From 9767c58853c8f7f745c9734f69f70040a683eb44 Mon Sep 17 00:00:00 2001 From: lixiang007666 <88304454@qq.com> Date: Fri, 8 Dec 2023 16:49:41 +0800 Subject: [PATCH 1/4] Add SVD compile node --- onediff_comfy_nodes/__init__.py | 3 +++ onediff_comfy_nodes/_nodes.py | 28 ++++++++++++++++++++++++++++ 2 files changed, 31 insertions(+) diff --git a/onediff_comfy_nodes/__init__.py b/onediff_comfy_nodes/__init__.py index f566f2a46..72034abd3 100644 --- a/onediff_comfy_nodes/__init__.py +++ b/onediff_comfy_nodes/__init__.py @@ -7,6 +7,7 @@ VaeSpeedup, VaeGraphLoader, VaeGraphSaver, + SVDSpeedup, ) from ._compare_node import CompareModel, ShowImageDiff @@ -20,6 +21,7 @@ "VaeSpeedup": VaeSpeedup, "VaeGraphSaver": VaeGraphSaver, "VaeGraphLoader": VaeGraphLoader, + "SVDSpeedup": SVDSpeedup, } NODE_DISPLAY_NAME_MAPPINGS = { @@ -31,6 +33,7 @@ "VaeSpeedup": "VAE Speedup", "VaeGraphLoader": "VAE Graph Loader", "VaeGraphSaver": "VAE Graph Saver", + "SVDSpeedup": "SVD Speedup", } if _USE_UNET_INT8: diff --git a/onediff_comfy_nodes/_nodes.py b/onediff_comfy_nodes/_nodes.py index d1c702a6f..477a8bc23 100644 --- a/onediff_comfy_nodes/_nodes.py +++ b/onediff_comfy_nodes/_nodes.py @@ -23,6 +23,7 @@ "VaeSpeedup", "VaeGraphLoader", "VaeGraphSaver", + "SVDSpeedup", ] if not args.dont_upcast_attention: @@ -151,6 +152,33 @@ def save_graph(self, samples, model, filename_prefix): return {} +class SVDSpeedup: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "static_mode": (["enable", "disable"],), + }, + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "speedup" + CATEGORY = "OneDiff" + + def speedup(self, model, static_mode): + from onediff.infer_compiler import oneflow_compile + + use_graph = static_mode == "enable" + + new_model = copy.deepcopy(model) + new_model.model.diffusion_model = oneflow_compile( + new_model.model.diffusion_model, use_graph=use_graph + ) + + return (new_model,) + + class VaeSpeedup: @classmethod def INPUT_TYPES(s): From df58c94734cafc2c22b931fbaa525d1d3d230675 Mon Sep 17 00:00:00 2001 From: lixiang007666 <88304454@qq.com> Date: Fri, 8 Dec 2023 20:46:56 +0800 Subject: [PATCH 2/4] Modify readme --- onediff_comfy_nodes/README.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/onediff_comfy_nodes/README.md b/onediff_comfy_nodes/README.md index cc660f2ce..b1540710b 100644 --- a/onediff_comfy_nodes/README.md +++ b/onediff_comfy_nodes/README.md @@ -117,7 +117,7 @@ The compilation result of the quantized model can also be saved as a graph and l ### VAE Acceleration -The VAE nodes used for accelerating, saving, and loading VAE graphs operate in a manner very similar to the usage of Model nodes. +The VAE nodes used for accelerating, saving, and loading VAE graphs operate in a manner very similar to the usage of Model nodes. Omitting specific details here, the following workflow can be loaded and tested. @@ -129,6 +129,18 @@ Omitting specific details here, the following workflow can be loaded and tested. ![](workflows/vae-graph-loader.png) + +### SVD Acceleration + +Similar to the usage of "Model Speedup" nodes, it's used to accelerate the Stable Video Diffusion (SVD) model, completing the acceleration of the text-to-video pipeline. + +Compatible with "Model Graph Loader" node and "Model Graph Saver" node. + +Omitting specific details here, the following workflow can be loaded and tested. + +![](workflows/text-to-video-speedup.png) + + ### Image Distinction Scanner The "Image Distinction Scanner" node is used to compare the differences between two images and visualize the resulting variances. From f5a07cacb07e53479f82d4356ae9597322d857cc Mon Sep 17 00:00:00 2001 From: Li Xiang <54010254+lixiang007666@users.noreply.github.com> Date: Fri, 8 Dec 2023 20:47:39 +0800 Subject: [PATCH 3/4] Update README.md --- onediff_comfy_nodes/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/onediff_comfy_nodes/README.md b/onediff_comfy_nodes/README.md index b1540710b..6e3fa811a 100644 --- a/onediff_comfy_nodes/README.md +++ b/onediff_comfy_nodes/README.md @@ -117,7 +117,7 @@ The compilation result of the quantized model can also be saved as a graph and l ### VAE Acceleration -The VAE nodes used for accelerating, saving, and loading VAE graphs operate in a manner very similar to the usage of Model nodes. +The VAE nodes used for accelerating, saving, and loading VAE graphs operate in a manner very similar to the usage of Model nodes. Omitting specific details here, the following workflow can be loaded and tested. 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