Spectrum MiniMax H3 v0.1.3
Spectrum MiniMax H3 v0.1.3
Stabilizes deterministic Euler and RES multistep audio-video forecasting and adds Comfy Registry publishing metadata.
Changed
- Require one completed actual H3 evaluation after every RES multistep forecast so its retained
old_denoisedstate is native before forecasting resumes. - Enforce a three-step actual tail for deterministic RES, including saved workflows that request a smaller tail.
- Require one completed actual H3 evaluation after every Euler forecast to prevent late forecast streaks from accumulating temporal audio/video errors on short schedules.
- Keep ancestral Euler and RES variants on the native path because their injected noise breaks the forecaster's smooth deterministic trajectory assumption.
- Keep
tail_actual_steps=1as the configurable Euler default while applying the sampler-specific RES floor internally. - Add the xmarre Comfy Registry publisher metadata and publishing workflow.
Highlights
- Forecasts selected post-transformer H3 features while preserving the native current-step output heads, reconstruction, sigma mapping, and return structure.
- Keeps runtime and history state isolated per model clone and rolls incomplete split-branch transactions back to a complete native step.
- Supports deterministic Euler and RES multistep sampling with sampler-specific post-forecast refresh and tail policies, plus explicit native fallback for stochastic samplers, unsupported samplers, incompatible topology, invalid forecasts, and multi-GPU parallel sampling.
- Bounds retained history on CPU and streams forecast accumulation in chunks to avoid persistent full-feature FP32 coefficient or right-hand-side tensors.
- Avoids redundant full-target GPU concatenation and CPU restacking on native single-call actual steps, and reports history/forecast timing counters in debug summaries.
- Leaves the separate FLUX-focused ComfyUI-Spectrum-Proper repository unchanged.
Measured 0.5 MP results
Supplied full-checkpoint, 20-step runs:
| Sampler | Native | Spectrum | Schedule | Time saved | Wall-time reduction | Speedup |
|---|---|---|---|---|---|---|
| RES multistep | 2:42 |
1:54 |
14 actual / 6 forecast | 48 s |
29.6% |
1.42x |
| Euler | 2:38 |
1:59 |
13 actual / 7 forecast | 39 s |
24.7% |
1.33x |
The tested Euler artifacts appeared fixed. The remaining slight RES artifacts appeared gone after enforcing the three-step actual tail.
Validation
- The local suite passes against native ComfyUI commit
e377e263049f9338b4d12a3dd417b36ae62948ff. - Automated tests cover forecasting mathematics, scheduling, rollback, clone isolation, the actual ComfyUI loader shape, native-path equivalence, and zero transformer-block execution on forecast steps.
- Sampler contract tests verify one model call per deterministic solver step, RES's current/previous-denoised recurrence and update ordering, ancestral noise injection, rollback-safe refresh state, and sampler-specific forecast spacing and tails.
Current limits
The automated environment cannot decode a full MiniMax H3 generation. Broader prompts, durations, resolutions, CFG settings, reference modes, memory peaks, and audiovisual synchronization remain real-generation validation items. Timings can vary with model warmup and GPU state.