TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.
The Python ensemble sampling toolkit for affine-invariant MCMC
Visualize large time series data with plotly.py
Training-free Spectrum acceleration for ComfyUI’s native MiniMax H3 audio-video model. Uses Chebyshev ridge feature forecasting to skip selected H3 transformer evaluations, with adaptive scheduling, sampler-aware support for Euler, ER-SDE, RES, SEEDS and SA-Solver, CPU/VRAM history storage, and fail-closed native fallbacks.
Chunked video/audio sampling for ComfyUI with latent continuation, frame-accurate shot prompt rewriting, and reduced VRAM usage.
Minimax video audio Concat AV Latent for any video into Minimax H3 sampler
ComfyUI node pack for HyperFlow [Video Rebirth's] 8-step LoRA for MiniMax-H3 (video + audio), ported onto ComfyUI's native MiniMax-H3 model. No ComfyUI core files are modified; no custom sampler is needed.
Upscale a finished MiniMax H3 clip in ComfyUI: H3 latent upscaler + one guided re-draw in tiles, with the h3upscale x2 LoRA (on Hugging Face).
Dual-clock Euler sampler for MiniMax-H3 Turbo LoRA audio-video generation in ComfyUI.
A KSampler that shows you N seeds before committing: cheap probe pass, clickable thumbnails on the node, then finishes only the seed you pick - exact continuation, no wasted steps. Model agnostic.
Unofficial feature mod for the original 1010music Blackbox (patch only; bring your own stock 3.1.9 firmware). Not affiliated with 1010music.