commit bc2bf0ebd2713304ee399c21d0ace3dbcc0af14b
Author: Robin Huang <robin.j.huang@gmail.com>
Date:   Sat Jun 29 15:27:37 2024 -0700

    Initial Home page

diff --git a/How-to-Contribute-Code.md b/How-to-Contribute-Code.md
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+## Adding support for new models
+
+Here are a few tips to make reviewing your PR easier for us:
+
+- Have a minimal implementation of the model code that only depends on pytorch under a license compatible with the GPL license that ComfyUI uses.
+- Provide a reference image with sampling settings/seed/etc.. so that I can make sure the ComfyUI implementation matches the reference one.
+- Replace all attention functions with the comfyui "optimized_attention" attention function
+- If possible, please release your primary models in `.safetensor` file format.
+
+Example of the sdpa implementation:
+
+```
+def optimized_attention(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False):
+    if skip_reshape:
+        b, _, _, dim_head = q.shape
+    else:
+        b, _, dim_head = q.shape
+        dim_head //= heads
+        q, k, v = map(
+            lambda t: t.view(b, -1, heads, dim_head).transpose(1, 2),
+            (q, k, v),
+        )
+
+    out = torch.nn.functional.scaled_dot_product_attention(q, k, v, attn_mask=mask, dropout_p=0.0, is_causal=False)
+    out = (
+        out.transpose(1, 2).reshape(b, -1, heads * dim_head)
+    )
+    return out
+```
+
+[Audio](https://github.com/comfyanonymous/ComfyUI/blob/master/comfy/ldm/audio/dit.py#L369)
+
+[SDXL Cascade](https://github.com/comfyanonymous/ComfyUI/blob/master/comfy/ldm/cascade/common.py#L47)
+
+[mmdit](https://github.com/comfyanonymous/ComfyUI/blob/master/comfy/ldm/modules/diffusionmodules/mmdit.py#L293)
+
+