Will Lin and Claude Fable 5
a43284ae1b
[bugfix]: swap cpu-offloaded text encoders to GPU for the forward
...
text_encoder_cpu_offload means params rest on CPU between calls but compute
on GPU: FSDP-wrapped encoders (T5/llama/clip) already get this via
CPUOffloadPolicy streaming, but encoders without _fsdp_shard_conditions
(reason1/Qwen2.5-VL) were parked on CPU and, after the encoder-device input
routing added for kandinsky5, silently ran their 7B forward on CPU (crashing
outright with flash-attn installed). Move plain CPU-parked encoders to the
target device for the forward and back afterwards, mirroring the
image-encoder/VAE offload pattern; FSDP (DTensor) encoders keep the existing
input routing. Revert the examples to text_encoder_cpu_offload=True now that
the default works. Verified e2e: T2V/I2V outputs are metric-identical to
GPU-resident runs, with ~12GB lower VRAM during denoising.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-07-05 14:58:12 -07:00
Will Lin and Claude Fable 5
0434e9dcf0
[bugfix]: fix kandinsky5 registry detectors and distilled repo name
...
The i2v detector matched any path containing 'i2v' without excluding 't2v',
misrouting T2V checkpoints stored under i2v-containing directories. The
variant detectors all require lite/pro tokens, so the model_index _class_name
fallback ('kandinsky5t2vpipeline') could never match and I2V-Lite-distilled
checkpoints had no detector at all; add base T2V/I2V fallback registrations
after the variants. Also fix the registered Lite distilled repo to the real
kandinskylab/Kandinsky-5.0-T2V-Lite-distilled16steps-5s-Diffusers (the old
name 404s) and correct the example comments.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-07-05 14:58:12 -07:00
Will Lin and Claude Fable 5
7a270e66be
[bugfix]: keep kandinsky5 example text encoders on GPU
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text_encoder_cpu_offload=True makes the Qwen encoder compute on CPU, where
flash-attn has no kernels; with flash_attn installed both examples crash in
the first text-encoding forward. The offloaded path only worked in envs
without flash_attn via the silent SDPA fallback.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-07-05 14:58:12 -07:00
leffff
562b951208
[feat] add support for Kandinsky 5 Pro, Lite I2V
2026-07-05 14:58:12 -07:00
leffff
313c2985f0
[feat] add support for Kandinsky5 I2V
2026-07-05 14:58:12 -07:00
leffff
b3b3858c02
[misc] add skeleton for Kandinsky5 I2V pipeline
2026-07-05 14:58:12 -07:00
leffff
f303d94780
add exmaple for kandinsky5 T2V Lite 5s
2026-07-05 14:58:12 -07:00
William Lin
b36d0ef085
[infra] Add DGX Spark and multi-architecture CUDA support ( #1447 )
2026-07-03 13:41:43 -07:00
alexzms
8c23c86994
[docs]: add raw-video preprocess script for the QAD MixKit recipe ( #1487 )
2026-06-28 18:01:13 -07:00
William Lin
78d606a3a7
[feat]: make VSA tile cache configurable for training ( #1444 )
2026-06-28 02:18:31 -07:00
William Lin
6be280c914
[bugfix]: fix docs build ( #1502 )
2026-06-27 13:00:09 -07:00
Loay Rashid and SolitaryThinker
995a5fdf97
[bugfix] fixing denoising time in the fastwan script ( #1480 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-06-23 10:01:23 -07:00
Shao Duan
4d6ac89b43
[ci] eval: add metric regression + identity-invariant ci tests ( #1451 )
2026-06-23 01:27:34 -07:00
b2ade71467
[Bugfix] QAD 5090: Torch.compile and other optimizations (15/12) ( #1466 )
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Co-authored-by: alexzms <3036648523@qq.com >
Co-authored-by: Kaiqin Kong <k1kong@ucsd.edu >
Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-06-23 01:23:57 -07:00
Kevin Lin
82ed9fe58d
[feat] QAD 5090: FP8 linear layer inference ( #1465 )
2026-06-22 18:25:06 -07:00
e60601df7f
[feat] QAD 5090: QAT training recipe — finetune + DMD distillation (12/12) ( #1462 )
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Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com >
Co-authored-by: Loay Rashid <42599591+loaydatrain@users.noreply.github.com >
Co-authored-by: Kaiqin Kong <k1kong@ucsd.edu >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-17 15:18:52 -07:00
c3b971488e
[docs] QAD 5090: Add NVFP4 + Attn-QAT inference example and how-to (9/12) ( #1458 )
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Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com >
Co-authored-by: Loay Rashid <42599591+loaydatrain@users.noreply.github.com >
Co-authored-by: Kaiqin Kong <k1kong@ucsd.edu >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: alexzms <26690162+alexzms@users.noreply.github.com >
2026-06-16 14:36:50 -07:00
Junda Su and Peiyuan Zhang
5854aec2ce
[feat] Add Wan RL DiffusionNFT training ( #1450 )
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Co-authored-by: Peiyuan Zhang <a1286225768@gmail.com >
2026-06-11 21:18:59 -07:00
alexzms
2a4fe697a6
[docs] LTX-2.3 distilled i2v: typed-API example (from_config + generate) ( #1448 )
2026-06-10 10:58:14 -07:00
alexzms
921db7479d
[perf] LTX-2.3 distilled i2v: drop max-autotune from compile kwargs ( #1445 )
2026-06-10 10:06:41 -07:00
Aryan Kumar and Aryan Kumar
7f539424cb
[feat]: add Lucy Edit inference scaffold ( #1363 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-06-09 15:21:43 -07:00
d922ab2cbc
[model] Flux2 Klein Port ( #1349 )
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Co-authored-by: Gnav3852 <63612880+Gnav3852@users.noreply.github.com >
Co-authored-by: Mac Lee <macthecadillac@gmail.com >
2026-06-09 14:55:55 -07:00
Kaiqin Kong and mergify[bot]
efcc245c2e
[feat] VLM as judge for WM ( #1429 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-05 04:25:54 +00:00
alexzms and mergify[bot]
922e7e0813
[docs] LTX-2.3 distilled i2v example with compile + timing breakdown ( #1430 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-05 01:26:50 +00:00
Kaiqin Kong and SolitaryThinker
afdb6fbfa5
[feat] Add MatrixGame3.0 ( #1201 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-05-27 21:07:01 +00:00
Shao Duan
36682797a0
[feat] eval: input ergonomics + Evaluator features + bug fixes ( #1392 )
2026-05-26 13:59:45 -07:00
Shao Duan and abaghyangor
321d5112b4
[refactor] eval: consolidate FVD into common.fvd, remove benchmarks/fvd ( #1380 )
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Co-authored-by: abaghyangor <abaghyangor@gmail.com >
2026-05-24 12:09:47 -07:00
Raghav K
68179cd752
[docs] Document enable_torch_compile (+ A/B example) ( #1366 )
2026-05-22 00:25:42 -07:00
e8597b7448
[Bugfix] FP4 FA4 installation fix ( #1367 )
...
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-05-19 22:45:24 -07:00
Junda Su
72cb427cd9
[feat]: add FastLTX-2.3 Gradio demo package (draft) ( #1247 )
2026-05-17 23:03:16 -07:00
Mingjia Huo
63030cf6ec
[fix] Fix causal self-forcing attention settings ( #1355 )
2026-05-17 22:59:47 -07:00
Kaiqin Kong and mergify[bot]
773d44b875
[misc] Rename MatrixGame to MatrixGame2 ( #1357 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 22:57:03 -07:00
1df513922f
[feat] Add minimal LoRA finetuning support to the YAML training stack ( #1242 )
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Co-authored-by: alexzms <3036648523@qq.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 14:49:13 -07:00
Shao Duan and klhhhhh
6b2c731596
[feat] eval: add audio metrics ( #1352 )
...
Co-authored-by: klhhhhh <1412841649@qq.com >
2026-05-16 14:47:37 -07:00
d2ffec5cce
[perf] Dreamverse 14/14: Add LTX2 profile speedups ( #1337 )
...
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Matthew Noto <99706358+RandNMR73@users.noreply.github.com >
Co-authored-by: XOR-op <17672363+XOR-op@users.noreply.github.com >
Co-authored-by: Zhang Peiyuan <42993249+jzhang38@users.noreply.github.com >
2026-05-15 18:10:47 -07:00
Shao Duan
17f07bc313
[feat] eval: async VideoPool + metric streamlines ( #1320 )
2026-05-13 15:57:37 -07:00
William Lin
325861fb99
[misc]: PR-1225 sync — housekeeping (1/12) ( #1347 )
2026-05-13 15:21:52 -07:00
0403c6f47e
[infra] Dreamverse 09/14: Add Docker and launch scripts ( #1332 )
...
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Matthew Noto <99706358+RandNMR73@users.noreply.github.com >
Co-authored-by: XOR-op <17672363+XOR-op@users.noreply.github.com >
Co-authored-by: Zhang Peiyuan <42993249+jzhang38@users.noreply.github.com >
2026-05-12 18:01:11 -07:00
b4458e5bae
feat: FP4 Flash Attention 4 for Blackwell GPUs ( #1221 )
...
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-12 17:04:39 -07:00
Kaiqin Kong and mergify[bot]
a790153705
[bugfix] MatrixGame2 SF distillation under gradient checkpointing ( #1340 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-12 17:01:04 -07:00
Raghav K
9d0af28307
[feat] Add Cosmos 2.5 T2W training pipeline (LoRA + full fine-tune) ( #1227 )
2026-05-11 19:15:00 -07:00
d6dfe95466
[feat] FastVideo World Model Training ( #1179 )
...
Co-authored-by: mignonjia <mhuo@ucsd.edu >
Co-authored-by: alexzms <3036648523@qq.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-11 05:13:12 +00:00
f633e30ebb
[feat]: add LongCat bidirectional finetuning support ( #1244 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: alexzms <3036648523@qq.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-09 12:20:43 -07:00
Shao Duan
f6396fb8c6
[feat] Add fastvideo.eval video evaluation suite ( #1305 )
2026-05-07 20:31:15 -07:00
William Lin
140bd1a6cf
[misc]: standardize install instructions on uv pip install ( #1279 )
2026-05-02 12:45:50 -07:00
William Lin
c77a76c6af
[feat] Stable Audio Open 1.0: T2A + A2A + RePaint inpainting (native) ( #1260 )
2026-05-01 00:07:11 -07:00
alexzms
d14d5aadea
[feat] Cosmos 2.5 training support in fastvideo.train ( #1224 )
2026-05-01 01:15:02 +00:00
William Lin
145a3f166b
[feat] [4/n] Improve API: refactor sampling param and merge with presets ( #1234 )
2026-04-16 14:10:02 -07:00
William Lin
c591d6d2a6
[feat] [2/n] Improve API: add initial support in video_generator ( #1220 )
2026-04-06 10:33:54 -07:00
vishruthb
5789955bbe
[feat] add gen3c (cosmos-7b) model and pipeline support ( #1059 )
2026-04-01 11:42:02 +00:00
