add xformers attnblock and hypernetwork support
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1 changed files with 18 additions and 2 deletions
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@ -98,8 +98,14 @@ def xformers_attention_forward(self, x, context=None, mask=None):
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h = self.heads
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q_in = self.to_q(x)
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context = default(context, x)
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k_in = self.to_k(context)
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v_in = self.to_v(context)
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hypernetwork = shared.selected_hypernetwork()
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hypernetwork_layers = (hypernetwork.layers if hypernetwork is not None else {}).get(context.shape[2], None)
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if hypernetwork_layers is not None:
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k_in = self.to_k(hypernetwork_layers[0](context))
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v_in = self.to_v(hypernetwork_layers[1](context))
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else:
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k_in = self.to_k(context)
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v_in = self.to_v(context)
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q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> b n h d', h=h), (q_in, k_in, v_in))
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del q_in, k_in, v_in
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out = xformers.ops.memory_efficient_attention(q, k, v, attn_bias=None)
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@ -169,3 +175,13 @@ def cross_attention_attnblock_forward(self, x):
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h3 += x
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return h3
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def xformers_attnblock_forward(self, x):
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h_ = x
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h_ = self.norm(h_)
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q1 = self.q(h_).contiguous()
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k1 = self.k(h_).contiguous()
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v = self.v(h_).contiguous()
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out = xformers.ops.memory_efficient_attention(q1, k1, v)
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out = self.proj_out(out)
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return x+out
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