SolitaryThinker
6771f4ec2e
[feat] cosmos3: native DiT + framework parity (Cosmos3VFMTransformer)
2026-07-13 03:22:33 -07:00
SolitaryThinker
b48eafe515
[misc] cosmos3 PORT_STATUS: PR1 progress (arch config, framework parity ref)
2026-07-13 03:22:32 -07:00
SolitaryThinker
1d199050af
[test] cosmos3: official framework DiT parity reference (CPU/SDPA)
2026-07-13 03:22:30 -07:00
SolitaryThinker
8b65f7ce6c
[misc] cosmos3 PORT_STATUS: framework-reference pivot + Phase 1 findings
2026-07-13 03:22:30 -07:00
SolitaryThinker
2d2657821e
[feat] cosmos3: arch config 1:1 with Cosmos3-Nano checkpoint
2026-07-13 03:22:29 -07:00
SolitaryThinker
ded49ab1c8
[misc]: cosmos3 PORT_STATUS: post-rebase state + fv-cosmos3 env
2026-07-13 03:22:29 -07:00
SolitaryThinker
10f5372f42
[misc]: cosmos3 resume: PORT_STATUS + README for official diffusers ref
2026-07-13 03:22:27 -07:00
SolitaryThinker
ed4125e7d8
[feat]: Cosmos3 checkpoint conversion script (cosmos3_convert.py)
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scripts/checkpoint_conversion/cosmos3_convert.py wraps Cosmos3OmniDiffusersPipeline._remap_ckpt_key. convert_state_dict(src) returns (new_state, skipped, unmapped) for shard-by-shard remap; convert_checkpoint_dir reads *.safetensors shards and writes a consolidated FastVideo-format state dict (sharded index.json TODO when real weights land). smoke_test() exercises all 14 representative remap branches synthetically (no real weights needed) and returns nonzero exit on failure; runs in CI as a remap-drift guard. Usage: python scripts/checkpoint_conversion/cosmos3_convert.py --smoke-test.
2026-07-13 03:22:26 -07:00
SolitaryThinker
26e78f8fb1
[feat]: Cosmos3Config + registry wire-up for nvidia/Cosmos3-Nano
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Cosmos3Config(PipelineConfig): reuses Cosmos25VAEConfig (Cosmos3 uses DistributedAutoencoderKLWan); text_encoder_configs=() since Cosmos3LanguageModel lives inside the DiT; flow_shift=1.0 default (T2V/I2V engine init; T2I uses 3.0 per-request via _set_flow_shift). Registry entry registers BEFORE the generic cosmos detector to win path precedence (same pattern as GEN3C). Resolves nvidia/Cosmos3-Nano -> Cosmos3Config without regressing Cosmos25/GEN3C/Cosmos.
2026-07-13 03:22:26 -07:00
SolitaryThinker
12f94fd6e7
[feat]: Cosmos3 pipeline (Cosmos3OmniDiffusersPipeline)
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Pipeline class with: _remap_ckpt_key static method (verbatim port from pipeline_cosmos3.py:319-409, 14-rule checkpoint remap UND/GEN split + lm_head skip); _set_flow_shift method with lazy UniPCMultistepScheduler construction; diffuse() with sequential 3-mode CFG denoising loop + I2V velocity_mask + image_latent re-injection (ported from pipeline_cosmos3.py:883-1033); forward() with T2I/T2V/I2V mode dispatch + flow_shift selection (ported from pipeline_cosmos3.py:1037-1206); 4 helper-method stubs raise NotImplementedError. Dual inheritance (nn.Module, ComposedPipelineBase) matches upstream pattern.
2026-07-13 03:21:44 -07:00
SolitaryThinker
facd035b97
[feat]: Cosmos3 DiT skeleton (Cosmos3VFMTransformer + Cosmos3LanguageModel)
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Ports math (compute_mrope_position_ids_text/_vision, patchify, unpatchify) verbatim from vllm-omni transformer_cosmos3.py:113-177,1009-1036. Module tree (language_model.layers.*.self_attn.{q,k,v,o}_proj + gen_layers.*.cross_attention.* + vae2llm + llm2vae + time_embedder + norm_moe_gen) exposes the parameter names the checkpoint converter targets. All layer forward() raise NotImplementedError until weights publish; module instantiation + state-dict key tests pass.
2026-07-13 03:21:44 -07:00
SolitaryThinker
c3c6c0cb2d
[test]: Cosmos3 local-test parity scaffold (Tier A, 15 tests)
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Adds 8 CPU-only parity test files + conftest stubs (StubScheduler, StubCosmos3VAE, StubCosmos3Transformer) under tests/local_tests/cosmos3/ mirroring the vllm-omni reference at tests/diffusion/models/cosmos3/conftest.py. All 15 tests skip until the FastVideo modules land (subsequent commits). Reference: vllm-omni PR #3454 @ 8536f5b1421f.
2026-07-13 03:21:44 -07:00
Mac Lee
1ea2517e22
[ci]: extend LoRA training CI timeout ( #1589 )
2026-07-13 02:47:28 -07:00
Mook and SolitaryThinker
0c63528c59
[perf] Cache RoPE position-embedding tables across denoising steps ( #1442 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-13 02:34:51 -07:00
b063f8ca41
[feat] Fix FLUX.1-dev port: native RoPE, parity tests, SSIM reference ( #1321 )
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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
William Lin
e7fff0173a
[bugfix]: benchmark_weight_loading_comparison.py — iterate safe_open via .keys() ( #1378 )
2026-07-12 22:50:45 -07:00
Shreejith SG and H1yori233
d82abc271e
[feat] Add GLM-Image inference support ( #1030 )
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Co-authored-by: H1yori233 <k1kong@ucsd.edu >
2026-07-12 22:42:42 -07:00
Guian Fang and SolitaryThinker
970409962f
[feat] Add AnyFlow any-step video distillation (pretrain + on-policy) ( #1371 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-12 02:32:08 +00:00
Raghav K
055586703d
[perf]: register a real backward for FA2 default + masked/varlen custom ops (training-under-compile) ( #1388 )
2026-07-12 00:45:27 +00:00
Mac Lee
5d89f86675
[ci] Stop forcing FA4 in model-load lanes ( #1561 )
2026-07-11 14:10:36 -07:00
Satyam Srivastava
19a51a1fe6
[ci] Trigger performance benchmarks for performance code changes ( #1583 )
2026-07-10 20:21:33 -07:00
William Lin
d3232cea5a
[ci]: gate the full-suite trigger on pre-commit and docs build ( #1572 )
2026-07-11 02:56:49 +00:00
Raghav K and SolitaryThinker
0c90c8c24d
[bugfix] nvfp4: cast fp32 inputs to bf16 instead of asserting ( #1488 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-10 21:39:17 +00:00
Mingjia Huo and Claude Fable 5
4c08ffce49
[feat] World model training using third person games ( #1443 )
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Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
2026-07-10 05:09:07 +00:00
Atharv Ramesh
af4a77553c
[ci]: add SSIM reference bootstrap flow ( #1522 ) ( #1547 )
2026-07-10 01:49:38 +00:00
alexzms and SolitaryThinker
c096fda1eb
[docs] Add LTX-2.3 distilled inference run configs (t2v/i2v × 5+2/8+3 × resolutions) ( #1568 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-09 18:53:12 +00:00
William Lin
8f47e85be0
[bugfix]: retry remote image downloads in load_image ( #1570 )
2026-07-09 07:33:24 -07:00
William Lin
90d3bd19eb
[infra] Deliver per-job Buildkite env to Modal CI at runtime, not as image layers ( #1569 )
2026-07-09 06:33:37 -07:00
Mac Lee and SolitaryThinker
afb4f7d3c5
[ci]: emit v2 performance result schema ( #1551 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-09 06:11:15 +00:00
02e1143f22
[feat] Add Kandinsky-5 T2V/I2V pipeline support ( #1471 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: leffff <levnovitskiy@gmail.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-07 14:43:30 -07:00
Kared and SolitaryThinker
e2f4d1a7b5
[feat]: add SwanLab tracker ( #1461 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-07 08:35:38 +00:00
Kaiqin Kong and SolitaryThinker
f037351146
[feat] Add Clean-history Teacher Forcing and Causal Consistency Distillation ( #1505 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-07 08:13:11 +00:00
Mac Lee and SolitaryThinker
1ee11e08dc
[ci]: add performance fingerprint cohorts ( #1546 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-07 07:24:00 +00:00
595f0ea60e
[feat] Add DreamX-World 5B Cam and AR pipelines ( #1538 )
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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
d921832cd2
[misc]: reserve CPU/memory for timing-sensitive Modal CI lanes ( #1566 )
2026-07-06 22:13:53 -07:00
William Lin
629697629a
[bugfix]: free CUDA memory between train-framework model tests (LongCat OOM on L40S) ( #1565 )
2026-07-06 21:27:30 -07:00
William Lin
a25313beec
[ci]: wire fastvideo/tests/ops/ into the unit-test lane ( #1559 )
2026-07-06 12:07:26 -07:00
William Lin
dbde64385b
[bugfix]: bump FA4 pin to the CuTe DSL 4.6 compatible rev ( #1564 )
2026-07-06 12:06:59 -07:00
William Lin
9d909f5f04
[test]: remove dead and duplicate tests (-489 lines) ( #1556 )
2026-07-05 15:53:40 -07:00
William Lin
76b0550c15
[ci]: run pre-commit on fork PRs without manual approval ( #1555 )
2026-07-05 14:18:16 -07:00
William Lin
384c1e9493
[misc]: update reseed-performance-baseline skill for the hf_store move ( #1545 follow-up) ( #1553 )
2026-07-05 14:16:55 -07:00
William Lin
b1dbcc93f6
[misc]: reformat fastvideo/performance to the repo yapf config ( #1554 )
2026-07-05 14:16:20 -07:00
William Lin
b93833772e
[ci]: guard against test directories no CI lane collects ( #1552 )
2026-07-05 14:07:38 -07:00
Mac Lee
30b523edd6
[ci] Normalize performance stage component metrics ( #1475 ) ( #1550 )
2026-07-05 14:05:26 -07:00
Mac Lee and SolitaryThinker
6aab7f3832
[ci] cover Hunyuan 1.5 chat-list text preprocessing ( #1518 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-05 12:05:25 -07:00
Mac Lee
9cd53fe5f8
[ci] Add metric-specific performance thresholds ( #1545 )
2026-07-05 12:04:33 -07:00
Mac Lee
6a32cf3a5e
[ci]: expose LoRA extraction slash command ( #1542 )
2026-07-05 06:45:31 -07:00
William Lin
98be9b3da2
[bugfix]: address the three remaining #1447 review findings ( #1549 )
2026-07-05 06:43:27 -07:00
Mac Lee
c53e85b767
[ci] Add v2 performance benchmark config identity fields ( #1544 )
2026-07-05 06:18:15 -07:00
William Lin
40a8bd2d3b
[bugfix]: skip ThunderKittens kernels on aarch64 and document the kernel build matrix ( #1548 )
2026-07-05 06:13:11 -07:00