diffusers

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possibly to avoid `from_single_file` loading in fp32 to save RAM

14

### Describe the bug When loading a model using `from_single_file()`, the RAM usage is really high possibly because the weights are loaded in FP32 before conversion. ### Reproduction ```python import...

asomoza

Fix wrong param types, docs, and handles noise=None in scale_noise of FlowMatching schedulers

1

# What does this PR do? In the `scale_noise` functions of all flow matching schedulers, the definitions and docs are wrong: * `timestep` should be a `torch.FloatTensor`, not a float...

Promisery

Fix EDM DPM Solver Test and Enhance Test Coverage

1

## Changes - Fixed the previously skipped [test_solver_order_and_type](cci:1://file:///d:/Github/diffusers/tests/schedulers/test_scheduler_edm_dpmsolver_multistep.py:167:4-210:97) in [test_scheduler_edm_dpmsolver_multistep.py](cci:7://file:///d:/Github/diffusers/tests/schedulers/test_scheduler_edm_dpmsolver_multistep.py:0:0-0:0) - Properly separated testing of `dpmsolver++` and `sde-dpmsolver++` algorithms - Added comprehensive validation for all supported solver orders and types...

mohiuddin-khan-shiam

Request support for MAGI-1

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### Model/Pipeline/Scheduler description MAGI-1 is a video generation model that has achieved stunning visual effects. ### Open source status - [x] The model implementation is available. - [x] The model...

lavinal712

Can't load flux-fill-lora with FluxControl

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### Describe the bug I am trying to load lora model trained with flux-fill pipeline using `FluxControlInpaintPipeline`. But it is not able to load the lora model into transformers. Any...

hardikdava

[Performance] Issue on *SanaLinearAttnProcessor2_0 family. 1.06X speedup can be reached with a simple change.

3

### Sys env: OS Ubuntu 22.04 PyTorch 2.4.0+cu121 sana == 0.0.1 Diffusers == 0.34.0.dev0 ### Reproduce: Try the demo test code: ``` import torch from diffusers import SanaPAGPipeline pipe =...

David-Dingle

Added PhotoDoodle Pipeline

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# What does this PR do? Fixes # (issue) ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if...

AMEERAZAM08

HunyuanVideoImageToVideoPipeline memory leak

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### Describe the bug `RuntimeError: Invalid buffer size: 635.13 GB` on Apple Silicon with mps, when the readme claims 60GB. Smaller res possible but still with 10x the memory claimed....

openSourcerer9000

Add basic implementation of AuraFlowImg2ImgPipeline

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# What does this PR do? Adds a very mechanical conversion of other img2img pipelines (mostly SD3/Flux) to support AuraFlow. Seems to require a bit more strength (0.75+) compared to...

AstraliteHeart

Add FluxPAGPipeline with support for PAG

5

# What does this PR do? This PR adds support for Perturbed Attention Guidance (PAG) to the FluxPipeline Fixes #11488 ## Before submitting - [ ] This PR fixes a...

tongyu0924