[HunyuanDiT] minor docs changes in hunyuandit (#8395)

minor docs changes in hunyuandit

docs/source/en/_toctree.yml

@@ -242,7 +242,7 @@
       title: PixArtTransformer2DModel
     - local: api/models/dit_transformer2d
       title: DiTTransformer2DModel
-    - local: api/models/hunyuan_transformer_2d
+    - local: api/models/hunyuan_transformer2d
       title: HunyuanDiT2DModel
     - local: api/models/transformer_temporal
       title: TransformerTemporalModel

docs/source/en/api/pipelines/hunyuandit.md

@@ -13,7 +13,7 @@ specific language governing permissions and limitations under the License.
 # Hunyuan-DiT
 ![chinese elements understanding](https://github.com/gnobitab/diffusers-hunyuan/assets/1157982/39b99036-c3cb-4f16-bb1a-40ec25eda573)
 
-[Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding](https://arxiv.org/abs/2405.08748)] from Tencent Hunyuan.
+[Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding](https://arxiv.org/abs/2405.08748) from Tencent Hunyuan.
 
 The abstract from the paper is:
 

src/diffusers/pipelines/hunyuandit/pipeline_hunyuandit.py

@@ -52,7 +52,9 @@ EXAMPLE_DOC_STRING = """
         >>> import torch
         >>> from diffusers import HunyuanDiTPipeline
 
-        >>> pipe = HunyuanDiTPipeline.from_pretrained("Tencent-Hunyuan/HunyuanDiT", torch_dtype=torch.float16)
+        >>> pipe = HunyuanDiTPipeline.from_pretrained(
+        ...     "Tencent-Hunyuan/HunyuanDiT-Diffusers", torch_dtype=torch.float16
+        ... )
         >>> pipe.to("cuda")
 
         >>> # You may also use English prompt as HunyuanDiT supports both English and Chinese