SolitaryThinker
b9f509a193
[bugfix]: PAN2 follows the reference sampler: checkpoint flow shift, first-latent CFG skip for image-to-video ( #1961 )
2026-10-25 13:54:40 -07:00
SolitaryThinker
b3e069a9d1
[fix] Sync PAN2 padding parity with latest upstream ( #1961 )
2026-10-25 13:54:40 -07:00
SolitaryThinker
a94fff8c87
[new-model] Add PAN2 text-to-video and image-to-video
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Port of vllm-project/vllm-omni#8602 . PAN2 is a 29B mixture-of-transformers
video DiT (separate video and text streams joined in one attention per
block) with a Qwen3.5 text encoder and the Wan2.2 VAE. One pipeline serves
text-to-video and first-frame image-to-video.
- Native PAN2 DiT; per-stream Q/K/V fused at load time, Ulysses SP with
replicated text tokens through DistributedAttention.
- Native Qwen3.5 text encoder (Gated DeltaNet + gated attention) with a
PyTorch chunked delta rule.
- Reuses the Wan2.2 VAE and the flow-match Euler scheduler.
- PAN2 stages: chat-template prompt crop at hidden_states[-3], first-frame
conditioning, uniform sigmas with shift 7, fp32 latents. Adds a
DenoisingStage.prepare_scheduler_model_output hook for the last one.
- Registry entry for the Modular Diffusers PAN2ModularPipeline manifest,
pan2_t2v / pan2_i2v presets, example, docs, and local parity tests
against a diffusers/transformers reference on the public tiny checkpoint.
2026-10-25 13:54:40 -07:00
Loay Rashid and Aryan Kumar
0d05b09c57
[new-model] Add initial Qwen-Image-2.1 inference ( #1918 )
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Co-authored-by: Aryan Kumar <156166681+aryan5v@users.noreply.github.com >
2026-10-25 17:28:49 +00:00
posiposi443-ops and Aryan Kumar
8db2d71ef2
[perf] Cache MLX H3 text refinement and speed up attention ( #2002 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-10-23 12:40:47 -07:00
Aryan Kumar and Aryan Kumar
fa2d1324c6
[feat]: FastH3 Omni (Ref2VA) on Apple Silicon MLX ( #2000 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-10-21 12:01:54 -07:00
Aryan Kumar and Aryan Kumar
089a5a55a0
[feat] Cookbook serving, hardware catalog, and landing page ( #1999 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-10-20 09:10:29 -07:00
376e445f0e
[feat]: FastH3 OmniRef inference on consumer devices (RTX 5090 / PRO 6000 / DGX Spark / 4090) ( #1980 )
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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 )
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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
lpc0220 and root
d4ed61cc7c
[refactor] VSA: rename the sm100a block-sparse kernel to ptx_blackwell ( #1956 )
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Co-authored-by: root <root@ptyche0124.ptyche.clusters.nvidia.com >
2026-10-17 21:10:19 -07:00
Aryan Kumar and Aryan Kumar
6212e7262e
[docs] Migrate documentation and cookbook to Blume ( #1969 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-10-16 16:09:04 -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
8530fdc550
[feat] Add external-launcher executor for multi-node inference ( #1746 )
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Co-authored-by: Will Lin <willlin@nvidia.com >
Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:46:26 -07:00
Raghav K and Claude Opus 5.5
315b25d26d
[new-model] Add Cosmos Predict2.5 distilled T2W and DFD V2W inference ( #1767 )
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Adds the Cosmos Predict 2.5 distilled text-to-world sampler (sCM, per-frame timesteps) and the DFD video-to-world pipeline, with their schedulers, registry entries, presets and examples.
Maintainer review fixes (Swarm orders #718 and #748 ): the DiT receives one shared fps value (its RoPE table is batch-independent, so per-sample vectors crashed batch > 1; differing values now raise), non-finite rollouts raise FloatingPointError instead of being zeroed by nan_to_num, the DFD detector matches "dfd" only in the last path component, the distilled example defaults to 24 fps, and the distilled rollout keeps its state in FP64 through the scheduler step as the official driver does.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:42:44 -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
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
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
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
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
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
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
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
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
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
William Lin
556ac7088e
[refactor] Simplify Wan sampling and tests ( #1825 )
2026-09-07 15:57:19 -07:00
William Lin
e19913f6e9
[refactor] Group Wan transformer and config ( #1823 )
2026-09-05 17:05:32 -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
a28f2bab4b
[feat] Add an optional MLX TAEH3 preview decoder ( #1794 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-31 05:08:06 -07:00
Aryan Kumar and Aryan Kumar
f82d8be4bf
[perf] Sequential MiniMax H3 start with GPU-direct DiT load ( #1793 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-31 04:20:21 -07:00
Aryan Kumar and Aryan Kumar
620bc36dc4
[docs]: Cookbook catalog improvements ( #1790 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-30 17:50:57 -07:00
Suhaan Khurana
29ff16ec96
[feat] Add MiniMax H3 MLX spatial fast mode ( #1789 )
2026-08-30 17:47:02 -07:00
a4d9a75e2c
[perf] Add MiniMax H3 MLX VSA and SIMD attention ( #1776 )
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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>
2026-08-30 13:44:54 -07:00
ac48bb3cd1
[feat] Add MiniMax H3 MLX T2VA inference ( #1770 )
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Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local >
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: CodeRabbit <noreply@coderabbit.ai >
2026-08-28 12:54:33 -07:00
KyleNeverGivesUp
e9bbaca07d
[perf] Disable every offload path on unified memory, unblocking MiniMax H3 generation on one GB10 ( #1715 )
2026-08-26 15:32:56 -07:00
Aryan Kumar and Aryan Kumar
6388db815b
[bugfix] FastMetal-QAD MLX support: refuse CUDA QAD trees, use packed mlx_dit config, stream loads ( #1736 ) ( #1758 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-25 14:51:40 -07:00
William Lin
f9e3680f11
[perf] Align FastH3 optimized inference profile ( #1748 )
2026-08-23 02:01:03 -07:00
William Lin
c488fa1211
[perf] Add opt-in packed-varlen FA4 for MiniMax-H3 ( #1742 )
2026-08-22 17:16:47 -07:00
William Lin
d3cff517cd
[perf] Add opt-in regional fullgraph compile for DiT inference ( #1741 )
2026-08-22 12:14:39 -07:00
Aryan Kumar and Aryan Kumar
8537dcd6de
[feat]: Apple Silicon MLX runtime — INT8 Wan2.1 and Wan2.2 inference ( #1638 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-18 15:08:00 -07:00
Kai
0653f8f3af
[new-model] Add V2A: native MMAudio inference pipeline ( #1622 )
2026-08-09 17:29:27 -07:00
Raghav K and SolitaryThinker
a2bfc7cdb2
[docs] DGX Spark (GB10) performance & tuning guide + reproduction examples ( #1631 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-08-06 14:36:38 -07:00
Kaiqin Kong
e8b0e4c61e
[feat] Add MiniMax H3 ( #1674 )
2026-08-04 13:54:39 -07:00
William Lin
e8812bef0b
[docs]: batched docs cleanup (landing page, links, requirements, nav) ( #1644 )
2026-08-02 18:03:26 -07:00
SolitaryThinker