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[PEFT] Fix scale unscale with LoRA adapters #5417

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merged 13 commits into from
Oct 21, 2023
Merged

[PEFT] Fix scale unscale with LoRA adapters #5417

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c489d02
fix scale unscale v1
younesbelkada Oct 16, 2023
462cd89
final fixes + CI
younesbelkada Oct 16, 2023
85f4059
fix slow trst
younesbelkada Oct 16, 2023
1649d2f
oops
younesbelkada Oct 16, 2023
28d522b
Merge branch 'main' into fix-scale-unscale
younesbelkada Oct 18, 2023
bfb1f5a
fix copies
younesbelkada Oct 18, 2023
5d6c2cf
oops
younesbelkada Oct 18, 2023
8d4a9f8
oops
younesbelkada Oct 18, 2023
a1e0af1
fix
younesbelkada Oct 18, 2023
c600004
style
younesbelkada Oct 18, 2023
1be23a4
fix copies
younesbelkada Oct 18, 2023
b78713e
Merge branch 'main' into fix-scale-unscale
sayakpaul Oct 19, 2023
5902c2e
Merge branch 'main' into fix-scale-unscale
sayakpaul Oct 20, 2023
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2 changes: 1 addition & 1 deletion src/diffusers/models/unet_2d_condition.py
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Original file line number Diff line number Diff line change
Expand Up @@ -1121,7 +1121,7 @@ def forward(

if USE_PEFT_BACKEND:
# remove `lora_scale` from each PEFT layer
unscale_lora_layers(self)
unscale_lora_layers(self, scale=lora_scale)

if not return_dict:
return (sample,)
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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/alt_diffusion/pipeline_alt_diffusion.py
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Original file line number Diff line number Diff line change
Expand Up @@ -441,7 +441,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/alt_diffusion/pipeline_alt_diffusion_img2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -440,7 +440,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/controlnet/pipeline_controlnet.py
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Original file line number Diff line number Diff line change
Expand Up @@ -424,7 +424,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/controlnet/pipeline_controlnet_img2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -448,7 +448,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint.py
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Original file line number Diff line number Diff line change
Expand Up @@ -575,7 +575,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint_sd_xl.py
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Original file line number Diff line number Diff line change
Expand Up @@ -461,8 +461,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl.py
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Original file line number Diff line number Diff line change
Expand Up @@ -429,8 +429,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/controlnet/pipeline_controlnet_sd_xl_img2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -473,8 +473,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_cycle_diffusion.py
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Original file line number Diff line number Diff line change
Expand Up @@ -438,7 +438,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion.py
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Original file line number Diff line number Diff line change
Expand Up @@ -434,7 +434,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_attend_and_excite.py
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Original file line number Diff line number Diff line change
Expand Up @@ -469,7 +469,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_depth2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -343,7 +343,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_diffedit.py
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Original file line number Diff line number Diff line change
Expand Up @@ -614,7 +614,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_gligen.py
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Original file line number Diff line number Diff line change
Expand Up @@ -411,7 +411,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_gligen_text_image.py
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Original file line number Diff line number Diff line change
Expand Up @@ -436,7 +436,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_img2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -435,7 +435,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_inpaint.py
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Original file line number Diff line number Diff line change
Expand Up @@ -505,7 +505,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_inpaint_legacy.py
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Expand Up @@ -427,7 +427,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_k_diffusion.py
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Expand Up @@ -341,7 +341,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
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Original file line number Diff line number Diff line change
Expand Up @@ -405,7 +405,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_model_editing.py
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Original file line number Diff line number Diff line change
Expand Up @@ -374,7 +374,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_panorama.py
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Original file line number Diff line number Diff line change
Expand Up @@ -358,7 +358,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_paradigms.py
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Expand Up @@ -389,7 +389,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_pix2pix_zero.py
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Original file line number Diff line number Diff line change
Expand Up @@ -579,7 +579,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_sag.py
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Expand Up @@ -381,7 +381,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_upscale.py
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Expand Up @@ -372,7 +372,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_unclip.py
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Original file line number Diff line number Diff line change
Expand Up @@ -479,7 +479,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/stable_diffusion/pipeline_stable_unclip_img2img.py
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Expand Up @@ -433,7 +433,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
4 changes: 2 additions & 2 deletions src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl.py
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Original file line number Diff line number Diff line change
Expand Up @@ -419,8 +419,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_img2img.py
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Original file line number Diff line number Diff line change
Expand Up @@ -426,8 +426,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_inpaint.py
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Original file line number Diff line number Diff line change
Expand Up @@ -575,8 +575,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/t2i_adapter/pipeline_stable_diffusion_adapter.py
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Original file line number Diff line number Diff line change
Expand Up @@ -429,7 +429,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
4 changes: 2 additions & 2 deletions src/diffusers/pipelines/t2i_adapter/pipeline_stable_diffusion_xl_adapter.py
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Original file line number Diff line number Diff line change
Expand Up @@ -434,8 +434,8 @@ def encode_prompt(

if isinstance(self, StableDiffusionXLLoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder_2)
unscale_lora_layers(self.text_encoder, lora_scale)
unscale_lora_layers(self.text_encoder_2, lora_scale)

return prompt_embeds, negative_prompt_embeds, pooled_prompt_embeds, negative_pooled_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_synth.py
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Expand Up @@ -361,7 +361,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

Expand Down
2 changes: 1 addition & 1 deletion src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_synth_img2img.py
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Expand Up @@ -423,7 +423,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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2 changes: 1 addition & 1 deletion src/diffusers/pipelines/unidiffuser/pipeline_unidiffuser.py
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Expand Up @@ -556,7 +556,7 @@ def encode_prompt(

if isinstance(self, LoraLoaderMixin) and USE_PEFT_BACKEND:
# Retrieve the original scale by scaling back the LoRA layers
unscale_lora_layers(self.text_encoder)
unscale_lora_layers(self.text_encoder, lora_scale)

return prompt_embeds, negative_prompt_embeds

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4 changes: 2 additions & 2 deletions src/diffusers/pipelines/versatile_diffusion/modeling_text_unet.py
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Expand Up @@ -31,7 +31,7 @@
)
from ...models.transformer_2d import Transformer2DModel
from ...models.unet_2d_condition import UNet2DConditionOutput
from ...utils import USE_PEFT_BACKEND, is_torch_version, logging, scale_lora_layers, unscale_lora_layers
from ...utils import USE_PEFT_BACKEND, deprecate, is_torch_version, logging, scale_lora_layers, unscale_lora_layers
from ...utils.torch_utils import apply_freeu


Expand Down Expand Up @@ -1338,7 +1338,7 @@ def forward(

if USE_PEFT_BACKEND:
# remove `lora_scale` from each PEFT layer
unscale_lora_layers(self)
unscale_lora_layers(self, scale=lora_scale)

if not return_dict:
return (sample,)
Expand Down
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