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[LoRA] support non-diffusers hidream loras - #11532

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sayakpaul merged 3 commits into
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hidream-non-diffusers-lora
May 9, 2025
Merged

sayakpaul merged 3 commits into
mainfrom
hidream-non-diffusers-lora

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@sayakpaul

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What does this PR do?

Fixes: #11383

To check:

from diffusers import DiffusionPipeline
from transformers import PreTrainedTokenizerFast, LlamaForCausalLM
import torch 

repo_id = "HiDream-ai/HiDream-I1-Full"

tokenizer_4 = PreTrainedTokenizerFast.from_pretrained("meta-llama/Meta-Llama-3.1-8B-Instruct")
text_encoder_4 = LlamaForCausalLM.from_pretrained(
    "meta-llama/Meta-Llama-3.1-8B-Instruct",
    output_hidden_states=True,
    output_attentions=True,
    torch_dtype=torch.bfloat16,
)

pipeline = DiffusionPipeline.from_pretrained(
    repo_id, 
    tokenizer_4=tokenizer_4,
    text_encoder_4=text_encoder_4,
    torch_dtype=torch.bfloat16
).to("cuda")
pipeline.load_lora_weights("sayakpaul/different-lora-from-civitai", weight_name="486_hidream.safetensors")

Cc: @vladmandic

@sayakpaul
sayakpaul requested a review from a-r-r-o-w May 9, 2025 05:36
@HuggingFaceDocBuilderDev

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@a-r-r-o-w a-r-r-o-w left a comment

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thanks!

@sayakpaul
sayakpaul merged commit 0c47c95 into main May 9, 2025
@DN6 DN6 added the roadmap Add to current release roadmap label Jun 5, 2025
@github-project-automation github-project-automation Bot moved this to In Progress in Diffusers Roadmap Jun 5, 2025
@DN6 DN6 moved this from In Progress to Done in Diffusers Roadmap Jun 5, 2025
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HiDream LoRA support

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