Release MiniMax H3 W4A8 runtime and artifacts for Radeon RDNA4

Pinned upstream checkpoint downloads, Paiton gfx1201 artifacts, one-command ComfyUI launch, continuous 15-second video/audio example and matched stock benchmarks. No model weights are mirrored.

.dockerignore

@@ -0,0 +1,6 @@
+outputs
+paiton-videos
+paiton-h3-data
+**/__pycache__
+**/*.pyc
+.git

.gitattributes

@@ -33,3 +33,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+artifacts/minimax_h3_projections_gfx1201.so filter=lfs diff=lfs merge=lfs -text
+assets/comfyui-workflow.png filter=lfs diff=lfs merge=lfs -text
+assets/fox-15s-contact-sheet.jpg filter=lfs diff=lfs merge=lfs -text
+assets/fox-15s-poster.jpg filter=lfs diff=lfs merge=lfs -text
+assets/fox-15s.mp4 filter=lfs diff=lfs merge=lfs -text
+assets/generation-performance.png filter=lfs diff=lfs merge=lfs -text

BENCHMARKS.md

@@ -0,0 +1,236 @@
+# Continuous 15-second qualification
+
+| Matched Turbo8, 15.08-second clip | Stock | Paiton |
+| --- | ---: | ---: |
+| Complete playable MP4 | 399.40 s | **332.85 s** |
+| Pipeline before file encoding | 385.60 s | 318.98 s |
+| Fixed-length clips per hour | 9.01 | **10.82** |
+| Generated video seconds per wall second | 0.0378 | 0.0453 |
+
+
+16.66% lower latency, 19.99% higher throughput. One fox warmup and two measured fresh requests at seed 771 per engine. The 362-frame clip is a single generation, not the earlier three-clip comparison reel. All video/audio latents and paired MP4s are identical.
+
+| Component, measured mean seconds | Stock | Paiton |
+| --- | ---: | ---: |
+| conditioning | 21.718 | 10.821 |
+| sampling | 317.987 | 262.296 |
+| video decode | 42.521 | 42.473 |
+| audio decode | 3.345 | 3.370 |
+| encode mux | 13.800 | 13.873 |
+
+One **32 GB R9700** is required. Long-clip sampled driver memory reached **30.34 GiB**. We tested **16 GB system RAM with 4 GB swap**; lifetime process RSS reached 12.09 GiB, and up to 1.24 GiB of process swap was sampled. **24 GB or more host RAM is recommended** for the browser, longer requests and other applications. Allow **60 GB free disk** for the approximately 6 GB image, 33.96 GB selected weights, caches and outputs. Both adapters share the large components and total 35.92 GB of checkpoint files. Use SSD storage. Filesystems without hard-link support can require another 34 GB for duplicate cache copies.
+
+| Peak memory across these runs, GiB | Stock | Paiton |
+| --- | ---: | ---: |
+| Torch peak allocation | 10.653 | 7.805 |
+| Torch peak reservation | 16.418 | 10.197 |
+| Sampled driver VRAM | 30.283 | 30.338 |
+| Sampled host RSS | 11.616 | 11.457 |
+| Process lifetime RSS high-water mark | 12.091 | 11.752 |
+| Sampled process swap | 0.488 | 1.239 |
+
+Driver telemetry is sampled every 0.5 seconds and may miss brief peaks. Torch allocation, reservation and driver measurements overlap. No GPU clocks or profile settings were changed. See [long raw timings](assets/long15-timings.csv) and [complete public measurement data](assets/long15-results.json), including temperatures, per-phase disk reads and sampled GPU energy. Device energy is not wall energy. Phase loading costs remain inside the clock; disk reads are not a direct measurement of PCIe transfer time.
+
+The 20% end-to-end latency engineering target remains unmet; the 19.99% throughput gain is a different metric.
+
+The stock baseline uses the prior v4 image; the release image uses the extended v5 artifact. A file-hash and dependency-version comparison confirms identical stock implementation, model/VAE code, CLI, checkpoint lock and dependency lock. The artifact extends the accepted token count and retains existing arithmetic. Image identities and parity evidence are retained with this release.
+
+---
+
+# MiniMax H3 qualification — 8 September 2026
+
+H3 produces local video and native audio on one 32 GB Radeon AI PRO R9700.
+The final compiled denoiser fuses Turbo residuals, paired SwiGLU and RDNA4
+INT8 attention. The **20% end-to-end latency objective remains unmet**.
+Nothing is published; this is a local review package.
+
+## Matched complete-generation results
+
+Both engines use the exact pinned W4A8 FL2VA denoiser, NVFP4-storage/FP16 Qwen3-VL
+intermediate encoder, INT8 video VAE/BF16 compute, FP32 audio VAE and matching
+Turbo adapter. Canvas 864×480, 124 frames, 24 fps, batch one. Euler/simple,
+BasicGuider, no CFG second forward, shifts 6/3, and exactly four/eight NFEs.
+Audio is jointly generated. Smart memory, Dynamic VRAM, two offload streams,
+`--fast-disk`, 2 GB reserve and hardware profile are matched.
+
+| Preset | Stock seconds | Paiton seconds | Lower latency |
+|---|---:|---:|---:|
+| Turbo4 | 64.15 s | 54.38 s | 15.24% |
+| Turbo8 | 95.83 s | 80.60 s | 15.89% |
+
+| Preset / prompt / seed | Stock measured seconds | Paiton measured seconds |
+|---|---|---|
+| Turbo4 / barista / 772 | 65.2211, 63.7795 | 54.9004, 54.0661 |
+| Turbo4 / pouring_water / 773 | 63.7140, 63.8874 | 54.3518, 54.1864 |
+| Turbo8 / barista / 772 | 96.3074, 95.9004 | 80.9720, 80.1997 |
+| Turbo8 / pouring_water / 773 | 95.6352, 95.4844 | 80.8519, 80.3818 |
+
+| Preset / engine | Warm before encoding, s | Playable clips/hour | Video seconds/wall second | First clip after setup, s | Setup/import/model creation, s |
+|---|---:|---:|---:|---:|---:|
+| Turbo4 / stock | 59.939 | 56.118 | 0.080540 | 109.160 | 18.321 |
+| Turbo4 / paiton | 50.174 | 66.205 | 0.095017 | 103.771 | 16.207 |
+| Turbo8 / stock | 91.738 | 37.566 | 0.053914 | 141.431 | 17.327 |
+| Turbo8 / paiton | 76.479 | 44.664 | 0.064101 | 129.472 | 14.052 |
+
+One fox warmup precedes two measured requests each for barista and pouring
+water. Fresh conditioning runs every time. Timing starts before conditioning
+and ends after the playable MP4 is written, including H.264 encoding/AAC mux.
+Diagnostic latent saving is outside the boundary. Downloads, builds, imports
+and model construction are separate. An existing filesystem/runtime cache is
+not a completely cold installation. The GPU ran one workload at a time; no
+power/profile/clock changes occurred. Sample size is small and fixed, without
+a general performance guarantee. Four-step versus eight-step speed is not
+counted as a Paiton gain.
+
+## Reproduce the measured multi-prompt suite
+
+After downloading both Turbo profiles, copy the bundled fixed cases into the
+persistent data directory and run each engine sequentially:
+
+```sh
+cp benchmark-cases.json "${PAITON_H3_DATA:-$PWD/paiton-h3-data}/benchmark-cases.json"
+./launch.sh --stop
+./run.sh benchmark --preset turbo4 --engine stock --runs 5 \
+  --cases /data/benchmark-cases.json --output /outputs/stock4-suite
+./run.sh benchmark --preset turbo4 --engine paiton --runs 5 \
+  --cases /data/benchmark-cases.json --output /outputs/paiton4-suite
+./run.sh report /outputs/stock4-suite --measured 1 2 3 4
+./run.sh report /outputs/paiton4-suite --measured 1 2 3 4
+```
+
+Repeat with `--preset turbo8` and different output directories. These five
+cases are fox warmup, barista twice, then pouring water twice; each prompt is
+encoded again. Never overwrite an earlier measurement directory.
+
+## Components, residency and memory
+
+| Mean component, seconds | Turbo4 stock | Turbo4 Paiton | Turbo8 stock | Turbo8 Paiton |
+|---|---:|---:|---:|---:|
+| conditioning | 5.2890 | 2.7132 | 4.7460 | 2.6402 |
+| sampling | 34.3590 | 27.1853 | 66.7529 | 53.5448 |
+| video_decode | 17.1231 | 17.1474 | 17.0965 | 17.1059 |
+| audio_decode | 3.1371 | 3.0995 | 3.1109 | 3.1597 |
+| encode_mux | 4.2101 | 4.2018 | 4.0936 | 4.1218 |
+
+| Measured peak across both presets, GiB | Stock | Paiton |
+|---|---:|---:|
+| Sampled driver VRAM | 31.110 | 30.534 |
+| Torch allocation | 4.955 | 4.151 |
+| Torch reservation | 7.064 | 4.973 |
+| Sampled process RSS | 9.517 | 9.428 |
+| Process lifetime RSS high-water mark | 9.562 | 9.601 |
+| Sampled process swap | 0.393 | 0.000 |
+
+Driver/host telemetry is sampled every 0.5 seconds and can miss short peaks.
+AIMDO weights sit largely outside Torch's allocator. These memory columns are
+not additive. The host has 15.5 GiB usable RAM and a SATA SSD; pinned H2D was
+about 11 GiB/s and direct SSD reads about 553 MB/s. Selected dynamic scheduling
+is feasible on this 16 GB host. Larger host caches caused swapping; no extra
+pinned-memory cache is in the package.
+
+The hot denoiser stays resident. Component disk-read counts are retained for
+every phase; loading and transfers are included in those clocks. Loader
+staging/execution overlap, so phase movement is not reported as an invented
+separate additive duration. A representative hot denoiser profile showed one
+20.2 microsecond HtoD event and flat disk counters; its transfer byte count was
+unavailable. This is not denoiser block streaming on every evaluation. Smaller
+intermediate allocations reduce dynamic eviction and conditioning reloads.
+
+| Mean phase disk reads, decimal GB | Turbo4 stock | Turbo4 Paiton | Turbo8 stock | Turbo8 Paiton |
+|---|---:|---:|---:|---:|
+| conditioning | 2.421 | 0.804 | 1.978 | 0.766 |
+| sampling | 2.636 | 2.136 | 2.674 | 2.049 |
+| video_decode | 2.435 | 2.430 | 2.422 | 2.421 |
+| audio_decode | 0.257 | 0.257 | 0.257 | 0.257 |
+
+Measured maximum temperatures were 59°C core, 86°C hotspot, 75°C memory. AUTO/COMPUTE was unchanged. Raw sampled clocks, power, host and driver telemetry remain with the local evidence.
+
+## Correctness and quality
+
+All ten paired clips, including both warmups, have bit-equal video/audio
+latents and byte-identical MP4 files. All decoded files have 124 distinct
+frames, 864×480 and 24 fps. Video lasts 5.1667 s. Generated audio is 165600
+samples at 32000 Hz (5.175 s); AAC decoding returns 165888 samples because of
+padding and the muxed audio duration is about 5.167 s. Do not describe the clip
+as exactly five seconds or its track endings as exactly sample aligned.
+
+- Four-step fox: coherent motion/anatomy, natural birds/water confirmed by the
+  reviewer. Four-step barista: coherent cup handoff; reviewer confirmed clear
+  speech and reasonable lip synchronization. Those listening confirmations
+  cover these clips, not all prompts or the separate eight-step adapter.
+- Four-step pouring: two bottles instead of the requested one. Flow/glass are
+  coherent, but prompt adherence fails on object count. AAC has two channel
+  samples at/above full scale (peak about 1.00053).
+- Eight-step pouring: one bottle with pronounced foam and incomplete final
+  placement. AAC has five full-scale/overshoot channel samples (peak about
+  1.02007). The native waveform reaches its decoder clamp. No normalization,
+  audio replacement or mixing hides these shared limitations.
+- No exact duplicated frames or nonfinite outputs were found. Contact sheets
+  and private comparison reels are retained. Visual inspection covers these
+  fixed prompts; a single numerical score is not proof of broad quality.
+
+Equality is with the selected lossy quantized stock path, not full-precision
+original H3. The pruned AdaLN fit, W4 weights, encoder quantization, INT8 VAE and
+step-distilled adapters all have their own quality limits. Hosted context
+processing/2K regeneration are absent. Other workloads/settings are unqualified.
+
+## Compiler/runtime validation and evidence
+
+Seven ROCm artifact tests pass: complete projection outputs, boundary token
+counts, W4/SwiGLU handling, Turbo residual scales 1/16 and 1, dense attention,
+graph replay and the earlier FLUX projection ABI. Stock quantizers, adapter
+GEMMs, scheduler, RNG consumption, positions, packing and normalization remain
+intact. Four-step clips exercise 600 residual, 200 SwiGLU and 200 attention
+calls; eight-step clips exercise twice those counts. Unsupported cases retain
+native fallback. Both engines execute the packaged ComfyUI four-step graph;
+its decoded media matches the CLI. UI cache reuse is a functional check, not a
+fresh-prompt performance sample.
+
+The selected artifact is:
+`minimax_h3_projections_gfx1201.so`, 838384 bytes, SHA-256
+`06c7232319e48b8332e75f7980ee4a6e596dad7d99a2875640858a94f14aca56`.
+
+Immutable checkpoint revisions/sizes/SHA-256: [checkpoints.lock.json](checkpoints.lock.json).
+Raw per-run timing, memory, file hashes and case data:
+[Turbo4 JSON](benchmark-data/container-turbo4-fused-v4.json),
+[Turbo4 CSV](benchmark-data/container-turbo4-fused-v4.csv),
+[Turbo8 JSON](benchmark-data/container-turbo8-fused-v4.json),
+[Turbo8 CSV](benchmark-data/container-turbo8-fused-v4.csv).
+Each engine's exact local image identity is in these records. Turbo4 stock
+uses the preceding local image; its stock runner, CLI, checkpoint lock,
+dependency lock and native H3 model/VAE code were SHA-256-verified identical.
+Both images share the immutable base and pinned dependencies. The image change
+adds Paiton's unit-scale adapter entry point. Turbo8 uses the final image for
+both engines.
+
+The binary is supplied in the local bundle; no public artifact endpoint exists.
+Compiler rebuilds preserve generated sources, but HIP build identities can
+change ELF hashes. The manifest pins the tested binary rather than promising
+bit-reproducible ELF output. Commands/raw telemetry, retained clips, contact
+sheets and unpublished demos remain local/private.
+
+## Earlier experiments and rejected paths
+
+Projection-only Paiton averaged 92.39 s versus 96.43 s stock (4.19%). New
+profiling exposed adapter scaling/addition and attention costs; fusing those
+operations produced the present result. Earlier baseline/reference records
+remain alongside final data and are not current release claims.
+
+Attention scheduling/packing and exact residual/SwiGLU fusion improved complete
+clips. Wider tiles, extra pipeline stages, alternate attention barriers and
+video-decoder graph capture lost or did not help. A 4 GiB host cache saved only
+about 1.3 s and caused process swap, so it was rejected. Selective decoder
+projections saved about one second but changed pixels (RMSE .00189); fused
+RMS/RoPE and tile batching also introduced numerical variants for small gains.
+These decoder changes were not promoted.
+
+Published group-wise INT4/SVDQuant checkpoints inspected during this round use
+different model/layout/runtime assumptions; CUDA/A100/4090 claims do not
+establish gfx1201 support. A bounded 11.34 GB uncalibrated INT8-donor-to-W4A4
+conversion did run native RDNA4 INT4 WMMA and produced a coherent clip, but
+changed image detail/composition. Its approximately 7 s denoiser evaluations
+were slower than the compiled W4A8 path. This probe is not a release checkpoint
+and does not rule out calibrated group-wise INT4 with residual correction.
+Original weights were preserved; selected release files require no local
+conversion. No larger inference machine, hosted generation or paid resources
+were used.

Dockerfile

@@ -0,0 +1,28 @@
+# syntax=docker/dockerfile:1.7
+# Publishable artifact/dependency image. ComfyUI is installed from its
+# pinned upstream source only in the end user's local image (Dockerfile.local).
+FROM ghcr.io/eliovp/paiton-vllm-plugin@sha256:c56baf54aca1ad229829c1de26e8792806608e65ee9d06ee210b79cd49f70bc9
+HEALTHCHECK NONE
+LABEL org.opencontainers.image.title="Paiton MiniMax H3 RDNA4 artifacts and dependencies" \
+      dev.paiton.gpu.arch="gfx1201" \
+      org.opencontainers.image.source="https://github.com/Eliovp-BV/paiton-vllm-plugin" \
+      org.opencontainers.image.version="minimax-h3-rdna4-v1.0.0"
+ENV PYTHONPATH=/opt/h3:/opt/h3-deps:/opt/paiton/venv-site-packages:/opt/paiton/site-packages \
+    PAITON_H3_DATA=/data PAITON_COMFY_ROOT=/opt/comfyui \
+    HF_HOME=/data/cache HF_HUB_CACHE=/data/cache/hub \
+    TRITON_CACHE_DIR=/data/cache/triton TORCHINDUCTOR_CACHE_DIR=/data/cache/inductor \
+    XDG_CACHE_HOME=/data/cache/xdg \
+    VLLM_USE_PAITON_PLATFORM=0 VLLM_DISABLE_PAITON_PLATFORM=1 \
+    MIOPEN_FIND_MODE=FAST HF_HUB_DISABLE_TELEMETRY=1
+COPY requirements.lock.txt /opt/h3/requirements.lock.txt
+COPY paiton_video /opt/h3/paiton_video
+COPY artifacts /opt/h3/artifacts
+RUN test -s /opt/h3/artifacts/minimax_h3_projections_gfx1201.so
+COPY checkpoints.lock.json extra_model_paths.yaml LICENSE NOTICE THIRD_PARTY_NOTICES.md /opt/h3/
+COPY LICENSES /opt/h3/LICENSES
+
+RUN python3 -c 'import torch; assert torch.version.hip; print(torch.__version__)'
+RUN python3 -c 'import importlib.util; assert importlib.util.find_spec("comfy") is None; assert importlib.util.find_spec("comfyui_frontend_package") is None'
+WORKDIR /outputs
+ENTRYPOINT ["python3", "-m", "paiton_video"]
+CMD ["--help"]

Dockerfile.local

@@ -0,0 +1,17 @@
+# syntax=docker/dockerfile:1.7
+# Built locally by launch.sh. Do not upload this combined image.
+ARG PAITON_H3_BASE_IMAGE=ghcr.io/eliovp/paiton-vllm-plugin:minimax-h3-rdna4-v1.0.0
+FROM ${PAITON_H3_BASE_IMAGE}
+LABEL dev.paiton.distribution="local-assembly-only"
+RUN python3 -m pip install --no-cache-dir --no-deps --target /opt/h3-deps -r /opt/h3/requirements.lock.txt
+RUN git init /opt/comfyui \
+    && git -C /opt/comfyui remote add origin https://github.com/Comfy-Org/ComfyUI.git \
+    && git -C /opt/comfyui fetch --depth 1 origin efa6c8f804bff78b46a0fd458ebd2e47bba07a30 \
+    && git -C /opt/comfyui checkout --detach FETCH_HEAD \
+    && test "$(git -C /opt/comfyui rev-parse HEAD)" = efa6c8f804bff78b46a0fd458ebd2e47bba07a30 \
+    && rm -rf /opt/comfyui/.git
+RUN git clone --depth 1 --branch v1.51.10 https://github.com/Comfy-Org/ComfyUI_frontend.git /opt/comfyui-frontend-source \
+    && test "$(git -C /opt/comfyui-frontend-source rev-parse HEAD)" = e7d1c7fc6823e330fdab524610b0000394cb1dbc \
+    && rm -rf /opt/comfyui-frontend-source/.git
+COPY comfyui/paiton_h3 /opt/comfyui/custom_nodes/paiton_h3
+COPY comfyui/workflows /opt/comfyui/custom_nodes/paiton_h3/example_workflows

LICENSE

@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

LICENSES/ComfyUI-GPL-3.0.txt

@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received.  You must make sure that they, too, receive
+or can get the source code.  And you must show them these terms so they
+know their rights.
+
+  Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+  For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software.  For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+  Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so.  This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software.  The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable.  Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products.  If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+  Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary.  To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Use with the GNU Affero General Public License.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU Affero General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the special requirements of the GNU Affero General Public License,
+section 13, concerning interaction through a network will apply to the
+combination as such.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time.  Such new versions will
+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.

LICENSES/MiniMax-H3-Community.txt

@@ -0,0 +1,84 @@
+MiniMax H3 COMMUNITY LICENSE AGREEMENT
+MiniMax H3 release date/License date: August 2, 2026.
+The scope of this License Agreement (this “Agreement”) is expressly limited to the “Applicable Territory” as defined below.
+By clicking to accept, or by using, reproducing, modifying, distributing, running, or displaying any portion or element of the MiniMax H3 Works (including through any Hosted Services) in any manner, you acknowledge and accept the terms of this Agreement, and this Agreement shall take immediate effect upon the occurrence of such act.
+I.  Definitions
+1. “Acceptable Use Policy” means the policy published by MiniMax in Exhibit A.
+2. “Agreement” means the terms and conditions set forth herein that govern the use, reproduction, distribution, modification, running, and display of the MiniMax H3 Works or any portion or element thereof.
+3. “Applicable Territory” means worldwide, excluding the Excluded Territories.
+4. “Documentation” means the specifications, manuals, and documentation concerning MiniMax H3 that are publicly released by MiniMax.
+5. “Excluded Territories” means the European Union, the United Kingdom, the Republic of Korea and the United States of America.
+6. “MiniMax H3” means the video generation model, together with its software and algorithms, including trained model weights, parameters (including optimizer states), machine-learning model code, inference-supporting code, and other elements thereof made publicly available by Us, as released at https://huggingface.co/MiniMaxAI/MiniMax-H3.
+7. “MiniMax H3 Works” means (i) the Materials, (ii) the Model Derivatives, and (iii) all derivatives thereof.
+8. “Hosted Services” means hosted services provided via application programming interfaces (APIs), web access, or any other electronic or remote means.
+9. “Licensee,” “you,” or “your” means the natural or legal person exercising rights and/or using the MiniMax H3 Works for any purpose in any field of use under this Agreement.
+10. “Materials” means, collectively, MiniMax H3 and the Documentation (and any portion thereof), in each case as made available by MiniMax under this Agreement and proprietary to MiniMax.
+11. “Model Derivatives” means all of the following: (i) any modification of MiniMax H3 or any Model Derivative thereof; (ii) any work based on MiniMax H3 or any Model Derivative thereof; or (iii) any other machine learning model created by transferring the patterns of the weights, parameters, operational patterns, or Outputs of MiniMax H3 or any Model Derivative thereof to another model, such that the latter model exhibits behavior similar to MiniMax H3 or its Model Derivatives, including by distillation methods, methods using intermediate data representations, or methods based on training using synthetic-data Outputs generated by MiniMax H3 or its Model Derivatives. For the avoidance of doubt, Outputs are not deemed Model Derivatives.
+12. “Output” means any result of operating or otherwise using MiniMax H3 or any Model Derivatives (including through Hosted Services).
+13. “Third Party” means any natural or legal person that is not under common control with us or with you.
+14. “Including” means “including but not limited to.”
+15. “We,” “Us”  or  “MiniMax” means Nanonoble Pte. Ltd..
+II.  Grant of Rights
+Solely within the Applicable Territory, we grant you a non-exclusive, non-transferable, royalty-free, limited license to use, reproduce, distribute, create derivative works (including Model Derivatives), and modify the Materials in accordance with the terms of this Agreement and the Acceptable Use Policy, based on the intellectual property and other rights owned by MiniMax that are embodied in or used by the Materials. You shall not violate (or encourage or permit any person to violate) any term of this Agreement or the Acceptable Use Policy.
+We will continuously evaluate the applicable laws, regulations and compliance requirements for the Excluded Territories. In the meantime, should any person in such Excluded Territories be interested in deploying our models, you are welcome to contact us about obtaining a license, which will be granted based on robust controls and guardrails for purposes of complying with the laws, regulations and compliance requirements of the Excluded Territories.
+III.  Distribution and Redistribution
+Subject to and conditioned on your continuing compliance with this Agreement, including its territorial restrictions and the Acceptable Use Policy, and solely within the Applicable Territory, you may distribute or make available the MiniMax H3 Works to Third Parties within the Applicable Territory; provided, that all of the following conditions are met:
+1. You must provide a copy of this Agreement to all such Third Parties who receive the MiniMax H3 Works or use your products or services related thereto;
+2. You must cause any modified files to carry prominent notices stating that you have modified such files;
+3. You are encouraged to:
+  a. display a notice on any product or service developed using MiniMax H3 indicating that the product or service is “Powered by MiniMax H3”;
+  b. add an AI-generation identifier to files produced using generative AI models including MiniMax H3; and
+  c. publish at least one technical blog post or a public statement describing your experience using MiniMax H3 Works;
+4. All distributions to Third Parties (other than through Hosted Services) must be accompanied by a “NOTICE” text file containing the following notice:
+  “MiniMax H3 is licensed under the MiniMax H3 Community License Agreement, Copyright © 2026 MiniMax. All Rights Reserved.”
+You may add your own copyright notices on your modifications; except as provided in this Section and in Section V, however, you may not impose additional or different terms and conditions on the use, reproduction, or distribution of your modifications or of any aggregate Model Derivatives, and your use, reproduction, modification, distribution, running, and display of the work must otherwise comply with the terms and conditions of this Agreement (including the provisions concerning the Applicable Territory). If you receive the MiniMax H3 Works from a Licensee as part of an integrated end-user product, the provisions of Section III of this Agreement do not apply to you, but Section V and Exhibit A remain applicable.
+IV.  Additional Commercial Terms
+1. You shall obtain a separate, prior written authorization from MiniMax by contacting api@minimax.io with the subject line “MiniMax H3 licensing - authorization request”, if your commercial products and services generate more than 20 million US dollars (or equivalent in other currencies) in yearly revenue.
+2. You shall prominently display “MiniMax H3”on the user interface of commercial product or service that uses MiniMax H3 or MiniMax H3 Works.
+V. Use Restrictions
+1. Your use of the MiniMax H3 Works must comply with applicable laws and regulations (including trade-compliance laws and regulations) and must comply with the Acceptable Use Policy for the MiniMax H3 Works, which is incorporated into this Agreement by reference.
+2. Before providing access to the MiniMax H3 Works or any product, service, or Hosted Service incorporating them, you must bind each recipient or user to enforceable terms at least as protective as the use restrictions in this Section V and Exhibit A, and you must notify each recipient or user that those restrictions apply.
+3. You may not use the MiniMax H3 Works or any of their Outputs or results to improve any other artificial intelligence model (other than MiniMax H3 or its Model Derivatives).
+4. You may not use, reproduce, modify, distribute, or display the MiniMax H3 Works or any of their Outputs or results outside the Applicable Territory. Any such use outside the Applicable Territory is not authorized by this Agreement.
+5. If you provide or make available to any Third Party a product, service, or Hosted Service that permits the generation of Outputs using MiniMax H3 or any Model Derivative, you must, before making that product or service available and throughout its operation, implement, maintain, test, and periodically review reasonable and proportionate technical and organizational safeguards designed to prevent and mitigate access, uses, and Outputs that violate this Section V or Exhibit A, including uses or Outputs that infringe, misappropriate, or otherwise violate any Third Party’s intellectual-property or other rights. You must not knowingly disable, materially weaken, or permit the circumvention of those safeguards. You must maintain a reasonably accessible mechanism for reporting suspected violations. Upon receiving a good-faith report or otherwise obtaining actual knowledge of a violation, you must promptly investigate and take reasonable steps within your control to stop or mitigate the violation, including removing or disabling access to offending content or services and suspending or terminating repeat violators where appropriate. You are responsible for implementing and enforcing these requirements with respect to your products, services, systems, users, and downstream recipients.
+VI.  Intellectual Property
+1. Subject to MiniMax’s rights in the MiniMax H3 Works (and the intellectual property therein), and to your compliance with the terms and conditions of this Agreement, as between you and MiniMax, you will own the derivative works and modifications of the Materials that you have created or had created, as well as any Model Derivatives.
+2. Except for the limited license expressly granted in this paragraph, no trademark license is granted under this Agreement; with respect to MiniMax H3 Works, the Licensee may not use any name or mark owned by or associated with MiniMax or any of its affiliates, except as reasonably and customarily necessary to describe and distribute the MiniMax H3 Works. MiniMax hereby grants you a license to use the “MiniMax H3” mark (the “Mark”) within the Applicable Territory solely for the purpose of complying with Section III.3; provided, that you comply with all applicable trademark-protection laws. All goodwill arising from your use of the Mark shall inure to the benefit of MiniMax.
+3. If you bring or assert any suit or other legal proceeding (including a cross-claim or counterclaim in any action) against us or any other natural or legal person alleging that the Materials, any Output, or any portion of the foregoing infringes any intellectual property right or other right owned by you or for which you can obtain a license, all licenses granted to you under this Agreement will terminate as of the date such suit or proceeding is filed. You shall defend, indemnify, and hold us harmless against any Third-Party claim arising out of or related to the use or distribution of the MiniMax H3 Works by you or by any Third Party.
+4. MiniMax claims no rights over the Outputs you generate. You and your users are entirely responsible for the Outputs and any subsequent use thereof.
+VII.  Disclaimers and Limitations of Liability
+1. We have no obligation to support, update, provide training for, or develop any further version of the MiniMax H3 Works, or to grant any license with respect thereto.
+2. UNLESS AND ONLY TO THE EXTENT REQUIRED BY APPLICABLE LAW, THE MINIMAX H3 WORKS AND ANY OUTPUT AND RESULTS THEREFROM ARE PROVIDED “AS IS” WITHOUT ANY EXPRESS OR IMPLIED WARRANTIES OF ANY KIND INCLUDING ANY WARRANTIES OF TITLE, MERCHANTABILITY, NONINFRINGEMENT, COURSE OF DEALING, USAGE OF TRADE, OR FITNESS FOR A PARTICULAR PURPOSE. YOU ARE SOLELY RESPONSIBLE FOR DETERMINING THE APPROPRIATENESS OF USING, REPRODUCING, MODIFYING, PERFORMING, DISPLAYING OR DISTRIBUTING ANY OF THE MINIMAX H3 WORKS OR OUTPUTS AND ASSUME ANY AND ALL RISKS ASSOCIATED WITH YOUR OR A THIRD PARTY’S USE OR DISTRIBUTION OF ANY OF THE MINIMAX H3 WORKS OR OUTPUTS AND YOUR EXERCISE OF RIGHTS AND PERMISSIONS UNDER THIS AGREEMENT.
+3. TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, IN NO EVENT SHALL MINIMAX OR ITS AFFILIATES BE LIABLE UNDER ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, TORT, NEGLIGENCE, PRODUCTS LIABILITY, OR OTHERWISE, FOR ANY DAMAGES, INCLUDING ANY DIRECT, INDIRECT, SPECIAL, INCIDENTAL, EXEMPLARY, CONSEQUENTIAL OR PUNITIVE DAMAGES, OR LOST PROFITS OF ANY KIND ARISING FROM THIS AGREEMENT OR RELATED TO ANY OF THE MINIMAX H3 WORKS OR OUTPUTS, EVEN IF MINIMAX OR ITS AFFILIATES HAVE BEEN ADVISED OF THE POSSIBILITY OF ANY OF THE FOREGOING.
+VIII.  Term and Termination
+1. This Agreement is effective from the moment you accept this Agreement or begin accessing the Materials, and, subject to your compliance with its terms and conditions, will remain in effect until terminated as provided herein.
+2. If you breach any term or condition of this Agreement, we have the right to terminate this Agreement. Upon termination, you must immediately cease accessing, using, and distributing the MiniMax H3 Works; delete or destroy all copies within your possession or control; and notify each downstream recipient that your authorization has ended. The obligations in the preceding sentence and Sections VI.1, VI.3, VII, and IX survive termination.
+IX.  Governing Law and Jurisdiction
+1. This Agreement, and any dispute arising out of or related to this Agreement, shall be governed by the laws of the Hong Kong Special Administrative Region of the People’s Republic of China, without regard to its conflict-of-laws rules. The United Nations Convention on Contracts for the International Sale of Goods does not apply to this Agreement.
+2. Any dispute arising out of or related to this Agreement shall be subject to the exclusive jurisdiction of the courts of the Hong Kong Special Administrative Region of the People’s Republic of China with competent jurisdiction. Both MiniMax and the Licensee hereby consent to the exclusive jurisdiction of such courts for any such dispute.
+Additional Note: Please note that the encoder of MiniMax H3 uses Qwen3-VL-32B, which is licensed under Apache 2.0 License: https://github.com/QwenLM/Qwen3-VL/blob/main/LICENSE.
+
+Exhibit A — Acceptable Use Policy
+MiniMax reserves the right to update this Acceptable Use Policy from time to time.
+Last revised: August 2, 2026.
+MiniMax is committed to promoting the safe and fair use of its tools and features, including MiniMax H3. You agree not to use MiniMax H3, any Model Derivatives, or any Output in any of the following ways:
+1. Use outside the Applicable Territory;
+2. Use in any manner that violates any applicable national, federal, state, local, or international law, regulation, or other legal requirement, or that infringes, misappropriates, or otherwise violates any Third Party’s intellectual-property or other proprietary rights, including through unauthorized reproduction, distribution, public display, public performance, or creation of derivative works;
+3. Use in any manner that may harm yourself or others;
+4. Use to repurpose or distribute the Outputs of MiniMax H3 or any Model Derivatives in order to harm yourself or others;
+5. Use to circumvent or bypass any safety guardrails or safeguards we have implemented;
+6. Use in any manner that exploits or harms, or intends to exploit or harm, minors;
+7. Use to generate or disseminate verifiably false information and/or content for the purpose of harming others or influencing elections;
+8. Use to manufacture or facilitate false online engagement, including fake reviews and other means of false online engagement;
+9. Use to intentionally defame, disparage, or otherwise harass others;
+10. Use to generate and/or disseminate malware (including ransomware) or any other content intended to damage electronic systems;
+11. Use to generate or disseminate personally identifiable information for the purpose of harming others;
+12. Use to generate or disseminate information (including images, code, posts, or articles) in or to any public environment (including via bot tweets or similar means) without clearly and prominently disclosing that such information and/or content is machine-generated;
+13. Use to impersonate another person without that person’s consent, authorization, or lawful right to do so;
+14. Use to make high-risk automated decisions in critical domains that affect individual safety, rights, or well-being (such as law enforcement, immigration, healthcare or medical services, critical-infrastructure management, product-safety components, essential services, credit, employment, housing, education, social scoring, or insurance);
+15. Use in any manner that violates or disregards the social, ethical, or moral standards of other countries or regions;
+16. Use to carry out, assist, threaten, incite, plan, advocate for, or encourage violent extremism or terrorism;
+17. Use for any purpose intended to discriminate against, or harm, individuals or groups based on protected characteristics or categories, online or offline social behavior, or known or predicted personality traits;
+18. Use to intentionally exploit the vulnerabilities of specific populations based on age, social, physical, or psychological characteristics, so as to materially distort the behavior of a member of that group in a manner that causes, or is likely to cause, physical or psychological harm to that person or to others;
+19. Use for military purposes;
+20. Use to engage in any unauthorized or unlicensed professional activity, including but not limited to financial, legal, medical or healthcare, or other professional practice.

LICENSES/Triton-MIT.txt

@@ -0,0 +1,23 @@
+/*
+* Copyright 2018-2020 Philippe Tillet
+* Copyright 2020-2022 OpenAI
+*
+* Permission is hereby granted, free of charge, to any person obtaining
+* a copy of this software and associated documentation files
+* (the "Software"), to deal in the Software without restriction,
+* including without limitation the rights to use, copy, modify, merge,
+* publish, distribute, sublicense, and/or sell copies of the Software,
+* and to permit persons to whom the Software is furnished to do so,
+* subject to the following conditions:
+*
+* The above copyright notice and this permission notice shall be
+* included in all copies or substantial portions of the Software.
+*
+* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+* EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+* MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
+* IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY
+* CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
+* TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
+* SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+*/

LICENSES/comfy-kitchen-Apache-2.0.txt

@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Support. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright (c) 2025 Comfy Org. All rights reserved.
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

NOTICE

@@ -0,0 +1,13 @@
+Paiton MiniMax H3 runtime integration
+Copyright ElioVP
+
+The compiled artifact runtime includes AITemplate-derived host support.
+Copyright (c) Meta Platforms, Inc. and affiliates.
+Triton-generated host/device code retains the notice in LICENSES/Triton-MIT.txt.
+
+MiniMax H3 is developed by MiniMax. Weights are downloaded separately from
+the immutable upstream checkpoints listed in checkpoints.lock.json.
+This package does not imply endorsement by MiniMax or the quantization authors.
+
+MiniMax H3 is licensed under the MiniMax H3 Community License Agreement,
+Copyright © 2026 MiniMax. All Rights Reserved.

README.md

@@ -0,0 +1,127 @@
+---
+license: other
+license_name: minimax-h3-community-license-agreement
+license_link: https://huggingface.co/MiniMaxAI/MiniMax-H3/blob/42ed227ee7df40d41602854ae760620d6eb651fe/LICENSE
+base_model: MiniMaxAI/MiniMax-H3
+base_model_relation: quantized
+library_name: paiton
+pipeline_tag: text-to-video
+inference: false
+tags:
+  - paiton
+  - amd
+  - rocm
+  - rdna4
+  - gfx1201
+  - compiled-model
+  - video-generation
+  - audio-video-generation
+  - w4a8
+---
+
+# MiniMax H3 W4A8 with Paiton on Radeon AI PRO R9700
+
+**Runtime package and compiled artifacts; no model weights are mirrored here.**
+This package executes upstream quantized MiniMax H3 FL2VA with H3 Turbo on one
+32 GB gfx1201 GPU. Original checkpoints download from their pinned publishers.
+The Paiton runtime bindings use Apache-2.0; H3 and its derivatives retain the
+custom community license above. See the complete third-party notices.
+
+<video controls preload="metadata" src="https://huggingface.co/EliovpAI/MiniMax-H3-W4A8-Paiton-RDNA4/resolve/main/assets/fox-15s.mp4" poster="https://huggingface.co/EliovpAI/MiniMax-H3-W4A8-Paiton-RDNA4/resolve/main/assets/fox-15s-poster.jpg"></video>
+
+Create **video with native stereo audio** locally on one **Radeon AI PRO R9700, 32 GB**. The included workflow generates a continuous **15.08-second, 864×480 clip at 24 fps**. Powered by MiniMax H3.
+
+Paiton takes **332.85 seconds** versus **399.40 seconds** for the matched stock request: **16.66% lower end-to-end latency** and **19.99% more clips per hour**. Fresh conditioning, video/audio decoding and writing a playable MP4 are included. All three paired long clips have equal video/audio latents and byte-identical MP4s.
+
+## Start ComfyUI with one command
+
+```bash
+git clone --depth 1 https://github.com/Eliovp-BV/paiton-vllm-plugin.git && cd paiton-vllm-plugin && ./models/MiniMax-H3/launch.sh
+```
+
+Open [ComfyUI](http://127.0.0.1:8190/?paiton=1). The first visit opens the connected **Turbo8 15-second workflow**. Edit the prompt and click **Run**. Choose **paiton** or **stock** in **MiniMax H3 Engine**. Keep the seed fixed when comparing engines.
+
+![Included workflow](assets/comfyui-workflow.png)
+
+The helper pulls the versioned GHCR artifact image, prepares pinned ComfyUI components locally, verifies the model downloads and starts the interface. Models and caches persist in `~/.local/share/paiton/minimax-h3/` (or your XDG data directory); videos go to `~/paiton-videos/`. Both paths are independent of the working directory. Subsequent launches reuse the local image and model cache. Ports bind to localhost.
+
+From this model directory, `./launch.sh --logs` follows startup and `./launch.sh --stop` stops H3 while preserving caches, videos and user settings. `PAITON_H3_DATA`, `PAITON_H3_OUTPUTS` and `PAITON_H3_PORT` override those defaults. Stop other GPU generation workloads before starting H3.
+
+With weights already present, the first 15-second requests took **423.6 s stock** and **381.0 s Paiton**, after process setup. First download, verification, local image preparation and a cold disk/runtime cache add time. One **32 GB R9700** is required. Long-clip sampled driver memory reached **30.34 GiB**. We tested **16 GB system RAM with 4 GB swap**; lifetime process RSS reached 12.09 GiB, and up to 1.24 GiB of process swap was sampled. **24 GB or more host RAM is recommended** for the browser, longer requests and other applications. Allow **60 GB free disk** for the approximately 6 GB image, 33.96 GB selected weights, caches and outputs. Both adapters share the large components and total 35.92 GB of checkpoint files. Use SSD storage. Filesystems without hard-link support can require another 34 GB for duplicate cache copies.
+
+## Choose a workflow
+
+| Workflow | Output | Purpose |
+| --- | --- | --- |
+| `turbo8-15s.json` | 362 frames, 15.0833 s | Default continuous scene; eight evaluations |
+| `turbo8.json` | 124 frames, 5.1667 s | Shorter eight-step scene |
+| `turbo4.json` | 124 frames, 5.1667 s | Faster four-step alternative with a quality tradeoff |
+
+All use 864×480, 24 fps and native 32 kHz stereo. Find them in the included workflow templates or load the JSON from `comfyui/workflows/`. H3 snaps frame counts upward to its `17k+5` grid: requesting 360 frames produces 362. It does not produce exactly 15.000 seconds at this setting.
+
+To add the faster short preset, run `./run.sh download --profile turbo4` and open `turbo4.json`. To install only Turbo4 initially, use `PAITON_H3_PRESET=turbo4 ./launch.sh` and open the URL printed by the launcher.
+
+## Terminal generation
+
+Stop the interface before launching a separate GPU pipeline:
+
+```bash
+./launch.sh --stop
+./run.sh download --profile turbo8
+./run.sh generate --engine paiton --preset turbo8 --frames 362 \
+  --prompt 'A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.' \
+  --seed 771 --output /outputs/fox-15s
+```
+
+The clip is saved as `~/paiton-videos/fox-15s/clip-0.mp4`. For a faster short request use `--preset turbo4 --frames 124` after downloading its adapter. `generate` includes startup for each new process; benchmark mode keeps the pipeline loaded.
+
+## Reproduce the comparison
+
+```bash
+./launch.sh --stop
+./run.sh benchmark --engine stock --preset turbo8 --frames 362 --output /outputs/stock-15s
+./run.sh benchmark --engine paiton --preset turbo8 --frames 362 --output /outputs/paiton-15s
+./run.sh report /outputs/paiton-15s
+./run.sh inspect /outputs/paiton-15s/clip-2.mp4 --output /outputs/paiton-15s/quality
+```
+
+Each benchmark performs one warmup and two measured requests, encoding the prompt afresh every time. It retains commands, MP4s, raw timings, latent tensors and telemetry. Use fresh output directories and run the engines sequentially with the same settings. ComfyUI's node cache may reuse identical requests, so cached UI timings are a separate scenario.
+
+| Matched Turbo8, 15.08-second clip | Stock | Paiton |
+| --- | ---: | ---: |
+| Complete playable MP4 | 399.40 s | **332.85 s** |
+| Pipeline before file encoding | 385.60 s | 318.98 s |
+| Fixed-length clips per hour | 9.01 | **10.82** |
+| Generated video seconds per wall second | 0.0378 | 0.0453 |
+
+
+The earlier three-prompt qualification also measured the short presets:
+
+| Matched preset, 5.17-second clip | Stock | Paiton | Lower latency |
+| --- | ---: | ---: | ---: |
+| Turbo4, four evaluations | 64.15 s | 54.38 s | 15.24% |
+| Turbo8, eight evaluations | 95.83 s | 80.60 s | 15.89% |
+
+
+Full settings, component times, memory definitions, per-run data and quality limits are in [BENCHMARKS.md](BENCHMARKS.md).
+
+## Requirements and supported scope
+
+- Linux x86-64, Docker Engine with Compose, and working `/dev/kfd` and `/dev/dri` access for gfx1201.
+- Pinned Torch **2.12.0+rocm7.14.0**, Triton **3.7.1 ROCm**, ComfyUI commit `efa6c8f804bff78b46a0fd458ebd2e47bba07a30`, kitchen **0.2.33** and AIMDO **0.5.2**. The container setup supplies the software; the host supplies the AMD driver.
+- A single GPU, batch one, Euler/simple, shifts video/audio 6/3, BasicGuider and exactly four or eight denoiser evaluations. The qualified long preset uses eight.
+- Component scheduling uses smart memory, Dynamic VRAM, two transfer streams, `--fast-disk` and a 2 GB GPU reserve. Avoid `--high-ram` on the tested 16 GB host.
+
+The denoiser uses upstream pruned FL2VA W4A8 weights. The required Qwen3-VL-32B intermediate-state encoder uses NVFP4/AWQ storage with FP16 computation; it is not replaced by a smaller model. The video VAE uses INT8 weights/BF16 computation and audio VAE remains FP32. Both compared engines use the same quantized checkpoints and Turbo adapter. Original full-precision quality parity is unproven.
+
+The 15-second fox scene retains a consistent subject and continuous movement. The reviewer confirmed natural audio throughout. Short dialogue also passed listening review. Four-step pouring duplicates a bottle; eight-step pouring has excessive foam and incomplete placement. The pouring clips contain a brief native audio transient. These are retained limitations, not fixes applied to the soundtrack.
+
+Hosted context processing, 2K regeneration, image/reference conditioning, larger canvases, other GPUs and unlisted durations/presets are outside this qualification. Unsupported kernel shapes fall back to native operations; loading is not proof of practical performance for those settings.
+
+## Downloads, artifacts and licenses
+
+[checkpoints.lock.json](checkpoints.lock.json) records immutable upstream revisions, sizes and SHA-256 values. Downloads preserve original bytes and reuse the persistent cache. No checkpoint conversion or calibration is required locally. `./run.sh download --verify-only --rehash` verifies complete files. Optional reference weights under `--profile all` need substantially more disk.
+
+The GHCR artifact image is `ghcr.io/eliovp/paiton-vllm-plugin:minimax-h3-rdna4-v1.0.0`. The private compiler is not required. `Dockerfile` reproduces that artifact image when the binary from the release bundle is present; `Dockerfile.local` prepares the complete ComfyUI engine locally. `./launch.sh --build` rebuilds both from the bundle. The combined local image is not a distribution artifact.
+
+MiniMax H3 uses a custom community license with territory and commercial-scale restrictions. Obtain the applicable rights before downloading or using its derivatives. Upstream model and encoder terms remain applicable; this runtime package does not relicense them. See [THIRD_PARTY_NOTICES.md](THIRD_PARTY_NOTICES.md), retained licenses and [MiniMax's license](https://huggingface.co/MiniMaxAI/MiniMax-H3/blob/42ed227ee7df40d41602854ae760620d6eb651fe/LICENSE).

SHA256SUMS

@@ -0,0 +1,67 @@
+15ab71c25ab4c1424cd31886a83477bffbff4ba2d73e744a57396914ca9ca806  .dockerignore
+91fbf180a066ef988923e41f522331de4736d07e9d6caec0780362deef7b71a1  BENCHMARKS.md
+57cf198f0cbad834dbccb6fb3397ee91e2fabc382e8bb438fe2ab09d06f52795  Dockerfile
+d77d5ad217baf52bc39fa8752b3fcaf04027b0f953969c964f4e835fb8edb326  Dockerfile.local
+c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4  LICENSE
+3972dc9744f6499f0f9b2dbf76696f2ae7ad8af9b23dde66d6af86c9dfb36986  LICENSES/ComfyUI-GPL-3.0.txt
+bfbcb14b8ae22b2ff0b9eb9a7151d37d9411851a1be651023c7709091e0eec8f  LICENSES/MiniMax-H3-Community.txt
+92640fb97222fd0a698ff28ce0c3782c172623f8d6c609b557636a80f28fb946  LICENSES/Triton-MIT.txt
+cd1c9ea1573c9047e9b5a3676ecc1c8f755e56f249ac1ebd8b5ceda7899037da  LICENSES/comfy-kitchen-Apache-2.0.txt
+0437f03a89777ae6d8c4d235f1f432236b1b85bfa5e10d8505cea20d97bd8e69  NOTICE
+1253a645b6e2cf768173a051b27e209ac6fb3dd14a5a54dfdd6f6795dcf12af3  README.md
+be5560b79e4272c9b024b5fd5e1cbdfe78ee5b1d453f0a9eb28b5884c4c2e9c2  THIRD_PARTY_NOTICES.md
+74b0d2aceae79573ee1b2cb4b9eae785a157465f3697b78038f9a426cf563396  artifacts/README.md
+ae59a0e60400b893a507ea7e9c0ff0663331327841e3cc275fd451e38b9979f2  artifacts/minimax_h3_projections_gfx1201.manifest.json
+8138dda01ce0fa5923b733e0242121e9f605a405aa85d5212e0160f5b28df657  artifacts/minimax_h3_projections_gfx1201.so
+e91898cb1b0ad81e89a5ad043ba45d594845debb7d32e4de295a1223d050a10f  assets/comfyui-workflow.png
+e144bdb9643a83da6cd8aa7d22c476d7cd03c7fbdb3ce17f9e577410f99e2f48  assets/fox-15s-contact-sheet.jpg
+69a20b18cc6f663f53394ffe9a509f486f94d6337b9ec4b2975dfbbe92255b2e  assets/fox-15s-poster.jpg
+3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02  assets/fox-15s.mp4
+612ec2a5cc7de80ddf410da80c2b9d4555004b6b464960df30b92f26c6688e2d  assets/generation-performance.png
+acead936d5f79174d0691a610f0b2bb8a85d75e04c581059d831a9156fc8bfd4  assets/generation-performance.svg
+e1a5f3abdca44d34813ebf6d959f0d79ddf0b648252cec9ec59f387febd9453a  assets/long15-results.json
+50e1f0b20c272beebf28bf765f0307f658435c3c7a3ec372c996fd724dd23ef2  assets/long15-timings.csv
+32795ab728bb3b0d4c1763ea98c14c4f1122933ca66b1f22158c46d0d55ebbc5  benchmark-cases.json
+533d66184d025f29fe6ca8f2ce36be48da50990f5c45c68df5aeeaee5d9c3d0c  benchmark-data/comfyui-media-parity.json
+0afb5a1d3e8550b87757369f47084175765ae36d46a0b1d87355465d5244d6a0  benchmark-data/container-turbo4-fused-v4.csv
+fb664a94fb56211acacd599c2672fb71af4ebe0cb32122e9bcf7ae9b9d54774a  benchmark-data/container-turbo4-fused-v4.json
+b08e87d70a312f665c585790a07f8b5e8f7281193f5155bffa96c96c82565907  benchmark-data/container-turbo8-fused-v4.csv
+101ace1ee51260672f04aaae6e418989aa64d8c9e1cde184ac580ccd04527408  benchmark-data/container-turbo8-fused-v4.json
+4d29bb0752a5e275d2678a846cd03940280e3ae27214b868c7cb33e6275553b8  benchmark-data/container-turbo8.csv
+722b0cb3d825bc617aa871f3314657c090d32ebdce380a26300303c21dd99a5b  benchmark-data/container-turbo8.json
+aaca9338b066578abdd74554a92f6b0c22c485c36450a4383be35ae62db8695d  benchmark-data/fox-turbo8.csv
+8f9be6515d3eb5cb6c2619ae1936e04b4e8db986256a7db1d88841f5f1595db1  benchmark-data/fox-turbo8.json
+6ce7c1772827a74d487af8f4c20d3ed2d001236a12335e316c7cfbbc9e4c72cb  benchmark-data/long15-parity.json
+6284c1a9f656c04010564b0157444d021761499f80d02708b671d7012c7ec420  benchmark-data/paiton-runtime-final-parity.json
+9488d44442a1f49084ee30da700002f324239194e4155f517e39151a2e07a51b  benchmark-data/quality-turbo4-fused-v4.json
+03ee514154532907ea973a63ac52ae6a16d816c062945452410786a1285b88b5  benchmark-data/quality-turbo8-fused-v4.json
+5d83d48a8095d3cb0794f594830e5e63095ef1351fe3587351b3f62e45e0c169  benchmark-data/quality-turbo8.json
+4d89e2f2b12125303c2108bd7c398a4fa07c8fd8d82bcf801410df8c7e7449f5  benchmark-data/stock-runtime-parity-final.json
+9592966266abcde3dd2a5275a3a677706116b8306b6ff61797e6e2f3cff0a828  benchmark-data/stock-runtime-parity.json
+a79216c07a86a940338930d57b4af05b689db488b5b041632d2460db9acd2a12  checkpoints.lock.json
+fc2a70d10cd0c71bf3deb58ff8a5418e9a69b4a0d3cad9688ac74b74f8943e99  comfyui/paiton_h3/__init__.py
+c614b29a752408ab7972106d5b3dd609d8a540403f0dfeb7c246d9830254aedf  comfyui/paiton_h3/web/start.js
+b919bc201c6295870ce34d0b8f457d1113f427bc8e2accadc104e2b35eead311  comfyui/workflows/base20.api.json
+ea2d536b4c0d50e2d2752e122ab3c4616fa70b892bf0881d09f892531128920d  comfyui/workflows/turbo4.api.json
+8f6323b0bbba0881132294d363b4204ba15ef49ecd17279035c408d0752f8c79  comfyui/workflows/turbo4.json
+0bacc31f5a99d6532c92e2eaf23418d83bb2c9907e444f5f155eeb1f98281d5e  comfyui/workflows/turbo8-15s.json
+19f00a2d5fd0af00304fdb6117ffc7372766436d6d32f91a84453542ab7703da  comfyui/workflows/turbo8.api.json
+8efd28754178fc8133bd60a689d4f234916c08f02ac16a2441fca92d3faca286  comfyui/workflows/turbo8.json
+42f394c74d8b5302dec4fbec799fac80cf267bee3f62117927a5d94465dd5148  compose.yaml
+27e39af59135c2ec94edd6d33c8184fc832dda0376c2388d05d444de2bacaeeb  extra_model_paths.yaml
+f81a0a43611f7bf549388f5227d85e4ef82bad0c89789cfa144057780fce726a  image.sh
+d5901a5369245f8662330f1f4e60183bf25de791742c58a804f8cae5d4a35162  launch.sh
+74e01ccae099f077e27fdb2bb7dd71be63aec3c4a5e0b9b7b2c04eefb1430f93  paiton-minimax-h3-rdna4-v1.0.0.tar.gz
+3eb1479a760b21ae8ee583f38c6877b8d41a58633335b11ba34aad8a7e83107e  paiton-minimax-h3-rdna4-v1.0.0.tar.gz.sha256
+d51d76441675dd2a376437953b8494c0a5ecfbbf9ab286c8bc1c9cd81f77ca09  paiton_video/__init__.py
+459e30df38a8dbdfe60125b835bb39c49fce96b0487b19eed5b28b7bc7bc0b0e  paiton_video/__main__.py
+1b807c7ad73db44dc84e96002e0f79bfd9bbcae836770adef17815bf28485c7c  paiton_video/download.py
+edb5fc5adb140b628a7aaf89ee365adb40451a8da0c6eb7c6efbc4bc14671454  paiton_video/fusions.py
+f115fcda25e1d18805d46af63989f767ce22f9b340d370be60cbbfd6a2ca1d43  paiton_video/inspect_clip.py
+d3d9cb745d6f7ea7c18916b76091202dcbc259b81b882637ff52f15604a46943  paiton_video/projection.py
+fabf4a929ef892788f042960e1d8a4c66c07bbfec48a945df6044c110311986c  paiton_video/qualification.py
+506127e62cde36721986581c93e06d2f830585546c2b67a0d1a8d70db352d5a1  paiton_video/report_runs.py
+74c81f434b91b3b1e9329b0b2fc4eb3b736ee545447df0a9b490cec214f6abd3  prompts.json
+4361448a15677014461a914c90a6bf40cecb7d85330395929eb2b4bfc892d48a  release.lock.json
+1b681ec6df21eeaca636378132681531db9b44cdedc40de5f311b46d4689e75c  requirements.lock.txt
+db1916df84251ec2a03594b5ec7ef22b3c7c5575009e309ffd06c195c0636aa7  run.sh

THIRD_PARTY_NOTICES.md

@@ -0,0 +1,51 @@
+# Third-party notices and local assembly
+
+The GHCR candidate contains independently compiled Paiton artifacts, public
+Python bindings and an existing pinned ROCm base. New H3 dependencies,
+including GPL-3.0 AIMDO and codec wheels, are installed only during local assembly. It does not contain ComfyUI core,
+the ComfyUI frontend, model weights or private compiler source. `launch.sh`
+pulls that image and builds a second image locally from pinned upstream
+ComfyUI sources. This locally assembled image is not a publication artifact.
+
+| Component | License/source |
+|---|---|
+| H3 base and derivative weights | [MiniMax H3 Community License](https://huggingface.co/MiniMaxAI/MiniMax-H3/blob/42ed227ee7df40d41602854ae760620d6eb651fe/LICENSE), retained in LICENSES |
+| Qwen3-VL-32B encoder ancestry | [Original Qwen model card](https://huggingface.co/Qwen/Qwen3-VL-32B-Instruct/tree/0cfaf48183f594c314753d30a4c4974bc75f3ccb) declares Apache-2.0; see the quantization provenance note below |
+| ComfyUI core | [GPL-3.0](https://github.com/Comfy-Org/ComfyUI/tree/efa6c8f804bff78b46a0fd458ebd2e47bba07a30), full source in the local image |
+| ComfyUI frontend | [GPL-3.0](https://github.com/Comfy-Org/ComfyUI_frontend/tree/e7d1c7fc6823e330fdab524610b0000394cb1dbc), matching source/build files in the local image |
+| AIMDO memory manager | [comfy-aimdo 0.5.2](https://github.com/Comfy-Org/comfy-aimdo), installed locally | GPL-3.0 |
+| comfy-kitchen | [Apache-2.0](https://github.com/Comfy-Org/comfy-kitchen/tree/e9ea99cf2f0af1d0c49c04690d4153a91c2b8668) |
+| Paiton Python bindings and launch recipes | Apache-2.0, LICENSE and NOTICE |
+| AITemplate-derived artifact host runtime | Apache-2.0, Meta Platforms notices |
+| Triton-generated code | MIT, retained notice |
+| Torch, ROCm and inherited dependencies | Notices retained in the pinned public base image |
+
+H3's community license has territory and commercial-scale restrictions;
+quantization and a Turbo adapter do not remove them. Obtain applicable H3
+rights before downloading or using its derivatives. An adapter's Apache-2.0
+metadata does not relicense the base model. This package does not establish
+general authorization to redistribute converted H3 weights.
+
+The Comfy encoder identifies the cybermotaz NVFP4 conversion as its source.
+That [publisher's pinned card](https://huggingface.co/cybermotaz/Qwen3-VL-32B-Instruct/tree/dfcab1395094f56d3c78ba472158284def0fc278)
+labels its terms "Qwen License" and links to a missing LICENSE file, while the
+original Qwen card declares Apache-2.0. This metadata discrepancy is retained
+for the redistribution review; no new license grant from this package is
+implied. The selected Comfy encoder bytes remain pinned and unchanged and are
+downloaded directly from its publisher; this package does not redistribute them.
+
+The local engine loads the artifact into a process using GPL-3.0 ComfyUI.
+The source-based local assembly follows the distinction between private use
+and distribution in the [GNU licensing FAQ](https://www.gnu.org/licenses/gpl-faq.en.html#GPLRequireSourcePostedPublic).
+This packaging approach does not grant permission to redistribute the combined
+local image. Redistributors must independently satisfy the licenses of the
+combination; supplying only ComfyUI source does not settle a linked artifact's
+corresponding-source obligations. The independently distributed artifact has
+no ComfyUI code or linkage dependency; it exports tensor kernel entry points.
+
+The H3 fusion artifact also contains a modified D128 INT8 attention kernel and
+required fragment helpers derived from comfy-kitchen v0.2.33
+(e9ea99cf2f0af1d0c49c04690d4153a91c2b8668), Copyright (c) 2025 Comfy Org.,
+Apache License 2.0. Changes include prepacked K/V fragments, query tiling,
+native U8 packing and instruction scheduling. The original attention
+quantization and online softmax arithmetic are retained.

artifacts/README.md

@@ -0,0 +1,9 @@
+# Qualified gfx1201 artifact
+
+The local review bundle includes `minimax_h3_projections_gfx1201.so` and its
+SHA-256-checked manifest. The runtime checks the hash, target and ABI before
+loading it. The binary is generated and is not tracked as compiler source.
+A source checkout requires the separately supplied review artifact before
+building the runtime image; no public artifact download has been published.
+
+See the package's THIRD_PARTY_NOTICES.md before distributing a combined image.

artifacts/minimax_h3_projections_gfx1201.manifest.json

@@ -0,0 +1,150 @@
+{
+  "artifact": {
+    "filename": "minimax_h3_projections_gfx1201.so",
+    "sha256": "8138dda01ce0fa5923b733e0242121e9f605a405aa85d5212e0160f5b28df657",
+    "size_bytes": 842528
+  },
+  "binary_abi_version": 1,
+  "capability_version": 1,
+  "h3_fusion_abi_version": 1,
+  "h3_fusions": [
+    "turbo_bf16_residual_1_16_and_unit",
+    "paired_bf16_swiglu",
+    "dense_int8_attention_d128"
+  ],
+  "h3_max_tokens": 49152,
+  "h3_packed_projection": true,
+  "h3_projection_abi_version": 1,
+  "h3_residual_scales": [
+    0.0625,
+    1.0
+  ],
+  "interface": {
+    "tensors": [
+      {
+        "dtype": "uint8",
+        "name": "a",
+        "roles": [
+          "input"
+        ],
+        "shape_values": [
+          [
+            15456
+          ],
+          [
+            5376
+          ]
+        ]
+      },
+      {
+        "dtype": "bfloat16",
+        "name": "output",
+        "roles": [
+          "output"
+        ],
+        "shape_values": [
+          [
+            15456
+          ],
+          [
+            28672
+          ]
+        ]
+      },
+      {
+        "dtype": "float32",
+        "name": "sa",
+        "roles": [
+          "input"
+        ],
+        "shape_values": [
+          [
+            15456
+          ]
+        ]
+      },
+      {
+        "dtype": "float32",
+        "name": "sw",
+        "roles": [
+          "input"
+        ],
+        "shape_values": [
+          [
+            28672
+          ]
+        ]
+      },
+      {
+        "dtype": "uint8",
+        "name": "w",
+        "roles": [
+          "input"
+        ],
+        "shape_values": [
+          [
+            28672
+          ],
+          [
+            5376
+          ]
+        ]
+      }
+    ]
+  },
+  "manifest_version": 1,
+  "memory_planning": {
+    "activation_blob_bytes": 0,
+    "compiler_owned_constant_bytes": 0,
+    "shared_workspace_bytes": 0,
+    "unique_workspace_bytes": 0
+  },
+  "model": {
+    "repository": "Comfy-Org/MiniMax-H3",
+    "revision": "a98869194787969724c7425d95d0ed73ce9202af",
+    "scope": "fl2va_pruned_int8_accumulation_projections",
+    "supported_storage": [
+      "int8_convrot",
+      "asym_w4a8_int8"
+    ]
+  },
+  "parallelism": {
+    "tp_size": 1
+  },
+  "target": {
+    "arch": "gfx1201",
+    "capabilities": [
+      "bf16",
+      "fp16",
+      "fp32",
+      "gfx12",
+      "int8",
+      "ocp_fp8",
+      "wave32",
+      "wmma"
+    ],
+    "family": "rdna4",
+    "fp8_format": "ocp",
+    "matrix_isas": [
+      "wmma"
+    ],
+    "max_lds_bytes": 65536,
+    "wave_size": 32
+  },
+  "toolchain": {
+    "ck_revision": "3df477638d05169dbe73f4d58e3a13ad3ca7b5da",
+    "compiler_revision": "cc106b804b4a8b01f59174bac902616099e2b598",
+    "hipblaslt": "/opt/rocm/core-7.14/lib/libhipblaslt.so.1.4",
+    "hipcc": "HIP version: 7.14.60850-0000000",
+    "packages": {
+      "paiton-vllm-plugin": null,
+      "torch": "2.12.0+rocm7.14.0",
+      "transformers": "5.15.1",
+      "triton": "3.7.1+git0263a6a6.rocm7.14.0",
+      "vllm": null
+    },
+    "python": "3.12.3",
+    "rocblas": "/opt/rocm/core-7.14/lib/librocblas.so.5.5",
+    "rocm_path": "/opt/rocm"
+  }
+}

artifacts/minimax_h3_projections_gfx1201.so

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8138dda01ce0fa5923b733e0242121e9f605a405aa85d5212e0160f5b28df657
+size 842528

assets/fox-15s.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02
+size 5690272

assets/long15-results.json

@@ -0,0 +1,453 @@
+{
+  "settings": {
+    "preset": "turbo8",
+    "scheduler": "Euler/simple",
+    "guidance": "BasicGuider (one evaluation per step)",
+    "video_shift": 6,
+    "audio_shift": 3,
+    "batch": 1,
+    "offload": "smart memory, dynamic VRAM, two streams, fast disk, 2 GB reserve"
+  },
+  "measurement": "Fresh conditioning for each request, complete H.264/AAC MP4 writing included. One warmup and two measured requests of the same prompt/seed.",
+  "image_ids": {
+    "paiton-minimax-h3:fused-v4-review": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+    "paiton-minimax-h3:local-v1.0.0": "sha256:b130c15e177c6112240da09e7e77d7cea761b2d4e19e5f683f7ef6ac22f58362"
+  },
+  "stock_runtime_identical_files": 571,
+  "engines": {
+    "stock": {
+      "records": [
+        {
+          "seconds": 423.58530087501276,
+          "pipeline_before_encoding_seconds": 409.5015952560352,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "stock",
+          "run": 0,
+          "warmup": true,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            47389.28125,
+            39532.87890625,
+            39546.109375,
+            39556.9921875,
+            39543.62109375,
+            39540.62109375,
+            39541.5390625,
+            39517.37109375
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 8.498878484601267,
+          "video_seconds_per_wall_second": 0.03560872698409327,
+          "components": {
+            "conditioning": 28.825488800008316,
+            "sampling": 333.1686155240168,
+            "video_decode": 43.115726619027555,
+            "audio_decode": 4.361871908011381,
+            "encode_mux": 14.083025324041955
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 12965388288,
+            "sampling": 13274132480,
+            "video_decode": 2507296768,
+            "audio_decode": 265981952,
+            "encode_mux": 6897664
+          },
+          "gpu_allocated_peak_bytes": 11436869120,
+          "gpu_reserved_peak_bytes": 17626562560,
+          "sampled_driver_peak_bytes": 32480808960,
+          "sampled_rss_peak_bytes": 11793178624,
+          "process_lifetime_rss_hwm_bytes": 11794833408,
+          "sampled_process_swap_peak_bytes": 524005376,
+          "sampled_gpu_energy_joules": 108513.8705521822,
+          "sampled_gpu_average_watts": 256.17949992131895,
+          "temperatures_c": {
+            "temp1_input": 57.0,
+            "temp2_input": 91.0,
+            "temp3_input": 71.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": null
+        },
+        {
+          "seconds": 400.0116519519943,
+          "pipeline_before_encoding_seconds": 386.1780639910139,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "stock",
+          "run": 1,
+          "warmup": false,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            39963.33203125,
+            39567.109375,
+            39550.54296875,
+            39514.87890625,
+            39553.50390625,
+            39556.7890625,
+            39543.79296875,
+            39560.078125
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 8.999737838716856,
+          "video_seconds_per_wall_second": 0.037707234926105344,
+          "components": {
+            "conditioning": 22.33130657300353,
+            "sampling": 317.98016516899224,
+            "video_decode": 42.51337597897509,
+            "audio_decode": 3.323443340952508,
+            "encode_mux": 13.83295258396538
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 11362435072,
+            "sampling": 2880499712,
+            "video_decode": 2443993088,
+            "audio_decode": 262791168,
+            "encode_mux": 7290880
+          },
+          "gpu_allocated_peak_bytes": 11438668288,
+          "gpu_reserved_peak_bytes": 17628659712,
+          "sampled_driver_peak_bytes": 32515661824,
+          "sampled_rss_peak_bytes": 12473020416,
+          "process_lifetime_rss_hwm_bytes": 12830040064,
+          "sampled_process_swap_peak_bytes": 193302528,
+          "sampled_gpu_energy_joules": 107724.2712213993,
+          "sampled_gpu_average_watts": 269.3028332942846,
+          "temperatures_c": {
+            "temp1_input": 59.0,
+            "temp2_input": 91.0,
+            "temp3_input": 71.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": null
+        },
+        {
+          "seconds": 398.7912128379685,
+          "pipeline_before_encoding_seconds": 385.0226329129655,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "stock",
+          "run": 2,
+          "warmup": false,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            39886.578125,
+            39575.46484375,
+            39573.70703125,
+            39586.5703125,
+            39576.41015625,
+            39563.09375,
+            39579.359375,
+            39541.125
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 9.027280150886133,
+          "video_seconds_per_wall_second": 0.03782263211366644,
+          "components": {
+            "conditioning": 21.10517598700244,
+            "sampling": 317.9929297560011,
+            "video_decode": 42.52777449297719,
+            "audio_decode": 3.36721168999793,
+            "encode_mux": 13.76798050798243
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 10736152576,
+            "sampling": 2863620096,
+            "video_decode": 2441166848,
+            "audio_decode": 257757184,
+            "encode_mux": 2531328
+          },
+          "gpu_allocated_peak_bytes": 11438668288,
+          "gpu_reserved_peak_bytes": 17628659712,
+          "sampled_driver_peak_bytes": 32440188928,
+          "sampled_rss_peak_bytes": 11412324352,
+          "process_lifetime_rss_hwm_bytes": 12982808576,
+          "sampled_process_swap_peak_bytes": 179052544,
+          "sampled_gpu_energy_joules": 107983.95404434204,
+          "sampled_gpu_average_watts": 270.77816804408036,
+          "temperatures_c": {
+            "temp1_input": 58.0,
+            "temp2_input": 90.0,
+            "temp3_input": 72.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": null
+        }
+      ],
+      "measured_runs": [
+        1,
+        2
+      ],
+      "mean_seconds": 399.4014323949814,
+      "mean_before_encoding_seconds": 385.6003484519897,
+      "clips_per_hour": 9.01348795474484,
+      "video_seconds_per_wall_second": 0.037764845365944814,
+      "components": {
+        "conditioning": 21.718241280002985,
+        "sampling": 317.9865474624967,
+        "video_decode": 42.52057523597614,
+        "audio_decode": 3.345327515475219,
+        "encode_mux": 13.800466545973904
+      },
+      "setup_seconds": 11.826112743001431
+    },
+    "paiton": {
+      "records": [
+        {
+          "seconds": 381.0111278350232,
+          "pipeline_before_encoding_seconds": 367.2038730040076,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "paiton",
+          "run": 0,
+          "warmup": true,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            40946.03515625,
+            32570.126953125,
+            32613.61328125,
+            32603.181640625,
+            32612.09375,
+            32582.349609375,
+            32602.494140625,
+            32597.107421875
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 9.4485429348373,
+          "video_seconds_per_wall_second": 0.03958764516679517,
+          "components": {
+            "conditioning": 40.59303782496136,
+            "sampling": 278.5095112210256,
+            "video_decode": 43.56852045201231,
+            "audio_decode": 4.486568441032432,
+            "encode_mux": 13.803206095995847
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 13813325824,
+            "sampling": 13536452608,
+            "video_decode": 2516598784,
+            "audio_decode": 272797696,
+            "encode_mux": 13598720
+          },
+          "gpu_allocated_peak_bytes": 8378547200,
+          "gpu_reserved_peak_bytes": 10947133440,
+          "sampled_driver_peak_bytes": 32508645376,
+          "sampled_rss_peak_bytes": 12227616768,
+          "process_lifetime_rss_hwm_bytes": 12375257088,
+          "sampled_process_swap_peak_bytes": 1330253824,
+          "sampled_gpu_energy_joules": 92521.49828839302,
+          "sampled_gpu_average_watts": 242.83148582593256,
+          "temperatures_c": {
+            "temp1_input": 59.0,
+            "temp2_input": 88.0,
+            "temp3_input": 73.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        },
+        {
+          "seconds": 333.0991834769957,
+          "pipeline_before_encoding_seconds": 319.1458328749868,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "paiton",
+          "run": 1,
+          "warmup": false,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            32712.966796875,
+            32636.853515625,
+            32633.619140625,
+            32633.759765625,
+            32641.03125,
+            32651.7890625,
+            32644.724609375,
+            32615.712890625
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 10.807591788193685,
+          "video_seconds_per_wall_second": 0.04528180818664484,
+          "components": {
+            "conditioning": 11.129513196006883,
+            "sampling": 262.3585207199794,
+            "video_decode": 42.29873049602611,
+            "audio_decode": 3.349287522956729,
+            "encode_mux": 13.95269886701135
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 5455114240,
+            "sampling": 2880598016,
+            "video_decode": 2442645504,
+            "audio_decode": 257515520,
+            "encode_mux": 4096
+          },
+          "gpu_allocated_peak_bytes": 8380346368,
+          "gpu_reserved_peak_bytes": 10949230592,
+          "sampled_driver_peak_bytes": 32574922752,
+          "sampled_rss_peak_bytes": 12302155776,
+          "process_lifetime_rss_hwm_bytes": 12618862592,
+          "sampled_process_swap_peak_bytes": 371703808,
+          "sampled_gpu_energy_joules": 90853.47183263302,
+          "sampled_gpu_average_watts": 272.7520100297919,
+          "temperatures_c": {
+            "temp1_input": 59.0,
+            "temp2_input": 86.0,
+            "temp3_input": 74.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": {
+            "residual": 2400,
+            "swiglu": 800,
+            "attention": 800
+          }
+        },
+        {
+          "seconds": 332.60668801300926,
+          "pipeline_before_encoding_seconds": 318.8128901820164,
+          "actual_frames": 362,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            482400
+          ],
+          "audio_sample_rate": 32000,
+          "audio_abs_peak": 0.07107515633106232,
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "engine": "paiton",
+          "run": 2,
+          "warmup": false,
+          "denoiser_evaluations": 8,
+          "denoiser_gpu_ms": [
+            32684.763671875,
+            32607.11328125,
+            32626.775390625,
+            32624.669921875,
+            32640.9765625,
+            32642.255859375,
+            32643.9921875,
+            32628.337890625
+          ],
+          "video_seconds": 15.083333333333334,
+          "clips_per_hour": 10.823594743408146,
+          "video_seconds_per_wall_second": 0.045348857605483205,
+          "components": {
+            "conditioning": 10.512102122011129,
+            "sampling": 262.23375083500287,
+            "video_decode": 42.64658755698474,
+            "audio_decode": 3.3905790349817835,
+            "encode_mux": 13.793151163961738
+          },
+          "phase_disk_read_bytes": {
+            "conditioning": 5123256320,
+            "sampling": 2819194880,
+            "video_decode": 2435690496,
+            "audio_decode": 256458752,
+            "encode_mux": 20480
+          },
+          "gpu_allocated_peak_bytes": 8380346368,
+          "gpu_reserved_peak_bytes": 10949230592,
+          "sampled_driver_peak_bytes": 32530407424,
+          "sampled_rss_peak_bytes": 11930005504,
+          "process_lifetime_rss_hwm_bytes": 12618862592,
+          "sampled_process_swap_peak_bytes": 366247936,
+          "sampled_gpu_energy_joules": 90832.26776814461,
+          "sampled_gpu_average_watts": 273.09212665198083,
+          "temperatures_c": {
+            "temp1_input": 59.0,
+            "temp2_input": 85.0,
+            "temp3_input": 72.0
+          },
+          "video_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+          "cumulative_fusion_calls": {
+            "residual": 3600,
+            "swiglu": 1200,
+            "attention": 1200
+          }
+        }
+      ],
+      "measured_runs": [
+        1,
+        2
+      ],
+      "mean_seconds": 332.85293574500247,
+      "mean_before_encoding_seconds": 318.9793615285016,
+      "clips_per_hour": 10.815587346232535,
+      "video_seconds_per_wall_second": 0.04531530809416873,
+      "components": {
+        "conditioning": 10.820807659009006,
+        "sampling": 262.29613577749114,
+        "video_decode": 42.472659026505426,
+        "audio_decode": 3.369933278969256,
+        "encode_mux": 13.872925015486544
+      },
+      "setup_seconds": 12.998304200009443
+    }
+  },
+  "latency_reduction_percent": 16.662057582248945,
+  "throughput_gain_percent": 19.993363285508625,
+  "mp4_all_equal": true,
+  "telemetry_note": "0.5-second samples may miss brief peaks. Torch, driver and AIMDO memory overlap. Device power excludes the host and is not a wall-energy measurement."
+}

assets/long15-timings.csv

@@ -0,0 +1,7 @@
+engine,run,warmup,seconds,pipeline_before_encoding_seconds,actual_frames,fps,denoiser_evaluations,sampled_driver_peak_bytes,sampled_rss_peak_bytes,sampled_process_swap_peak_bytes
+stock,0,True,423.58530087501276,409.5015952560352,362,24,8,32480808960,11793178624,524005376
+stock,1,False,400.0116519519943,386.1780639910139,362,24,8,32515661824,12473020416,193302528
+stock,2,False,398.7912128379685,385.0226329129655,362,24,8,32440188928,11412324352,179052544
+paiton,0,True,381.0111278350232,367.2038730040076,362,24,8,32508645376,12227616768,1330253824
+paiton,1,False,333.0991834769957,319.1458328749868,362,24,8,32574922752,12302155776,371703808
+paiton,2,False,332.60668801300926,318.8128901820164,362,24,8,32530407424,11930005504,366247936

benchmark-cases.json

@@ -0,0 +1,27 @@
+[
+  {
+    "id": "fox",
+    "seed": 771,
+    "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech."
+  },
+  {
+    "id": "barista",
+    "seed": 772,
+    "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music."
+  },
+  {
+    "id": "barista",
+    "seed": 772,
+    "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music."
+  },
+  {
+    "id": "pouring_water",
+    "seed": 773,
+    "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music."
+  },
+  {
+    "id": "pouring_water",
+    "seed": 773,
+    "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music."
+  }
+]

benchmark-data/comfyui-media-parity.json

@@ -0,0 +1,7 @@
+{
+  "video_frames": 362,
+  "decoded_video_equal": true,
+  "decoded_audio_equal": true,
+  "ui_filename": "fox-15s-paiton_00001_.mp4",
+  "audio_decoded_bytes": 3866624
+}

benchmark-data/container-turbo4-fused-v4.csv

@@ -0,0 +1,11 @@
+engine,run,case,seed,measured,seconds,pipeline_before_encoding_seconds,actual_denoiser_evaluations,mp4_sha256
+stock,0,fox,771,False,109.15953955100849,104.41552537900861,4,e5cee85ef26390625f461339fd3e26da065e0c6332834345a1ebf2daaca9114f
+stock,1,barista,772,True,65.22106057801284,61.09886122401804,4,4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c
+stock,2,barista,772,True,63.779461427999195,59.69477339100558,4,4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c
+stock,3,pouring_water,773,True,63.71396164497128,59.46305516699795,4,c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037
+stock,4,pouring_water,773,True,63.887421316991094,59.50032059295336,4,c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037
+paiton,0,fox,771,False,103.77148360898718,98.9475048930035,4,e5cee85ef26390625f461339fd3e26da065e0c6332834345a1ebf2daaca9114f
+paiton,1,barista,772,True,54.9004371810006,50.770061610033736,4,4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c
+paiton,2,barista,772,True,54.066132692969404,50.025493778986856,4,4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c
+paiton,3,pouring_water,773,True,54.35176666203188,49.98045967402868,4,c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037
+paiton,4,pouring_water,773,True,54.18644733901601,49.91906158498023,4,c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037

benchmark-data/container-turbo4-fused-v4.json

@@ -0,0 +1,684 @@
+{
+  "description": "One warmup fox and two measured fresh requests each for barista and pouring water; identical preset on both engines. Prompt-to-playable-MP4 including encoding and muxing. Fixed 864x480, 124 frames, 24 fps, native stereo audio.",
+  "image_id": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+  "artifact_sha256": "06c7232319e48b8332e75f7980ee4a6e596dad7d99a2875640858a94f14aca56",
+  "preset": "turbo4",
+  "engines": {
+    "stock": {
+      "image_id": "sha256:15a8f0a7bd589f5c86884ff4b2c7de0437b0009cbb71b580d83696a4d8cd0c51",
+      "measured_run_indices": [
+        1,
+        2,
+        3,
+        4
+      ],
+      "mean_seconds": 64.1504762419936,
+      "mean_pipeline_before_encoding_seconds": 59.93925259374373,
+      "mean_clips_per_hour": 56.11805571668384,
+      "mean_video_seconds_per_wall_second": 0.08053980218598145,
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 109.15953955100849,
+          "pipeline_before_encoding_seconds": 104.41552537900861,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.05789675936102867,
+          "image_finite": true,
+          "clips_per_hour": 32.97925233843422,
+          "video_seconds_per_wall_second": 0.047331334374604676,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 28.980748679023236,
+            "sampling": 53.17303240997717,
+            "video_decode": 18.06527746998472,
+            "audio_decode": 4.170373090018984,
+            "encode_mux": 4.7403130599996075
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12978012160,
+            "sampling": 13297254400,
+            "video_decode": 2506588160,
+            "audio_decode": 262201344,
+            "encode_mux": 9785344
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            19536.630859375,
+            8088.35595703125,
+            8123.30859375,
+            8152.9482421875
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9520492544,
+            "RssAnon_bytes": 5882191872,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32519249920,
+            "temp1_input": 60000,
+            "temp2_input": 88000,
+            "temp3_input": 68000,
+            "power1_average": 386000000
+          },
+          "sampled_host_available_min_bytes": 8330395648,
+          "torch_peak_allocated_bytes": 5311125504,
+          "torch_peak_reserved_bytes": 7568621568,
+          "process_lifetime_high_water_mark_bytes": 9552871424,
+          "aimdo_phase_end_max_bytes": 31958499328,
+          "mp4_sha256": "e5cee85ef26390625f461339fd3e26da065e0c6332834345a1ebf2daaca9114f"
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 65.22106057801284,
+          "pipeline_before_encoding_seconds": 61.09886122401804,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.3830677568912506,
+          "image_finite": true,
+          "clips_per_hour": 55.196894501492096,
+          "video_seconds_per_wall_second": 0.07921776525677107,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.297660991025623,
+            "sampling": 35.47955227200873,
+            "video_decode": 17.145149378979113,
+            "audio_decode": 3.141401369997766,
+            "encode_mux": 4.119456370011903
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2426486784,
+            "sampling": 2644578304,
+            "video_decode": 2437206016,
+            "audio_decode": 258142208,
+            "encode_mux": 892928
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            9854.734375,
+            8170.9541015625,
+            8189.6787109375,
+            8184.47314453125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9301364736,
+            "RssAnon_bytes": 5659721728,
+            "VmSwap_bytes": 421785600,
+            "mem_info_vram_used": 33404190720,
+            "temp1_input": 55000,
+            "temp2_input": 86000,
+            "temp3_input": 70000,
+            "power1_average": 338000000
+          },
+          "sampled_host_available_min_bytes": 8542261248,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10113482752,
+          "aimdo_phase_end_max_bytes": 32025608192,
+          "mp4_sha256": "4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c"
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 63.779461427999195,
+          "pipeline_before_encoding_seconds": 59.69477339100558,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.3830677568912506,
+          "image_finite": true,
+          "clips_per_hour": 56.44450297003605,
+          "video_seconds_per_wall_second": 0.08100831444773693,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.284740175004117,
+            "sampling": 34.080755204020534,
+            "video_decode": 17.146372154995333,
+            "audio_decode": 3.1536265509785153,
+            "encode_mux": 4.0840856860158965
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2418913280,
+            "sampling": 2632200192,
+            "video_decode": 2434899968,
+            "audio_decode": 256970752,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            8480.51171875,
+            8158.42529296875,
+            8192.0869140625,
+            8193.9501953125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8789168128,
+            "RssAnon_bytes": 5147590656,
+            "VmSwap_bytes": 256765952,
+            "mem_info_vram_used": 33202974720,
+            "temp1_input": 57000,
+            "temp2_input": 86000,
+            "temp3_input": 71000,
+            "power1_average": 357000000
+          },
+          "sampled_host_available_min_bytes": 9054547968,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10113482752,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c"
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 63.71396164497128,
+          "pipeline_before_encoding_seconds": 59.46305516699795,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 56.50252954069974,
+          "video_seconds_per_wall_second": 0.08109159332230056,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.290032621996943,
+            "sampling": 33.937020390003454,
+            "video_decode": 17.09939782100264,
+            "audio_decode": 3.1036550090066157,
+            "encode_mux": 4.2502682079793885
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2419392512,
+            "sampling": 2632183808,
+            "video_decode": 2434883584,
+            "audio_decode": 256970752,
+            "encode_mux": 16384
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            8342.22265625,
+            8169.4013671875,
+            8186.0703125,
+            8191.10302734375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9100001280,
+            "RssAnon_bytes": 5458423808,
+            "VmSwap_bytes": 256663552,
+            "mem_info_vram_used": 32699670528,
+            "temp1_input": 56000,
+            "temp2_input": 85000,
+            "temp3_input": 71000,
+            "power1_average": 350000000
+          },
+          "sampled_host_available_min_bytes": 8734748672,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10113482752,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037"
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 63.887421316991094,
+          "pipeline_before_encoding_seconds": 59.50032059295336,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 56.349120465166855,
+          "video_seconds_per_wall_second": 0.08087142288982281,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.283373169018887,
+            "sampling": 33.93859464803245,
+            "video_decode": 17.10138270695461,
+            "audio_decode": 3.1495449659996666,
+            "encode_mux": 4.3864783809985965
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2418802688,
+            "sampling": 2635583488,
+            "video_decode": 2434871296,
+            "audio_decode": 256970752,
+            "encode_mux": 24576
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            8333.2451171875,
+            8168.95458984375,
+            8187.58984375,
+            8197.26953125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8797261824,
+            "RssAnon_bytes": 5155684352,
+            "VmSwap_bytes": 256049152,
+            "mem_info_vram_used": 32867442688,
+            "temp1_input": 56000,
+            "temp2_input": 85000,
+            "temp3_input": 71000,
+            "power1_average": 365000000
+          },
+          "sampled_host_available_min_bytes": 9022791680,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10113482752,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037"
+        }
+      ],
+      "setup_seconds": 18.320676401956007
+    },
+    "paiton": {
+      "image_id": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+      "measured_run_indices": [
+        1,
+        2,
+        3,
+        4
+      ],
+      "mean_seconds": 54.37619596875447,
+      "mean_pipeline_before_encoding_seconds": 50.173769162007375,
+      "mean_clips_per_hour": 66.20544037447239,
+      "mean_video_seconds_per_wall_second": 0.0950170672041039,
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 103.77148360898718,
+          "pipeline_before_encoding_seconds": 98.9475048930035,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.05789675936102867,
+          "image_finite": true,
+          "clips_per_hour": 34.6916115564548,
+          "video_seconds_per_wall_second": 0.0497888869560231,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 28.764824013982434,
+            "sampling": 47.96392766496865,
+            "video_decode": 18.06892994104419,
+            "audio_decode": 4.122328147001099,
+            "encode_mux": 4.8233636309742
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12949340160,
+            "sampling": 13114171392,
+            "video_decode": 2506776576,
+            "audio_decode": 265056256,
+            "encode_mux": 7004160
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            19448.375,
+            6483.34765625,
+            6515.58447265625,
+            6537.5390625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9734025216,
+            "RssAnon_bytes": 5381521408,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32493879296,
+            "temp1_input": 59000,
+            "temp2_input": 86000,
+            "temp3_input": 66000,
+            "power1_average": 321000000
+          },
+          "sampled_host_available_min_bytes": 8729042944,
+          "torch_peak_allocated_bytes": 4450961920,
+          "torch_peak_reserved_bytes": 5328863232,
+          "process_lifetime_high_water_mark_bytes": 9736024064,
+          "aimdo_phase_end_max_bytes": 31933333504,
+          "mp4_sha256": "e5cee85ef26390625f461339fd3e26da065e0c6332834345a1ebf2daaca9114f",
+          "fusion_calls": {
+            "residual": 600,
+            "swiglu": 200,
+            "attention": 200
+          }
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 54.9004371810006,
+          "pipeline_before_encoding_seconds": 50.770061610033736,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.3830677568912506,
+          "image_finite": true,
+          "clips_per_hour": 65.57324831733494,
+          "video_seconds_per_wall_second": 0.09410975452950848,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 3.0012001320137642,
+            "sampling": 27.45435064297635,
+            "video_decode": 17.208235002995934,
+            "audio_decode": 3.0826353059965186,
+            "encode_mux": 4.129793488013092
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 813318144,
+            "sampling": 2682814464,
+            "video_decode": 2445094912,
+            "audio_decode": 261382144,
+            "encode_mux": 7536640
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            6706.20458984375,
+            6553.611328125,
+            6565.95166015625,
+            6570.81201171875
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8841506816,
+            "RssAnon_bytes": 5532069888,
+            "VmSwap_bytes": 24576,
+            "mem_info_vram_used": 32718614528,
+            "temp1_input": 57000,
+            "temp2_input": 83000,
+            "temp3_input": 71000,
+            "power1_average": 408000000
+          },
+          "sampled_host_available_min_bytes": 8530804736,
+          "torch_peak_allocated_bytes": 4457336320,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 9992998912,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c",
+          "fusion_calls": {
+            "residual": 600,
+            "swiglu": 200,
+            "attention": 200
+          }
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 54.066132692969404,
+          "pipeline_before_encoding_seconds": 50.025493778986856,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.3830677568912506,
+          "image_finite": true,
+          "clips_per_hour": 66.58512123372444,
+          "video_seconds_per_wall_second": 0.09556197954840082,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.5996140169445425,
+            "sampling": 27.106357418000698,
+            "video_decode": 17.192575729975943,
+            "audio_decode": 3.094763341010548,
+            "encode_mux": 4.040044688968919
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 788533248,
+            "sampling": 1955958784,
+            "video_decode": 2430173184,
+            "audio_decode": 258207744,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            6655.01708984375,
+            6557.79931640625,
+            6564.9951171875,
+            6571.5400390625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8688672768,
+            "RssAnon_bytes": 5378469888,
+            "VmSwap_bytes": 16384,
+            "mem_info_vram_used": 32718794752,
+            "temp1_input": 57000,
+            "temp2_input": 84000,
+            "temp3_input": 71000,
+            "power1_average": 340000000
+          },
+          "sampled_host_available_min_bytes": 8684040192,
+          "torch_peak_allocated_bytes": 4457336320,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 9992998912,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "4d2df4d5ccfc369c274c9f6a6233f5bedde42afa3085db3d196ed10d09f4e91c",
+          "fusion_calls": {
+            "residual": 600,
+            "swiglu": 200,
+            "attention": 200
+          }
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 54.35176666203188,
+          "pipeline_before_encoding_seconds": 49.98045967402868,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 66.23519751226092,
+          "video_seconds_per_wall_second": 0.09505977420741152,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.625755121000111,
+            "sampling": 27.093923309992533,
+            "video_decode": 17.111770543968305,
+            "audio_decode": 3.1214271950302646,
+            "encode_mux": 4.37071934499545
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 806264832,
+            "sampling": 1952477184,
+            "video_decode": 2427633664,
+            "audio_decode": 258207744,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            6666.10205078125,
+            6553.22705078125,
+            6557.13916015625,
+            6571.1865234375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8688685056,
+            "RssAnon_bytes": 5378482176,
+            "VmSwap_bytes": 16384,
+            "mem_info_vram_used": 32718802944,
+            "temp1_input": 56000,
+            "temp2_input": 84000,
+            "temp3_input": 71000,
+            "power1_average": 337000000
+          },
+          "sampled_host_available_min_bytes": 8772251648,
+          "torch_peak_allocated_bytes": 4455748608,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 9992998912,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037",
+          "fusion_calls": {
+            "residual": 600,
+            "swiglu": 200,
+            "attention": 200
+          }
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 54.18644733901601,
+          "pipeline_before_encoding_seconds": 49.91906158498023,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 66.43727678761996,
+          "video_seconds_per_wall_second": 0.09534979538963977,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.626215128984768,
+            "sampling": 27.086546487000305,
+            "video_decode": 17.07701485097641,
+            "audio_decode": 3.099268411984667,
+            "encode_mux": 4.266753600968514
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 806264832,
+            "sampling": 1952448512,
+            "video_decode": 2417385472,
+            "audio_decode": 248676352,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 4,
+          "nfe_gpu_ms": [
+            6660.70849609375,
+            6553.91552734375,
+            6559.0556640625,
+            6566.40625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8960118784,
+            "RssAnon_bytes": 5649915904,
+            "VmSwap_bytes": 16384,
+            "mem_info_vram_used": 32785911808,
+            "temp1_input": 57000,
+            "temp2_input": 84000,
+            "temp3_input": 71000,
+            "power1_average": 333000000
+          },
+          "sampled_host_available_min_bytes": 8485859328,
+          "torch_peak_allocated_bytes": 4455748608,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 9992998912,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "c825e1300c013411302012d3ab714416f5cdd16de90f02c8c0e4aa55be44d037",
+          "fusion_calls": {
+            "residual": 600,
+            "swiglu": 200,
+            "attention": 200
+          }
+        }
+      ],
+      "setup_seconds": 16.207133904099464
+    }
+  },
+  "stock_turbo4_uses_identical_stock_code_in_prior_image": true,
+  "latency_reduction_percent": 15.23648902678103,
+  "paired_mp4_byte_equal": [
+    true,
+    true,
+    true,
+    true,
+    true
+  ]
+}

benchmark-data/container-turbo8-fused-v4.csv

@@ -0,0 +1,11 @@
+engine,run,case,seed,measured,seconds,pipeline_before_encoding_seconds,actual_denoiser_evaluations,mp4_sha256
+stock,0,fox,771,False,141.43113727401942,136.63795254100114,8,795b60fdfd9d8a6c91239fc11292e7f4a6f23fedcbb8681ee3fc0f78328a4812
+stock,1,barista,772,True,96.307396966964,92.22247464797692,8,eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef
+stock,2,barista,772,True,95.90036653203424,91.82405902200844,8,eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef
+stock,3,pouring_water,773,True,95.63517416099785,91.59002671198687,8,1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8
+stock,4,pouring_water,773,True,95.4844312989735,91.31386561697582,8,1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8
+paiton,0,fox,771,False,129.47175975196296,124.62561351398472,8,795b60fdfd9d8a6c91239fc11292e7f4a6f23fedcbb8681ee3fc0f78328a4812
+paiton,1,barista,772,True,80.97201954800403,76.85798179201083,8,eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef
+paiton,2,barista,772,True,80.19970062799985,76.18165331799537,8,eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef
+paiton,3,pouring_water,773,True,80.85185931500746,76.65290019504027,8,1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8
+paiton,4,pouring_water,773,True,80.38181320700096,76.22333145100856,8,1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8

benchmark-data/container-turbo8-fused-v4.json

@@ -0,0 +1,724 @@
+{
+  "description": "One warmup fox and two measured fresh requests each for barista and pouring water; identical preset on both engines. Prompt-to-playable-MP4 including encoding and muxing. Fixed 864x480, 124 frames, 24 fps, native stereo audio.",
+  "image_id": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+  "artifact_sha256": "06c7232319e48b8332e75f7980ee4a6e596dad7d99a2875640858a94f14aca56",
+  "preset": "turbo8",
+  "engines": {
+    "stock": {
+      "image_id": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+      "measured_run_indices": [
+        1,
+        2,
+        3,
+        4
+      ],
+      "mean_seconds": 95.8318422397424,
+      "mean_pipeline_before_encoding_seconds": 91.73760649973701,
+      "mean_clips_per_hour": 37.565801886536676,
+      "mean_video_seconds_per_wall_second": 0.053913882337159116,
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 141.43113727401942,
+          "pipeline_before_encoding_seconds": 136.63795254100114,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.2265232801437378,
+          "image_finite": true,
+          "clips_per_hour": 25.454083657865855,
+          "video_seconds_per_wall_second": 0.036531323768233405,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 28.854015089047607,
+            "sampling": 85.54338070598897,
+            "video_decode": 18.072698399948422,
+            "audio_decode": 4.137692792981397,
+            "encode_mux": 4.792568174016196
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12979011584,
+            "sampling": 13276590080,
+            "video_decode": 2508476416,
+            "audio_decode": 267128832,
+            "encode_mux": 7368704
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            19583.8671875,
+            8105.57470703125,
+            8138.26904296875,
+            8170.75634765625,
+            8200.3037109375,
+            8217.6630859375,
+            8217.3681640625,
+            8204.40234375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9656446976,
+            "RssAnon_bytes": 5395783680,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32519254016,
+            "temp1_input": 62000,
+            "temp2_input": 90000,
+            "temp3_input": 75000,
+            "power1_average": 366000000
+          },
+          "sampled_host_available_min_bytes": 8780603392,
+          "torch_peak_allocated_bytes": 5311125504,
+          "torch_peak_reserved_bytes": 7568621568,
+          "process_lifetime_high_water_mark_bytes": 9714499584,
+          "aimdo_phase_end_max_bytes": 31958499328,
+          "mp4_sha256": "795b60fdfd9d8a6c91239fc11292e7f4a6f23fedcbb8681ee3fc0f78328a4812"
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 96.307396966964,
+          "pipeline_before_encoding_seconds": 92.22247464797692,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "clips_per_hour": 37.380306325119506,
+          "video_seconds_per_wall_second": 0.05364766185549559,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.130120354995597,
+            "sampling": 66.78753184300149,
+            "video_decode": 17.141731125011574,
+            "audio_decode": 3.128644111973699,
+            "encode_mux": 4.0842768820002675
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2291068928,
+            "sampling": 2680754176,
+            "video_decode": 2440916992,
+            "audio_decode": 257490944,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8362.36328125,
+            8166.88134765625,
+            8189.88037109375,
+            8194.220703125,
+            8204.841796875,
+            8204.2666015625,
+            8200.41015625,
+            8204.7646484375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9630232576,
+            "RssAnon_bytes": 5848043520,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32716337152,
+            "temp1_input": 58000,
+            "temp2_input": 85000,
+            "temp3_input": 74000,
+            "power1_average": 327000000
+          },
+          "sampled_host_available_min_bytes": 8299409408,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10256924672,
+          "aimdo_phase_end_max_bytes": 32025608192,
+          "mp4_sha256": "eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef"
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 95.90036653203424,
+          "pipeline_before_encoding_seconds": 91.82405902200844,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "clips_per_hour": 37.53895975775513,
+          "video_seconds_per_wall_second": 0.05387535891159301,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 4.8221317359711975,
+            "sampling": 66.76735357596772,
+            "video_decode": 17.109792292001657,
+            "audio_decode": 3.09249972703401,
+            "encode_mux": 4.075666935008485
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2023940096,
+            "sampling": 2675593216,
+            "video_decode": 2435297280,
+            "audio_decode": 257490944,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8356.6728515625,
+            8175.54296875,
+            8184.0546875,
+            8192.9873046875,
+            8201.6376953125,
+            8204.74609375,
+            8204.3564453125,
+            8202.7666015625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9277636608,
+            "RssAnon_bytes": 5495447552,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32699711488,
+            "temp1_input": 58000,
+            "temp2_input": 85000,
+            "temp3_input": 75000,
+            "power1_average": 307000000
+          },
+          "sampled_host_available_min_bytes": 8668352512,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10264219648,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef"
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 95.63517416099785,
+          "pipeline_before_encoding_seconds": 91.59002671198687,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 37.643053736061056,
+          "video_seconds_per_wall_second": 0.05402475304712467,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 4.625979342032224,
+            "sampling": 66.72729494498344,
+            "video_decode": 17.078427191998344,
+            "audio_decode": 3.1298510300111957,
+            "encode_mux": 4.044505246973131
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 1858154496,
+            "sampling": 2671034368,
+            "video_decode": 2413547520,
+            "audio_decode": 257490944,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8338.55859375,
+            8178.765625,
+            8185.482421875,
+            8190.03955078125,
+            8197.13671875,
+            8203.796875,
+            8201.49609375,
+            8199.48046875
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 10218594304,
+            "RssAnon_bytes": 6436732928,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32699723776,
+            "temp1_input": 58000,
+            "temp2_input": 85000,
+            "temp3_input": 74000,
+            "power1_average": 332000000
+          },
+          "sampled_host_available_min_bytes": 7704358912,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10267426816,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8"
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 95.4844312989735,
+          "pipeline_before_encoding_seconds": 91.31386561697582,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 37.70248145195479,
+          "video_seconds_per_wall_second": 0.05411004282456475,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 4.40588515100535,
+            "sampling": 66.72926887997892,
+            "video_decode": 17.05589240801055,
+            "audio_decode": 3.092502959014382,
+            "encode_mux": 4.169905696995556
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 1738035200,
+            "sampling": 2669334528,
+            "video_decode": 2396696576,
+            "audio_decode": 257490944,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8346.076171875,
+            8179.51611328125,
+            8184.01318359375,
+            8186.9140625,
+            8195.5283203125,
+            8200.2890625,
+            8201.3427734375,
+            8197.1884765625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9757143040,
+            "RssAnon_bytes": 5975281664,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32699731968,
+            "temp1_input": 58000,
+            "temp2_input": 85000,
+            "temp3_input": 74000,
+            "power1_average": 343000000
+          },
+          "sampled_host_available_min_bytes": 8149991424,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 10267463680,
+          "aimdo_phase_end_max_bytes": 32008830976,
+          "mp4_sha256": "1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8"
+        }
+      ],
+      "setup_seconds": 17.327398059889674
+    },
+    "paiton": {
+      "image_id": "sha256:1108f4f0815d3bee725f9ee375899befc3fefcb03a0446a17621da93b725206f",
+      "measured_run_indices": [
+        1,
+        2,
+        3,
+        4
+      ],
+      "mean_seconds": 80.60134817450307,
+      "mean_pipeline_before_encoding_seconds": 76.47896668901376,
+      "mean_clips_per_hour": 44.664265319805175,
+      "mean_video_seconds_per_wall_second": 0.06410149189416484,
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 129.47175975196296,
+          "pipeline_before_encoding_seconds": 124.62561351398472,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.2265232801437378,
+          "image_finite": true,
+          "clips_per_hour": 27.80529133841034,
+          "video_seconds_per_wall_second": 0.03990574219864447,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 28.50792325299699,
+            "sampling": 73.8107932760031,
+            "video_decode": 18.054830331995618,
+            "audio_decode": 4.212668257998303,
+            "encode_mux": 4.845515386958141
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12962185216,
+            "sampling": 13274554368,
+            "video_decode": 2507509760,
+            "audio_decode": 266129408,
+            "encode_mux": 7077888
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            19247.59375,
+            6525.89892578125,
+            6549.60009765625,
+            6561.96484375,
+            6572.498046875,
+            6592.98291015625,
+            6612.1669921875,
+            6613.20751953125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9641951232,
+            "RssAnon_bytes": 5399052288,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32493912064,
+            "temp1_input": 62000,
+            "temp2_input": 88000,
+            "temp3_input": 75000,
+            "power1_average": 355000000
+          },
+          "sampled_host_available_min_bytes": 8730800128,
+          "torch_peak_allocated_bytes": 4450961920,
+          "torch_peak_reserved_bytes": 5328863232,
+          "process_lifetime_high_water_mark_bytes": 9744252928,
+          "aimdo_phase_end_max_bytes": 31933333504,
+          "mp4_sha256": "795b60fdfd9d8a6c91239fc11292e7f4a6f23fedcbb8681ee3fc0f78328a4812",
+          "fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 80.97201954800403,
+          "pipeline_before_encoding_seconds": 76.85798179201083,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "clips_per_hour": 44.45980253543942,
+          "video_seconds_per_wall_second": 0.0638080499351214,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.7279323450056836,
+            "sampling": 53.76617623801576,
+            "video_decode": 17.17819436098216,
+            "audio_decode": 3.157310761976987,
+            "encode_mux": 4.113404719973914
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 740438016,
+            "sampling": 2672259072,
+            "video_decode": 2439999488,
+            "audio_decode": 257048576,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            6685.5771484375,
+            6559.8115234375,
+            6562.71630859375,
+            6574.39599609375,
+            6585.51806640625,
+            6582.12451171875,
+            6585.2060546875,
+            6587.16162109375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 10123272192,
+            "RssAnon_bytes": 6307733504,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32718651392,
+            "temp1_input": 58000,
+            "temp2_input": 84000,
+            "temp3_input": 74000,
+            "power1_average": 317000000
+          },
+          "sampled_host_available_min_bytes": 7825915904,
+          "torch_peak_allocated_bytes": 4457336320,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 10293616640,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef",
+          "fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 80.19970062799985,
+          "pipeline_before_encoding_seconds": 76.18165331799537,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "clips_per_hour": 44.887948107167176,
+          "video_seconds_per_wall_second": 0.06442251811676772,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.608687050989829,
+            "sampling": 53.31484708801145,
+            "video_decode": 17.1011250949814,
+            "audio_decode": 3.12978649296565,
+            "encode_mux": 4.017410166969057
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 774811648,
+            "sampling": 1893588992,
+            "video_decode": 2423787520,
+            "audio_decode": 257040384,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            6673.82470703125,
+            6566.83056640625,
+            6573.732421875,
+            6573.98095703125,
+            6581.92333984375,
+            6586.81640625,
+            6593.64453125,
+            6596.05859375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9375498240,
+            "RssAnon_bytes": 5559959552,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32718798848,
+            "temp1_input": 58000,
+            "temp2_input": 83000,
+            "temp3_input": 74000,
+            "power1_average": 352000000
+          },
+          "sampled_host_available_min_bytes": 8506265600,
+          "torch_peak_allocated_bytes": 4457336320,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 10300121088,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "eb1899e94fff8d36fb72cc649fac154339f96ec908eb155acc56cf38a2db03ef",
+          "fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 80.85185931500746,
+          "pipeline_before_encoding_seconds": 76.65290019504027,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 44.52587770398719,
+          "video_seconds_per_wall_second": 0.06390288003812977,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.613098494010046,
+            "sampling": 53.806387412012555,
+            "video_decode": 17.054422676039394,
+            "audio_decode": 3.1464116139686666,
+            "encode_mux": 4.198358202993404
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 774811648,
+            "sampling": 1808478208,
+            "video_decode": 2407407616,
+            "audio_decode": 257040384,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            6708.80517578125,
+            6565.19921875,
+            6570.57666015625,
+            6579.21728515625,
+            6587.42822265625,
+            6592.55224609375,
+            6589.443359375,
+            6590.8359375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9961955328,
+            "RssAnon_bytes": 6146416640,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32785920000,
+            "temp1_input": 59000,
+            "temp2_input": 83000,
+            "temp3_input": 74000,
+            "power1_average": 341000000
+          },
+          "sampled_host_available_min_bytes": 7952662528,
+          "torch_peak_allocated_bytes": 4455748608,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 10300289024,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8",
+          "fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 80.38181320700096,
+          "pipeline_before_encoding_seconds": 76.22333145100856,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "clips_per_hour": 44.78625022714035,
+          "video_seconds_per_wall_second": 0.06427656282598847,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 2.6109816770185716,
+            "sampling": 53.291887744970154,
+            "video_decode": 17.09005120996153,
+            "audio_decode": 3.205339798994828,
+            "encode_mux": 4.1578481599572115
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 774811648,
+            "sampling": 1820377088,
+            "video_decode": 2414239744,
+            "audio_decode": 257040384,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            6667.984375,
+            6578.39306640625,
+            6573.60205078125,
+            6582.9609375,
+            6584.8330078125,
+            6588.7900390625,
+            6593.6298828125,
+            6595.81689453125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 10053361664,
+            "RssAnon_bytes": 6237822976,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32718811136,
+            "temp1_input": 59000,
+            "temp2_input": 84000,
+            "temp3_input": 74000,
+            "power1_average": 359000000
+          },
+          "sampled_host_available_min_bytes": 7881232384,
+          "torch_peak_allocated_bytes": 4455748608,
+          "torch_peak_reserved_bytes": 5339348992,
+          "process_lifetime_high_water_mark_bytes": 10309214208,
+          "aimdo_phase_end_max_bytes": 32027705344,
+          "mp4_sha256": "1e4991169ac55810090084fac8d0935a7d92f685e2c1d991ca66f7e4ec181de8",
+          "fusion_calls": {
+            "residual": 1200,
+            "swiglu": 400,
+            "attention": 400
+          }
+        }
+      ],
+      "setup_seconds": 14.05177366908174
+    }
+  },
+  "stock_turbo4_uses_identical_stock_code_in_prior_image": false,
+  "latency_reduction_percent": 15.892936741357033,
+  "paired_mp4_byte_equal": [
+    true,
+    true,
+    true,
+    true,
+    true
+  ]
+}

benchmark-data/container-turbo8.csv

@@ -0,0 +1,11 @@
+engine,case,run,measured,seconds,pipeline_before_encoding_seconds,actual_denoiser_evaluations,sampled_vram_bytes,sampled_rss_bytes,sampled_swap_bytes
+stock,fox,0,False,146.88341750396648,142.31992648896994,8,32519278592,9411551232,680275968
+stock,barista,1,True,96.5717928300146,92.49673759401776,8,33404227584,8498659328,253333504
+stock,barista,2,True,96.40755371598061,92.34940106800059,8,32699752448,8497471488,253321216
+stock,pouring_water,3,True,96.4094683030271,92.33111152000492,8,32699768832,8498270208,253304832
+stock,pouring_water,4,True,96.32773223798722,92.20826637599384,8,32699764736,8748638208,252657664
+paiton,fox,0,False,134.69670529599534,130.04659306595568,8,32516882432,9192501248,0
+paiton,barista,1,True,92.3031940330402,88.2566597420373,8,32714358784,9634689024,0
+paiton,barista,2,True,92.94325050502084,88.78931022202596,8,32714502144,9181872128,0
+paiton,pouring_water,3,True,92.03727844398236,88.08110509300604,8,32714579968,9306144768,0
+paiton,pouring_water,4,True,92.26923663797788,87.97691611101618,8,32714575872,9169047552,0

benchmark-data/container-turbo8.json

@@ -0,0 +1,795 @@
+{
+  "description": "Pinned local container; fresh conditioning every run; run 0 is warmup; two measured runs per new prompt. Same settings and artifact as fox pilot.",
+  "image_id": "sha256:071a4e95c0bfae970ef758700307dedbec7bc990f333edb527d29c44dbf19766",
+  "artifact_sha256": "e8ac3fc4b37b2e36e9f56bfff122963103e62711cf5a82776505d7e315e1d32c",
+  "engines": {
+    "stock": {
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 146.88341750396648,
+          "pipeline_before_encoding_seconds": 142.31992648896994,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.2265232801437378,
+          "image_finite": true,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 31.67104831303004,
+            "sampling": 88.47298851399682,
+            "video_decode": 17.96870826202212,
+            "audio_decode": 4.170721566013526,
+            "encode_mux": 4.5628341539995745
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12697890816,
+            "sampling": 13375635456,
+            "video_decode": 2424135680,
+            "audio_decode": 219385856,
+            "encode_mux": 8794112
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            19562.44921875,
+            8079.7158203125,
+            8112.3818359375,
+            8141.6416015625,
+            8175.6240234375,
+            8192.0126953125,
+            8195.857421875,
+            8194.8017578125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9411551232,
+            "RssAnon_bytes": 6069604352,
+            "VmSwap_bytes": 680275968,
+            "mem_info_vram_used": 32519278592,
+            "temp1_input": 59000,
+            "temp2_input": 87000,
+            "temp3_input": 72000,
+            "power1_average": 329000000
+          },
+          "sampled_host_available_min_bytes": 8190308352,
+          "torch_peak_allocated_bytes": 5311125504,
+          "torch_peak_reserved_bytes": 7568621568,
+          "process_lifetime_high_water_mark_bytes": 9376571392,
+          "aimdo_phase_end_max_bytes": 31958499328
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 96.5717928300146,
+          "pipeline_before_encoding_seconds": 92.49673759401776,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.293068066006526,
+            "sampling": 66.89276354602771,
+            "video_decode": 17.098667168989778,
+            "audio_decode": 3.179500530997757,
+            "encode_mux": 4.074421686003916
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2424475648,
+            "sampling": 2636361728,
+            "video_decode": 2432303104,
+            "audio_decode": 212361216,
+            "encode_mux": 16384
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8363.6318359375,
+            8169.86376953125,
+            8187.43798828125,
+            8189.7353515625,
+            8201.4267578125,
+            8201.5322265625,
+            8200.103515625,
+            8206.6220703125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8498659328,
+            "RssAnon_bytes": 5153050624,
+            "VmSwap_bytes": 253333504,
+            "mem_info_vram_used": 33404227584,
+            "temp1_input": 58000,
+            "temp2_input": 86000,
+            "temp3_input": 74000,
+            "power1_average": 322000000
+          },
+          "sampled_host_available_min_bytes": 9090248704,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 9564844032,
+          "aimdo_phase_end_max_bytes": 32025608192
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 96.40755371598061,
+          "pipeline_before_encoding_seconds": 92.34940106800059,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.271714589965995,
+            "sampling": 66.78365285304608,
+            "video_decode": 17.137393944023643,
+            "audio_decode": 3.12590172002092,
+            "encode_mux": 4.057529930025339
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2416640000,
+            "sampling": 2635481088,
+            "video_decode": 2432311296,
+            "audio_decode": 253005824,
+            "encode_mux": 12288
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8351.5732421875,
+            8177.9384765625,
+            8186.6923828125,
+            8193.6083984375,
+            8202.9345703125,
+            8207.318359375,
+            8206.13671875,
+            8207.517578125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8497471488,
+            "RssAnon_bytes": 5153206272,
+            "VmSwap_bytes": 253321216,
+            "mem_info_vram_used": 32699752448,
+            "temp1_input": 58000,
+            "temp2_input": 86000,
+            "temp3_input": 75000,
+            "power1_average": 329000000
+          },
+          "sampled_host_available_min_bytes": 9128583168,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 9577209856,
+          "aimdo_phase_end_max_bytes": 32008830976
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 96.4094683030271,
+          "pipeline_before_encoding_seconds": 92.33111152000492,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.275840696005616,
+            "sampling": 66.74209570302628,
+            "video_decode": 17.107239618955646,
+            "audio_decode": 3.1745133490185253,
+            "encode_mux": 4.077761808002833
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2417655808,
+            "sampling": 2596061184,
+            "video_decode": 2424135680,
+            "audio_decode": 253063168,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8341.78125,
+            8181.521484375,
+            8191.3330078125,
+            8197.1865234375,
+            8207.5126953125,
+            8215.2919921875,
+            8209.111328125,
+            8208.615234375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8498270208,
+            "RssAnon_bytes": 5154004992,
+            "VmSwap_bytes": 253304832,
+            "mem_info_vram_used": 32699768832,
+            "temp1_input": 58000,
+            "temp2_input": 86000,
+            "temp3_input": 75000,
+            "power1_average": 399000000
+          },
+          "sampled_host_available_min_bytes": 9079885824,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 9577209856,
+          "aimdo_phase_end_max_bytes": 32008830976
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 96.32773223798722,
+          "pipeline_before_encoding_seconds": 92.20826637599384,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.2533384779817425,
+            "sampling": 66.71942911797669,
+            "video_decode": 17.07695831399178,
+            "audio_decode": 3.1275662829866633,
+            "encode_mux": 4.118866988981608
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2408206336,
+            "sampling": 2589536256,
+            "video_decode": 2424119296,
+            "audio_decode": 243924992,
+            "encode_mux": 12288
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            8340.978515625,
+            8181.47265625,
+            8190.01025390625,
+            8195.83203125,
+            8202.3896484375,
+            8205.7724609375,
+            8206.90234375,
+            8202.5859375
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 8748638208,
+            "RssAnon_bytes": 5404372992,
+            "VmSwap_bytes": 252657664,
+            "mem_info_vram_used": 32699764736,
+            "temp1_input": 58000,
+            "temp2_input": 86000,
+            "temp3_input": 75000,
+            "power1_average": 338000000
+          },
+          "sampled_host_available_min_bytes": 8853860352,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7585398784,
+          "process_lifetime_high_water_mark_bytes": 9577209856,
+          "aimdo_phase_end_max_bytes": 32008830976
+        }
+      ],
+      "mean_seconds": 96.42913677175238,
+      "mean_pipeline_before_encoding_seconds": 92.34637913950428,
+      "mean_clips_per_hour": 37.33311445607145,
+      "mean_video_seconds_per_wall_second": 0.05357993278417662
+    },
+    "paiton": {
+      "runs": [
+        {
+          "run": 0,
+          "case": "fox",
+          "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+          "seed": 771,
+          "seconds": 134.69670529599534,
+          "pipeline_before_encoding_seconds": 130.04659306595568,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.2265232801437378,
+          "image_finite": true,
+          "measured": false,
+          "component_seconds": {
+            "conditioning": 28.768641708011273,
+            "sampling": 79.16569848899962,
+            "video_decode": 17.98322618001839,
+            "audio_decode": 4.098966111021582,
+            "encode_mux": 4.649477030034177
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 12956557312,
+            "sampling": 11616010240,
+            "video_decode": 2487803904,
+            "audio_decode": 255762432,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            19247.73046875,
+            7639.39892578125,
+            7653.94775390625,
+            7644.03955078125,
+            7657.45947265625,
+            7670.193359375,
+            7694.509765625,
+            7700.42529296875
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9192501248,
+            "RssAnon_bytes": 5360283648,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32516882432,
+            "temp1_input": 63000,
+            "temp2_input": 90000,
+            "temp3_input": 76000,
+            "power1_average": 349000000
+          },
+          "sampled_host_available_min_bytes": 8929058816,
+          "torch_peak_allocated_bytes": 5311125504,
+          "torch_peak_reserved_bytes": 7767851008,
+          "process_lifetime_high_water_mark_bytes": 9772601344,
+          "aimdo_phase_end_max_bytes": 31956402176
+        },
+        {
+          "run": 1,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 92.3031940330402,
+          "pipeline_before_encoding_seconds": 88.2566597420373,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.482229612010997,
+            "sampling": 62.824430767970625,
+            "video_decode": 16.847564650990535,
+            "audio_decode": 3.0692726090201177,
+            "encode_mux": 4.045887087006122
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2448560128,
+            "sampling": 2636750848,
+            "video_decode": 2268852224,
+            "audio_decode": 249430016,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            7878.33984375,
+            7680.94482421875,
+            7702.5703125,
+            7705.783203125,
+            7698.78466796875,
+            7699.8955078125,
+            7701.6669921875,
+            7706.78125
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9634689024,
+            "RssAnon_bytes": 5802946560,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32714358784,
+            "temp1_input": 59000,
+            "temp2_input": 85000,
+            "temp3_input": 75000,
+            "power1_average": 324000000
+          },
+          "sampled_host_available_min_bytes": 8462630912,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7784628224,
+          "process_lifetime_high_water_mark_bytes": 10271440896,
+          "aimdo_phase_end_max_bytes": 32023511040
+        },
+        {
+          "run": 2,
+          "case": "barista",
+          "prompt": "Realistic cinematic medium close-up in a quiet cafe. An adult woman barista in a dark apron gently sets a white cup of coffee on the wooden counter, looks at the customer beside the camera, smiles and says clearly, \"Here is your coffee.\" One continuous shot, natural facial motion, consistent hands and cup. Audio: her natural voice synchronized with her lips, a soft ceramic clink and quiet cafe ambience; no music.",
+          "seed": 772,
+          "seconds": 92.94325050502084,
+          "pipeline_before_encoding_seconds": 88.78931022202596,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 0.32377177476882935,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.885723075014539,
+            "sampling": 62.81396534200758,
+            "video_decode": 16.95535435102647,
+            "audio_decode": 3.101647445000708,
+            "encode_mux": 4.1533060079673305
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2442391552,
+            "sampling": 2631413760,
+            "video_decode": 2270810112,
+            "audio_decode": 250040320,
+            "encode_mux": 167936
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            7838.78369140625,
+            7685.94287109375,
+            7705.6826171875,
+            7712.17529296875,
+            7708.8681640625,
+            7704.794921875,
+            7703.63427734375,
+            7705.86181640625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9181872128,
+            "RssAnon_bytes": 5384515584,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32714502144,
+            "temp1_input": 59000,
+            "temp2_input": 85000,
+            "temp3_input": 75000,
+            "power1_average": 317000000
+          },
+          "sampled_host_available_min_bytes": 8883503104,
+          "torch_peak_allocated_bytes": 5320612864,
+          "torch_peak_reserved_bytes": 7784628224,
+          "process_lifetime_high_water_mark_bytes": 10287456256,
+          "aimdo_phase_end_max_bytes": 32023511040
+        },
+        {
+          "run": 3,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 92.03727844398236,
+          "pipeline_before_encoding_seconds": 88.08110509300604,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.366258270980325,
+            "sampling": 62.78930840198882,
+            "video_decode": 16.80630288203247,
+            "audio_decode": 3.08606535801664,
+            "encode_mux": 3.9555376279749908
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2398187520,
+            "sampling": 2564218880,
+            "video_decode": 2179506176,
+            "audio_decode": 249491456,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            7840.1591796875,
+            7682.17431640625,
+            7702.6845703125,
+            7706.91650390625,
+            7704.1865234375,
+            7699.4296875,
+            7700.48876953125,
+            7702.42919921875
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9306144768,
+            "RssAnon_bytes": 5538476032,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32714579968,
+            "temp1_input": 59000,
+            "temp2_input": 85000,
+            "temp3_input": 75000,
+            "power1_average": 361000000
+          },
+          "sampled_host_available_min_bytes": 8600363008,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7784628224,
+          "process_lifetime_high_water_mark_bytes": 10287456256,
+          "aimdo_phase_end_max_bytes": 32023511040
+        },
+        {
+          "run": 4,
+          "case": "pouring_water",
+          "prompt": "Realistic macro product film. A hand tilts a clear glass bottle and pours sparkling water into a clear drinking glass on a wooden table. A continuous visible stream of water, rising water level and tiny bubbles. Soft window light, a gentle camera push-in, one continuous shot with consistent glass geometry. Audio: close-up water pouring and fizzing, the bottle softly touching the table at the end; no speech or music.",
+          "seed": 773,
+          "seconds": 92.26923663797788,
+          "pipeline_before_encoding_seconds": 87.97691611101618,
+          "actual_frames": 124,
+          "width": 864,
+          "height": 480,
+          "fps": 24,
+          "audio_shape": [
+            1,
+            2,
+            165600
+          ],
+          "audio_sample_rate": 32000,
+          "audio_finite": true,
+          "audio_abs_peak": 1.0,
+          "image_finite": true,
+          "measured": true,
+          "component_seconds": {
+            "conditioning": 5.293477637984324,
+            "sampling": 62.81169842899544,
+            "video_decode": 16.785024316981435,
+            "audio_decode": 3.0556490659946576,
+            "encode_mux": 4.291687003977131
+          },
+          "component_disk_read_bytes": {
+            "conditioning": 2361454592,
+            "sampling": 2553815040,
+            "video_decode": 2165313536,
+            "audio_decode": 249491456,
+            "encode_mux": 4096
+          },
+          "actual_denoiser_evaluations": 8,
+          "nfe_gpu_ms": [
+            7844.88623046875,
+            7686.8291015625,
+            7706.17138671875,
+            7704.03564453125,
+            7706.92431640625,
+            7703.6923828125,
+            7704.65966796875,
+            7700.931640625
+          ],
+          "sampled_peak": {
+            "VmRSS_bytes": 9169047552,
+            "RssAnon_bytes": 5401378816,
+            "VmSwap_bytes": 0,
+            "mem_info_vram_used": 32714575872,
+            "temp1_input": 59000,
+            "temp2_input": 89000,
+            "temp3_input": 75000,
+            "power1_average": 373000000
+          },
+          "sampled_host_available_min_bytes": 8897695744,
+          "torch_peak_allocated_bytes": 5316604416,
+          "torch_peak_reserved_bytes": 7784628224,
+          "process_lifetime_high_water_mark_bytes": 10287456256,
+          "aimdo_phase_end_max_bytes": 32023511040
+        }
+      ],
+      "mean_seconds": 92.38823990500532,
+      "mean_pipeline_before_encoding_seconds": 88.27599779202137,
+      "mean_clips_per_hour": 38.96599830997498,
+      "mean_video_seconds_per_wall_second": 0.055923423500427054
+    }
+  },
+  "parity": [
+    {
+      "run": 0,
+      "latents": {
+        "video": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            24,
+            37,
+            30,
+            54
+          ]
+        },
+        "audio": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            32,
+            2,
+            207
+          ]
+        }
+      },
+      "stock_mp4_sha256": "d866871419f91cd3d84bcdf80f8aa3058f8a991ec83ad58733b2ff61c1c6fdb2",
+      "paiton_mp4_sha256": "d866871419f91cd3d84bcdf80f8aa3058f8a991ec83ad58733b2ff61c1c6fdb2"
+    },
+    {
+      "run": 1,
+      "latents": {
+        "video": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            24,
+            37,
+            30,
+            54
+          ]
+        },
+        "audio": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            32,
+            2,
+            207
+          ]
+        }
+      },
+      "stock_mp4_sha256": "0bc685d7cb9f57050b40cb90695eac111c51ff0d093297286598ffc80b369f3d",
+      "paiton_mp4_sha256": "0bc685d7cb9f57050b40cb90695eac111c51ff0d093297286598ffc80b369f3d"
+    },
+    {
+      "run": 2,
+      "latents": {
+        "video": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            24,
+            37,
+            30,
+            54
+          ]
+        },
+        "audio": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            32,
+            2,
+            207
+          ]
+        }
+      },
+      "stock_mp4_sha256": "0bc685d7cb9f57050b40cb90695eac111c51ff0d093297286598ffc80b369f3d",
+      "paiton_mp4_sha256": "0bc685d7cb9f57050b40cb90695eac111c51ff0d093297286598ffc80b369f3d"
+    },
+    {
+      "run": 3,
+      "latents": {
+        "video": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            24,
+            37,
+            30,
+            54
+          ]
+        },
+        "audio": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            32,
+            2,
+            207
+          ]
+        }
+      },
+      "stock_mp4_sha256": "6887cd19142012e23cb884f7d00860c3c0c011f62752f8e69e416fcba68e30e0",
+      "paiton_mp4_sha256": "6887cd19142012e23cb884f7d00860c3c0c011f62752f8e69e416fcba68e30e0"
+    },
+    {
+      "run": 4,
+      "latents": {
+        "video": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            24,
+            37,
+            30,
+            54
+          ]
+        },
+        "audio": {
+          "equal": true,
+          "max_abs": 0.0,
+          "rmse": 0.0,
+          "shape": [
+            1,
+            32,
+            2,
+            207
+          ]
+        }
+      },
+      "stock_mp4_sha256": "6887cd19142012e23cb884f7d00860c3c0c011f62752f8e69e416fcba68e30e0",
+      "paiton_mp4_sha256": "6887cd19142012e23cb884f7d00860c3c0c011f62752f8e69e416fcba68e30e0"
+    }
+  ]
+}

benchmark-data/fox-turbo8.csv

@@ -0,0 +1,7 @@
+engine,prompt_id,seed,run,warmup,seconds,before_encoding_seconds,frames,fps,evaluations
+stock,fox,771,0,True,138.79645964998053,133.94803803198738,124,24,8
+stock,fox,771,1,False,95.66152773500653,90.90614187699975,124,24,8
+stock,fox,771,2,False,95.48165465099737,90.7411914819968,124,24,8
+paiton,fox,771,0,True,131.10298629599856,126.4249234739691,124,24,8
+paiton,fox,771,1,False,91.72879602800822,87.0126210390008,124,24,8
+paiton,fox,771,2,False,91.89858691801783,87.27220980299171,124,24,8

benchmark-data/fox-turbo8.json

@@ -0,0 +1,243 @@
+{
+  "boundary": "Fresh prompt through playable H.264/AAC file; setup/downloads excluded, component reloads included.",
+  "canvas": [
+    864,
+    480
+  ],
+  "runs": [
+    {
+      "engine": "stock",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 0,
+      "warmup": true,
+      "seconds": 138.79645964998053,
+      "before_encoding_seconds": 133.94803803198738,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 28.756784080003854,
+        "sampling": 84.62632247398142,
+        "video_decode": 16.29113424301613,
+        "audio_decode": 4.2412839899770916,
+        "encode_mux": 4.8477943550096825
+      },
+      "torch_peak_allocated_bytes": 5311125504,
+      "torch_peak_reserved_bytes": 7568621568,
+      "sampled_peak": {
+        "VmRSS_bytes": 9906651136,
+        "RssAnon_bytes": 6026764288,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32519061504,
+        "temp1_input": 59000,
+        "temp2_input": 87000,
+        "temp3_input": 73000,
+        "power1_average": 319000000
+      },
+      "host_lifetime_hwm_bytes": 9779941376,
+      "component_disk_read_bytes": {
+        "conditioning": 12955877376,
+        "sampling": 13002768384,
+        "video_decode": 1504317440,
+        "audio_decode": 259719168,
+        "encode_mux": 0
+      }
+    },
+    {
+      "engine": "stock",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 1,
+      "warmup": false,
+      "seconds": 95.66152773500653,
+      "before_encoding_seconds": 90.90614187699975,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 5.420032476016786,
+        "sampling": 66.70144596201135,
+        "video_decode": 15.546763862017542,
+        "audio_decode": 3.2092358820373192,
+        "encode_mux": 4.754754575958941
+      },
+      "torch_peak_allocated_bytes": 5312924672,
+      "torch_peak_reserved_bytes": 7570718720,
+      "sampled_peak": {
+        "VmRSS_bytes": 10181693440,
+        "RssAnon_bytes": 6306762752,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32646377472,
+        "temp1_input": 58000,
+        "temp2_input": 86000,
+        "temp3_input": 74000,
+        "power1_average": 344000000
+      },
+      "host_lifetime_hwm_bytes": 10351067136,
+      "component_disk_read_bytes": {
+        "conditioning": 2412965888,
+        "sampling": 2489933824,
+        "video_decode": 1504317440,
+        "audio_decode": 257441792,
+        "encode_mux": 0
+      }
+    },
+    {
+      "engine": "stock",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 2,
+      "warmup": false,
+      "seconds": 95.48165465099737,
+      "before_encoding_seconds": 90.7411914819968,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 5.236743534042034,
+        "sampling": 66.70237115502823,
+        "video_decode": 15.548137986974325,
+        "audio_decode": 3.216715143993497,
+        "encode_mux": 4.739886051975191
+      },
+      "torch_peak_allocated_bytes": 5312924672,
+      "torch_peak_reserved_bytes": 7570718720,
+      "sampled_peak": {
+        "VmRSS_bytes": 9274494976,
+        "RssAnon_bytes": 5399564288,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32663281664,
+        "temp1_input": 58000,
+        "temp2_input": 86000,
+        "temp3_input": 75000,
+        "power1_average": 348000000
+      },
+      "host_lifetime_hwm_bytes": 10353184768,
+      "component_disk_read_bytes": {
+        "conditioning": 2412965888,
+        "sampling": 2484834304,
+        "video_decode": 1504317440,
+        "audio_decode": 257441792,
+        "encode_mux": 0
+      }
+    },
+    {
+      "engine": "paiton",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 0,
+      "warmup": true,
+      "seconds": 131.10298629599856,
+      "before_encoding_seconds": 126.4249234739691,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 28.738609021995217,
+        "sampling": 77.09680027799914,
+        "video_decode": 16.335173177998513,
+        "audio_decode": 4.221632249013055,
+        "encode_mux": 4.67747006600257
+      },
+      "torch_peak_allocated_bytes": 5311125504,
+      "torch_peak_reserved_bytes": 7767851008,
+      "sampled_peak": {
+        "VmRSS_bytes": 9236111360,
+        "RssAnon_bytes": 5355134976,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32516935680,
+        "temp1_input": 59000,
+        "temp2_input": 86000,
+        "temp3_input": 73000,
+        "power1_average": 349000000
+      },
+      "host_lifetime_hwm_bytes": 9781346304,
+      "component_disk_read_bytes": {
+        "conditioning": 12937048064,
+        "sampling": 11035299840,
+        "video_decode": 1504305152,
+        "audio_decode": 259506176,
+        "encode_mux": 0
+      }
+    },
+    {
+      "engine": "paiton",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 1,
+      "warmup": false,
+      "seconds": 91.72879602800822,
+      "before_encoding_seconds": 87.0126210390008,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 5.531468491011765,
+        "sampling": 62.74478766601533,
+        "video_decode": 15.543579722987488,
+        "audio_decode": 3.1587832719669677,
+        "encode_mux": 4.715582517965231
+      },
+      "torch_peak_allocated_bytes": 5312924672,
+      "torch_peak_reserved_bytes": 7769948160,
+      "sampled_peak": {
+        "VmRSS_bytes": 9387868160,
+        "RssAnon_bytes": 5506269184,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32644632576,
+        "temp1_input": 58000,
+        "temp2_input": 85000,
+        "temp3_input": 75000,
+        "power1_average": 305000000
+      },
+      "host_lifetime_hwm_bytes": 10315227136,
+      "component_disk_read_bytes": {
+        "conditioning": 2552483840,
+        "sampling": 2481766400,
+        "video_decode": 1504305152,
+        "audio_decode": 257441792,
+        "encode_mux": 0
+      }
+    },
+    {
+      "engine": "paiton",
+      "prompt_id": "fox",
+      "seed": 771,
+      "run": 2,
+      "warmup": false,
+      "seconds": 91.89858691801783,
+      "before_encoding_seconds": 87.27220980299171,
+      "frames": 124,
+      "fps": 24,
+      "evaluations": 8,
+      "component_seconds": {
+        "conditioning": 5.654923635011073,
+        "sampling": 62.751875516958535,
+        "video_decode": 15.674387120001484,
+        "audio_decode": 3.157657483010553,
+        "encode_mux": 4.625786196033005
+      },
+      "torch_peak_allocated_bytes": 5312924672,
+      "torch_peak_reserved_bytes": 7769948160,
+      "sampled_peak": {
+        "VmRSS_bytes": 9279500288,
+        "RssAnon_bytes": 5397901312,
+        "VmSwap_bytes": 0,
+        "mem_info_vram_used": 32644800512,
+        "temp1_input": 58000,
+        "temp2_input": 85000,
+        "temp3_input": 75000,
+        "power1_average": 350000000
+      },
+      "host_lifetime_hwm_bytes": 10326536192,
+      "component_disk_read_bytes": {
+        "conditioning": 2377113600,
+        "sampling": 2482802688,
+        "video_decode": 1501773824,
+        "audio_decode": 257441792,
+        "encode_mux": 0
+      }
+    }
+  ]
+}

benchmark-data/long15-parity.json

@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "run": 0,
+      "video_latents_equal": true,
+      "audio_latents_equal": true,
+      "video_shape": [
+        1,
+        24,
+        107,
+        30,
+        54
+      ],
+      "audio_shape": [
+        1,
+        32,
+        2,
+        603
+      ],
+      "video_latent_max_abs_diff": 0.0,
+      "audio_latent_max_abs_diff": 0.0,
+      "mp4_equal": true,
+      "stock_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+      "paiton_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02"
+    },
+    {
+      "run": 1,
+      "video_latents_equal": true,
+      "audio_latents_equal": true,
+      "video_shape": [
+        1,
+        24,
+        107,
+        30,
+        54
+      ],
+      "audio_shape": [
+        1,
+        32,
+        2,
+        603
+      ],
+      "video_latent_max_abs_diff": 0.0,
+      "audio_latent_max_abs_diff": 0.0,
+      "mp4_equal": true,
+      "stock_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+      "paiton_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02"
+    },
+    {
+      "run": 2,
+      "video_latents_equal": true,
+      "audio_latents_equal": true,
+      "video_shape": [
+        1,
+        24,
+        107,
+        30,
+        54
+      ],
+      "audio_shape": [
+        1,
+        32,
+        2,
+        603
+      ],
+      "video_latent_max_abs_diff": 0.0,
+      "audio_latent_max_abs_diff": 0.0,
+      "mp4_equal": true,
+      "stock_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02",
+      "paiton_mp4_sha256": "3a3374755d44718b7889cdbd4c822a58b41e952c08b256e5ede9fa2f7d77aa02"
+    }
+  ],
+  "all_video_latents_equal": true,
+  "all_audio_latents_equal": true,
+  "all_mp4_equal": true
+}

benchmark-data/paiton-runtime-final-parity.json

@@ -0,0 +1,6 @@
+{
+  "artifact_platform_manifest_unchanged": true,
+  "qualified_artifact_platform_manifest": "sha256:56c405453d21fd405ab0bb3f7eb0e0a2d6069ab672d617c319528e210ff2dd19",
+  "final_artifact_platform_manifest": "sha256:56c405453d21fd405ab0bb3f7eb0e0a2d6069ab672d617c319528e210ff2dd19",
+  "scope": "Identical manifest means identical artifact-image contents, including all Paiton inference code and binaries. Final local image changes only the ComfyUI first-visit viewport; 571 stock files/dependencies and the browser-exported inference graph also match."
+}

benchmark-data/quality-turbo4-fused-v4.json

@@ -0,0 +1,59 @@
+{
+  "preset": "turbo4",
+  "quality_scope": "Three fixed stock clips. Every matched Paiton file is byte-identical. These checks do not establish full-precision quality parity.",
+  "clips": [
+    {
+      "case": "fox",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 0.056413937360048294,
+      "audio_rms": 0.010378457300153443,
+      "audio_fraction_at_or_above_one": 0.0
+    },
+    {
+      "case": "barista",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 0.37296199798583984,
+      "audio_rms": 0.021237892528660516,
+      "audio_fraction_at_or_above_one": 0.0
+    },
+    {
+      "case": "pour",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 1.0005277395248413,
+      "audio_rms": 0.03604781942728985,
+      "audio_fraction_at_or_above_one": 6.028163580246913e-06
+    }
+  ],
+  "human_listening": {
+    "fox": "Natural ambience confirmed",
+    "barista": "Intelligible dialogue and lip synchronization confirmed: Yes perfect"
+  },
+  "visual_limits": "Two bottles instead of the requested one in pouring"
+}

benchmark-data/quality-turbo8-fused-v4.json

@@ -0,0 +1,59 @@
+{
+  "preset": "turbo8",
+  "quality_scope": "Three fixed stock clips. Every matched Paiton file is byte-identical. These checks do not establish full-precision quality parity.",
+  "clips": [
+    {
+      "case": "fox",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 0.22606652975082397,
+      "audio_rms": 0.03428542765078902,
+      "audio_fraction_at_or_above_one": 0.0
+    },
+    {
+      "case": "barista",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 0.3215755224227905,
+      "audio_rms": 0.020930961676824487,
+      "audio_fraction_at_or_above_one": 0.0
+    },
+    {
+      "case": "pour",
+      "video_frames": 124,
+      "duplicate_frame_pairs": [],
+      "audio_shape": [
+        2,
+        165888
+      ],
+      "audio_sample_rates": [
+        32000
+      ],
+      "audio_finite": true,
+      "audio_peak": 1.0200700759887695,
+      "audio_rms": 0.034978609300774614,
+      "audio_fraction_at_or_above_one": 1.5070408950617283e-05
+    }
+  ],
+  "human_listening": {
+    "fox": "No dedicated Turbo8 confirmation claimed",
+    "barista": "No dedicated Turbo8 confirmation claimed"
+  },
+  "visual_limits": "Pronounced foam and incomplete bottle placement in pouring"
+}

benchmark-data/quality-turbo8.json

@@ -0,0 +1,90 @@
+{
+  "barista": {
+    "video_frames": 124,
+    "duplicate_frame_pairs": [],
+    "audio_shape": [
+      2,
+      165888
+    ],
+    "audio_sample_rates": [
+      32000
+    ],
+    "audio_finite": true,
+    "audio_peak": 0.3215755224227905,
+    "audio_rms": 0.020930961676824487,
+    "audio_fraction_at_or_above_one": 0.0,
+    "max_adjacent_mean_abs_difference": 6.859555244445801,
+    "metadata": {
+      "tool": "PyAV",
+      "version": "18.1.0",
+      "duration_seconds": 5.167,
+      "format": "mov,mp4,m4a,3gp,3g2,mj2",
+      "streams": [
+        {
+          "type": "video",
+          "codec": "h264",
+          "frames": 124,
+          "time_base": "1/12288",
+          "duration_seconds": 5.166666666666667,
+          "width": 864,
+          "height": 480,
+          "average_rate": "24",
+          "pixel_format": "yuv420p"
+        },
+        {
+          "type": "audio",
+          "codec": "aac",
+          "frames": 163,
+          "time_base": "1/32000",
+          "duration_seconds": 5.167,
+          "sample_rate": 32000,
+          "channels": 2
+        }
+      ]
+    }
+  },
+  "pouring": {
+    "video_frames": 124,
+    "duplicate_frame_pairs": [],
+    "audio_shape": [
+      2,
+      165888
+    ],
+    "audio_sample_rates": [
+      32000
+    ],
+    "audio_finite": true,
+    "audio_peak": 1.0200700759887695,
+    "audio_rms": 0.034978609300774614,
+    "audio_fraction_at_or_above_one": 1.5070408950617283e-05,
+    "max_adjacent_mean_abs_difference": 7.98028564453125,
+    "metadata": {
+      "tool": "PyAV",
+      "version": "18.1.0",
+      "duration_seconds": 5.167,
+      "format": "mov,mp4,m4a,3gp,3g2,mj2",
+      "streams": [
+        {
+          "type": "video",
+          "codec": "h264",
+          "frames": 124,
+          "time_base": "1/12288",
+          "duration_seconds": 5.166666666666667,
+          "width": 864,
+          "height": 480,
+          "average_rate": "24",
+          "pixel_format": "yuv420p"
+        },
+        {
+          "type": "audio",
+          "codec": "aac",
+          "frames": 163,
+          "time_base": "1/32000",
+          "duration_seconds": 5.167,
+          "sample_rate": 32000,
+          "channels": 2
+        }
+      ]
+    }
+  }
+}

checkpoints.lock.json

@@ -0,0 +1,105 @@
+{
+  "base_model": {
+    "repository": "MiniMaxAI/MiniMax-H3",
+    "revision": "42ed227ee7df40d41602854ae760620d6eb651fe",
+    "license": "MiniMax-H3 Community License"
+  },
+  "files": [
+    {
+      "repository": "Comfy-Org/MiniMax-H3",
+      "revision": "a98869194787969724c7425d95d0ed73ce9202af",
+      "file": "diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors",
+      "destination": "diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors",
+      "bytes": 20970379616,
+      "sha256": "e889202c41dafb67b10d67b97f0d8541508036a6090af23425a5c2615d03c47a",
+      "profiles": [
+        "int8-reference"
+      ]
+    },
+    {
+      "repository": "Comfy-Org/MiniMax-H3",
+      "revision": "a98869194787969724c7425d95d0ed73ce9202af",
+      "file": "text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+      "destination": "text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+      "bytes": 15687142551,
+      "sha256": "35a88d51044231fe332301d7a62aa81e3f2cba62febeb446e2c1e3e0ef76f2c6",
+      "profiles": [
+        "base20",
+        "turbo8",
+        "turbo4"
+      ]
+    },
+    {
+      "repository": "Comfy-Org/MiniMax-H3",
+      "revision": "a98869194787969724c7425d95d0ed73ce9202af",
+      "file": "vae/minimax_h3_video_vae_fp16.safetensors",
+      "destination": "vae/minimax_h3_video_vae_fp16.safetensors",
+      "bytes": 5207808496,
+      "sha256": "7c1f131492e7eddacaac9069a61b81bdd39de5cc96561e677c5eab1cdce5e522",
+      "profiles": [
+        "fp16-vae-reference"
+      ]
+    },
+    {
+      "repository": "Comfy-Org/MiniMax-H3",
+      "revision": "a98869194787969724c7425d95d0ed73ce9202af",
+      "file": "vae/minimax_h3_audio_vae_fp32.safetensors",
+      "destination": "vae/minimax_h3_audio_vae_fp32.safetensors",
+      "bytes": 605254808,
+      "sha256": "8e505d95dd1561d47abd43d4238fd40d9bb1ae9e147ed0a4cba778d76ae4db48",
+      "profiles": [
+        "base20",
+        "turbo8",
+        "turbo4"
+      ]
+    },
+    {
+      "repository": "starsfriday/MiniMax-H3-w4a8",
+      "revision": "2a5ad5871296af3506fda7c5edd571612253cedb",
+      "file": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+      "destination": "diffusion_models/minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+      "bytes": 12540858008,
+      "sha256": "29d0a0e4be82dacdc4a5849bf756c2b32d34131f7a18f9aac754e16a2e215eb5",
+      "profiles": [
+        "base20",
+        "turbo8",
+        "turbo4"
+      ]
+    },
+    {
+      "repository": "Kijai/MiniMax-H3-experimental",
+      "revision": "f4cac997f880e93cf6940af61ee8d58ef31ff7f3",
+      "file": "minimax_h3_video_vae_int8_convrot.safetensors",
+      "destination": "vae/minimax_h3_video_vae_int8_convrot.safetensors",
+      "bytes": 3171670912,
+      "sha256": "9bb2d96f218c76babd85e0611b85ca8fb330a90546c01a0005e8a58a59593410",
+      "profiles": [
+        "base20",
+        "turbo8",
+        "turbo4"
+      ]
+    },
+    {
+      "repository": "lightx2v/Minimax-h3-Turbo",
+      "revision": "2f015e66b37c585cea9dc4ae6f1850ea8788e742",
+      "file": "minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+      "destination": "loras/minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+      "bytes": 1956193000,
+      "sha256": "08cfe946033af7d27719b964b6e0a0e50c32138daabbd6ce4137e23df6bf9980",
+      "profiles": [
+        "turbo8"
+      ]
+    },
+    {
+      "repository": "lightx2v/Minimax-h3-Turbo",
+      "revision": "2f015e66b37c585cea9dc4ae6f1850ea8788e742",
+      "file": "minimax_h3_fl2v_turbo_4step_v1.0_768p_comfyui_bf16.safetensors",
+      "destination": "loras/minimax_h3_fl2v_turbo_4step_v1.0_768p_comfyui_bf16.safetensors",
+      "bytes": 1956192992,
+      "sha256": "c396a9a06f58399e9df9754b18299818d84a2ddd371724ba48fe4a41221437dc",
+      "profiles": [
+        "turbo4"
+      ]
+    }
+  ]
+}

comfyui/paiton_h3/__init__.py

@@ -0,0 +1,57 @@
+"""H3 artifact selection and explicit, separate video/audio VAE precisions."""
+from pathlib import Path
+import torch
+import folder_paths
+import comfy.sd
+import comfy.utils
+from paiton_video import projection
+
+
+class PaitonH3Optimize:
+    @classmethod
+    def INPUT_TYPES(cls):
+        return {"required":{"model":("MODEL",),"engine":(["paiton","stock"],)}}
+    RETURN_TYPES=("MODEL",)
+    FUNCTION="apply"
+    CATEGORY="Paiton/video"
+
+    def apply(self,model,engine):
+        from comfy.ldm.minimax.model import MiniMaxH3Model
+        if not isinstance(model.model.diffusion_model,MiniMaxH3Model):
+            raise ValueError("Paiton H3 requires a MiniMax H3 model")
+        if engine=="stock":
+            return (model,)
+        if projection._launch is None:
+            artifact=Path(projection.__file__).resolve().parents[1]/"artifacts/minimax_h3_projections_gfx1201.so"
+            projection.install_projections(artifact)
+        result=model.clone()
+        previous=result.model_options.get("model_function_wrapper")
+        def wrapper(model_function,arguments):
+            with projection.projection_scope():
+                if previous is not None:
+                    return previous(model_function,arguments)
+                return model_function(arguments["input"],arguments["timestep"],**arguments["c"])
+        result.set_model_unet_function_wrapper(wrapper)
+        return (result,)
+
+
+class PaitonH3VAELoader:
+    @classmethod
+    def INPUT_TYPES(cls):
+        return {"required":{"component":(["video","audio"],)}}
+    RETURN_TYPES=("VAE",)
+    FUNCTION="load"
+    CATEGORY="Paiton/video"
+
+    def load(self,component):
+        name=("minimax_h3_video_vae_int8_convrot.safetensors" if component=="video"
+              else "minimax_h3_audio_vae_fp32.safetensors")
+        sd,metadata=comfy.utils.load_torch_file(folder_paths.get_full_path_or_raise("vae",name),return_metadata=True)
+        return (comfy.sd.VAE(sd=sd,metadata=metadata,
+                            dtype=torch.bfloat16 if component=="video" else torch.float32),)
+
+
+NODE_CLASS_MAPPINGS={"PaitonH3Optimize":PaitonH3Optimize,"PaitonH3VAELoader":PaitonH3VAELoader}
+NODE_DISPLAY_NAME_MAPPINGS={"PaitonH3Optimize":"MiniMax H3 Engine","PaitonH3VAELoader":"MiniMax H3 VAE"}
+
+WEB_DIRECTORY="./web"

comfyui/paiton_h3/web/start.js

@@ -0,0 +1,26 @@
+import { app } from "../../../scripts/app.js";
+
+app.registerExtension({
+  name: "Paiton.H3.Welcome",
+  async afterConfigureGraph() {
+    if (!new URLSearchParams(location.search).has("paiton") ||
+        localStorage.getItem("paiton.h3.started")) return;
+    localStorage.setItem("paiton.h3.started", "1");
+    try {
+      await app.ui.settings.setSettingValue("Comfy.TutorialCompleted", true);
+      const preset = new URLSearchParams(location.search).get("preset") === "turbo4" ? "turbo4" : "turbo8";
+      const workflow = preset === "turbo4" ? "turbo4.json" : "turbo8-15s.json";
+      const response = await fetch(`/api/workflow_templates/paiton_h3/${workflow}`);
+      if (!response.ok) throw new Error("Paiton workflow unavailable");
+      await app.loadGraphData(await response.json());
+      const prompt = app.graph._nodes.find(node => node.type === "MiniMaxH3ImageToVideo");
+      if (prompt) {
+        app.canvas.ds.changeScale(0.85);
+        app.canvas.centerOnNode(prompt);
+      }
+    } catch (error) {
+      localStorage.removeItem("paiton.h3.started");
+      console.error(error);
+    }
+  },
+});

comfyui/workflows/base20.api.json

@@ -0,0 +1,173 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+      "type": "minimax",
+      "device": "default"
+    }
+  },
+  "3": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "video"
+    }
+  },
+  "4": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "audio"
+    }
+  },
+  "5": {
+    "class_type": "MiniMaxH3ImageToVideo",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ],
+      "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+      "width": 864,
+      "height": 480,
+      "length": 124
+    }
+  },
+  "8": {
+    "class_type": "PaitonH3Optimize",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "engine": "paiton"
+    }
+  },
+  "9": {
+    "class_type": "BasicGuider",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "conditioning": [
+        "5",
+        0
+      ]
+    }
+  },
+  "10": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "res_multistep"
+    }
+  },
+  "11": {
+    "class_type": "BasicScheduler",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "scheduler": "simple",
+      "steps": 20,
+      "denoise": 1.0
+    }
+  },
+  "12": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 771
+    }
+  },
+  "13": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "noise": [
+        "12",
+        0
+      ],
+      "guider": [
+        "9",
+        0
+      ],
+      "sampler": [
+        "10",
+        0
+      ],
+      "sigmas": [
+        "11",
+        0
+      ],
+      "latent_image": [
+        "5",
+        1
+      ]
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "VAEDecodeAudio",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "CreateVideo",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "fps": 24,
+      "audio": [
+        "15",
+        0
+      ],
+      "bit_depth": 8,
+      "color_space": "sRGB"
+    }
+  },
+  "17": {
+    "class_type": "SaveVideo",
+    "inputs": {
+      "video": [
+        "16",
+        0
+      ],
+      "filename_prefix": "MiniMax-H3/base20",
+      "format": "mp4",
+      "format.codec": "h264",
+      "format.codec.encoding": "auto"
+    }
+  }
+}

comfyui/workflows/turbo4.api.json

@@ -0,0 +1,195 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+      "type": "minimax",
+      "device": "default"
+    }
+  },
+  "3": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "video"
+    }
+  },
+  "4": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "audio"
+    }
+  },
+  "5": {
+    "class_type": "MiniMaxH3ImageToVideo",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ],
+      "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+      "width": 864,
+      "height": 480,
+      "length": 124
+    }
+  },
+  "8": {
+    "class_type": "PaitonH3Optimize",
+    "inputs": {
+      "model": [
+        "7",
+        0
+      ],
+      "engine": "paiton"
+    }
+  },
+  "9": {
+    "class_type": "BasicGuider",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "conditioning": [
+        "5",
+        0
+      ]
+    }
+  },
+  "10": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "11": {
+    "class_type": "BasicScheduler",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "scheduler": "simple",
+      "steps": 4,
+      "denoise": 1.0
+    }
+  },
+  "12": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 771
+    }
+  },
+  "13": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "noise": [
+        "12",
+        0
+      ],
+      "guider": [
+        "9",
+        0
+      ],
+      "sampler": [
+        "10",
+        0
+      ],
+      "sigmas": [
+        "11",
+        0
+      ],
+      "latent_image": [
+        "5",
+        1
+      ]
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "VAEDecodeAudio",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "CreateVideo",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "fps": 24,
+      "audio": [
+        "15",
+        0
+      ],
+      "bit_depth": 8,
+      "color_space": "sRGB"
+    }
+  },
+  "17": {
+    "class_type": "SaveVideo",
+    "inputs": {
+      "video": [
+        "16",
+        0
+      ],
+      "filename_prefix": "MiniMax-H3/turbo4",
+      "format": "mp4",
+      "format.codec": "h264",
+      "format.codec.encoding": "auto"
+    }
+  },
+  "6": {
+    "class_type": "LoraLoaderBypassModelOnly",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "lora_name": "minimax_h3_fl2v_turbo_4step_v1.0_768p_comfyui_bf16.safetensors",
+      "strength_model": 1.0
+    }
+  },
+  "7": {
+    "class_type": "MiniMaxH3SigmaShift",
+    "inputs": {
+      "model": [
+        "6",
+        0
+      ],
+      "shift_video": 6.0,
+      "shift_audio": 3.0
+    }
+  }
+}

comfyui/workflows/turbo4.json

@@ -0,0 +1,1857 @@
+{
+  "id": "151b7f15-616c-4829-b709-2c767b8c58fb",
+  "revision": 0,
+  "last_node_id": 17,
+  "last_link_id": 40,
+  "nodes": [
+    {
+      "id": 1,
+      "type": "UNETLoader",
+      "pos": [
+        40,
+        80
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "unet_name",
+          "locked": null,
+          "name": "unet_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "unet_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "weight_dtype",
+          "locked": null,
+          "name": "weight_dtype",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "weight_dtype"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            23
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
+        "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+        "default"
+      ],
+      "widgets_values_named": {
+        "unet_name": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+        "weight_dtype": "default"
+      }
+    },
+    {
+      "id": 2,
+      "type": "CLIPLoader",
+      "pos": [
+        40,
+        240
+      ],
+      "size": [
+        420,
+        106
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "clip_name",
+          "locked": null,
+          "name": "clip_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "clip_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "type",
+          "locked": null,
+          "name": "type",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "type"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "device",
+          "locked": null,
+          "name": "device",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "device"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "CLIP",
+          "locked": null,
+          "name": "CLIP",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CLIP",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            21
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPLoader"
+      },
+      "widgets_values": [
+        "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+        "minimax",
+        "default"
+      ],
+      "widgets_values_named": {
+        "clip_name": "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+        "type": "minimax",
+        "device": "default"
+      }
+    },
+    {
+      "id": 3,
+      "type": "PaitonH3VAELoader",
+      "pos": [
+        40,
+        420
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "component",
+          "locked": null,
+          "name": "component",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "component"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VAE",
+          "locked": null,
+          "name": "VAE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            22,
+            35
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3VAELoader"
+      },
+      "widgets_values": [
+        "video"
+      ],
+      "widgets_values_named": {
+        "component": "video"
+      }
+    },
+    {
+      "id": 4,
+      "type": "PaitonH3VAELoader",
+      "pos": [
+        40,
+        540
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "component",
+          "locked": null,
+          "name": "component",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "component"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VAE",
+          "locked": null,
+          "name": "VAE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            37
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3VAELoader"
+      },
+      "widgets_values": [
+        "audio"
+      ],
+      "widgets_values_named": {
+        "component": "audio"
+      }
+    },
+    {
+      "id": 5,
+      "type": "MiniMaxH3ImageToVideo",
+      "pos": [
+        970,
+        80
+      ],
+      "size": [
+        470,
+        350
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "clip",
+          "locked": null,
+          "name": "clip",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CLIP",
+          "pos": null,
+          "link": 21
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 22
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "first_frame",
+          "locked": null,
+          "name": "first_frame",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "IMAGE",
+          "pos": null,
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "last_frame",
+          "locked": null,
+          "name": "last_frame",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "IMAGE",
+          "pos": null,
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "prompt",
+          "locked": null,
+          "name": "prompt",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "STRING",
+          "widget": {
+            "name": "prompt"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "width",
+          "locked": null,
+          "name": "width",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "height",
+          "locked": null,
+          "name": "height",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "length",
+          "locked": null,
+          "name": "length",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "length"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "positive",
+          "locked": null,
+          "name": "positive",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CONDITIONING",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            27
+          ]
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "LATENT",
+          "locked": null,
+          "name": "LATENT",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            33
+          ]
+        }
+      ],
+      "title": "Prompt \u00b7 video with stereo audio",
+      "properties": {
+        "Node name for S&R": "MiniMaxH3ImageToVideo"
+      },
+      "widgets_values": [
+        "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+        864,
+        480,
+        124
+      ],
+      "widgets_values_named": {
+        "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+        "width": 864,
+        "height": 480,
+        "length": 124
+      }
+    },
+    {
+      "id": 6,
+      "type": "LoraLoaderBypassModelOnly",
+      "pos": [
+        500,
+        80
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 23
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "lora_name",
+          "locked": null,
+          "name": "lora_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "lora_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "strength_model",
+          "locked": null,
+          "name": "strength_model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength_model"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            24
+          ]
+        }
+      ],
+      "title": "H3 Turbo \u00b7 eight evaluations",
+      "properties": {
+        "Node name for S&R": "LoraLoaderBypassModelOnly"
+      },
+      "widgets_values": [
+        "minimax_h3_fl2v_turbo_4step_v1.0_768p_comfyui_bf16.safetensors",
+        1
+      ],
+      "widgets_values_named": {
+        "lora_name": "minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+        "strength_model": 1
+      }
+    },
+    {
+      "id": 7,
+      "type": "MiniMaxH3SigmaShift",
+      "pos": [
+        500,
+        240
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 24
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "shift_video",
+          "locked": null,
+          "name": "shift_video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "shift_video"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "shift_audio",
+          "locked": null,
+          "name": "shift_audio",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "shift_audio"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            25
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "MiniMaxH3SigmaShift"
+      },
+      "widgets_values": [
+        6,
+        3
+      ],
+      "widgets_values_named": {
+        "shift_video": 6,
+        "shift_audio": 3
+      }
+    },
+    {
+      "id": 8,
+      "type": "PaitonH3Optimize",
+      "pos": [
+        500,
+        410
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 25
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "engine",
+          "locked": null,
+          "name": "engine",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "engine"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            26,
+            28
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3Optimize"
+      },
+      "widgets_values": [
+        "paiton"
+      ],
+      "widgets_values_named": {
+        "engine": "paiton"
+      }
+    },
+    {
+      "id": 9,
+      "type": "BasicGuider",
+      "pos": [
+        1490,
+        80
+      ],
+      "size": [
+        300,
+        46
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 26
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "conditioning",
+          "locked": null,
+          "name": "conditioning",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CONDITIONING",
+          "pos": null,
+          "link": 27
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "GUIDER",
+          "locked": null,
+          "name": "GUIDER",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "GUIDER",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            30
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "BasicGuider"
+      }
+    },
+    {
+      "id": 10,
+      "type": "KSamplerSelect",
+      "pos": [
+        500,
+        600
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sampler_name",
+          "locked": null,
+          "name": "sampler_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "SAMPLER",
+          "locked": null,
+          "name": "SAMPLER",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SAMPLER",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            31
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "KSamplerSelect"
+      },
+      "widgets_values": [
+        "euler"
+      ],
+      "widgets_values_named": {
+        "sampler_name": "euler"
+      }
+    },
+    {
+      "id": 11,
+      "type": "BasicScheduler",
+      "pos": [
+        970,
+        650
+      ],
+      "size": [
+        470,
+        106
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 28
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "scheduler",
+          "locked": null,
+          "name": "scheduler",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "scheduler"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "steps",
+          "locked": null,
+          "name": "steps",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "denoise",
+          "locked": null,
+          "name": "denoise",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "denoise"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "SIGMAS",
+          "locked": null,
+          "name": "SIGMAS",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SIGMAS",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            32
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "BasicScheduler"
+      },
+      "widgets_values": [
+        "simple",
+        4,
+        1
+      ],
+      "widgets_values_named": {
+        "scheduler": "simple",
+        "steps": 8,
+        "denoise": 1
+      }
+    },
+    {
+      "id": 12,
+      "type": "RandomNoise",
+      "pos": [
+        970,
+        500
+      ],
+      "size": [
+        470,
+        82
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "noise_seed",
+          "locked": null,
+          "name": "noise_seed",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "noise_seed"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "NOISE",
+          "locked": null,
+          "name": "NOISE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "NOISE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            29
+          ]
+        }
+      ],
+      "title": "Seed",
+      "properties": {
+        "Node name for S&R": "RandomNoise"
+      },
+      "widgets_values": [
+        771,
+        "randomize"
+      ],
+      "widgets_values_named": {
+        "noise_seed": 771,
+        "control_after_generate": "randomize"
+      }
+    },
+    {
+      "id": 13,
+      "type": "SamplerCustomAdvanced",
+      "pos": [
+        1490,
+        240
+      ],
+      "size": [
+        300,
+        106
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "noise",
+          "locked": null,
+          "name": "noise",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "NOISE",
+          "pos": null,
+          "link": 29
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "guider",
+          "locked": null,
+          "name": "guider",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "GUIDER",
+          "pos": null,
+          "link": 30
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sampler",
+          "locked": null,
+          "name": "sampler",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SAMPLER",
+          "pos": null,
+          "link": 31
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sigmas",
+          "locked": null,
+          "name": "sigmas",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SIGMAS",
+          "pos": null,
+          "link": 32
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "latent_image",
+          "locked": null,
+          "name": "latent_image",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 33
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "output",
+          "locked": null,
+          "name": "output",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            34,
+            36
+          ]
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "denoised_output",
+          "locked": null,
+          "name": "denoised_output",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "SamplerCustomAdvanced"
+      }
+    },
+    {
+      "id": 14,
+      "type": "VAEDecode",
+      "pos": [
+        1840,
+        80
+      ],
+      "size": [
+        280,
+        46
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "samples",
+          "locked": null,
+          "name": "samples",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 34
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 35
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "IMAGE",
+          "locked": null,
+          "name": "IMAGE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "IMAGE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            38
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      }
+    },
+    {
+      "id": 15,
+      "type": "VAEDecodeAudio",
+      "pos": [
+        1840,
+        250
+      ],
+      "size": [
+        280,
+        46
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "samples",
+          "locked": null,
+          "name": "samples",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 36
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 37
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "AUDIO",
+          "locked": null,
+          "name": "AUDIO",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "AUDIO",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            39
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecodeAudio"
+      }
+    },
+    {
+      "id": 16,
+      "type": "CreateVideo",
+      "pos": [
+        2170,
+        80
+      ],
+      "size": [
+        420,
+        126
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "images",
+          "locked": null,
+          "name": "images",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "IMAGE",
+          "pos": null,
+          "link": 38
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "audio",
+          "locked": null,
+          "name": "audio",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "AUDIO",
+          "pos": null,
+          "link": 39
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "fps",
+          "locked": null,
+          "name": "fps",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "fps"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "bit_depth",
+          "locked": null,
+          "name": "bit_depth",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "bit_depth"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "color_space",
+          "locked": null,
+          "name": "color_space",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "color_space"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VIDEO",
+          "locked": null,
+          "name": "VIDEO",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            40
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CreateVideo"
+      },
+      "widgets_values": [
+        24,
+        8,
+        "sRGB"
+      ],
+      "widgets_values_named": {
+        "fps": 24,
+        "bit_depth": 8,
+        "color_space": "sRGB"
+      }
+    },
+    {
+      "id": 17,
+      "type": "SaveVideo",
+      "pos": [
+        2170,
+        320
+      ],
+      "size": [
+        420,
+        360
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "video",
+          "locked": null,
+          "name": "video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "link": 40
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "filename_prefix",
+          "locked": null,
+          "name": "filename_prefix",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "format",
+          "locked": null,
+          "name": "format",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "codec",
+          "locked": null,
+          "name": "format.codec",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format.codec"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "encoding",
+          "locked": null,
+          "name": "format.codec.encoding",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format.codec.encoding"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "codec",
+          "locked": null,
+          "name": "codec",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "codec"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "video",
+          "locked": null,
+          "name": "video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "slot_index": null,
+          "links": null
+        }
+      ],
+      "properties": {},
+      "widgets_values": [
+        "MiniMax-H3/turbo4",
+        "mp4",
+        "h264",
+        "auto",
+        {
+          "codec": "h264"
+        }
+      ],
+      "widgets_values_named": {
+        "filename_prefix": "MiniMax-H3/turbo8",
+        "format": "mp4",
+        "format.codec": "h264",
+        "format.codec.encoding": "auto",
+        "codec": {
+          "codec": "h264"
+        }
+      }
+    }
+  ],
+  "links": [
+    [
+      21,
+      2,
+      0,
+      5,
+      0,
+      "CLIP"
+    ],
+    [
+      22,
+      3,
+      0,
+      5,
+      1,
+      "VAE"
+    ],
+    [
+      23,
+      1,
+      0,
+      6,
+      0,
+      "MODEL"
+    ],
+    [
+      24,
+      6,
+      0,
+      7,
+      0,
+      "MODEL"
+    ],
+    [
+      25,
+      7,
+      0,
+      8,
+      0,
+      "MODEL"
+    ],
+    [
+      26,
+      8,
+      0,
+      9,
+      0,
+      "MODEL"
+    ],
+    [
+      27,
+      5,
+      0,
+      9,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      28,
+      8,
+      0,
+      11,
+      0,
+      "MODEL"
+    ],
+    [
+      29,
+      12,
+      0,
+      13,
+      0,
+      "NOISE"
+    ],
+    [
+      30,
+      9,
+      0,
+      13,
+      1,
+      "GUIDER"
+    ],
+    [
+      31,
+      10,
+      0,
+      13,
+      2,
+      "SAMPLER"
+    ],
+    [
+      32,
+      11,
+      0,
+      13,
+      3,
+      "SIGMAS"
+    ],
+    [
+      33,
+      5,
+      1,
+      13,
+      4,
+      "LATENT"
+    ],
+    [
+      34,
+      13,
+      0,
+      14,
+      0,
+      "LATENT"
+    ],
+    [
+      35,
+      3,
+      0,
+      14,
+      1,
+      "VAE"
+    ],
+    [
+      36,
+      13,
+      0,
+      15,
+      0,
+      "LATENT"
+    ],
+    [
+      37,
+      4,
+      0,
+      15,
+      1,
+      "VAE"
+    ],
+    [
+      38,
+      14,
+      0,
+      16,
+      0,
+      "IMAGE"
+    ],
+    [
+      39,
+      15,
+      0,
+      16,
+      1,
+      "AUDIO"
+    ],
+    [
+      40,
+      16,
+      0,
+      17,
+      0,
+      "VIDEO"
+    ]
+  ],
+  "floatingLinks": null,
+  "groups": [],
+  "definitions": null,
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.85,
+      "offset": [
+        -420,
+        80
+      ]
+    },
+    "reroutes": null
+  },
+  "version": 0.4
+}

comfyui/workflows/turbo8-15s.json

@@ -0,0 +1,1857 @@
+{
+  "id": "00000000-0000-0000-0000-000000000000",
+  "revision": 0,
+  "last_node_id": 17,
+  "last_link_id": 40,
+  "nodes": [
+    {
+      "id": 1,
+      "type": "UNETLoader",
+      "pos": [
+        40,
+        80
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "unet_name",
+          "locked": null,
+          "name": "unet_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "unet_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "weight_dtype",
+          "locked": null,
+          "name": "weight_dtype",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "weight_dtype"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            23
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "UNETLoader"
+      },
+      "widgets_values": [
+        "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+        "default"
+      ],
+      "widgets_values_named": {
+        "unet_name": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+        "weight_dtype": "default"
+      }
+    },
+    {
+      "id": 2,
+      "type": "CLIPLoader",
+      "pos": [
+        40,
+        240
+      ],
+      "size": [
+        420,
+        106
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "clip_name",
+          "locked": null,
+          "name": "clip_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "clip_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "type",
+          "locked": null,
+          "name": "type",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "type"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "device",
+          "locked": null,
+          "name": "device",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "device"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "CLIP",
+          "locked": null,
+          "name": "CLIP",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CLIP",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            21
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CLIPLoader"
+      },
+      "widgets_values": [
+        "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+        "minimax",
+        "default"
+      ],
+      "widgets_values_named": {
+        "clip_name": "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+        "type": "minimax",
+        "device": "default"
+      }
+    },
+    {
+      "id": 3,
+      "type": "PaitonH3VAELoader",
+      "pos": [
+        40,
+        420
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "component",
+          "locked": null,
+          "name": "component",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "component"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VAE",
+          "locked": null,
+          "name": "VAE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            22,
+            35
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3VAELoader"
+      },
+      "widgets_values": [
+        "video"
+      ],
+      "widgets_values_named": {
+        "component": "video"
+      }
+    },
+    {
+      "id": 4,
+      "type": "PaitonH3VAELoader",
+      "pos": [
+        40,
+        540
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "component",
+          "locked": null,
+          "name": "component",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "component"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VAE",
+          "locked": null,
+          "name": "VAE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            37
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3VAELoader"
+      },
+      "widgets_values": [
+        "audio"
+      ],
+      "widgets_values_named": {
+        "component": "audio"
+      }
+    },
+    {
+      "id": 5,
+      "type": "MiniMaxH3ImageToVideo",
+      "pos": [
+        970,
+        80
+      ],
+      "size": [
+        470,
+        350
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "clip",
+          "locked": null,
+          "name": "clip",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CLIP",
+          "pos": null,
+          "link": 21
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 22
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "first_frame",
+          "locked": null,
+          "name": "first_frame",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "IMAGE",
+          "pos": null,
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "last_frame",
+          "locked": null,
+          "name": "last_frame",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "IMAGE",
+          "pos": null,
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "prompt",
+          "locked": null,
+          "name": "prompt",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "STRING",
+          "widget": {
+            "name": "prompt"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "width",
+          "locked": null,
+          "name": "width",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "height",
+          "locked": null,
+          "name": "height",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "length",
+          "locked": null,
+          "name": "length",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "length"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "positive",
+          "locked": null,
+          "name": "positive",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CONDITIONING",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            27
+          ]
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "LATENT",
+          "locked": null,
+          "name": "LATENT",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            33
+          ]
+        }
+      ],
+      "title": "15-second scene \u00b7 prompt and stereo audio",
+      "properties": {
+        "Node name for S&R": "MiniMaxH3ImageToVideo"
+      },
+      "widgets_values": [
+        "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+        864,
+        480,
+        362
+      ],
+      "widgets_values_named": {
+        "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+        "width": 864,
+        "height": 480,
+        "length": 124
+      }
+    },
+    {
+      "id": 6,
+      "type": "LoraLoaderBypassModelOnly",
+      "pos": [
+        500,
+        80
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 23
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "lora_name",
+          "locked": null,
+          "name": "lora_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "lora_name"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "strength_model",
+          "locked": null,
+          "name": "strength_model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "strength_model"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            24
+          ]
+        }
+      ],
+      "title": "H3 Turbo \u00b7 eight evaluations",
+      "properties": {
+        "Node name for S&R": "LoraLoaderBypassModelOnly"
+      },
+      "widgets_values": [
+        "minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+        1
+      ],
+      "widgets_values_named": {
+        "lora_name": "minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+        "strength_model": 1
+      }
+    },
+    {
+      "id": 7,
+      "type": "MiniMaxH3SigmaShift",
+      "pos": [
+        500,
+        240
+      ],
+      "size": [
+        420,
+        82
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 24
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "shift_video",
+          "locked": null,
+          "name": "shift_video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "shift_video"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "shift_audio",
+          "locked": null,
+          "name": "shift_audio",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "shift_audio"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            25
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "MiniMaxH3SigmaShift"
+      },
+      "widgets_values": [
+        6,
+        3
+      ],
+      "widgets_values_named": {
+        "shift_video": 6,
+        "shift_audio": 3
+      }
+    },
+    {
+      "id": 8,
+      "type": "PaitonH3Optimize",
+      "pos": [
+        500,
+        410
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 25
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "engine",
+          "locked": null,
+          "name": "engine",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "engine"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "MODEL",
+          "locked": null,
+          "name": "MODEL",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            26,
+            28
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "PaitonH3Optimize"
+      },
+      "widgets_values": [
+        "paiton"
+      ],
+      "widgets_values_named": {
+        "engine": "paiton"
+      }
+    },
+    {
+      "id": 9,
+      "type": "BasicGuider",
+      "pos": [
+        1490,
+        80
+      ],
+      "size": [
+        300,
+        46
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 26
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "conditioning",
+          "locked": null,
+          "name": "conditioning",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "CONDITIONING",
+          "pos": null,
+          "link": 27
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "GUIDER",
+          "locked": null,
+          "name": "GUIDER",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "GUIDER",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            30
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "BasicGuider"
+      }
+    },
+    {
+      "id": 10,
+      "type": "KSamplerSelect",
+      "pos": [
+        500,
+        600
+      ],
+      "size": [
+        420,
+        58
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sampler_name",
+          "locked": null,
+          "name": "sampler_name",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "sampler_name"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "SAMPLER",
+          "locked": null,
+          "name": "SAMPLER",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SAMPLER",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            31
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "KSamplerSelect"
+      },
+      "widgets_values": [
+        "euler"
+      ],
+      "widgets_values_named": {
+        "sampler_name": "euler"
+      }
+    },
+    {
+      "id": 11,
+      "type": "BasicScheduler",
+      "pos": [
+        970,
+        650
+      ],
+      "size": [
+        470,
+        106
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "model",
+          "locked": null,
+          "name": "model",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "MODEL",
+          "pos": null,
+          "link": 28
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "scheduler",
+          "locked": null,
+          "name": "scheduler",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMBO",
+          "widget": {
+            "name": "scheduler"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "steps",
+          "locked": null,
+          "name": "steps",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "denoise",
+          "locked": null,
+          "name": "denoise",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "denoise"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "SIGMAS",
+          "locked": null,
+          "name": "SIGMAS",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SIGMAS",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            32
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "BasicScheduler"
+      },
+      "widgets_values": [
+        "simple",
+        8,
+        1
+      ],
+      "widgets_values_named": {
+        "scheduler": "simple",
+        "steps": 8,
+        "denoise": 1
+      }
+    },
+    {
+      "id": 12,
+      "type": "RandomNoise",
+      "pos": [
+        970,
+        500
+      ],
+      "size": [
+        470,
+        82
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "noise_seed",
+          "locked": null,
+          "name": "noise_seed",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "INT",
+          "widget": {
+            "name": "noise_seed"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "NOISE",
+          "locked": null,
+          "name": "NOISE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "NOISE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            29
+          ]
+        }
+      ],
+      "title": "Seed",
+      "properties": {
+        "Node name for S&R": "RandomNoise"
+      },
+      "widgets_values": [
+        771,
+        "fixed"
+      ],
+      "widgets_values_named": {
+        "noise_seed": 771,
+        "control_after_generate": "randomize"
+      }
+    },
+    {
+      "id": 13,
+      "type": "SamplerCustomAdvanced",
+      "pos": [
+        1490,
+        240
+      ],
+      "size": [
+        300,
+        106
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "noise",
+          "locked": null,
+          "name": "noise",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "NOISE",
+          "pos": null,
+          "link": 29
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "guider",
+          "locked": null,
+          "name": "guider",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "GUIDER",
+          "pos": null,
+          "link": 30
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sampler",
+          "locked": null,
+          "name": "sampler",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SAMPLER",
+          "pos": null,
+          "link": 31
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "sigmas",
+          "locked": null,
+          "name": "sigmas",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "SIGMAS",
+          "pos": null,
+          "link": 32
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "latent_image",
+          "locked": null,
+          "name": "latent_image",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 33
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "output",
+          "locked": null,
+          "name": "output",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            34,
+            36
+          ]
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "denoised_output",
+          "locked": null,
+          "name": "denoised_output",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "slot_index": null,
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "SamplerCustomAdvanced"
+      }
+    },
+    {
+      "id": 14,
+      "type": "VAEDecode",
+      "pos": [
+        1840,
+        80
+      ],
+      "size": [
+        280,
+        46
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "samples",
+          "locked": null,
+          "name": "samples",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 34
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 35
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "IMAGE",
+          "locked": null,
+          "name": "IMAGE",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "IMAGE",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            38
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      }
+    },
+    {
+      "id": 15,
+      "type": "VAEDecodeAudio",
+      "pos": [
+        1840,
+        250
+      ],
+      "size": [
+        280,
+        46
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "samples",
+          "locked": null,
+          "name": "samples",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "LATENT",
+          "pos": null,
+          "link": 36
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "vae",
+          "locked": null,
+          "name": "vae",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VAE",
+          "pos": null,
+          "link": 37
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "AUDIO",
+          "locked": null,
+          "name": "AUDIO",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "AUDIO",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            39
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecodeAudio"
+      }
+    },
+    {
+      "id": 16,
+      "type": "CreateVideo",
+      "pos": [
+        2170,
+        80
+      ],
+      "size": [
+        420,
+        126
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "images",
+          "locked": null,
+          "name": "images",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "IMAGE",
+          "pos": null,
+          "link": 38
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "audio",
+          "locked": null,
+          "name": "audio",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "AUDIO",
+          "pos": null,
+          "link": 39
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "fps",
+          "locked": null,
+          "name": "fps",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "FLOAT",
+          "widget": {
+            "name": "fps"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "bit_depth",
+          "locked": null,
+          "name": "bit_depth",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "bit_depth"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "color_space",
+          "locked": null,
+          "name": "color_space",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMBO",
+          "widget": {
+            "name": "color_space"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "VIDEO",
+          "locked": null,
+          "name": "VIDEO",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "slot_index": null,
+          "links": [
+            40
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "CreateVideo"
+      },
+      "widgets_values": [
+        24,
+        8,
+        "sRGB"
+      ],
+      "widgets_values_named": {
+        "fps": 24,
+        "bit_depth": 8,
+        "color_space": "sRGB"
+      }
+    },
+    {
+      "id": 17,
+      "type": "SaveVideo",
+      "pos": [
+        2170,
+        320
+      ],
+      "size": [
+        420,
+        360
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "showAdvanced": null,
+      "inputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "video",
+          "locked": null,
+          "name": "video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "link": 40
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "filename_prefix",
+          "locked": null,
+          "name": "filename_prefix",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "STRING",
+          "widget": {
+            "name": "filename_prefix"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "format",
+          "locked": null,
+          "name": "format",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "codec",
+          "locked": null,
+          "name": "format.codec",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format.codec"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "encoding",
+          "locked": null,
+          "name": "format.codec.encoding",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "format.codec.encoding"
+          },
+          "link": null
+        },
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "codec",
+          "locked": null,
+          "name": "codec",
+          "nameLocked": null,
+          "removable": null,
+          "shape": 7,
+          "type": "COMFY_DYNAMICCOMBO_V3",
+          "widget": {
+            "name": "codec"
+          },
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "color_off": null,
+          "color_on": null,
+          "dir": null,
+          "label": null,
+          "localized_name": "video",
+          "locked": null,
+          "name": "video",
+          "nameLocked": null,
+          "removable": null,
+          "shape": null,
+          "type": "VIDEO",
+          "pos": null,
+          "slot_index": null,
+          "links": null
+        }
+      ],
+      "properties": {},
+      "widgets_values": [
+        "MiniMax-H3/turbo8-15s",
+        "mp4",
+        "h264",
+        "auto",
+        {
+          "codec": "h264"
+        }
+      ],
+      "widgets_values_named": {
+        "filename_prefix": "MiniMax-H3/turbo8",
+        "format": "mp4",
+        "format.codec": "h264",
+        "format.codec.encoding": "auto",
+        "codec": {
+          "codec": "h264"
+        }
+      }
+    }
+  ],
+  "links": [
+    [
+      21,
+      2,
+      0,
+      5,
+      0,
+      "CLIP"
+    ],
+    [
+      22,
+      3,
+      0,
+      5,
+      1,
+      "VAE"
+    ],
+    [
+      23,
+      1,
+      0,
+      6,
+      0,
+      "MODEL"
+    ],
+    [
+      24,
+      6,
+      0,
+      7,
+      0,
+      "MODEL"
+    ],
+    [
+      25,
+      7,
+      0,
+      8,
+      0,
+      "MODEL"
+    ],
+    [
+      26,
+      8,
+      0,
+      9,
+      0,
+      "MODEL"
+    ],
+    [
+      27,
+      5,
+      0,
+      9,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      28,
+      8,
+      0,
+      11,
+      0,
+      "MODEL"
+    ],
+    [
+      29,
+      12,
+      0,
+      13,
+      0,
+      "NOISE"
+    ],
+    [
+      30,
+      9,
+      0,
+      13,
+      1,
+      "GUIDER"
+    ],
+    [
+      31,
+      10,
+      0,
+      13,
+      2,
+      "SAMPLER"
+    ],
+    [
+      32,
+      11,
+      0,
+      13,
+      3,
+      "SIGMAS"
+    ],
+    [
+      33,
+      5,
+      1,
+      13,
+      4,
+      "LATENT"
+    ],
+    [
+      34,
+      13,
+      0,
+      14,
+      0,
+      "LATENT"
+    ],
+    [
+      35,
+      3,
+      0,
+      14,
+      1,
+      "VAE"
+    ],
+    [
+      36,
+      13,
+      0,
+      15,
+      0,
+      "LATENT"
+    ],
+    [
+      37,
+      4,
+      0,
+      15,
+      1,
+      "VAE"
+    ],
+    [
+      38,
+      14,
+      0,
+      16,
+      0,
+      "IMAGE"
+    ],
+    [
+      39,
+      15,
+      0,
+      16,
+      1,
+      "AUDIO"
+    ],
+    [
+      40,
+      16,
+      0,
+      17,
+      0,
+      "VIDEO"
+    ]
+  ],
+  "floatingLinks": null,
+  "groups": [],
+  "definitions": null,
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.85,
+      "offset": [
+        -420,
+        80
+      ]
+    },
+    "reroutes": null
+  },
+  "version": 0.4
+}

comfyui/workflows/turbo8.api.json

@@ -0,0 +1,195 @@
+{
+  "1": {
+    "class_type": "UNETLoader",
+    "inputs": {
+      "unet_name": "minimax_h3_fl2va_pruned_w4a8_mixed.safetensors",
+      "weight_dtype": "default"
+    }
+  },
+  "2": {
+    "class_type": "CLIPLoader",
+    "inputs": {
+      "clip_name": "qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors",
+      "type": "minimax",
+      "device": "default"
+    }
+  },
+  "3": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "video"
+    }
+  },
+  "4": {
+    "class_type": "PaitonH3VAELoader",
+    "inputs": {
+      "component": "audio"
+    }
+  },
+  "5": {
+    "class_type": "MiniMaxH3ImageToVideo",
+    "inputs": {
+      "clip": [
+        "2",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ],
+      "prompt": "A small red fox trots through a sunlit woodland clearing, pauses beside a shallow stream, and looks toward the camera. Natural realistic fur, continuous gentle camera movement, coherent anatomy. Audio: birds chirping, leaves rustling and quiet flowing water; no music and no speech.",
+      "width": 864,
+      "height": 480,
+      "length": 124
+    }
+  },
+  "8": {
+    "class_type": "PaitonH3Optimize",
+    "inputs": {
+      "model": [
+        "7",
+        0
+      ],
+      "engine": "paiton"
+    }
+  },
+  "9": {
+    "class_type": "BasicGuider",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "conditioning": [
+        "5",
+        0
+      ]
+    }
+  },
+  "10": {
+    "class_type": "KSamplerSelect",
+    "inputs": {
+      "sampler_name": "euler"
+    }
+  },
+  "11": {
+    "class_type": "BasicScheduler",
+    "inputs": {
+      "model": [
+        "8",
+        0
+      ],
+      "scheduler": "simple",
+      "steps": 8,
+      "denoise": 1.0
+    }
+  },
+  "12": {
+    "class_type": "RandomNoise",
+    "inputs": {
+      "noise_seed": 771
+    }
+  },
+  "13": {
+    "class_type": "SamplerCustomAdvanced",
+    "inputs": {
+      "noise": [
+        "12",
+        0
+      ],
+      "guider": [
+        "9",
+        0
+      ],
+      "sampler": [
+        "10",
+        0
+      ],
+      "sigmas": [
+        "11",
+        0
+      ],
+      "latent_image": [
+        "5",
+        1
+      ]
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "VAEDecodeAudio",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "4",
+        0
+      ]
+    }
+  },
+  "16": {
+    "class_type": "CreateVideo",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "fps": 24,
+      "audio": [
+        "15",
+        0
+      ],
+      "bit_depth": 8,
+      "color_space": "sRGB"
+    }
+  },
+  "17": {
+    "class_type": "SaveVideo",
+    "inputs": {
+      "video": [
+        "16",
+        0
+      ],
+      "filename_prefix": "MiniMax-H3/turbo8",
+      "format": "mp4",
+      "format.codec": "h264",
+      "format.codec.encoding": "auto"
+    }
+  },
+  "6": {
+    "class_type": "LoraLoaderBypassModelOnly",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "lora_name": "minimax_h3_fl2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors",
+      "strength_model": 1.0
+    }
+  },
+  "7": {
+    "class_type": "MiniMaxH3SigmaShift",
+    "inputs": {
+      "model": [
+        "6",
+        0
+      ],
+      "shift_video": 6.0,
+      "shift_audio": 3.0
+    }
+  }
+}