diff --git a/modules/sd_hijack.py b/modules/sd_hijack.py index 60bc66716..9eb6cc20a 100644 --- a/modules/sd_hijack.py +++ b/modules/sd_hijack.py @@ -13,6 +13,37 @@ from einops import rearrange import ldm.modules.attention + +# see https://github.com/basujindal/stable-diffusion/pull/117 for discussion +def split_cross_attention_forward_v1(self, x, context=None, mask=None): + h = self.heads + + q = self.to_q(x) + context = default(context, x) + k = self.to_k(context) + v = self.to_v(context) + del context, x + + q, k, v = map(lambda t: rearrange(t, 'b n (h d) -> (b h) n d', h=h), (q, k, v)) + + r1 = torch.zeros(q.shape[0], q.shape[1], v.shape[2], device=q.device) + for i in range(0, q.shape[0], 2): + end = i + 2 + s1 = einsum('b i d, b j d -> b i j', q[i:end], k[i:end]) + s1 *= self.scale + + s2 = s1.softmax(dim=-1) + del s1 + + r1[i:end] = einsum('b i j, b j d -> b i d', s2, v[i:end]) + del s2 + + r2 = rearrange(r1, '(b h) n d -> b n (h d)', h=h) + del r1 + + return self.to_out(r2) + + # taken from https://github.com/Doggettx/stable-diffusion def split_cross_attention_forward(self, x, context=None, mask=None): h = self.heads @@ -143,6 +174,8 @@ class StableDiffusionModelHijack: if cmd_opts.opt_split_attention: ldm.modules.attention.CrossAttention.forward = split_cross_attention_forward + elif cmd_opts.opt_split_attention_v1: + ldm.modules.attention.CrossAttention.forward = split_cross_attention_forward_v1 def flatten(el): flattened = [flatten(children) for children in el.children()] diff --git a/modules/shared.py b/modules/shared.py index 614fd5a36..6ca9106ca 100644 --- a/modules/shared.py +++ b/modules/shared.py @@ -35,6 +35,7 @@ parser.add_argument("--precision", type=str, help="evaluate at this precision", parser.add_argument("--share", action='store_true', help="use share=True for gradio and make the UI accessible through their site (doesn't work for me but you might have better luck)") parser.add_argument("--esrgan-models-path", type=str, help="path to directory with ESRGAN models", default=os.path.join(script_path, 'ESRGAN')) parser.add_argument("--opt-split-attention", action='store_true', help="enable optimization that reduce vram usage by a lot for about 10%% decrease in performance") +parser.add_argument("--opt-split-attention-v1", action='store_true', help="enable older version of --opt-split-attention optimization") parser.add_argument("--listen", action='store_true', help="launch gradio with 0.0.0.0 as server name, allowing to respond to network requests") parser.add_argument("--port", type=int, help="launch gradio with given server port, you need root/admin rights for ports < 1024, defaults to 7860 if available", default=None) parser.add_argument("--show-negative-prompt", action='store_true', help="does not do anything", default=False)