lyris.clusters.nvidia.com>
Co-authored-by: Qiyu Wan <39144338+WanZzzzzz@users.noreply.github.com>
Co-authored-by: Maanu Grover <maanug@nvidia.com>
Co-authored-by: Charlie Truong <chtruong@nvidia.com>
Co-authored-by: Deepak Narayanan <dnarayanan@nvidia.com>
Co-authored-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Devil1716 <149754374+Devil1716@users.noreply.github.com>

* Disable TE cross entropy loss fusion (NVIDIA#5115)

Co-authored-by: Mike Chrzanowski <mchrzanowski@gcp-nrt-cs-001-login-001.cm.cluster>

* fix(optimizer): gate ChainedOptimizer MXFP8 defer-sync on DDP-level overlap_param_gather (NVIDIA#4982)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Update copy-pr-bot.yaml [skip ci]

* Pass TP group to unfused cross entropy (NVIDIA#5128)

* fix: correct dsv4_hybrid Q-up FLOPs by using args.v_head_dim (NVIDIA#5142)

* [dev] [follow-up] Qwen3.5 support: MoE aux loss padding_mask (NVIDIA#4776)

Co-authored-by: BestJuly <19769279+BestJuly@users.noreply.github.com>

* [Dev] Support isolated MTP loss (NVIDIA#5080)

Co-authored-by: liuzhenhai93 <liuzhenhai93@outlook.com>

* test(elastification): quarantine flaky test_gumbel_determinism as flaky_in_dev (NVIDIA#5156)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci(notify): mention mcore-oncall and philipp on critical CI events (NVIDIA#5152)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Change the cudagraph distribution from linearly to exponentially-decreasing + grid for mixed prefill (NVIDIA#3509)

* ci: Disable a few gb200 test cases to support 2 branches. (NVIDIA#5151)

* build: Switch DSv3 on H100 to HybridEP (NVIDIA#5164)

* Add MTP acceptance rate metrics (NVIDIA#3458)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* Nemotron Ultra config for ModelOpt examples (NVIDIA#5159)

Signed-off-by: Jennifer Chen <jennifchen@nvidia.com>

* Make MTP / prefix cache stats persist for engine lifetime (NVIDIA#4101)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>

* Restore Greptile configuration (NVIDIA#5166)

* chore: bump `_code_freeze` workflow to `v1.4.2` (NVIDIA#5132)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* [dev] moe(fix): Avoid TE cuda graph dummy attention masks (NVIDIA#5131)

Co-authored-by: Yuzhong Wang <yuzhongw@computelab-frontend-3.nvidia.com>

* ci: Remove docs build test in favor of release test (NVIDIA#5182)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>

* Move TE cross entropy guard to training args (NVIDIA#5162)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Fix error in deepseek parser (NVIDIA#5136)

* Fix logprob slicing for 0 generated token case (NVIDIA#5167)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>

* [Perf] Fold frozen linear dgrad matmul (NVIDIA#5092)

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Clamp `max_new_tokens` in MInf to mirror vllm (NVIDIA#5181)

* build: add managed = true to [tool.uv] (NVIDIA#5190)

Signed-off-by: Kajal Jain <kajalj@nvidia.com>

* Stabilize GB200 inference perf tests against cold-start noise (NVIDIA#5171)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix: post-CI corrections (docs dup fields, nvrx version gate, utils re-export)

- Remove merge-introduced duplicate definitions of use_transformer_engine_op_fuser
  and moe_expert_rank_capacity_factor (transformer_config.py) and the duplicate
  _post_param_sync method (param_and_grad_buffer.py) — tripped the docs build.
- Relax is_nvrx_min_version() to compare release segments so dev's pinned
  nvidia-resiliency-ext pre-release (0.6.0.dev33) satisfies main's '>= 0.6.0'
  assertion (the required-symbol check remains the authoritative guard).
- Re-export unwrap_model from megatron/training/utils/__init__.py. main refactored
  the monolithic training/utils.py into a package whose __init__ dropped this
  re-export; dev's training.py (and others) import it via 'from .utils import',
  which broke tests/unit_tests/conftest.py's import chain (cascaded to all suites).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [dev] [DeepSeek-v4] Add ClampedSwiGLU to MoE mlp_op_fuser and add force balance to hash routing (NVIDIA#5130)

* nvidia style guide audit for getting started folder (NVIDIA#5168)

Signed-off-by: meg miranda <mmiranda@nvidia.com>

* AI aided audit for Nvidia Style guidance (NVIDIA#5141)

Signed-off-by: meg miranda <mmiranda@nvidia.com>
Co-authored-by: Philip Petrakian <pgpetrak@gmail.com>

* Enable selective recompute for `norm_out` in GDN layers  (NVIDIA#4715)

* fix(elastification): align with get_batch + utils refactors (NVIDIA#5194)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(combined-1f1b): release loss-node input storage after combined backward (NVIDIA#4909)

* Minor improvements for Dynamic-cp (NVIDIA#4226)

Signed-off-by: xiaoyao0115 <1804647152@qq.com>
Signed-off-by: tailaim <tailaim@nvidia.com>

* fix: post-CI corrections

* chore(beep boop 🤖): Bump  (main) (2026-06-08)

* Avoid stat syscall in rerun result validation (NVIDIA#5107)

Signed-off-by: dimapihtar <dpykhtar@nvidia.com>

* docs: Update Latest News in README.md (NVIDIA#3790)

* Fix bug with Megatron-FSDP zero counter not working with decoupled gradients. (NVIDIA#4802)

Signed-off-by: Cory Ye <cye@nvidia.com>

* varlendataset for thd e2e and benchmark (NVIDIA#4832)

Signed-off-by: tailaim <tailaim@nvidia.com>
Signed-off-by: xiaoyao0115 <1804647152@qq.com>

* ci: add smoke tests (NVIDIA#5143)

* Add mtp_detach_heads config to detach MTP head inputs (NVIDIA#3456)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix: wrap mtp logging comment

* docs: fix install guide NGC container anchor (NVIDIA#5224)

* [Dev] Add separate toggle for varlen input padding for HybridEP in THD training  (NVIDIA#5048)

Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* Fuse per-sequence AlltoAll into a unified one in GDN forward (NVIDIA#4913)

* Apply MIMO SP/CP sharding with explicit groups and enable THD in non-colocated path (NVIDIA#5150)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix CUDA IMA in fsdp_double_buffer when an FSDP unit's bucket doesn't fit the pool (NVIDIA#4810)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Add named layouts to HyperCommGrid for heterogeneous parallelism (NVIDIA#5148)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix wgrad race condition when using double buffers. (NVIDIA#5222)

Signed-off-by: Cory Ye <cye@nvidia.com>

* Move uneven DTensor distributed fixture to conftest (NVIDIA#5237)

* Route bridge communicator cross-grid P2P through a dedicated process group (NVIDIA#5234)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix test_split_tensor_along_last_dim to actually assert correctness (NVIDIA#4710)

Co-authored-by: peibli <lipeibao@126.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* chore: rotate oncall schedule

* Add optional group= to common_utils model/data-parallel reduction helpers (NVIDIA#5251)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: Allow DCO check in merge queue and add DCO requirement to Contribution guide (NVIDIA#5278)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>

* Update copy-pr-bot.yaml [skip ci]

* Add MIMO hetero topology + distributed bootstrap (examples/mimo training-loop folder) (NVIDIA#5260)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Remove checkpoint-time GPU cache reclaim workaround (NVIDIA#5170)

Signed-off-by: Skand Hurkat <shurkat@nvidia.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>
Co-authored-by: oliver könig <okoenig@nvidia.com>

* [Dev] DeepSeek-V4-Flash recipe 20260610 (NVIDIA#5266)

* [Dev] Generalized fix for mxfp8 param gather  (NVIDIA#4994)

Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* [Dev] Cherry-pick MTP detach heads (NVIDIA#5223)

* [TE] Restore original CP group after dynamic CP forward in TEDotProductAttention (NVIDIA#5215)

Co-authored-by: rionawang <rionawang@tencent.com>

* [examples] Add dynamic context parallel benchmark example (NVIDIA#5123)

* Remove duplicate nccl_allocator import (NVIDIA#5057)

* [dev] Add experimental Megatron Lite as agentic exploration (NVIDIA#4885)

Co-authored-by: Deyu Fu <deyuf@nvidia.com>

* fix(ci): resolve t5 dataloader stall + GRPO cudagraph-memory regression (CI-validated) (NVIDIA#5280)

Signed-off-by: Yan Xu <yxu1@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix Dockerfile warnings (NVIDIA#4856)

* Fix fused MLA delayed weight grad hooks (NVIDIA#5273)

Signed-off-by: Siddhartha Raman Sundara Raman <270218152+sraman-rgb@users.noreply.github.com>
Co-authored-by: Siddhartha Raman Sundara Raman <270218152+sraman-rgb@users.noreply.github.com>

* ci: limit retries on unsuccessful test launches (NVIDIA#5275)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* Thread pg_collection into get_model DDP bucket sizing (NVIDIA#5250)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Enable non-deterministic results in model configuration for nemotron tests (NVIDIA#5239)

* Stabilize hybrid nanov3 gb200 perf (NVIDIA#5295)

* Clip mtp grads separately when mtp_detach_heads=True (NVIDIA#4116)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Signed-off-by: Anish Mahishi <amahishi@nvidia.com>
Co-authored-by: Anish Mahishi <amahishi@nvidia.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* Thread pg_collection into train_step reductions (NVIDIA#5259)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: Allow DCO check in merge queue and add DCO requirement (NVIDIA#5305)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>
Co-authored-by: Charlie Truong <chtruong@nvidia.com>

* fix: restore dev-only training.py features dropped by the main override

The merge takes main's training.py wholesale (per the sync skill's override
list), which silently reverted four dev-only features whose supporting core
code the merge keeps at dev's version. Each surfaced as a CI failure:

1. Dynamic context-parallel API rename. Dev renamed
   get_hybrid_data_context_parallel_groups -> get_dynamic_data_context_parallel_groups
   (identical signature) and args.hybrid_context_parallel -> dynamic_context_parallel.
   Point training.py at dev's names. Fixes the conftest.py ImportError that
   cascaded to every unit-test bucket.

2. Dynamic-CP / sequence-packing data loading. Replace main's setup-time
   HybridCPDataLoaderWrapper wrap with dev's per-step wrap_data_iterator
   (gated on config.sequence_packing_scheduler), which returns a
   RerunDataIterator-compatible iterator. Fixes the *_cp4_dcp RerunDataIterator
   assertion.

3. MTP loss logging scale. Dev's MTPLossLoggingHelper stores raw loss sums and
   token counts and computes the per-token loss after reduction, so the log
   scale must be 1.0; main's 1/get_num_microbatches() divided the reported
   mtp_N loss by num_microbatches. Fixes moe gpt3_..._scoped_cudagraph mtp_1
   loss (was 16x too small: 0.682 vs golden 10.915).

4. DSA indexer loss cross-PP reduction. dsa.py requires num_layers (and
   csa_compress_ratios) so first-pipeline-stage ranks lazily initialize the
   tracker and join the cross-PP all_reduce in reduce_loss_in_tracker; main's
   call omitted them, so stage 0 returned early and the last stage hung on an
   unmatched all_reduce. Fixes the gpt3_..._dsv4_hybrid_mhc_mtp NCCL timeout.

Signed-off-by: svcnvidia-nemo-ci <svcnvidia-nemo-ci@users.noreply.github.com>

* [dev]: faster implementation of mHC fused kernels (NVIDIA#4624)

Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>

* Allow for pre-bound socket to be passed in server (NVIDIA#5301)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>

* Offline Logits-Based Knowledge Distillation (NVIDIA#5019)

Signed-off-by: Asha Anoosheh <aanoosheh@nvidia.com>

* Handle None values in sampling parameters (NVIDIA#5300)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>
Co-authored-by: Jorge Albericio <jalbericiola@nvidia.com>

* Add moe loss normalization for RL SFT (NVIDIA#3956)

Signed-off-by: Pranav Prashant Thombre <pthombre@nvidia.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* Add code owners for optimizer-related files (NVIDIA#5297)

Signed-off-by: janEbert <janpabloe@nvidia.com>
Signed-off-by: Philip Petrakian <ppetrakian@nvidia.com>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>

* Fix EP=1 inference by allocating buffers anyway (NVIDIA#5233)

Signed-off-by: Helen Ngo <helenn@nvidia.com>

* Fix crash due to tool call at sequence length (NVIDIA#5302)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>
Co-authored-by: Jorge Albericio <jalbericiola@nvidia.com>

* Inference: Cudagraph-aware admission gating in prefill scheduler (NVIDIA#4870)

Signed-off-by: Helen Ngo <helenn@nvidia.com>

* Account for reasoning token stripping (NVIDIA#5313)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>

* Thread pg_collection through wrap_model_chunks_with_ddp (NVIDIA#5328)

Signed-off-by: ykarnati <ykarnati@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [Dev] Add MoE recipe performance summary (NVIDIA#5289)

Signed-off-by: Dennis Liu <denliu@denliu.nvidia.com>
Co-authored-by: Dennis Liu <denliu@denliu.nvidia.com>

* [Dev] Add DeepEP v2 flex dispatcher backend (NVIDIA#4793)

Signed-off-by: tongliu <tongliu@nvidia.com>
Co-authored-by: Dennis(Zhenhuan) Liu <denliu@nvidia.com>

* fix tflops calculation when sequence_packing_scheduler is not none (NVIDIA#5342)

Signed-off-by: xiaoyao0115 <1804647152@qq.com>

* chore(beep boop 🤖): Bump  (main) (2026-06-15)

* [dev] bump emerging optimizers to v0.3.0 (NVIDIA#5320)

Signed-off-by: Deyu Fu <deyuf@nvidia.com>

* Fix LatentMoE theoretical memory estimate (NVIDIA#5145)

Signed-off-by: Shijie Wang <jaywan@nvidia.com>

* Add zstandard package to Docker LTS requirements. Fix nightly failures (NVIDIA#5347)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* fix: preserve seqlen stats in train_step

Signed-off-by: Philip Petrakian <ppetrakian@nvidia.com>

* Thread MIMO support through the stock training loop (schedule + optimizer) (NVIDIA#5333)

Signed-off-by: ykarnati <ykarnati@nvidia.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* Enable Deepseek-v4 hybrid_model in dev branch Part (1/N) (NVIDIA#5042)

Signed-off-by: guihong-nv <guihongl@nvidia.com>
Signed-off-by: Guihong Li <guihongl@oci-hsg-cs-001-vscode-02.cm.cluster>
Signed-off-by: Yan Xu <yxu1@nvidia.com>
Signed-off-by: Guihong Li <guihongl@nvidia.com>
Co-authored-by: Guihong Li <guihongl@oci-hsg-cs-001-vscode-02.cm.cluster>
Co-authored-by: Yan Xu <yxu1@nvidia.com>
Co-authored-by: hx <hongxiaob@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* feat(ssm): whole-module 'gdn' selective recompute for GatedDeltaNet (NVIDIA#5296)

Signed-off-by: jinliangl <975761915@qq.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* [Fix] Fix optimizer parameter override bugs. (NVIDIA#5213)

Signed-off-by: yangfan.bai <yangfan.bai@shopee.com>
Co-authored-by: yangfan.bai <yangfan.bai@shopee.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* [Dev] Add Megatron-FSDP weight prefetch for full recompute (NVIDIA#5175)

Signed-off-by: hongbinl <hongbinl@nvidia.com>

* ci: default functional test time limit to 4h for release/weekly scopes (NVIDIA#5360)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* [Dev] add cuda graph support for thd format training. (NVIDIA#4359)

Signed-off-by: HaochenYuan <haocheny@nvidia.com>
Co-authored-by: Haochen Yuan <haocheny@login-eos01.eos.clusters.nvidia.com>

* Fix memory leak with log_max_attention_logit (NVIDIA#4699) (NVIDIA#5067)

Signed-off-by: Antoni-Joan Solergibert <asolergibert@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Deepak Narayanan <dnarayanan@nvidia.com>

* Clean up pretrain_gpt.py and pretrain_hybrid.py formatting and remove module globals (NVIDIA#5351)

Signed-off-by: ilml <tolong@nvidia.com>

* Add full model cuda graph support for MTP inference (NVIDIA#4950)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>

* Expand the Mamba prefix caching memory safety check to include scratch space buffers (NVIDIA#5348)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>

* Make Megatron RL only materialize last token logit (NVIDIA#4551)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>

* Profiling  (NVIDIA#3110)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>
Co-authored-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>

* Support fused MLA QKV checkpoint reload (NVIDIA#5310)

Signed-off-by: sraman <sraman@nvidia.com>

* Add minimal DBuffer implementation (NVIDIA#4835)

Signed-off-by: Jingyue Wu <wujingyue@gmail.com>

* [Dev] restore DSv4 tflops calc in training and fix the packed seq case (NVIDIA#5358)

Signed-off-by: Hongxiao Bai <hongxiaob@nvidia.com>

* [split 1/5] Fix packed THD RoPE under CP (NVIDIA#5243)

Signed-off-by: Hollow Man <hollowman@opensuse.org>

* Update copy-pr-bot.yaml [skip ci]

* Document agent PR commit sign-off and signing (NVIDIA#5381)

Signed-off-by: Jingyue Wu <wujingyue@gmail.com>

* Remove unused distributed pytest markers (NVIDIA#5380)

Signed-off-by: Jingyue Wu <wujingyue@gmail.com>

* [feat] Support fine-grained activation offloading in fused group mlp (NVIDIA#5082)

Signed-off-by: hongbinl <hongbinl@nvidia.com>

* Thread tensor-parallel group into the RADIO patch embedder (NVIDIA#5371)

Signed-off-by: ykarnati <ykarnati@nvidia.com>

* Add MimoModel.zero_grad_buffer delegating to active DDP submodules (NVIDIA#5372)

Signed-off-by: ykarnati <ykarnati@nvidia.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* [split 3/5] Refactor absorbed MLA projection handling (NVIDIA#5245)

Signed-off-by: Hollow Man <hollowman@opensuse.org>

* [dev] moe(perf): Restore fused GDN THD all-to-all on dev (NVIDIA#5389)

Signed-off-by: Yuzhong Wang <yuzhongw@nvidia.com>

* chore: rotate oncall schedule

* ci: Remove sync skills workflow (NVIDIA#5091)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>

* Add flaky marker to fine-grained activation offloading test (NVIDIA#5350) (NVIDIA#5368)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* Revert "Remove checkpoint-time GPU cache reclaim workaround (NVIDIA#5170)" (NVIDIA#5366)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* Update goldens for weekly tests after pytorch and TE bumps. (NVIDIA#5399)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* Add MIMO runtime setup: per-role RNG seeding and DDP wrapping (NVIDIA#5285)

Signed-off-by: ykarnati <ykarnati@nvidia.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* Add --mamba-training-ssm-states-dtype argument (NVIDIA#5309)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>
Co-authored-by: Jorge Albericio <jalbericiola@nvidia.com>

* chore(beep boop 🤖): Bump  (main) (2026-06-22)

* Fix Mamba prefix match for chunked prefill (NVIDIA#4758)

Signed-off-by: Lawrence McAfee <lmcafee@nvidia.com>

* Disag MR2: Refit into multiple destination pools and tied-embedding + UVM fixes (NVIDIA#5187)

Signed-off-by: wdykas <wdykas@nvidia.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* Disag MR1: Add inference shard specs and pg-collection building (NVIDIA#5186)

Signed-off-by: wdykas <wdykas@nvidia.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* [Fix] Fix MoE router z-loss compatibility with TE CUDA Graph capture. (NVIDIA#5401)

Signed-off-by: yangfan.bai <yangfan.bai@shopee.com>
Co-authored-by: yangfan.bai <yangfan.bai@shopee.com>

* test: mark ep_a2a_overlap activation-offloading test flaky_in_dev (NVIDIA#5450)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* test: mark TestParallelTransformerBlockCudagraphs::test_gpu_cudagraph flaky_in_dev (NVIDIA#5475)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* test: mark gated_delta_net selective-recompute test flaky_in_dev (NVIDIA#5476)

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* fix: post-CI corrections for sync test/impl reconciliation

1) test_optimizer.py: reverted to dev. The sync kept dev's
   multi_latent_attention.py (split q/kv down-proj, no
   _synthesize_fused_qkv_down_weight), but auto-merged main's
   test asserting the fused linear_qkv_down_proj.weight key.

2) training.py: guard the dev-only sequence_packing_scheduler config
   access with getattr (lines in train_step and train()). main's new
   MIMO schedule-plumbing test (NVIDIA#5333) passes an empty SimpleNamespace
   config; the reconciled training.py keeps dev's packing path, so the
   access must tolerate a config lacking the attribute. Real configs are
   unaffected (getattr returns the same value).

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* fix sequence packing wrapper for eval (NVIDIA#5483)

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* [dev] Megatron Lite (4/4) shared attention (NVIDIA#5427)

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* fix: restore fused group MLP offload in main2dev sync (NVIDIA#5493)

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* [dev] [DeepSeek-v4] Packed Sequence (THD) support for DSv4 Hybrid Attention (NVIDIA#5011)

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* Improve default dynamic CP packing scheduler (NVIDIA#5154)

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* [dev] moe(perf): Pre-GDR kernel fusion (NVIDIA#5361)

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* Preserve DSA output across fused inverse RoPE (NVIDIA#5526)

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* Enable Deepseek-v4 hybrid_model in dev branch Part (2/N) (NVIDIA#5485)

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* [dev] Add experimental decoupled compact LayerWise DDP layout for Muon (NVIDIA#5388)

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* [dev] Sync Megatron Lite with the latest implementation (NVIDIA#5577)

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* [Dev] fix padding mask docstring (NVIDIA#5598)

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* handle split_dtensor

---------

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jon-barker pushed a commit to jon-barker/Megatron-LM that referenced this pull request Jul 10, 2026
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shjwudp added a commit to shjwudp/Megatron-LM that referenced this pull request Jul 16, 2026
* test: re-enable test_pp2_create_cudagraphs_first_stage on TE 2.15+ (NVIDIA#4985)

Signed-off-by: oliver könig <okoenig@nvidia.com>
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* fix(tests): initialize num_microbatches calculator in vision cudagraph tests (NVIDIA#4986)

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* ci: Add allow_failure flag to gpt and moe recipes that are failing in nightlies (NVIDIA#4905)

* Drain predecessor reduce-scatter at dispatch time (NVIDIA#4940)

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* nightly(ci): Update golden values for functional t5 tests (NVIDIA#4995)

* chore: rotate oncall schedule

* [main] Refactor and Improve MoE Logginginit commit (NVIDIA#3431)

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* ci: validate release branch-rules (NVIDIA#4929)

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* [Megatron-FSDP] Add conditional param.grad dereferencing logic to support full-iteration (FWD-BWD) CUDA graphability. (NVIDIA#4663)

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* test: restrict iter-time comparison to steady-state window (NVIDIA#5010)

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* Add mHC support for HybridModel on dev (NVIDIA#4949)

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* fix(test): pin eval-global-batch-size on 15b gb200 release configs (NVIDIA#5022)

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* [fix] Release MTP assertion when EP overlap with PP=1 (NVIDIA#4796)

* fix(test): widen iter-time steady-state window for short tests (NVIDIA#5023)

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* Perf fix (NVIDIA#4996)

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* Add dev-feature preservation gate and change schedule (NVIDIA#4773)

* chore(test): remove orphan nemotron3_super_release_g200 dir (NVIDIA#5024)

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* Ignore Claude worktree directory (NVIDIA#5020)

* Update copy-pr-bot.yaml [skip ci]

* ci: update CI workflow conditions for integration tests (NVIDIA#4658)

* Add NVSkills CI request workflow (NVIDIA#5033)

* DDP wrap pg size fixes (NVIDIA#5006)

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* fix(layer_wise): tag MTP-stage word_embeddings as is_embedding_or_output_parameter (NVIDIA#5034)

* [Dev] Add Qwen3 30B MoE recipes (NVIDIA#5012)

* [DEV] fix(megatron-fsdp): reduce padding for grouped expert weights (NVIDIA#5013)

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* [Dev] fix(combined-1f1b): release loss-node input storage after combined backward (NVIDIA#4908)

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* [dev] [fix] [DeepSeek-v4] fix dense loss and rope type in DSv4 Hybrid Attention (NVIDIA#5018)

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* Move LTS dependencies from pyproject.toml to Dockerfile.ci.lts (NVIDIA#4877)

* Use shared ModelOpt calibration loop on 0.45+ with 0.44 fallback fix (NVIDIA#4881)

Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>

* test(release): skip golden comparison on intermediate resume windows (NVIDIA#5040)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* [mimo] Thread position_ids through MimoModel for multimodal RoPE (NVIDIA#4938)

Signed-off-by: Li Ding <liding@nvidia.com>

* build: Switch DSv3 on H100 to HybridEP (NVIDIA#5039)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Fix: Import unwrap_model from megatron.core.utils in modelopt examples (NVIDIA#5045)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Simple and stable Inference APIs (NVIDIA#4697)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* ci: Add notification step for MBridge downstream test results (NVIDIA#5028)

* [dev] [5/5] Qwen3.5 support: Qwen3.5-VL training example (NVIDIA#4751)

Co-authored-by: BestJuly <19769279+BestJuly@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* chore: Update Docker image version to 26.04-py3 on dev (NVIDIA#5051)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Delete output tensor early (NVIDIA#4742)

* Support ScaledSReLU in TE grouped MLP fuser (NVIDIA#4859)

Co-authored-by: sraman <sraman@users.noreply.github.com>
Co-authored-by: Siddhartha Raman S <sraman@login-lyris01.lyris.clusters.nvidia.com>
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* Skip gradient updates when grad norm exceeds threshold (NVIDIA#3460)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Gerald Shen <geshen@nvidia.com>
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* Add 9 user skills (NVIDIA#5066)

Signed-off-by: nvskills-svc-account <svc-nvskills-signing@nvidia.com>
Co-authored-by: nvskills-svc-account <svc-nvskills-signing@nvidia.com>

* test(nemotron): align nemotron3 super GB200 goldens with exit-interval 4768 (NVIDIA#5069)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* chore: Update transformer-engine dependency to version 2.16.0 (NVIDIA#4992)

* Update energon version requirement (NVIDIA#4572)

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* Fix test failures for new inference APIs (NVIDIA#5068)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(ci): set PYTHONUNBUFFERED=1 in JET workload env (NVIDIA#5072)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Preserve non-FSDP-unit buckets across AllGatherPipeline reset (NVIDIA#4717)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Add opt-in MXFP8 LM-head output projection (NVIDIA#4825)

Co-authored-by: a <a>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>

* chore(beep boop 🤖): Bump  (main) (2026-06-01)

* fix(ci): bound JET pipeline polling with a watchdog to prevent indefinite hangs (NVIDIA#5076)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: prune old artifacts on cluster lustre during weekly/release runs (NVIDIA#5084)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* ci(test): isolate ckpt-resume tensorboard per phase (NVIDIA#5074)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* test: unmark EP A2A activation offload test flaky (NVIDIA#5009)

* Change ownership groups (NVIDIA#5021)

* test: skip mfsdp_fully_shard cases when world_size < mesh size (NVIDIA#4487)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix mimo optimizer checkpoint metadata restore (NVIDIA#4791)

Signed-off-by: Li Ding <liding@nvidia.com>

* [mimo] Support bridge fan-out for variable modality tokens (NVIDIA#5062)

Signed-off-by: Li Ding <liding@nvidia.com>

* Add separate mtp_grad_scale_func for MTP loss scaling (NVIDIA#3459)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* [training migration] Migrate GPT builder (NVIDIA#4741)

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* Make Mamba conv params direct mixer params (NVIDIA#4899)

Signed-off-by: Jingyue Wu <wujingyue@gmail.com>

* Update copy-pr-bot.yaml [skip ci]

* Update oncall reviewer assignment (NVIDIA#5093)

* Pass explicit process groups to hybrid logging (NVIDIA#4781)

* Clean up top-level repository files (NVIDIA#5097)

* [main] fix(moe): Fix several bugs for DSA rope and spec. (NVIDIA#3026)

Co-authored-by: Yuzhong Wang <yuzhongw@computelab-frontend-3.nvidia.com>

* [Dev] Skip identity alltoall chunk sort (NVIDIA#5102)

* Move MIMO unit tests into models/mimo (NVIDIA#5063)

* test: update DeepSeek FSDP2 GB200 memory golden (NVIDIA#5094)

* Remove DeepEP hardware limit check (NVIDIA#4846)

* Update transformer-engine dependency to revision 4220403 (NVIDIA#5112)

* ci: make CI resilient to pip/uv network timeouts (NVIDIA#5118)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: treat docker container-removal conflict as flaky (NVIDIA#5120)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix GDN DTensor splitting for FSDP checkpointing (NVIDIA#4843)

Signed-off-by: conver334 <conver334@gmail.com>

* Fix MoE aux_loss / z_loss gradient scaling with TP > 1 (NVIDIA#5047)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Update copy-pr-bot.yaml [skip ci]

* Update Claude copy workflow to enforce user restrictions and improve error messages (NVIDIA#5117)

* Add advisory process group guidance to Claude reviews (NVIDIA#5111)

* build: cap pydantic<2.14 in transformer-engine dependency metadata (NVIDIA#5125)

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix(test): skip scalar-less tensorboard event files in resume checks (NVIDIA#5121)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* chore: rotate oncall schedule

* docs: fix contributor guide typo (NVIDIA#4858)

Signed-off-by: LeSingh1 <sshaurya914@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* ci(unit-tests): split slow unit-test buckets over 15min SLA (NVIDIA#5133)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix DSA indexer loss not averaged across micro-batches (NVIDIA#4070)

Co-authored-by: mokai <mokai@baidu.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* Update MINOR version to 19 (NVIDIA#5096)

* Fix Muon QKV split for gated attention (NVIDIA#4728)

Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* Roll input IDs for MTP labels (NVIDIA#3457)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* Refactor: Move paged stashing Triton kernels (NVIDIA#5003)

* Adding blackwell tests (NVIDIA#5113)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Relax atol for test_router_gating_linear router_dtype=torch.float32 (NVIDIA#4915)

Signed-off-by: Aditya Singh <adisin650@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* Fix incorrect inference metadata tensor dtypes (NVIDIA#4855)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
Signed-off-by: qiyuw <qiyuw@nvidia.com>
Signed-off-by: Maanu Grover <maanug@nvidia.com>
Signed-off-by: Charlie Truong <chtruong@nvidia.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Ajay <abalasa@nvidia.com>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>
Co-authored-by: sraman-rgb <sraman@nvidia.com>
Co-authored-by: Siddhartha Raman S <sraman@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>
Co-authored-by: gautham-kollu <gkollu@nvidia.com>
Co-authored-by: Siddhartha Raman S <sraman@login-lyris01.lyris.clusters.nvidia.com>
Co-authored-by: Qiyu Wan <39144338+WanZzzzzz@users.noreply.github.com>
Co-authored-by: Maanu Grover <maanug@nvidia.com>
Co-authored-by: Charlie Truong <chtruong@nvidia.com>
Co-authored-by: Deepak Narayanan <dnarayanan@nvidia.com>
Co-authored-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Devil1716 <149754374+Devil1716@users.noreply.github.com>

* Disable TE cross entropy loss fusion (NVIDIA#5115)

Co-authored-by: Mike Chrzanowski <mchrzanowski@gcp-nrt-cs-001-login-001.cm.cluster>

* fix(optimizer): gate ChainedOptimizer MXFP8 defer-sync on DDP-level overlap_param_gather (NVIDIA#4982)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* Update copy-pr-bot.yaml [skip ci]

* Pass TP group to unfused cross entropy (NVIDIA#5128)

* fix: correct dsv4_hybrid Q-up FLOPs by using args.v_head_dim (NVIDIA#5142)

* [dev] [follow-up] Qwen3.5 support: MoE aux loss padding_mask (NVIDIA#4776)

Co-authored-by: BestJuly <19769279+BestJuly@users.noreply.github.com>

* [Dev] Support isolated MTP loss (NVIDIA#5080)

Co-authored-by: liuzhenhai93 <liuzhenhai93@outlook.com>

* test(elastification): quarantine flaky test_gumbel_determinism as flaky_in_dev (NVIDIA#5156)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci(notify): mention mcore-oncall and philipp on critical CI events (NVIDIA#5152)

Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Change the cudagraph distribution from linearly to exponentially-decreasing + grid for mixed prefill (NVIDIA#3509)

* ci: Disable a few gb200 test cases to support 2 branches. (NVIDIA#5151)

* build: Switch DSv3 on H100 to HybridEP (NVIDIA#5164)

* Add MTP acceptance rate metrics (NVIDIA#3458)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* Nemotron Ultra config for ModelOpt examples (NVIDIA#5159)

Signed-off-by: Jennifer Chen <jennifchen@nvidia.com>

* Make MTP / prefix cache stats persist for engine lifetime (NVIDIA#4101)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>

* Restore Greptile configuration (NVIDIA#5166)

* chore: bump `_code_freeze` workflow to `v1.4.2` (NVIDIA#5132)

Signed-off-by: oliver könig <okoenig@nvidia.com>

* [dev] moe(fix): Avoid TE cuda graph dummy attention masks (NVIDIA#5131)

Co-authored-by: Yuzhong Wang <yuzhongw@computelab-frontend-3.nvidia.com>

* ci: Remove docs build test in favor of release test (NVIDIA#5182)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>

* Move TE cross entropy guard to training args (NVIDIA#5162)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Fix error in deepseek parser (NVIDIA#5136)

* Fix logprob slicing for 0 generated token case (NVIDIA#5167)

Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>

* [Perf] Fold frozen linear dgrad matmul (NVIDIA#5092)

Signed-off-by: Chen Cui <chcui@nvidia.com>

* Clamp `max_new_tokens` in MInf to mirror vllm (NVIDIA#5181)

* build: add managed = true to [tool.uv] (NVIDIA#5190)

Signed-off-by: Kajal Jain <kajalj@nvidia.com>

* Stabilize GB200 inference perf tests against cold-start noise (NVIDIA#5171)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix: post-CI corrections (docs dup fields, nvrx version gate, utils re-export)

- Remove merge-introduced duplicate definitions of use_transformer_engine_op_fuser
  and moe_expert_rank_capacity_factor (transformer_config.py) and the duplicate
  _post_param_sync method (param_and_grad_buffer.py) — tripped the docs build.
- Relax is_nvrx_min_version() to compare release segments so dev's pinned
  nvidia-resiliency-ext pre-release (0.6.0.dev33) satisfies main's '>= 0.6.0'
  assertion (the required-symbol check remains the authoritative guard).
- Re-export unwrap_model from megatron/training/utils/__init__.py. main refactored
  the monolithic training/utils.py into a package whose __init__ dropped this
  re-export; dev's training.py (and others) import it via 'from .utils import',
  which broke tests/unit_tests/conftest.py's import chain (cascaded to all suites).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [dev] [DeepSeek-v4] Add ClampedSwiGLU to MoE mlp_op_fuser and add force balance to hash routing (NVIDIA#5130)

* nvidia style guide audit for getting started folder (NVIDIA#5168)

Signed-off-by: meg miranda <mmiranda@nvidia.com>

* AI aided audit for Nvidia Style guidance (NVIDIA#5141)

Signed-off-by: meg miranda <mmiranda@nvidia.com>
Co-authored-by: Philip Petrakian <pgpetrak@gmail.com>

* Enable selective recompute for `norm_out` in GDN layers  (NVIDIA#4715)

* fix(elastification): align with get_batch + utils refactors (NVIDIA#5194)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(combined-1f1b): release loss-node input storage after combined backward (NVIDIA#4909)

* Minor improvements for Dynamic-cp (NVIDIA#4226)

Signed-off-by: xiaoyao0115 <1804647152@qq.com>
Signed-off-by: tailaim <tailaim@nvidia.com>

* fix: post-CI corrections

* chore(beep boop 🤖): Bump  (main) (2026-06-08)

* Avoid stat syscall in rerun result validation (NVIDIA#5107)

Signed-off-by: dimapihtar <dpykhtar@nvidia.com>

* docs: Update Latest News in README.md (NVIDIA#3790)

* Fix bug with Megatron-FSDP zero counter not working with decoupled gradients. (NVIDIA#4802)

Signed-off-by: Cory Ye <cye@nvidia.com>

* varlendataset for thd e2e and benchmark (NVIDIA#4832)

Signed-off-by: tailaim <tailaim@nvidia.com>
Signed-off-by: xiaoyao0115 <1804647152@qq.com>

* ci: add smoke tests (NVIDIA#5143)

* Add mtp_detach_heads config to detach MTP head inputs (NVIDIA#3456)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* fix: wrap mtp logging comment

* docs: fix install guide NGC container anchor (NVIDIA#5224)

* [Dev] Add separate toggle for varlen input padding for HybridEP in THD training  (NVIDIA#5048)

Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* Fuse per-sequence AlltoAll into a unified one in GDN forward (NVIDIA#4913)

* Apply MIMO SP/CP sharding with explicit groups and enable THD in non-colocated path (NVIDIA#5150)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix CUDA IMA in fsdp_double_buffer when an FSDP unit's bucket doesn't fit the pool (NVIDIA#4810)

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* Add named layouts to HyperCommGrid for heterogeneous parallelism (NVIDIA#5148)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix wgrad race condition when using double buffers. (NVIDIA#5222)

Signed-off-by: Cory Ye <cye@nvidia.com>

* Move uneven DTensor distributed fixture to conftest (NVIDIA#5237)

* Route bridge communicator cross-grid P2P through a dedicated process group (NVIDIA#5234)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix test_split_tensor_along_last_dim to actually assert correctness (NVIDIA#4710)

Co-authored-by: peibli <lipeibao@126.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* chore: rotate oncall schedule

* Add optional group= to common_utils model/data-parallel reduction helpers (NVIDIA#5251)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: Allow DCO check in merge queue and add DCO requirement to Contribution guide (NVIDIA#5278)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>

* Update copy-pr-bot.yaml [skip ci]

* Add MIMO hetero topology + distributed bootstrap (examples/mimo training-loop folder) (NVIDIA#5260)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Remove checkpoint-time GPU cache reclaim workaround (NVIDIA#5170)

Signed-off-by: Skand Hurkat <shurkat@nvidia.com>
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Philip Petrakian <ppetrakian@nvidia.com>
Co-authored-by: oliver könig <okoenig@nvidia.com>

* [Dev] DeepSeek-V4-Flash recipe 20260610 (NVIDIA#5266)

* [Dev] Generalized fix for mxfp8 param gather  (NVIDIA#4994)

Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* [Dev] Cherry-pick MTP detach heads (NVIDIA#5223)

* [TE] Restore original CP group after dynamic CP forward in TEDotProductAttention (NVIDIA#5215)

Co-authored-by: rionawang <rionawang@tencent.com>

* [examples] Add dynamic context parallel benchmark example (NVIDIA#5123)

* Remove duplicate nccl_allocator import (NVIDIA#5057)

* [dev] Add experimental Megatron Lite as agentic exploration (NVIDIA#4885)

Co-authored-by: Deyu Fu <deyuf@nvidia.com>

* fix(ci): resolve t5 dataloader stall + GRPO cudagraph-memory regression (CI-validated) (NVIDIA#5280)

Signed-off-by: Yan Xu <yxu1@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Fix Dockerfile warnings (NVIDIA#4856)

* Fix fused MLA delayed weight grad hooks (NVIDIA#5273)

Signed-off-by: Siddhartha Raman Sundara Raman <270218152+sraman-rgb@users.noreply.github.com>
Co-authored-by: Siddhartha Raman Sundara Raman <270218152+sraman-rgb@users.noreply.github.com>

* ci: limit retries on unsuccessful test launches (NVIDIA#5275)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* Thread pg_collection into get_model DDP bucket sizing (NVIDIA#5250)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* Enable non-deterministic results in model configuration for nemotron tests (NVIDIA#5239)

* Stabilize hybrid nanov3 gb200 perf (NVIDIA#5295)

* Clip mtp grads separately when mtp_detach_heads=True (NVIDIA#4116)

Signed-off-by: Yi-Fu Wu <yifu.wu@gmail.com>
Signed-off-by: Anish Mahishi <amahishi@nvidia.com>
Co-authored-by: Anish Mahishi <amahishi@nvidia.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* Thread pg_collection into train_step reductions (NVIDIA#5259)

Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* ci: Allow DCO check in merge queue and add DCO requirement (NVIDIA#5305)

Signed-off-by: Charlie Truong <chtruong@nvidia.com>
Co-authored-by: Charlie Truong <chtruong@nvidia.com>

* fix: restore dev-only training.py features dropped by the main override

The merge takes main's training.py wholesale (per the sync skill's override
list), which silently reverted four dev-only features whose supporting core
code the merge keeps at dev's version. Each surfaced as a CI failure:

1. Dynamic context-parallel API rename. Dev renamed
   get_hybrid_data_context_parallel_groups -> get_dynamic_data_context_parallel_groups
   (identical signature) and args.hybrid_context_parallel -> dynamic_context_parallel.
   Point training.py at dev's names. Fixes the conftest.py ImportError that
   cascaded to every unit-test bucket.

2. Dynamic-CP / sequence-packing data loading. Replace main's setup-time
   HybridCPDataLoaderWrapper wrap with dev's per-step wrap_data_iterator
   (gated on config.sequence_packing_scheduler), which returns a
   RerunDataIterator-compatible iterator. Fixes the *_cp4_dcp RerunDataIterator
   assertion.

3. MTP loss logging scale. Dev's MTPLossLoggingHelper stores raw loss sums and
   token counts and computes the per-token loss after reduction, so the log
   scale must be 1.0; main's 1/get_num_microbatches() divided the reported
   mtp_N loss by num_microbatches. Fixes moe gpt3_..._scoped_cudagraph mtp_1
   loss (was 16x too small: 0.682 vs golden 10.915).

4. DSA indexer loss cross-PP reduction. dsa.py requires num_layers (and
   csa_compress_ratios) so first-pipeline-stage ranks lazily initialize the
   tracker and join the cross-PP all_reduce in reduce_loss_in_tracker; main's
   call omitted them, so stage 0 returned early and the last stage hung on an
   unmatched all_reduce. Fixes the gpt3_..._dsv4_hybrid_mhc_mtp NCCL timeout.

Signed-off-by: svcnvidia-nemo-ci <svcnvidia-nemo-ci@users.noreply.github.com>

* [dev]: faster implementation of mHC fused kernels (NVIDIA#4624)

Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>

* Allow for pre-bound socket to be passed in server (NVIDIA#5301)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>

* Offline Logits-Based Knowledge Distillation (NVIDIA#5019)

Signed-off-by: Asha Anoosheh <aanoosheh@nvidia.com>

* Handle None values in sampling parameters (NVIDIA#5300)

Signed-off-by: Teodor-Dumitru Ene <teodord.ene@gmail.com>
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* Add moe loss normalization for RL SFT (NVIDIA#3956)

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* Add code owners for optimizer-related files (NVIDIA#5297)

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* Fix EP=1 inference by allocating buffers anyway (NVIDIA#5233)

Signed-off-by: Helen Ngo <helenn@nvidia.com>

* Fix crash due to tool call at sequence length (NVIDIA#5302)

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* Inference: Cudagraph-aware admission gating in prefill scheduler (NVIDIA#4870)

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* Account for reasoning token stripping (NVIDIA#5313)

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* Thread pg_collection through wrap_model_chunks_with_ddp (NVIDIA#5328)

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* [Dev] Add MoE recipe performance summary (NVIDIA#5289)

Signed-off-by: Dennis Liu <denliu@denliu.nvidia.com>
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* [Dev] Add DeepEP v2 flex dispatcher backend (NVIDIA#4793)

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* fix tflops calculation when sequence_packing_scheduler is not none (NVIDIA#5342)

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* chore(beep boop 🤖): Bump  (main) (2026-06-15)

* [dev] bump emerging optimizers to v0.3.0 (NVIDIA#5320)

Signed-off-by: Deyu Fu <deyuf@nvidia.com>

* Fix LatentMoE theoretical memory estimate (NVIDIA#5145)

Signed-off-by: Shijie Wang <jaywan@nvidia.com>

* Add zstandard package to Docker LTS requirements. Fix nightly failures (NVIDIA#5347)

Signed-off-by: Ajay Balasa <abalasa@nvidia.com>

* fix: preserve seqlen stats in train_step

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* Thread MIMO support through the stock training loop (schedule + optimizer) (NVIDIA#5333)

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* Enable Deepseek-v4 hybrid_model in dev branch Part (1/N) (NVIDIA#5042)

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* feat(ssm): whole-module 'gdn' selective recompute for GatedDeltaNet (NVIDIA#5296)

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* [Fix] Fix optimizer parameter override bugs. (NVIDIA#5213)

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* [Dev] Add Megatron-FSDP weight prefetch for full recompute (NVIDIA#5175)

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* ci: default functional test time limit to 4h for release/weekly scopes (NVIDIA#5360)

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* [Dev] add cuda graph support for thd format training. (NVIDIA#4359)

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* Fix memory leak with log_max_attention_logit (NVIDIA#4699) (NVIDIA#5067)

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* Clean up pretrain_gpt.py and pretrain_hybrid.py formatting and remove module globals (NVIDIA#5351)

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* Add full model cuda graph support for MTP inference (NVIDIA#4950)

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* Expand the Mamba prefix caching memory safety check to include scratch space buffers (NVIDIA#5348)

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* Make Megatron RL only materialize last token logit (NVIDIA#4551)

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* Profiling  (NVIDIA#3110)

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* Support fused MLA QKV checkpoint reload (NVIDIA#5310)

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* Add minimal DBuffer implementation (NVIDIA#4835)

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* [Dev] restore DSv4 tflops calc in training and fix the packed seq case (NVIDIA#5358)

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* [split 1/5] Fix packed THD RoPE under CP (NVIDIA#5243)

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* Update copy-pr-bot.yaml [skip ci]

* Document agent PR commit sign-off and signing (NVIDIA#5381)

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* Remove unused distributed pytest markers (NVIDIA#5380)

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* [feat] Support fine-grained activation offloading in fused group mlp (NVIDIA#5082)

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* Thread tensor-parallel group into the RADIO patch embedder (NVIDIA#5371)

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* Add MimoModel.zero_grad_buffer delegating to active DDP submodules (NVIDIA#5372)

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* chore: rotate oncall schedule

* ci: Remove sync skills workflow (NVIDIA#5091)

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* Add flaky marker to fine-grained activation offloading test (NVIDIA#5350) (NVIDIA#5368)

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* Revert "Remove checkpoint-time GPU cache reclaim workaround (NVIDIA#5170)" (NVIDIA#5366)

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* Update goldens for weekly tests after pytorch and TE bumps. (NVIDIA#5399)

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* Add MIMO runtime setup: per-role RNG seeding and DDP wrapping (NVIDIA#5285)

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* Add --mamba-training-ssm-states-dtype argument (NVIDIA#5309)

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* chore(beep boop 🤖): Bump  (main) (2026-06-22)

* Fix Mamba prefix match for chunked prefill (NVIDIA#4758)

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* Disag MR2: Refit into multiple destination pools and tied-embedding + UVM fixes (NVIDIA#5187)

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* Disag MR1: Add inference shard specs and pg-collection building (NVIDIA#5186)

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* [Fix] Fix MoE router z-loss compatibility with TE CUDA Graph capture. (NVIDIA#5401)

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* test: mark ep_a2a_overlap activation-offloading test flaky_in_dev (NVIDIA#5450)

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* test: mark TestParallelTransformerBlockCudagraphs::test_gpu_cudagraph flaky_in_dev (NVIDIA#5475)

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* test: mark gated_delta_net selective-recompute test flaky_in_dev (NVIDIA#5476)

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* fix: post-CI corrections for sync test/impl reconciliation

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   config; the reconciled training.py keeps dev's packing path, so the
   access must tolerate a config lacking the attribute. Real configs are
   unaffected (getattr returns the same value).

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* fix sequence packing wrapper for eval (NVIDIA#5483)

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* [dev] Megatron Lite (4/4) shared attention (NVIDIA#5427)

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* fix: restore fused group MLP offload in main2dev sync (NVIDIA#5493)

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* [dev] [DeepSeek-v4] Packed Sequence (THD) support for DSv4 Hybrid Attention (NVIDIA#5011)

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* Improve default dynamic CP packing scheduler (NVIDIA#5154)

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* [dev] moe(perf): Pre-GDR kernel fusion (NVIDIA#5361)

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* Preserve DSA output across fused inverse RoPE (NVIDIA#5526)

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* Enable Deepseek-v4 hybrid_model in dev branch Part (2/N) (NVIDIA#5485)

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* [dev] Add experimental decoupled compact LayerWise DDP layout for Muon (NVIDIA#5388)

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* [dev] Sync Megatron Lite with the latest implementation (NVIDIA#5577)

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* [Dev] fix padding mask docstring (NVIDIA#5598)

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* handle split_dtensor

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Signed-off-by: Jianbin Chang <jianbinc@nvidia.com>
terminator123 pushed a commit to 021ai/Megatron-LM that referenced this pull request Aug 3, 2026
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
svcnvidia-nemo-ci pushed a commit to dimapihtar/Megatron-LM that referenced this pull request Aug 4, 2026
Signed-off-by: oliver könig <okoenig@nvidia.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>
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