Commit Graph
1171 Commits
Author SHA1 Message Date
Aryan Kumar 10e2e03c0f [bugfix] set FASTVIDEO_H3_VAE_TILE_BATCH in tests through envs overrides
The env-var policy test flagged the monkeypatch.setenv/delenv writes in the
H3 VAE tile-batch tests. Use envs.FASTVIDEO_H3_VAE_TILE_BATCH.override via
the env_overrides fixture, and regenerate the env table in
docs/contributing/env_vars.md for the new default and description.
2026-11-01 15:17:55 -08:00
Aryan Kumar 78a83c8276 [bugfix]: decode dynamic-scale NVFP4 H3 VAE tiles one at a time 2026-10-30 13:48:15 -07:00
Aryan Kumar d61f709cc2 [perf] MiniMax H3: decode eight VAE spatial tiles per call by default 2026-10-30 13:04:58 -07:00
Lifa Ha d9e6c3eb82 [bugfix] Fix extra work in VSA64 layout benchmark (#2027) 2026-10-30 02:30:07 +00:00
Aryan Kumar 7203b4976e [bugfix]: compile only the LoRA delta, not the wrapped base layer
BaseLayerWithLoRA.forward was decorated with torch.compile, so wrapping a linear also compiled its base layer.
Compiling a packed NVFP4/FP8 linear on its own changes its numerics, so a wrapped layer at strength 0 could differ
from the unwrapped layer. forward now adds no compiled region: the base layer runs exactly as it would unwrapped
(eagerly, or traced with a caller's compiled block), and only the adapter delta is compiled.
2026-10-28 14:49:15 -07:00
Aryan Kumar 6bb444eef1 [bugfix]: run the base layer while a LoRA wrapper has no adapter 2026-10-28 14:49:15 -07:00
Aryan Kumar 6743f4b4b7 Revert "[new-model] Add PAN2 text-to-video and image-to-video" (#2025) 2026-10-27 18:03:59 -07:00
465654d900 [bugfix] Reject missing CFG negative conditioning during input validation (#2011)
Co-authored-by: Weiers <16632241+zoechen1212@user.noreply.gitee.com>
Co-authored-by: Aryan Kumar <156166681+aryan5v@users.noreply.github.com>
Co-authored-by: aryan5v <aryan5v@users.noreply.github.com>
2026-10-27 08:45:21 +00:00
69b3829293 [bugfix] Normalize local and HF-cache model paths before registry lookup (#1997)
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Aryan Kumar <156166681+aryan5v@users.noreply.github.com>
2026-10-27 07:47:20 +00:00
William Linandaryan5v a0e6cf1f50 [new-model] Add PAN2 text-to-video and image-to-video (#1961)
Co-authored-by: aryan5v <email.aryan1005@gmail.com>
2026-10-25 20:20:00 -07:00
Loay RashidandAryan Kumar 0d05b09c57 [new-model] Add initial Qwen-Image-2.1 inference (#1918)
Co-authored-by: Aryan Kumar <156166681+aryan5v@users.noreply.github.com>
2026-10-25 17:28:49 +00:00
Kyle HuandAryan Kumar a92c5c1578 [docs]: add spark4 CI backend routing (#2014)
Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local>
2026-10-24 16:29:44 -07:00
Aryan KumarandAryan Kumar dfc5550c35 [ci] Add FA2-enabled Spark CI image and GB10 reference setup (#2017)
Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local>
2026-10-24 16:16:25 -07:00
posiposi443-opsandAryan Kumar 8db2d71ef2 [perf] Cache MLX H3 text refinement and speed up attention (#2002)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-23 12:40:47 -07:00
Aryan Kumar 1a1e7216d2 [ci]: Run macOS MLX smoke when a draft PR is marked ready 2026-10-23 12:01:17 -07:00
Aryan Kumar 33bdd2528b [ci]: Require macOS MLX smoke for PRs that touch MLX code 2026-10-23 12:01:17 -07:00
Aryan Kumar 9bbdd18548 [ci]: Fix env-policy and schema-parity contract tests
The unit lane fails on main in two contract tests. All three failures are
bookkeeping that drifted from the code, not runtime bugs:

- `test_env_policy.py::test_env_doc_table_matches_registry`: the generated
  table in docs/contributing/env_vars.md is stale for
  FASTVIDEO_MLX_QUANT_GEMM. Regenerated with the documented command
  (`python fastvideo/tests/contract/test_env_policy.py`).
- `test_env_policy.py::test_env_access_follows_policy`: two new violations.
  - fastvideo/tests/mlx/test_mlx_affine_dq_gemm.py wrote
    FASTVIDEO_MLX_QUANT_GEMM through monkeypatch.setenv; now uses the
    registered field's override() through the env_overrides fixture.
  - fastvideo/tests/train/models/test_load_kandinsky5.py read
    FASTVIDEO_ATTENTION_BACKEND with `not in os.environ`; now uses
    envs.FASTVIDEO_ATTENTION_BACKEND.is_set() and override(). Its entry in
    KNOWN_VIOLATIONS is deleted, as the shrinking-list rule requires.
- `test_schema_parity_inventory.py::..._extension_fields_are_classified`:
  MiniMaxH3PipelineConfig declares video_scheduler_shift and
  audio_scheduler_shift (training-time noise clocks rejected by
  check_pipeline_config at inference); both are added to
  pipeline_config_extensions.internal_only.

Test plan (CPU, no GPU required):

  python -m pytest fastvideo/tests/contract/test_env_policy.py \
      fastvideo/tests/api/test_schema_parity_inventory.py \
      fastvideo/tests/mlx/test_mlx_affine_dq_gemm.py -q
  # 45 passed

  python -m pytest fastvideo/tests/contract/ fastvideo/tests/api/ -q -m "not gpu"
  # 501 passed
2026-10-23 11:08:37 -07:00
Aryan KumarandAryan Kumar 7c2b447264 [ci] Run single-GPU CI lanes on a DGX Spark runner; weekly full suite on main (#2007)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-22 13:44:55 -07:00
William Lin e136c2b7f8 [infra]: fix the DGX Spark (GB10) Docker image: importable flashinfer, sm_121a kernels, native-matching output (#1986) 2026-10-22 11:59:31 -07:00
Aryan KumarandAryan Kumar fa2d1324c6 [feat]: FastH3 Omni (Ref2VA) on Apple Silicon MLX (#2000)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-21 12:01:54 -07:00
William Lin cdda1b7535 [feat] Add H3 PDD/DMPDD training and packed Ref2VA preprocessing (#1984) 2026-10-20 11:15:57 -07:00
Aryan KumarandAryan Kumar 089a5a55a0 [feat] Cookbook serving, hardware catalog, and landing page (#1999)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-20 09:10:29 -07:00
Aryan Kumar 137d9110ca [docs] Make cookbook copy actions explicit and hardware opt-in (#1992) 2026-10-20 09:00:56 -07:00
d4f144581d [feat] Add capacity metadata to existing cookbook model manifests (#1983)
Co-authored-by: leo <yixingwang@YIXINGs-MacBook-Pro.local>
Co-authored-by: aryan5v <email.aryan1005@gmail.com>
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-20 08:24:19 +00:00
Ishan 5f96664abf [feat] Added a single-GPU VRAM calculator for cookbook deployments (#1978) 2026-10-20 08:12:06 +00:00
376e445f0e [feat]: FastH3 OmniRef inference on consumer devices (RTX 5090 / PRO 6000 / DGX Spark / 4090) (#1980)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-19 14:57:36 -07:00
2099dd5533 [feat]: Community MiniMax-H3 LoRA loading with quantized side branch (#1973)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-10-19 14:29:23 -07:00
0033a9b11d [bugfix] Fix FastH3 regional compile recompiling for every prompt length (#1942)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
2026-10-18 18:22:06 -07:00
91a1c50909 [fix] Fix latent handoff and FastWan-QAD example path (#1557)
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-10-18 17:36:40 -07:00
3658b120da [bugfix] Fix tests that fail on main: FastH3 Trim Spark audio, test isolation (#1957)
Co-authored-by: root <root@ptyche0124.ptyche.clusters.nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: root <root@ptyche0040.ptyche.clusters.nvidia.com>
2026-10-18 16:07:59 -07:00
William Lin 81b73f6b88 [bugfix] Fix cookbook clipboard test blocking docs deployment (#1979) 2026-10-17 23:08:49 -07:00
lpc0220androot d4ed61cc7c [refactor] VSA: rename the sm100a block-sparse kernel to ptx_blackwell (#1956)
Co-authored-by: root <root@ptyche0124.ptyche.clusters.nvidia.com>
2026-10-17 21:10:19 -07:00
William Lin 377c79fa7e [docs] Add William Lin to the contact page (#1977) 2026-10-17 20:52:55 -07:00
Aryan KumarandAryan Kumar 25940a7e86 [docs] Unify cookbook model editors and launch commands (#1970)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-16 17:26:51 -07:00
3f45f2da21 [bugfix] Repair DreamVerse and failing CI gates (#1958)
Co-authored-by: sy3535 <sy3535@maxwell.poly.edu>
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-16 17:15:38 -07:00
Aryan KumarandAryan Kumar 6212e7262e [docs] Migrate documentation and cookbook to Blume (#1969)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-16 16:09:04 -07:00
William Lin ba371e33ed [ci] Stop automatically marking issues and PRs stale (#1964) 2026-10-15 01:05:48 -07:00
William Lin 06c8c5f4b8 [docs] Add public contact page (#1959) 2026-10-15 00:26:44 -07:00
William Lin c535797e3d [skill] Remove the add-model and decompose-pipeline-pr agent skills (#1963) 2026-10-15 00:10:49 -07:00
William Lin 59fddb00f2 [ci] Remove automated community comments (#1962) 2026-10-14 23:40:45 -07:00
William Lin 9f59519959 [misc] Remove DreamX World, HunyuanGameCraft, GLM-Image, LongCat, TurboDiffusion, and Z-Image (#1926) 2026-10-14 23:16:32 -07:00
d5253fd710 [feat] Add serving cookbook recipes and configuration API (#1941)
Co-authored-by: leo <yixingwang@YIXINGs-MacBook-Pro.local>
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-10-09 15:49:08 -07:00
William Lin 2b164405c3 [bugfix] Accept log_queue in StreamingVideoGenerator.from_fastvideo_args (#1937)
VideoGenerator.from_config calls from_fastvideo_args with a log_queue keyword
argument. The StreamingVideoGenerator override did not accept it, so
StreamingVideoGenerator.from_pretrained raised TypeError. The override now
accepts log_queue and passes it to the executor through VideoGenerator.__init__.
A new test covers the call.
2026-10-07 15:58:03 -07:00
William Lin 1033fa8e1c [tests] Use the env helpers in the HunyuanVideo batch test (#1935)
The HunyuanVideo batch test wrote MASTER_PORT, MASTER_ADDR and
FASTVIDEO_ATTENTION_BACKEND with monkeypatch.setenv, so the environment-variable
contract test failed. The fixture now uses envs.override_external and the
registry override. The values and the restore behavior do not change.
2026-10-07 15:39:39 -07:00
Davide Locatelli e1e2559359 [perf] FastH3 OmniRef: lossless speed-ups behind default-off switches (#1930)
These speed-ups for the MiniMax-H3 pipelines keep the output bit-identical. Each
one has a switch that is off by default:

- FASTVIDEO_MINIMAX_H3_EXACT_KERNELS: Triton RoPE, AdaLN modulation, gated
  residual and SwiGLU kernels that round to bf16 at the same points as the
  eager ops.
- FASTVIDEO_H3_VSA_HEADS_FIRST_TILE: VSA-H3 tiles are written directly in the
  heads-first layout of the kernel.
- FASTVIDEO_H3_VAE_TILE_PARALLEL: VAE spatial tiles are split across the
  sequence-parallel ranks.
- FASTVIDEO_H3_REF2VA_MEMO_ENTRIES: repeat reference encodes are reused.

The example basic_fasth3_omniref_pdd.py --lossless-accel turns them all on.

On GB200 with 4 GPUs, MiniMax-H3 text to video with audio (124 frames,
1344x768) gives bit-identical frames and audio with the first three switches
on and off.
2026-10-07 15:35:37 -07:00
Wenbo Ji 嵇文博 8d2e1cf328 [bugfix] Skip streaming IPC queues for standard VideoGenerator (#1902)
MultiprocExecutor created two streaming multiprocessing queues for every
generator, but only StreamingVideoGenerator uses them. Each queue uses POSIX
named semaphores in /dev/shm. When a job epilog deleted these files, spawned
workers failed to start. The executor now creates the queues only when
FastVideoArgs.enable_streaming_ipc_queues is set. StreamingVideoGenerator sets
it on a copy of its arguments in queue mode. Standard generation creates no
streaming semaphores.
2026-10-07 15:33:11 -07:00
Wenbo Ji 嵇文博 4ebf11f7d9 [bugfix] Fix test env defaults and server dependencies (#1901)
The distributed_setup test fixture now sets MASTER_ADDR and MASTER_PORT when
they are not set, with a new port for each test, and restores them after the
test. pyproject.toml now declares orjson and python-multipart, which the
OpenAI-compatible server needs. Two documents about the SSIM reference
bootstrap are corrected.
2026-10-07 15:32:22 -07:00
Wenbo Ji 嵇文博 ef63de1f60 [perf] Fuse VSA64 tile layout for SM100 inference (#1900)
For Wan VSA inference with 64-token tiles, each attention layer scattered Q, K,
V and the gate into a tile buffer and then made four transposed copies. On
SM100, one Triton kernel (tile_to_bhsd) now does the scatter and the transposes
in one pass. Training, 256-token tiles, other GPUs and builds without the kernel
use the previous path. FASTVIDEO_DISABLE_VSA64_FUSED_LAYOUT=1 turns the fused
path off.

On GB200 the layout and attention step goes from 15.7 ms to 8.6 ms. FastWan 1.3B
frames are bit-exact with the previous path at sequence parallel 1 and 2.
2026-10-07 15:31:58 -07:00
Michael Yang e5f31c1b4c [bugfix] Fix HunyuanVideo forward pass with batch size greater than one (#1921)
The HunyuanVideo and HunyuanVideo 1.5 transformers failed on the first forward
pass when the batch had more than one sample. The modulation inputs had the
shape [B, C], but the fused ops expect [B, 1, C], so they could not broadcast
over the sequence. The models now add the sequence axis, as the refiner and the
final layer already do. Results for batch size 1 do not change.
2026-10-07 15:15:12 -07:00
Wenbo Ji 嵇文博 b7bd7775ed [perf] Default SM100 long-sequence Attn-QAT tiling (#1899)
On SM100, the Attn-QAT training kernel now uses a faster route for non-causal
BF16 attention with equal query and key lengths of 16384 tokens or more. The
forward pass processes full KV tiles without bounds masks, and a separate masked
step handles the partial tail tile. The backward pass uses 64x128 dQ and dK/dV
tiles. Outputs, softmax statistics and all gradients are bitwise identical to the
previous route. FASTVIDEO_ATTN_QAT_SM100_OPTIMIZED=0 turns off the SM100 route,
and FASTVIDEO_ATTN_QAT_SM100_WIDE_BWD=0 keeps the 64x64 backward tiles.

On GB200 with 6 heads and 31200 tokens, the forward kernel time goes from 9.14 ms
to 6.96 ms and the backward kernel time from 17.41 ms to 15.85 ms.
2026-10-07 15:14:38 -07:00