Kun Lin and Claude Opus 5.5
7320d9d350
[feat] Add HunyuanVideo 1.5 embedding preprocessing pipeline ( #1663 )
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Adds preprocess_hunyuan15_overfit.py, which writes VAE latents plus Qwen and ByT5 text embeddings in the dual-text parquet schema (pyarrow_schema_t2v_dual_text) that main's HunyuanVideo 1.5 training (#1662 ) reads; main's guide and overfit config pointed at this script, but nothing in-tree produced text_embedding_2 before.
Reconciled with #1662 during maintainer review (Swarm orders #723 and #777 ): main's schema and collate are the base. On top of them, both text streams now share one CFG-dropout decision per row also when _sample_index is absent, and a row missing the primary text_embedding raises instead of training unconditioned. The PR's widening of the shared t2v schema and its writer changes were dropped. docs/training/hunyuan15_overfit.md now describes the in-tree script.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:20:58 -07:00
af78c759f1
[new-model] Add Wan2.2-Animate-14B character animation/replacement inference ( #1765 )
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Co-authored-by: SuhaanCommits <suhaan@cedar.build >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 04:19:37 -07:00
f82c190cbb
[kernel] Build + allow attn_qat_infer FP4 attention on sm_121a (DGX Spark) ( #1598 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:09:39 -07:00
e722023bd6
[perf] Wan kernel fusion: Triton-fused residual+LayerNorm+modulate inference path ( #1708 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:08:07 -07:00
bc0191d775
[perf] Harden Ulysses agreement and tune bounded H3 transfers ( #1807 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:01:53 -07:00
2d6e7d9b6b
[feat]: MiniMax-H3 encoder split: dedicated text-encoder node group for 720p on DGX Spark ( #1877 )
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Co-authored-by: magicbear <magicbear@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:46:33 -07:00
f60514183c
[ci] Separate performance behavior tests ( #1620 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:43:12 -07:00
William Lin and Claude Opus 5.5
6d6195a9f1
[feat]: fp8 PV mode for the FA4-FP4 attention path ( #1654 )
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Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:36:54 -07:00
2452022f15
[new-model] Add LTX-2.5 inference support ( #1704 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: CodeRabbit <noreply@coderabbit.ai >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:34:18 -07:00
4b3f99b224
[new-model] Added LingBot-World-Fast image-to-video support ( #1665 )
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Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 03:32:38 -07:00
d5287f8352
[feat]: add MiniMax H3 Ref2VA and LoRA training support ( #1757 )
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Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:21:45 -07:00
c18436125a
[misc]: Refactor separate training pipeline runner ( #1696 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:19:21 -07:00
37b9dc1836
[new-model] Add native Helios-Distilled T2V pipeline ( #1670 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:18:24 -07:00
6102fac00d
[bugfix]: fix modular ops activation checkpoint recomputation ( #1716 )
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Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:41:12 -07:00
1ad33c1832
[feat] Support training_cfg_rate > 0 for LTX-2 ( #1752 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:38:42 -07:00
da87973412
[ci] Clarify dashboard cohort grouping for legacy v1 records ( #1613 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:33:18 -07:00
William Lin and Claude Opus 5.5
a3fd1d0bab
[ci]: prevent direct tests from minting suite gates ( #1615 )
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Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:32:48 -07:00
fb5efebdab
[feat] Add HunyuanVideo 1.5 T2V training support ( #1662 )
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Co-authored-by: William Lin <willlin@nvidia.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:19:22 -07:00
6e4813f8b4
[bugfix] use in-process executor for num_gpus=1 ( #1755 ) ( #1879 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 02:18:23 -07:00
13ef81e6da
[ci] Surface worker process logs on perf hard regressions ( #1701 )
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Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 02:14:02 -07:00
ef62ac48d1
[new-model] Add Wan2.2-S2V-14B speech-to-video (model port + checkpoint converter) ( #1683 )
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Co-authored-by: SuhaanCommits <suhaan@cedar.build >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 01:36:01 -07:00
00cb7d0ba2
[ci] Add DGX Spark (GB10) single-GPU perf config + gpu_types gating ( #1679 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 01:30:42 -07:00
69a6215e7f
[feat] Add Dreamverse multimodal inputs and H3 routing ( #1835 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 01:30:26 -07:00
abe98e87f5
[feat] Add phase-aware modular training performance metrics ( #1826 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 01:30:11 -07:00
274b922d39
[misc]: surface GenerationResult.peak_memory_mb in the MiniMax H3 examples ( #1785 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 01:29:56 -07:00
38966056d0
[ci]: make merge-gate startup reliable ( #1762 )
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Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 01:29:42 -07:00
William Lin
33d81730e9
[feat]: Kandinsky 6 Lite: register the 3.2B checkpoints and add docs + cookbook recipes ( #1927 )
2026-10-06 17:09:53 -07:00
02a027c49f
[feat]: FastH3 on DGX Spark and Apple Silicon ( #1920 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 12:17:11 -07:00
8b51380466
[feat]: FastH3 on single RTX GPUs ( #1919 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 11:37:01 -07:00
f06d824054
[feat]: add Kandinsky-6.0 TI2VA and VSR pipelines ( #1924 )
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Co-authored-by: leffff <levnovitskiy@gmail.com >
Co-authored-by: Kirill <kykozlov@gmail.com >
Co-authored-by: shaoxiongduan <shaoxiongduan@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 10:50:17 -07:00
a4d6416c52
[docs] Add OpenAI serving recipes for Wan cookbook pages ( #1906 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Sonnet 5.5 <noreply@anthropic.com >
2026-10-04 12:20:06 -07:00
8444c0897a
[feat] FastH3 Ref2VA PDD inference with reference-video VSA sparsity ( #1907 )
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Co-authored-by: Davids048 <jundasu@ucsd.edu >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-02 11:28:07 -07:00
Junda Su
9edc8adf5f
[misc] Move test-suite environment access into the registry and allowlists ( #1898 )
2026-09-30 00:15:39 -07:00
Junda Su
02f1ce11ae
[misc] Move environment var reads into env registry and rename unprefixed variables ( #1897 )
2026-09-29 14:36:16 -07:00
Aryan Kumar and Aryan Kumar
7f03e03dc6
[docs]: FastH3 V2 cookbook serving and MLX install guide ( #1884 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-09-29 13:03:18 -07:00
Junda Su
e3b88bb12a
[feat] Add a typed environment-variable registry, policy doc, and contract test ( #1896 )
2026-09-29 12:50:45 -07:00
Kyle Hu
81f3fec7fd
[bugfix]: workers killed by a signal now log the reason ( #1725 )
2026-09-24 17:06:55 -07:00
Aryan Kumar
361f919c88
[feat]: add a narrow FastH3 8-step MLX ladder
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Keep the four-step uniform AdaLN cache, and use explicit DMD rungs only when the snapshot declares its own scheduler shifts.
2026-09-23 11:06:55 -07:00
Keith and SolitaryThinker
c4824c7764
[bugfix] FP8: gate the ROCm _scaled_mm path on CDNA4 (gfx950) instead of the capability tuple ( #1859 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-09-16 19:58:55 -07:00
William Lin
0100218594
[feat] Support the FastH3 8-Step V2 checkpoint: checkpoint-defined shifts, explicit DMD schedule, new example ( #1852 )
2026-09-15 14:13:45 -07:00
sudhirpol522
8839ba8d4d
[bugfix] Add OpenAI-compatible image generation endpoint ( #1840 )
2026-09-14 17:55:56 -07:00
Lele
316f3876c2
[bugfix]: allow MiniMax H3 frame padding at the 15-second limit
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Accept the causal-VAE-aligned 362-frame bucket (15.083 s) for 15-second H3 requests.
- Hoist MINIMAX_H3_MIN/MAX_ALIGNED_FRAMES next to align_num_frames and reuse them in the CUDA stage, the MLX runtime, and the LoRA example so the bound is consistent across entry points.
- State the accepted frame range in the error messages.
- Cover seconds="15" -> 362 at OpenAI admission and the MLX resolve_geometry bound.
- Update the Spark/openai cookbook frame caps from 345 to 362.
Known gaps: no GPU-lane coverage for the 362 bucket (SSIM runs 124 frames; the golden gate is a fixed-geometry fingerprint), and explicit num_frames=360 still hits the pre-existing grid gate.
2026-09-14 16:54:41 -07:00
William Lin
556ac7088e
[refactor] Simplify Wan sampling and tests ( #1825 )
2026-09-07 15:57:19 -07:00
William Lin
7f83164233
[refactor] Move Wan VAE into the Wan package ( #1824 )
2026-09-05 18:43:55 -07:00
William Lin
e19913f6e9
[refactor] Group Wan transformer and config ( #1823 )
2026-09-05 17:05:32 -07:00
Aryan Kumar and Aryan Kumar
0bd19a976b
[docs]: add one-Spark FastH3 cookbook runtime with a device-count row ( #1811 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-09-02 10:05:59 -07:00
3d8ac9d14b
[feat]: collapse cookbook recipe pages into an accordion layout, add … ( #1805 )
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Co-authored-by: Vaish, Ishan <isvaish@UCSD.EDU >
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com >
2026-09-01 01:51:51 -07:00
aaef49bfc6
[feat]: run FastH3 across two DGX Sparks with Ray sequence parallel ( #1803 )
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Co-authored-by: Kyle <shh075@ucsd.edu >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Satyam Srivastava <srivastavasatyam53@gmail.com >
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-09-01 01:37:23 -07:00
Aryan Kumar and Aryan Kumar
cf6a00b9be
[feat]: add opt-in CUDA TAEH3 preview decode for FastH3 ( #1795 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-31 23:34:56 -07:00
Shahrad Zomorrodi and Shahrad Zomorrodi
1ae39562dd
[bugfix] Write generated documentation as UTF-8 ( #1797 )
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Co-authored-by: Shahrad Zomorrodi <264690209+shahradzomorrodi@users.noreply.github.com >
2026-08-31 22:45:03 -07:00