# Pitfall Log

Project: huggingface/diffusers

Summary: Found 24 structured pitfall item(s), including 4 high/blocking item(s). Top priority: Installation risk - Installation risk requires verification.

## 1. Installation risk - Installation risk requires verification

- Severity: high
- Evidence strength: source_linked
- Finding: Project evidence flags a installation risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_a9d989818ab840c6985e6c0c41830e87 | https://github.com/huggingface/diffusers/issues/13401

## 2. Installation risk - Installation risk requires verification

- Severity: high
- Evidence strength: source_linked
- Finding: Project evidence flags a installation risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_190402547a6a441bb4f046b278c04a7f | https://github.com/huggingface/diffusers/issues/13683

## 3. Security or permission risk - Security or permission risk requires verification

- Severity: high
- Evidence strength: source_linked
- Finding: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_fedc9c5b4dc2486aa7ed13053f2050af | https://github.com/huggingface/diffusers/issues/13772

## 4. Security or permission risk - Security or permission risk requires verification

- Severity: high
- Evidence strength: source_linked
- Finding: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_d70cffdb7188481fb8e1e7e5a84539bb | https://github.com/huggingface/diffusers/issues/13844

## 5. Installation risk - Installation risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Project evidence flags a installation risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_e2c183459b644dfe88a28ce288693dc1 | https://github.com/huggingface/diffusers/issues/13762

## 6. Configuration risk - Configuration risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Developers should check this configuration risk before relying on the project: Diffusers 0.35.0: Qwen Image pipelines, Flux Kontext, Wan 2.2, and more
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.35.0: Qwen Image pipelines, Flux Kontext, Wan 2.2, and more
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.35.0: Qwen Image pipelines, Flux Kontext, Wan 2.2, and more. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_e8d17ffbe5fa1785fea2871516925453 | https://github.com/huggingface/diffusers/releases/tag/v0.35.0

## 7. Configuration risk - Configuration risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Developers should check this configuration risk before relying on the project: llada2 model/pipeline review
- User impact: Developers may misconfigure credentials, environment, or host setup: llada2 model/pipeline review
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: llada2 model/pipeline review. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_issue | fmev_b0fdcc0ebf367379b87fcad2dd642011 | https://github.com/huggingface/diffusers/issues/13598

## 8. Configuration risk - Configuration risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Developers should check this configuration risk before relying on the project: universal method or class to load any model locally
- User impact: Developers may misconfigure credentials, environment, or host setup: universal method or class to load any model locally
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: universal method or class to load any model locally. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_issue | fmev_8132f9310793351811bea343d379b680 | https://github.com/huggingface/diffusers/issues/13683

## 9. Capability evidence risk - Capability evidence risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: README/documentation is current enough for a first validation pass.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: capability.assumptions | github_repo:498011141 | https://github.com/huggingface/diffusers

## 10. Maintenance risk - Maintenance risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Developers should check this migration risk before relying on the project: Diffusers 0.36.0: Pipelines galore, new caching method, training scripts, and more 🎄
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.36.0: Pipelines galore, new caching method, training scripts, and more 🎄
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.36.0: Pipelines galore, new caching method, training scripts, and more 🎄. Context: Observed when using python, cuda
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_fa85fd2586df0265d3c51e0547f8f9a5 | https://github.com/huggingface/diffusers/releases/tag/v0.36.0

## 11. Maintenance risk - Maintenance risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: evidence.maintainer_signals | github_repo:498011141 | https://github.com/huggingface/diffusers

## 12. Security or permission risk - Security or permission risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: no_demo
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: downstream_validation.risk_items | github_repo:498011141 | https://github.com/huggingface/diffusers

## 13. Security or permission risk - Security or permission risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: no_demo
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: risks.scoring_risks | github_repo:498011141 | https://github.com/huggingface/diffusers

## 14. Security or permission risk - Security or permission risk requires verification

- Severity: medium
- Evidence strength: source_linked
- Finding: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow.
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: community_evidence:github | cevd_7d913ba503ef40d4b21e8c1333da45e7 | https://github.com/huggingface/diffusers/issues/13598

## 15. Capability evidence risk - Capability evidence risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this capability risk before relying on the project: FluxKlein Training Scripts - CFG issue
- User impact: Developers may hit a documented source-backed failure mode: FluxKlein Training Scripts - CFG issue
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: FluxKlein Training Scripts - CFG issue. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_issue | fmev_b470a15abb735667f2a2922021e011c5 | https://github.com/huggingface/diffusers/issues/13762

## 16. Runtime risk - Runtime risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this performance risk before relying on the project: Diffusers 0.33.0: New Image and Video Models, Memory Optimizations, Caching Methods, Remote VAEs, New Training Scripts, and more
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.33.0: New Image and Video Models, Memory Optimizations, Caching Methods, Remote VAEs, New Training Scripts, and more
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.33.0: New Image and Video Models, Memory Optimizations, Caching Methods, Remote VAEs, New Training Scripts, and more. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_d763adcd6d4ede5242447044a7574865 | https://github.com/huggingface/diffusers/releases/tag/v0.33.0

## 17. Runtime risk - Runtime risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this performance risk before relying on the project: 🐞 fixes for `transformers` models, imports,
- User impact: Upgrade or migration may change expected behavior: 🐞 fixes for `transformers` models, imports,
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: 🐞 fixes for `transformers` models, imports,. Context: Source discussion did not expose a precise runtime context.
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_7f4820a78f24615780e1268ed8d8635c | https://github.com/huggingface/diffusers/releases/tag/v0.35.2

## 18. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: issue_or_pr_quality=unknown。
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: evidence.maintainer_signals | github_repo:498011141 | https://github.com/huggingface/diffusers

## 19. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: release_recency=unknown。
- User impact: May increase setup, validation, or first-run risk for the user.
- Suggested check: Reproduce the official install and quickstart path in an isolated environment.
- Evidence: evidence.maintainer_signals | github_repo:498011141 | https://github.com/huggingface/diffusers

## 20. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this maintenance risk before relying on the project: Diffusers 0.34.0: New Image and Video Models, Better torch.compile Support, and more
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.34.0: New Image and Video Models, Better torch.compile Support, and more
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.34.0: New Image and Video Models, Better torch.compile Support, and more. Context: Observed when using python, cuda
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_60f82a49d02d4d6d625125e6e84d4870 | https://github.com/huggingface/diffusers/releases/tag/v0.34.0

## 21. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this maintenance risk before relying on the project: Diffusers 0.37.0: Modular Diffusers, New image and video pipelines, multiple core library improvements, and more 🔥
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.37.0: Modular Diffusers, New image and video pipelines, multiple core library improvements, and more 🔥
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.37.0: Modular Diffusers, New image and video pipelines, multiple core library improvements, and more 🔥. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_695dcddd384eac023272e66b39460d68 | https://github.com/huggingface/diffusers/releases/tag/v0.37.0

## 22. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this maintenance risk before relying on the project: Diffusers 0.38.0: New image and audio pipelines, Core library improvements, and more
- User impact: Upgrade or migration may change expected behavior: Diffusers 0.38.0: New image and audio pipelines, Core library improvements, and more
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Diffusers 0.38.0: New image and audio pipelines, Core library improvements, and more. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_2b3387e7ee4b4da3756de41a18fa3917 | https://github.com/huggingface/diffusers/releases/tag/v0.38.0

## 23. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this maintenance risk before relying on the project: Fixes for AutoModel type hints in Modular Pipelines and Flux Klein LoRA loading
- User impact: Upgrade or migration may change expected behavior: Fixes for AutoModel type hints in Modular Pipelines and Flux Klein LoRA loading
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: Fixes for AutoModel type hints in Modular Pipelines and Flux Klein LoRA loading. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_74385080afed2c71332330aef25a47cf | https://github.com/huggingface/diffusers/releases/tag/v0.37.1

## 24. Maintenance risk - Maintenance risk requires verification

- Severity: low
- Evidence strength: source_linked
- Finding: Developers should check this maintenance risk before relying on the project: v0.33.1: fix ftfy import
- User impact: Upgrade or migration may change expected behavior: v0.33.1: fix ftfy import
- Suggested check: Before packaging this project, run the relevant install/config/quickstart check for: v0.33.1: fix ftfy import. Context: Observed when using python
- Guardrail: State this as source-backed community evidence, not as Doramagic reproduction.
- Evidence: failure_mode_cluster:github_release | fmev_f5f4ba2237878ce924ac3697471a109e | https://github.com/huggingface/diffusers/releases/tag/v0.33.1