[docs] fix qwen tokenizer in docstrings. (huggingface#14098)

* fix qwen tokenizer in docstrings.

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

Author: sayakpaul

src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py

@@ -143,9 +143,8 @@ class QwenImagePipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_controlnet.py

@@ -203,9 +203,8 @@ class QwenImageControlNetPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_controlnet_inpaint.py

@@ -176,9 +176,8 @@ class QwenImageControlNetInpaintPipeline(DiffusionPipeline, QwenImageLoraLoaderM
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_edit.py

@@ -176,9 +176,8 @@ class QwenImageEditPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_edit_inpaint.py

@@ -178,9 +178,8 @@ class QwenImageEditInpaintPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_edit_plus.py

@@ -179,9 +179,8 @@ class QwenImageEditPlusPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_img2img.py

@@ -145,9 +145,8 @@ class QwenImageImg2ImgPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_inpaint.py

@@ -148,9 +148,8 @@ class QwenImageInpaintPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"

src/diffusers/pipelines/qwenimage/pipeline_qwenimage_layered.py

@@ -185,9 +185,8 @@ class QwenImageLayeredPipeline(DiffusionPipeline, QwenImageLoraLoaderMixin):
         text_encoder ([`Qwen2.5-VL-7B-Instruct`]):
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct), specifically the
             [Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) variant.
-        tokenizer (`QwenTokenizer`):
-            Tokenizer of class
-            [CLIPTokenizer](https://huggingface.co/docs/transformers/en/model_doc/clip#transformers.CLIPTokenizer).
+        tokenizer (`Qwen2Tokenizer`):
+            Tokenizer of class https://huggingface.co/docs/transformers/en/model_doc/qwen2#transformers.Qwen2Tokenizer
     """
 
     model_cpu_offload_seq = "text_encoder->transformer->vae"