Create README.md

README.md

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+This `ControlNetModel` was created using the code below:
+
+```python
+from diffusers import ControlNetModel
+from huggingface_hub import HfApi, create_repo
+
+controlnet = ControlNetModel(
+    block_out_channels=(32, 64),
+    layers_per_block=2,
+    in_channels=4,
+    down_block_types=("DownBlock2D", "CrossAttnDownBlock2D"),
+    conditioning_embedding_out_channels=(16, 32),
+    # SD2-specific config below
+    attention_head_dim=(2, 4),
+    use_linear_projection=True,
+    addition_embed_type="text_time",
+    addition_time_embed_dim=8,
+    transformer_layers_per_block=(1, 2),
+    projection_class_embeddings_input_dim=80,  # 6 * 8 + 32
+    cross_attention_dim=64,
+)
+local_path = "tiny-controlnet-sdxl"
+controlnet.save_pretrained(local_path)
+
+repo_id = create_repo(
+    repo_id=f"hf-internal-testing/{local_path}",
+    exist_ok=True
+).repo_id
+
+api = HfApi()
+
+api.upload_folder(
+    repo_id=repo_id,
+    folder_path=local_path
+)
+```
+
+Can be initialized like so:
+
+```python
+from diffusers import ControlNetModel
+
+controlnet = ControlNetModel.from_pretrained("hf-internal-testing/tiny-controlnet-sdxl")
+```