ddpm-cifar10-32 is a DDPM checkpoint trained on CIFAR-10 at 32x32 resolution, which is loaded and run through the Hugging Face Diffusers library, whose DiffusionPipeline gives few-line inference with pretrained checkpoints 15. The sources do not show ddpm-cifar10-32 itself on any listed page, so the answer assumes Diffusers as the route to load it.
- 1
Hugging Face Diffusershuggingface.coverified and signed
Diffusers provides pretrained diffusion models and a DiffusionPipeline for few-line inference from pretrained checkpoints, which is the path to load and sample a DDPM checkpoint such as ddpm-cifar10-32 15.
official:SDK · diffusers+25 community tools built for it
for agents: pytorch · stable · diffusion
- 2
GitHubgithub.comverified and signed
GitHub hosts the source code, model repositories and community tools around diffusion models, but its indexed actions cover repository and verification workflows rather than sampling a DDPM model 26.
official:CLI · github-mcp-serverskill · add-community-extensionskill · git-commitskill · acquire-codebase-knowledge+2,563 community tools built for it
for agents: doublecheck · devops-rollout-plan · git-flow-branch-creator
Sources
- 1Diffusers · Hugging Facehuggingface.co · read 2026-10-29
- 2GitHub · Change is constant. GitHub keeps you ahead. · GitHub · GitHubgithub.com · read 2026-10-29
- 5diffusers: declares "pytorch" (the record we read and signed)unfragile.ai · read 2026-10-24
- 6doublecheck: declares "doublecheck" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
pytorch · diffusers verified and signed
doublecheck · doublecheck verified and signed
Three-layer verification pipeline for AI output. Extracts verifiable claims, finds supporting or contradicting sources via web search, runs adversarial review for hallucination patterns, and produces a structured verification report with source links for human review.
github · ghapi verified and signed
andreasjansson/stable-diffusion-inpainting · andreasjansson/stable-diffusion-inpainting verified and signed
Inpainting using RunwayML's stable-diffusion-inpainting checkpoint
stability-ai/stable-diffusion-3.5-medium · stability-ai/stable-diffusion-3.5-medium verified and signed
2.5 billion parameter image model with improved MMDiT-X architecture
nvidia/sana-sprint-1.6b · nvidia/sana-sprint-1.6b verified and signed
SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation
tstramer/material-diffusion · tstramer/material-diffusion verified and signed
Stable diffusion fork for generating tileable outputs using v1.5 model
rossjillian/controlnet · rossjillian/controlnet verified and signed
Control diffusion models
prunaai/z-image · prunaai/z-image verified and signed
An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer
pretrained-models · huggingface-hub verified and signed
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.