Commit Graph
51 Commits
Author SHA1 Message Date
Davids048andClaude Opus 5.5 4117696a4f [refactor]: describe and use the resolved config in docs, examples, and local tests
- Docs, AGENTS.md files, and skills describe ResolvedGeneratorConfig,
  resolve_inference_config, typed YAML, and --config plus dotted
  overrides for training and preprocessing instead of FastVideoArgs and
  flat flags.
- The local tests build resolved configs (or small fakes that expose typed
  paths) instead of FastVideoArgs; the LoRA extraction scripts build
  pipelines with from_pretrained(model_path, resolved_config=...).
- The mixkit README's NVFP4 snippet uses from_config with
  engine.quantization.transformer_quant (the from_pretrained keyword it
  used is rejected).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-03 06:16:10 +00:00
Davids048andClaude Opus 5.5 d6ba5ced94 [refactor]: move apps and docs to generate(request) and from_config
DreamVerse, FastVideo Studio, the ComfyUI node, the README, and the
inference docs call VideoGenerator.generate with nested requests and
VideoGenerator.from_config with typed configs, and read GenerationResult
attributes instead of result dict keys.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-03 02:15:04 +00:00
Davids048andClaude Opus 5.5 4d05e9c020 [bugfix]: apply per-request embedded_cfg_scale in the worker
A request's embedded_cfg_scale (request extension or legacy generate_video
keyword) was applied to a deep copy of FastVideoArgs.pipeline_config in
VideoGenerator. The worker runs the pipeline with its own FastVideoArgs
(GpuWorker.execute_forward passes self.fastvideo_args), so the copy never
reached the denoising stages and the request value was ignored.

embedded_cfg_scale is now a per-request sampling value:

- the request field request.sampling.embedded_cfg_scale (the extension key
  still works);
- SamplingParam.embedded_cfg_scale and ForwardBatch.embedded_cfg_scale;
- embedded_cfg_scale_for_batch(batch, fastvideo_args), which the denoising,
  SR denoising, Wan DMD, and Flux2 text-encoding stages read. It returns the
  batch value, else pipeline_config.embedded_cfg_scale, so training and
  requests without the field are unchanged.

VideoGenerator no longer copies or changes FastVideoArgs per request, and
request_to_pipeline_overrides is removed. The golden snapshots record the new
SamplingParam field, and the request with extensions.embedded_cfg_scale now
carries 3.0 on SamplingParam instead of on a pipeline override.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-02 20:17:03 +00:00
Davids048andClaude Opus 5.5 c7c2d77fae [bugfix]: apply the LTX-2 refine LoRA to the refine transformer
The from_pretrained keyword ltx2_refine_lora_path set
pipeline.components.lora_path, which reaches FastVideoArgs.lora_path and loads
as the main LoRA on the stage-1 transformer. The refine stage reads
FastVideoArgs.ltx2_refine_lora_path, which stayed unset. The conversion also
turned an empty string into None. An empty string is how callers such as the
Dreamverse GPU pool disable the refine LoRA, and None makes LTX2Pipeline load
the checkpoint default instead: fastvideo_refine_lora_path in model_index.json
is FastVideo/LTX2-Distilled-LoRA for the LTX-2 Diffusers checkpoints.

The refine LoRA gets its own field, pipeline.ltx2.refine.lora_path, whose
flat name is ltx2_refine_lora_path. None keeps the checkpoint default, and an
empty string disables the refine LoRA. The Dreamverse contract test, the
Dynamo contract example, and the parity inventory point at the field.

Golden changes: kwargs/ltx2_refine_lora_path now records the path on
ltx2_refine_lora_path instead of lora_path, and the added case
kwargs/ltx2_refine_lora_disabled pins the empty string.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-02 18:29:37 +00:00
Davids048andClaude Opus 5.5 b24396561a [refactor]: add component overrides and model-family config partitions
Parameters that belong to one model family, or to one component config,
could be set only through argparse flags or pipeline.experimental. They gain
typed GeneratorConfig fields, each with the flat name that FastVideoArgs or
PipelineConfig uses:

- pipeline.dit and pipeline.vae: dicts of DiT and VAE config field
  overrides, passed as dit_config.<key> and vae_config.<key>
- pipeline.ltx2: VAE tile sizes, initial video and audio latent paths, noise
  order, distilled sigmas, and refine.{transformer,noise,audio_noise}_path
- pipeline.minimax_h3: sequential load, video decode backend, TAEH3
  checkpoint and chunk size, and the sequence-parallel VAE switches
- pipeline.longcat: the block sparse attention (BSA) settings

legacy_from_pretrained_to_config routes dit_config.* and vae_config.*
keywords into the new dicts. Every new scalar field defaults to None and is
not passed to FastVideoArgs while unset. Behavior is unchanged: the golden
config snapshots match.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-02 17:28:11 +00:00
Davids048andClaude Opus 5.5 0b80dd52db [refactor]: add typed fields for attention, precision, and pipeline knobs
These inference parameters could be set only through argparse flags or the
untyped pipeline.experimental dict. Each one gains a typed GeneratorConfig
field whose flat name is its FastVideoArgs or PipelineConfig field, so YAML,
dotted CLI overrides, and from_pretrained keywords all reach it:

- engine.attention: backend, vsa_sparsity, vsa_tile_size, moba_config_path
- engine.precision: dit, vae, vae_decode, image_encoder, text_encoders
- engine.compile.regional (inference_torch_compile)
- pipeline: vae_sp, flow_shift, embedded_cfg_scale, dmd_denoising_steps
- pipeline.components.lora_target_modules

Every field defaults to None, which keeps the runtime or model default; a
None field is not passed to FastVideoArgs. pipeline.experimental still
accepts the flat names and still wins over the typed fields. The parity
inventory lists the typed paths, and the docs show the typed forms.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_012M91wnVFmPEvJ9h39r5BH7
2026-10-02 17:24:19 +00:00
sudhirpol522 8839ba8d4d [bugfix] Add OpenAI-compatible image generation endpoint (#1840) 2026-09-14 17:55:56 -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
aaef49bfc6 [feat]: run FastH3 across two DGX Sparks with Ray sequence parallel (#1803)
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 KumarandAryan Kumar cf6a00b9be [feat]: add opt-in CUDA TAEH3 preview decode for FastH3 (#1795)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-08-31 23:34:56 -07:00
Aryan KumarandAryan Kumar 26064193e2 [feat] Add an H3 server cookbook and prompt playground (#1798)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-08-31 22:14:33 -07:00
Aryan KumarandAryan Kumar f82d8be4bf [perf] Sequential MiniMax H3 start with GPU-direct DiT load (#1793)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-08-31 04:20:21 -07:00
William Lin a159b63c67 [bugfix] Harden OpenAI serving after post-merge review (#1782) 2026-08-28 22:29:24 -07:00
William Lin 3987b9ddcd [feat] Align multimodal OpenAI serving APIs (#1781) 2026-08-28 10:09:58 -07:00
William Lin 9212f4f218 [ci] make GPU validation change-aware (#1747) 2026-08-25 21:26:25 -07:00
Aryan KumarandAryan Kumar 6388db815b [bugfix] FastMetal-QAD MLX support: refuse CUDA QAD trees, use packed mlx_dit config, stream loads (#1736) (#1758)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-08-25 14:51:40 -07:00
William Lin 13213395b4 [perf] Parallelize MiniMax-H3 VAE over sequence ranks (#1744) 2026-08-22 18:05:31 -07:00
William Lin 46afee5998 [bugfix] Classify MiniMax-H3 inference controls in schema inventory (#1743) 2026-08-22 17:17:02 -07:00
Aryan KumarandAryan Kumar 8537dcd6de [feat]: Apple Silicon MLX runtime — INT8 Wan2.1 and Wan2.2 inference (#1638)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-08-18 15:08:00 -07:00
Kaiqin Kong e8b0e4c61e [feat] Add MiniMax H3 (#1674) 2026-08-04 13:54:39 -07:00
William Lin 7b094c945b [refactor]: resolve attention backend once per component at load time (#1657) 2026-08-02 15:07:42 -07:00
Junda Su 755a4e4470 [new-model] Add LingBot-Video Dense and MoE/refiner T2V inference (#1595) 2026-07-18 20:18:16 -07:00
Junda Su d4bdd3621a [new-model] Port LingBot-World-v2 (#1579) 2026-07-16 19:51:53 -07:00
6966f9e0bc [fix] Z-Image (#1236) draft port: rebase + strict-load contract + bf16 encoder parity + PORT_STATUS (#1339)
Co-authored-by: Mrinaal Dogra <mdogra@ucsd.edu>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-07-16 18:18:25 -07:00
b063f8ca41 [feat] Fix FLUX.1-dev port: native RoPE, parity tests, SSIM reference (#1321)
Co-authored-by: Ishan Vaish <ivaish@ucsd.edu>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-13 01:49:42 -07:00
595f0ea60e [feat] Add DreamX-World 5B Cam and AR pipelines (#1538)
Co-authored-by: Suckl <Suckl@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-07-07 06:16:18 +00:00
William Lin c4e108de78 [docs]: modernize documentation build (#1503) 2026-06-28 02:02:09 -07:00
William Lin 1d15d974fa [misc]: cleanup outdated or unneeded agent infrastructure (#1504) 2026-06-27 19:37:49 -07:00
Raghav K 4f3ad3f6df [perf] Default Wan VAE decode to bf16 (lossless, faster) (#1472) 2026-06-26 12:42:29 -07:00
Mook 30e45c2411 [bugfix] Classify new config/sampling fields in schema parity inventory (#1446) 2026-06-10 13:38:36 -07:00
Aryan KumarandAryan Kumar 7f539424cb [feat]: add Lucy Edit inference scaffold (#1363)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-06-09 15:21:43 -07:00
Kaiqin Kongandmergify[bot] 773d44b875 [misc] Rename MatrixGame to MatrixGame2 (#1357)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 22:57:03 -07:00
b4de5a9f1b [feat] Dreamverse 12/14: Add LTX2 refine and upsampler support (#1335)
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 12:21:40 -07:00
6392bd40a9 [feat] Dreamverse 10/14: Add serving API contracts (#1333)
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>
2026-05-14 10:07:01 -07:00
William Lin 325861fb99 [misc]: PR-1225 sync — housekeeping (1/12) (#1347) 2026-05-13 15:21:52 -07:00
William Lin 140bd1a6cf [misc]: standardize install instructions on uv pip install (#1279) 2026-05-02 12:45:50 -07:00
William Lin 36b53ff350 [bugfix]: classify stable_audio fields in schema parity inventory (#1275) 2026-05-02 00:12:10 -07:00
William Lin 95fd29e0cb [feat] Streaming WebSocket server skeleton (single generator + fMP4) (#1251) 2026-04-26 00:33:49 -07:00
William Lin e0dc5f2b0c [feat] Add typed LTX-2 continuation state and streaming session store (#1250) 2026-04-24 01:28:07 -07:00
William Lin 70ee5d230c [feat] [6/n] Improve API: LTX-2 public preset + asset wiring + gpu_pool translation (#1239) 2026-04-23 11:36:45 -07:00
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 88a5a933ab [feat] [3/n] Improve API: extend support to cli (#1226) 2026-04-14 15:20:47 -07:00
William Lin 76c62d7a00 [feat] [1/n] API improvements: add intial files for new fastvideo public API (#1218) 2026-04-05 18:13:19 -07:00
alexzmsandPeiyuan Zhang bc27a032c5 [feat] Refactor training framework into fastvideo/train (#1159)
Co-authored-by: Peiyuan Zhang <a1286225768@gmail.com>
2026-03-09 15:16:42 -07:00
William Lin 75e193a2c9 [core] Refactor and centralize our registry for models, pipelines, and sampling params (#1066) 2026-02-05 14:40:30 -08:00
William Lin 3ae58c277a [docs] Update design overview and add agents tutorial (#1044) 2026-01-27 15:56:58 -08:00
Qi Jia 5285116e73 [docs]: fix various broken links across the documentation (#979) 2026-01-01 20:02:39 -06:00
Kaiqin Kong fdf21702f5 [Docs] add diagrams to docs (#863) 2025-11-04 16:29:07 -08:00