diff --git a/.gitignore b/.gitignore index 2700ad5c2..0ab4ba75e 100644 --- a/.gitignore +++ b/.gitignore @@ -21,6 +21,5 @@ venv*/ *.log web_custom_versions/ .DS_Store -openapi.yaml filtered-openapi.yaml uv.lock diff --git a/blueprints/.glsl/Glow_30.frag b/blueprints/.glsl/Glow_30.frag index 0ee152628..f3c85a212 100644 --- a/blueprints/.glsl/Glow_30.frag +++ b/blueprints/.glsl/Glow_30.frag @@ -2,7 +2,6 @@ precision mediump float; uniform sampler2D u_image0; -uniform vec2 u_resolution; uniform int u_int0; // Blend mode uniform int u_int1; // Color tint uniform float u_float0; // Intensity @@ -75,7 +74,7 @@ void main() { float t0 = threshold - 0.15; float t1 = threshold + 0.15; - vec2 texelSize = 1.0 / u_resolution; + vec2 texelSize = 1.0 / vec2(textureSize(u_image0, 0)); float radius2 = radius * radius; float sampleScale = clamp(radius * 0.75, 0.35, 1.0); diff --git a/blueprints/.glsl/Image_Blur_1.frag b/blueprints/.glsl/Image_Blur_1.frag index 83238111d..1819e1695 100644 --- a/blueprints/.glsl/Image_Blur_1.frag +++ b/blueprints/.glsl/Image_Blur_1.frag @@ -12,7 +12,6 @@ const int RADIAL_SAMPLES = 12; const float RADIAL_STRENGTH = 0.0003; uniform sampler2D u_image0; -uniform vec2 u_resolution; uniform int u_int0; // Blur type (BLUR_GAUSSIAN, BLUR_BOX, BLUR_RADIAL) uniform float u_float0; // Blur radius/amount uniform int u_pass; // Pass index (0 = horizontal, 1 = vertical) @@ -25,7 +24,7 @@ float gaussian(float x, float sigma) { } void main() { - vec2 texelSize = 1.0 / u_resolution; + vec2 texelSize = 1.0 / vec2(textureSize(u_image0, 0)); float radius = max(u_float0, 0.0); // Radial (angular) blur - single pass, doesn't use separable diff --git a/blueprints/.glsl/Sharpen_23.frag b/blueprints/.glsl/Sharpen_23.frag index c03f94b66..e7463a329 100644 --- a/blueprints/.glsl/Sharpen_23.frag +++ b/blueprints/.glsl/Sharpen_23.frag @@ -2,14 +2,13 @@ precision highp float; uniform sampler2D u_image0; -uniform vec2 u_resolution; uniform float u_float0; // strength [0.0 – 2.0] typical: 0.3–1.0 in vec2 v_texCoord; layout(location = 0) out vec4 fragColor0; void main() { - vec2 texel = 1.0 / u_resolution; + vec2 texel = 1.0 / vec2(textureSize(u_image0, 0)); // Sample center and neighbors vec4 center = texture(u_image0, v_texCoord); diff --git a/blueprints/.glsl/Unsharp_Mask_26.frag b/blueprints/.glsl/Unsharp_Mask_26.frag index f5990cb4a..d968c9c03 100644 --- a/blueprints/.glsl/Unsharp_Mask_26.frag +++ b/blueprints/.glsl/Unsharp_Mask_26.frag @@ -2,7 +2,6 @@ precision highp float; uniform sampler2D u_image0; -uniform vec2 u_resolution; uniform float u_float0; // amount [0.0 - 3.0] typical: 0.5-1.5 uniform float u_float1; // radius [0.5 - 10.0] blur radius in pixels uniform float u_float2; // threshold [0.0 - 0.1] min difference to sharpen @@ -19,7 +18,7 @@ float getLuminance(vec3 color) { } void main() { - vec2 texel = 1.0 / u_resolution; + vec2 texel = 1.0 / vec2(textureSize(u_image0, 0)); float radius = max(u_float1, 0.5); float amount = u_float0; float 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1.0 - (1.0 - base) * (1.0 - glow);\n }\n if (mode == BLEND_SOFT) {\n return mix(\n base - (1.0 - 2.0 * glow) * base * (1.0 - base),\n base + (2.0 * glow - 1.0) * (sqrt(base) - base),\n step(0.5, glow)\n );\n }\n if (mode == BLEND_OVERLAY) {\n return mix(\n 2.0 * base * glow,\n 1.0 - 2.0 * (1.0 - base) * (1.0 - glow),\n step(0.5, base)\n );\n }\n if (mode == BLEND_LIGHTEN) {\n return max(base, glow);\n }\n return base + glow;\n}\n\nvoid main() {\n vec4 original = texture(u_image0, v_texCoord);\n \n float intensity = u_float0 * 0.05;\n float radius = u_float1 * u_float1 * 0.012;\n \n if (intensity < 0.001 || radius < 0.1) {\n fragColor = original;\n return;\n }\n \n float threshold = 1.0 - u_float2 * 0.01;\n float t0 = threshold - 0.15;\n float t1 = threshold + 0.15;\n \n vec2 texelSize = 1.0 / vec2(textureSize(u_image0, 0));\n float radius2 = radius * radius;\n \n float sampleScale = clamp(radius * 0.75, 0.35, 1.0);\n int samples = int(float(MAX_SAMPLES) * sampleScale);\n \n float noise 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0.001);\n \n if (u_int1 > 0) {\n glow *= hexToRgb(u_int1);\n }\n \n vec3 result = blend(original.rgb, glow, u_int0);\n result += (noise - 0.5) * (1.0 / 255.0);\n \n fragColor = vec4(clamp(result, 0.0, 1.0), original.a);\n}", "from_input" ] }, diff --git a/blueprints/Image Blur.json b/blueprints/Image Blur.json index b1d449e32..3c7a784b0 100644 --- a/blueprints/Image Blur.json +++ b/blueprints/Image Blur.json @@ -331,7 +331,7 @@ "Node name for S&R": "GLSLShader" }, "widgets_values": [ - "#version 300 es\n#pragma passes 2\nprecision highp float;\n\n// Blur type constants\nconst int BLUR_GAUSSIAN = 0;\nconst int BLUR_BOX = 1;\nconst int BLUR_RADIAL = 2;\n\n// Radial blur config\nconst int RADIAL_SAMPLES = 12;\nconst float RADIAL_STRENGTH = 0.0003;\n\nuniform sampler2D u_image0;\nuniform vec2 u_resolution;\nuniform int u_int0; // Blur type (BLUR_GAUSSIAN, BLUR_BOX, BLUR_RADIAL)\nuniform float u_float0; // Blur radius/amount\nuniform int u_pass; // Pass index (0 = horizontal, 1 = vertical)\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nfloat gaussian(float x, float sigma) {\n return exp(-(x * x) / (2.0 * sigma * sigma));\n}\n\nvoid main() {\n vec2 texelSize = 1.0 / u_resolution;\n float radius = max(u_float0, 0.0);\n\n // Radial (angular) blur - single pass, doesn't use separable\n if (u_int0 == BLUR_RADIAL) {\n // Only execute on first pass\n if (u_pass > 0) {\n fragColor0 = texture(u_image0, v_texCoord);\n return;\n }\n\n vec2 center = vec2(0.5);\n vec2 dir = v_texCoord - center;\n float dist = length(dir);\n\n if (dist < 1e-4) {\n fragColor0 = texture(u_image0, v_texCoord);\n return;\n }\n\n vec4 sum = vec4(0.0);\n float totalWeight = 0.0;\n float angleStep = radius * RADIAL_STRENGTH;\n\n dir /= dist;\n\n float cosStep = cos(angleStep);\n float sinStep = sin(angleStep);\n\n float negAngle = -float(RADIAL_SAMPLES) * angleStep;\n vec2 rotDir = vec2(\n dir.x * cos(negAngle) - dir.y * sin(negAngle),\n dir.x * sin(negAngle) + dir.y * 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sigma);\n } else {\n // BLUR_BOX\n weight = 1.0;\n }\n\n color += sample_color * weight;\n totalWeight += weight;\n }\n\n fragColor0 = color / totalWeight;\n}\n", + "#version 300 es\n#pragma passes 2\nprecision highp float;\n\n// Blur type constants\nconst int BLUR_GAUSSIAN = 0;\nconst int BLUR_BOX = 1;\nconst int BLUR_RADIAL = 2;\n\n// Radial blur config\nconst int RADIAL_SAMPLES = 12;\nconst float RADIAL_STRENGTH = 0.0003;\n\nuniform sampler2D u_image0;\nuniform int u_int0; // Blur type (BLUR_GAUSSIAN, BLUR_BOX, BLUR_RADIAL)\nuniform float u_float0; // Blur radius/amount\nuniform int u_pass; // Pass index (0 = horizontal, 1 = vertical)\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nfloat gaussian(float x, float sigma) {\n return exp(-(x * x) / (2.0 * sigma * sigma));\n}\n\nvoid main() {\n vec2 texelSize = 1.0 / vec2(textureSize(u_image0, 0));\n float radius = max(u_float0, 0.0);\n\n // Radial (angular) blur - single pass, doesn't use separable\n if (u_int0 == 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"localized_name": "positive", + "name": "positive", + "type": "CONDITIONING", + "link": 77 + }, + { + "localized_name": "negative", + "name": "negative", + "type": "CONDITIONING", + "link": 78 + }, + { + "localized_name": "latent_image", + "name": "latent_image", + "type": "LATENT", + "link": 88 + }, + { + "localized_name": "seed", + "name": "seed", + "type": "INT", + "widget": { + "name": "seed" + }, + "link": 282 + }, + { + "localized_name": "steps", + "name": "steps", + "type": "INT", + "widget": { + "name": "steps" + }, + "link": null + }, + { + "localized_name": "cfg", + "name": "cfg", + "type": "FLOAT", + "widget": { + "name": "cfg" + }, + "link": null + }, + { + "localized_name": "sampler_name", + "name": "sampler_name", + "type": "COMBO", + "widget": { + "name": "sampler_name" + }, + "link": null + }, + { + "localized_name": "scheduler", + "name": "scheduler", + "type": "COMBO", + "widget": { + "name": "scheduler" + }, + "link": null + }, + { + "localized_name": "denoise", + "name": "denoise", + "type": "FLOAT", + "widget": { + "name": "denoise" + }, + "link": null + } + ], + "outputs": [ + { + "localized_name": "LATENT", + "name": "LATENT", + "type": "LATENT", + "slot_index": 0, + "links": [ + 7 + ] + } + ], + "properties": { + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {} + }, + "cnr_id": "comfy-core", + "ver": "0.3.64", + "Node name for S&R": "KSampler" + }, + "widgets_values": [ + 0, + "randomize", + 20, + 1, + "euler", + "normal", + 1 + ] + } + ], + "groups": [ + { + "id": 1, + "title": "Load models", + "bounding": [ + -620, + -160, + 410, + 790 + ], + "color": "#3f789e", + "font_size": 24, + "flags": {} + }, + { + "id": 3, + "title": "Prompt", + "bounding": [ + -180, + -160, + 520, + 670 + ], + "color": "#3f789e", + "font_size": 24, + "flags": {} + } + ], + "links": [ + { + "id": 41, + "origin_id": 23, + "origin_slot": 0, + "target_id": 229, + "target_slot": 0, + "type": "CONDITIONING" + }, + { + "id": 101, + "origin_id": 23, + "origin_slot": 0, + "target_id": 46, + "target_slot": 0, + "type": "CONDITIONING" + }, + { + "id": 62, + "origin_id": 34, + "origin_slot": 0, + "target_id": 23, + "target_slot": 0, + "type": "CLIP" + }, + { + "id": 85, + "origin_id": 31, + "origin_slot": 0, + "target_id": 39, + "target_slot": 0, + "type": "MODEL" + }, + { + "id": 86, + "origin_id": 39, + "origin_slot": 0, + "target_id": 3, + "target_slot": 0, + "type": "MODEL" + }, + { + "id": 77, + "origin_id": 38, + "origin_slot": 0, + "target_id": 3, + "target_slot": 1, + "type": "CONDITIONING" + }, + { + "id": 78, + "origin_id": 38, + "origin_slot": 1, + "target_id": 3, + "target_slot": 2, + "type": "CONDITIONING" + }, + { + "id": 88, + "origin_id": 38, + "origin_slot": 2, + "target_id": 3, + "target_slot": 3, + "type": "LATENT" + }, + { + "id": 7, + "origin_id": 3, + "origin_slot": 0, + "target_id": 231, + "target_slot": 0, + "type": "LATENT" + }, + { + "id": 60, + "origin_id": 230, + "origin_slot": 0, + "target_id": 231, + "target_slot": 1, + "type": "VAE" + }, + { + "id": 80, + "origin_id": 229, + "origin_slot": 0, + "target_id": 38, + "target_slot": 0, + "type": "CONDITIONING" + }, + { + "id": 102, + "origin_id": 46, + "origin_slot": 0, + "target_id": 38, + "target_slot": 1, + "type": "CONDITIONING" + }, + { + "id": 82, + "origin_id": 230, + "origin_slot": 0, + "target_id": 38, + "target_slot": 2, + "type": "VAE" + }, + { + "id": 99, + "origin_id": -10, + "origin_slot": 0, + "target_id": 38, + "target_slot": 3, + "type": "IMAGE" + }, + { + "id": 100, + "origin_id": -10, + "origin_slot": 1, + "target_id": 38, + "target_slot": 4, + "type": "MASK" + }, + { + "id": 95, + "origin_id": 231, + "origin_slot": 0, + "target_id": -20, + "target_slot": 0, + "type": "IMAGE" + }, + { + "id": 277, + "origin_id": -10, + "origin_slot": 2, + "target_id": 23, + "target_slot": 1, + "type": "STRING" + }, + { + "id": 282, + "origin_id": -10, + "origin_slot": 3, + "target_id": 3, + "target_slot": 4, + "type": "INT" + }, + { + "id": 283, + "origin_id": -10, + "origin_slot": 4, + "target_id": 31, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 284, + "origin_id": -10, + "origin_slot": 5, + "target_id": 34, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 285, + "origin_id": -10, + "origin_slot": 6, + "target_id": 34, + "target_slot": 1, + "type": "COMBO" + }, + { + "id": 286, + "origin_id": -10, + "origin_slot": 7, + "target_id": 230, + "target_slot": 0, + "type": "COMBO" + } + ], + "extra": { + "workflowRendererVersion": "LG" + }, + "category": "Image generation and editing/Inpaint image" + } + ] + }, + "extra": { + "ds": { + "scale": 0.8480949417360862, + "offset": [ + 833.9510730024642, + 210.32152847588895 + ] + }, + "ue_links": [] + } +} \ No newline at end of file diff --git a/blueprints/Image Inpainting (Qwen-image).json b/blueprints/Image Inpainting (Qwen-image).json index d06f31dd2..95b2909fa 100644 --- a/blueprints/Image Inpainting (Qwen-image).json +++ b/blueprints/Image Inpainting (Qwen-image).json @@ -124,7 +124,7 @@ }, "revision": 0, "config": {}, - "name": "local-Image Inpainting (Qwen-image)", + "name": "Image Inpainting (Qwen-image)", "inputNode": { "id": -10, "bounding": [ @@ -1923,4 +1923,4 @@ "workflowRendererVersion": "LG" }, "version": 0.4 -} +} \ No newline at end of file diff --git a/blueprints/Image Outpainting (Qwen-Image).json b/blueprints/Image Outpainting (Qwen-Image).json index bf2c4241a..218fdc775 100644 --- a/blueprints/Image Outpainting (Qwen-Image).json +++ b/blueprints/Image Outpainting (Qwen-Image).json @@ -204,7 +204,7 @@ }, "revision": 0, "config": {}, - "name": "local-Image Outpainting (Qwen-Image)", + "name": "Image Outpainting (Qwen-Image)", "inputNode": { "id": -10, "bounding": [ @@ -2749,4 +2749,4 @@ } }, "version": 0.4 -} +} \ No newline at end of file diff --git a/blueprints/Image to Layers(Qwen-Image Layered).json b/blueprints/Image to Layers(Qwen-Image-Layered).json similarity index 83% rename from blueprints/Image to Layers(Qwen-Image Layered).json rename to blueprints/Image to Layers(Qwen-Image-Layered).json index 164ffbd8d..8a525e7a5 100644 --- a/blueprints/Image to Layers(Qwen-Image Layered).json +++ b/blueprints/Image to Layers(Qwen-Image-Layered).json @@ -1,15 +1,14 @@ { - "id": "1a761372-7c82-4016-b9bf-fa285967e1e9", "revision": 0, - "last_node_id": 83, + "last_node_id": 176, "last_link_id": 0, "nodes": [ { - "id": 83, - "type": "f754a936-daaf-4b6e-9658-41fdc54d301d", + "id": 176, + "type": "2d2e3c8e-53b3-4618-be52-6d1d99382f0e", "pos": [ - 61.999827823554256, - 153.3332507624185 + -1150, + 200 ], "size": [ 400, @@ -56,6 +55,38 @@ "name": "layers" }, "link": null + }, + { + "name": "seed", + "type": "INT", + "widget": { + "name": "seed" + }, + "link": null + }, + { + "name": "unet_name", + "type": "COMBO", + "widget": { + "name": "unet_name" + }, + "link": null + }, + { + "name": "clip_name", + "type": "COMBO", + "widget": { + "name": "clip_name" + }, + "link": null + }, + { + "name": "vae_name", + "type": "COMBO", + "widget": { + "name": "vae_name" + }, + "link": null } ], "outputs": [ @@ -66,28 +97,41 @@ "links": [] } ], + "title": "Image to Layers (Qwen-Image-Layered)", "properties": { "proxyWidgets": [ [ - "-1", + "6", "text" ], [ - "-1", + "3", "steps" ], [ - "-1", + "3", "cfg" ], [ - "-1", + "83", "layers" ], [ "3", "seed" ], + [ + "37", + "unet_name" + ], + [ + "38", + "clip_name" + ], + [ + "39", + "vae_name" + ], [ "3", "control_after_generate" @@ -95,6 +139,11 @@ ], "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -103,25 +152,20 @@ "secondTabOffset": 80, "secondTabWidth": 65 }, - "widgets_values": [ - "", - 20, - 2.5, - 2 - ] + "widgets_values": [] } ], "links": [], - "groups": [], + "version": 0.4, "definitions": { "subgraphs": [ { - "id": "f754a936-daaf-4b6e-9658-41fdc54d301d", + "id": "2d2e3c8e-53b3-4618-be52-6d1d99382f0e", "version": 1, "state": { - "lastGroupId": 3, - "lastNodeId": 83, - "lastLinkId": 159, + "lastGroupId": 8, + "lastNodeId": 176, + "lastLinkId": 380, "lastRerouteId": 0 }, "revision": 0, @@ -130,10 +174,10 @@ "inputNode": { "id": -10, "bounding": [ - -510, - 523, + -720, + 720, 120, - 140 + 220 ] }, "outputNode": { @@ -156,8 +200,8 @@ ], "localized_name": "image", "pos": [ - -410, - 543 + -620, + 740 ] }, { @@ -168,8 +212,8 @@ 150 ], "pos": [ - -410, - 563 + -620, + 760 ] }, { @@ -180,8 +224,8 @@ 153 ], "pos": [ - -410, - 583 + -620, + 780 ] }, { @@ -192,8 +236,8 @@ 154 ], "pos": [ - -410, - 603 + -620, + 800 ] }, { @@ -204,8 +248,56 @@ 159 ], "pos": [ - -410, - 623 + -620, + 820 + ] + }, + { + "id": "9f76338b-f4ca-4bb3-b61a-57b3f233061e", + "name": "seed", + "type": "INT", + "linkIds": [ + 377 + ], + "pos": [ + -620, + 840 + ] + }, + { + "id": "8d0422d5-5eee-4f7e-9817-dc613cc62eca", + "name": "unet_name", + "type": "COMBO", + "linkIds": [ + 378 + ], + "pos": [ + -620, + 860 + ] + }, + { + "id": "552eece2-a735-4d00-ae78-ded454622bc1", + "name": "clip_name", + "type": "COMBO", + "linkIds": [ + 379 + ], + "pos": [ + -620, + 880 + ] + }, + { + "id": "1e6d141c-d0f9-4a2b-895c-b6780e57cfa0", + "name": "vae_name", + "type": "COMBO", + "linkIds": [ + 380 + ], + "pos": [ + -620, + 900 ] } ], @@ -231,14 +323,14 @@ "type": "CLIPLoader", "pos": [ -320, - 310 + 360 ], "size": [ - 346.7470703125, - 106 + 350, + 150 ], "flags": {}, - "order": 0, + "order": 5, "mode": 0, "inputs": [ { @@ -248,7 +340,7 @@ "widget": { "name": "clip_name" }, - "link": null + "link": 379 }, { "localized_name": "type", @@ -283,9 +375,14 @@ } ], "properties": { - "Node name for S&R": "CLIPLoader", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "CLIPLoader", "models": [ { "name": "qwen_2.5_vl_7b_fp8_scaled.safetensors", @@ -312,14 +409,14 @@ "type": "VAELoader", "pos": [ -320, - 460 + 580 ], "size": [ - 346.7470703125, - 58 + 350, + 110 ], "flags": {}, - "order": 1, + "order": 6, "mode": 0, "inputs": [ { @@ -329,7 +426,7 @@ "widget": { "name": "vae_name" }, - "link": null + "link": 380 } ], "outputs": [ @@ -345,9 +442,14 @@ } ], "properties": { - "Node name for S&R": "VAELoader", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "VAELoader", "models": [ { "name": "qwen_image_layered_vae.safetensors", @@ -375,11 +477,11 @@ 420 ], "size": [ - 425.27801513671875, - 180.6060791015625 + 430, + 190 ], "flags": {}, - "order": 3, + "order": 2, "mode": 0, "inputs": [ { @@ -411,9 +513,14 @@ ], "title": "CLIP Text Encode (Negative Prompt)", "properties": { - "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "CLIPTextEncode", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -432,12 +539,12 @@ "id": 70, "type": "ReferenceLatent", "pos": [ - 330, - 670 + 140, + 700 ], "size": [ - 204.1666717529297, - 46 + 210, + 50 ], "flags": { "collapsed": true @@ -470,9 +577,14 @@ } ], "properties": { - "Node name for S&R": "ReferenceLatent", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "ReferenceLatent", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -480,19 +592,18 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 69, "type": "ReferenceLatent", "pos": [ - 330, - 710 + 160, + 820 ], "size": [ - 204.1666717529297, - 46 + 210, + 50 ], "flags": { "collapsed": true @@ -525,9 +636,14 @@ } ], "properties": { - "Node name for S&R": "ReferenceLatent", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "ReferenceLatent", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -535,8 +651,7 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 66, @@ -547,10 +662,10 @@ ], "size": [ 270, - 58 + 110 ], "flags": {}, - "order": 4, + "order": 7, "mode": 0, "inputs": [ { @@ -580,9 +695,14 @@ } ], "properties": { - "Node name for S&R": "ModelSamplingAuraFlow", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "ModelSamplingAuraFlow", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -600,11 +720,11 @@ "type": "LatentCutToBatch", "pos": [ 830, - 160 + 140 ], "size": [ 270, - 82 + 140 ], "flags": {}, "order": 11, @@ -646,9 +766,14 @@ } ], "properties": { - "Node name for S&R": "LatentCutToBatch", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "LatentCutToBatch", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -666,12 +791,12 @@ "id": 71, "type": "VAEEncode", "pos": [ - 100, - 690 + -280, + 780 ], "size": [ - 140, - 46 + 230, + 100 ], "flags": { "collapsed": false @@ -704,9 +829,14 @@ } ], "properties": { - "Node name for S&R": "VAEEncode", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "VAEEncode", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -714,24 +844,23 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 8, "type": "VAEDecode", "pos": [ 850, - 310 + 370 ], "size": [ 210, - 46 + 50 ], "flags": { "collapsed": true }, - "order": 7, + "order": 3, "mode": 0, "inputs": [ { @@ -759,9 +888,14 @@ } ], "properties": { - "Node name for S&R": "VAEDecode", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "VAEDecode", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -769,8 +903,7 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 6, @@ -780,11 +913,11 @@ 180 ], "size": [ - 422.84503173828125, - 164.31304931640625 + 430, + 170 ], "flags": {}, - "order": 6, + "order": 1, "mode": 0, "inputs": [ { @@ -816,9 +949,14 @@ ], "title": "CLIP Text Encode (Positive Prompt)", "properties": { - "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "CLIPTextEncode", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -838,14 +976,14 @@ "type": "KSampler", "pos": [ 530, - 280 + 340 ], "size": [ 270, 400 ], "flags": {}, - "order": 5, + "order": 0, "mode": 0, "inputs": [ { @@ -879,7 +1017,7 @@ "widget": { "name": "seed" }, - "link": null + "link": 377 }, { "localized_name": "steps", @@ -939,9 +1077,14 @@ } ], "properties": { - "Node name for S&R": "KSampler", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "KSampler", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -964,12 +1107,12 @@ "id": 78, "type": "GetImageSize", "pos": [ - 80, - 790 + -280, + 930 ], "size": [ - 210, - 136 + 230, + 140 ], "flags": {}, "order": 12, @@ -1007,9 +1150,14 @@ } ], "properties": { - "Node name for S&R": "GetImageSize", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + 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110 ], "flags": {}, - "order": 2, + "order": 4, "mode": 0, "inputs": [ { @@ -1123,7 +1276,7 @@ "widget": { "name": "unet_name" }, - "link": null + "link": 378 }, { "localized_name": "weight_dtype", @@ -1147,9 +1300,14 @@ } ], "properties": { - "Node name for S&R": "UNETLoader", "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "input_ue_unconnectable": {}, + "version": "7.7" + }, + "Node name for S&R": "UNETLoader", "models": [ { "name": "qwen_image_layered_bf16.safetensors", @@ -1191,8 +1349,8 @@ "bounding": [ -330, 110, - 366.7470703125, - 421.6 + 370, + 610 ], "color": "#3f789e", "font_size": 24, @@ -1391,6 +1549,38 @@ "target_id": 83, "target_slot": 2, "type": "INT" + }, + { + "id": 377, + "origin_id": -10, + "origin_slot": 5, + "target_id": 3, + "target_slot": 4, + "type": "INT" + }, + { + "id": 378, + "origin_id": -10, + "origin_slot": 6, + "target_id": 37, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 379, + "origin_id": -10, 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"linkIds": [ - 409 - ], - "pos": [ - -2086.6796875, - 4400 - ] - }, - { - "id": "6aa6cf2c-bc4f-4f8b-be62-aa15793375dc", - "name": "length", - "type": "INT", - "linkIds": [ - 410 - ], - "pos": [ - -2086.6796875, - 4420 + -1942.970703125, + 4300 ] } ], @@ -407,8 +344,8 @@ ], "localized_name": "VIDEO", "pos": [ - 1770.2777777777776, - 4111.111111111111 + 1770, + 4110 ] } ], @@ -418,15 +355,15 @@ "id": 93, "type": "CFGGuider", "pos": [ - -697.721823660531, - 3671.1105325465196 + -690, + 3710 ], "size": [ - 269.97395833333337, - 98 + 270, + 160 ], "flags": {}, - "order": 16, + "order": 7, "mode": 0, "inputs": [ { @@ -470,6 +407,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.64", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CFGGuider", "enableTabs": false, "tabWidth": 65, @@ -487,12 +429,12 @@ "id": 94, "type": "KSamplerSelect", "pos": [ - -697.721823660531, - 3841.1107362825187 + -690, + 3940 ], "size": [ - 269.97395833333337, - 58 + 270, + 110 ], "flags": {}, "order": 0, @@ -521,6 +463,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "KSamplerSelect", "enableTabs": false, "tabWidth": 65, @@ -538,12 +485,12 @@ "id": 99, "type": "ManualSigmas", "pos": [ - 410.27824286284044, - 3851.110970278795 + 450, + 3910 ], "size": [ - 269.97395833333337, - 58 + 270, + 110 ], "flags": {}, "order": 1, @@ -572,6 +519,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "ManualSigmas", "enableTabs": false, "tabWidth": 65, @@ -589,15 +541,15 @@ "id": 100, "type": "LatentUpscaleModelLoader", "pos": [ - -69.72208571196083, - 3701.1104657166875 + -70, + 3790 ], "size": [ - 389.97395833333337, - 58 + 390, + 110 ], "flags": {}, - "order": 2, + "order": 11, "mode": 0, "inputs": [ { @@ -607,7 +559,7 @@ "widget": { "name": "model_name" }, - "link": 407 + "link": 1774 } ], "outputs": [ @@ -623,21 +575,26 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LatentUpscaleModelLoader", - "models": [ - { - "name": "ltx-2-spatial-upscaler-x2-1.0.safetensors", - "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-spatial-upscaler-x2-1.0.safetensors", - "directory": "latent_upscale_models" - } - ], "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, - "secondTabWidth": 65 + "secondTabWidth": 65, + "models": [ + { + "name": "ltx-2-spatial-upscaler-x2-1.0.safetensors", + "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-spatial-upscaler-x2-1.0.safetensors", + "directory": "latent_upscale_models" + } + ] }, "widgets_values": [ "ltx-2-spatial-upscaler-x2-1.0.safetensors" @@ -647,15 +604,15 @@ "id": 101, "type": "LTXVConcatAVLatent", "pos": [ - 410.27824286284044, - 4101.110949206838 + 450, + 4220 ], "size": [ - 269.97395833333337, - 46 + 270, + 120 ], "flags": {}, - "order": 18, + "order": 12, "mode": 0, "inputs": [ { @@ -684,6 +641,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVConcatAVLatent", "enableTabs": false, "tabWidth": 65, @@ -692,22 +654,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 108, "type": "CFGGuider", "pos": [ - 410.27824286284044, - 3701.1104657166875 + 450, + 3720 ], "size": [ - 269.97395833333337, - 98 + 270, + 160 ], "flags": {}, - "order": 22, + "order": 18, "mode": 0, "inputs": [ { @@ -751,6 +712,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.71", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CFGGuider", "enableTabs": false, "tabWidth": 65, @@ -764,19 +730,101 @@ 1 ] }, + { + "id": 111, + "type": "LTXVEmptyLatentAudio", + "pos": [ + -1100, + 4940 + ], + "size": [ + 270, + 170 + ], + "flags": {}, + "order": 20, + "mode": 0, + "inputs": [ + { + "localized_name": "audio_vae", + "name": "audio_vae", + "type": "VAE", + "link": 285 + }, + { + "localized_name": "frames_number", + "name": "frames_number", + "type": "INT", + "widget": { + "name": "frames_number" + }, + "link": 329 + }, + { + "localized_name": "frame_rate", + "name": "frame_rate", + "type": "INT", + "widget": { + "name": "frame_rate" + }, + "link": 354 + }, + { + "localized_name": "batch_size", + "name": "batch_size", + "type": "INT", + "widget": { + "name": "batch_size" + }, + "link": null + } + ], + "outputs": [ + { + "localized_name": "Latent", + "name": "Latent", + "type": "LATENT", + "links": [ + 300 + ] + } + ], + "properties": { + "cnr_id": "comfy-core", + "ver": "0.3.68", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "LTXVEmptyLatentAudio", + "enableTabs": false, + "tabWidth": 65, + "tabXOffset": 10, + "hasSecondTab": false, + "secondTabText": "Send Back", + "secondTabOffset": 80, + "secondTabWidth": 65 + }, + "widgets_values": [ + 97, + 25, + 1 + ] + }, { "id": 123, "type": "SamplerCustomAdvanced", "pos": [ - -387.72197839215096, - 3521.1103425011374 + -380, + 3530 ], "size": [ - 213.09895833333334, - 106 + 230, + 170 ], "flags": {}, - "order": 31, + "order": 29, "mode": 0, "inputs": [ { @@ -829,6 +877,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.60", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "SamplerCustomAdvanced", "enableTabs": false, "tabWidth": 65, @@ -837,22 +890,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 114, "type": "LTXVConditioning", "pos": [ - -1133.7215420073496, - 4141.110347554622 + -1130, + 4140 ], "size": [ - 269.97395833333337, - 78 + 270, + 130 ], "flags": {}, - "order": 27, + "order": 23, "mode": 0, "inputs": [ { @@ -898,6 +950,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVConditioning", "enableTabs": false, "tabWidth": 65, @@ -915,15 +972,15 @@ "id": 119, "type": "CLIPTextEncode", "pos": [ - -1163.7218246405453, - 3881.1109034489627 + -1160, + 3880 ], "size": [ 400, - 88 + 200 ], "flags": {}, - "order": 12, + "order": 27, "mode": 0, "inputs": [ { @@ -955,6 +1012,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CLIPTextEncode", "enableTabs": false, "tabWidth": 65, @@ -974,15 +1036,15 @@ "id": 116, "type": "LTXVConcatAVLatent", "pos": [ - -519.7217122979332, - 4701.110031965835 + -520, + 4830 ], "size": [ - 187.5, - 46 + 230, + 100 ], "flags": {}, - "order": 29, + "order": 25, "mode": 0, "inputs": [ { @@ -1012,6 +1074,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVConcatAVLatent", "enableTabs": false, "tabWidth": 65, @@ -1020,22 +1087,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 122, "type": "LTXVSeparateAVLatent", "pos": [ - -393.72183921949465, - 3801.1107787938904 + -380, + 3810 ], "size": [ - 239.97395833333334, - 46 + 240, + 100 ], "flags": {}, - "order": 30, + "order": 28, "mode": 0, "inputs": [ { @@ -1066,6 +1132,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVSeparateAVLatent", "enableTabs": false, "tabWidth": 65, @@ -1074,22 +1145,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 124, "type": "CLIPTextEncode", "pos": [ - -1174.7214530029996, - 3515.1112854387566 + -1170, + 3510 ], "size": [ - 409.97395833333337, - 88 + 410, + 320 ], "flags": {}, - "order": 32, + "order": 30, "mode": 0, "inputs": [ { @@ -1121,6 +1191,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CLIPTextEncode", "enableTabs": false, "tabWidth": 65, @@ -1140,15 +1215,15 @@ "id": 98, "type": "KSamplerSelect", "pos": [ - 410.27824286284044, - 3981.1101681370833 + 450, + 4070 ], "size": [ - 269.97395833333337, - 58 + 270, + 110 ], "flags": {}, - "order": 3, + "order": 2, "mode": 0, "inputs": [ { @@ -1174,6 +1249,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.75", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "KSamplerSelect", "enableTabs": false, "tabWidth": 65, @@ -1191,12 +1271,12 @@ "id": 105, "type": "LoraLoaderModelOnly", "pos": [ - -69.72208571196083, - 3571.110499039739 + -70, + 3570 ], "size": [ - 389.97395833333337, - 82 + 390, + 140 ], "flags": {}, "order": 15, @@ -1215,7 +1295,7 @@ "widget": { "name": "lora_name" }, - "link": 406 + "link": 1773 }, { "localized_name": "strength_model", @@ -1240,21 +1320,26 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.75", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LoraLoaderModelOnly", - "models": [ - { - "name": "ltx-2-19b-distilled-lora-384.safetensors", - "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-distilled-lora-384.safetensors", - "directory": "loras" - } - ], "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, - "secondTabWidth": 65 + "secondTabWidth": 65, + "models": [ + { + "name": "ltx-2-19b-distilled-lora-384.safetensors", + "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-distilled-lora-384.safetensors", + "directory": "loras" + } + ] }, "widgets_values": [ "ltx-2-19b-distilled-lora-384.safetensors", @@ -1265,15 +1350,15 @@ "id": 95, "type": "LTXVScheduler", "pos": [ - -699.7218704597861, - 3981.1101681370833 + -690, + 4130 ], "size": [ - 269.97395833333337, - 154 + 270, + 170 ], "flags": {}, - "order": 17, + "order": 8, "mode": 0, "inputs": [ { @@ -1342,6 +1427,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVScheduler", "enableTabs": false, "tabWidth": 65, @@ -1363,15 +1453,15 @@ "id": 126, "type": "RandomNoise", "pos": [ - -697.721823660531, - 3521.1103425011374 + -690, + 3520 ], "size": [ - 269.97395833333337, - 82 + 270, + 110 ], "flags": {}, - "order": 4, + "order": 31, "mode": 0, "inputs": [ { @@ -1381,7 +1471,7 @@ "widget": { "name": "noise_seed" }, - "link": null + "link": 1767 } ], "outputs": [ @@ -1397,6 +1487,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "RandomNoise", "enableTabs": false, "tabWidth": 65, @@ -1408,22 +1503,22 @@ }, "widgets_values": [ 0, - "randomize" + "fixed" ] }, { "id": 107, "type": "SamplerCustomAdvanced", "pos": [ - 710.2782734905775, - 3571.110499039739 + 730, + 3570 ], "size": [ - 212.36979166666669, - 106 + 230, + 170 ], "flags": {}, - "order": 21, + "order": 17, "mode": 0, "inputs": [ { @@ -1476,6 +1571,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.75", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "SamplerCustomAdvanced", "enableTabs": false, "tabWidth": 65, @@ -1484,22 +1584,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { - "id": 143, + "id": 187, "type": "RandomNoise", "pos": [ - 410.27824286284044, - 3571.110499039739 + 450, + 3570 ], "size": [ - 269.97395833333337, - 82 + 270, + 110 ], "flags": {}, - "order": 5, + "order": 3, "mode": 0, "inputs": [ { @@ -1525,6 +1624,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "RandomNoise", "enableTabs": false, "tabWidth": 65, @@ -1543,12 +1647,12 @@ "id": 139, "type": "LTXVAudioVAEDecode", "pos": [ - 1130.2783163694094, - 3841.1107362825187 + 1130, + 3840 ], "size": [ - 239.97395833333334, - 46 + 240, + 100 ], "flags": {}, "order": 35, @@ -1565,7 +1669,7 @@ "localized_name": "audio_vae", "name": "audio_vae", "type": "VAE", - "link": 383 + "link": 340 } ], "outputs": [ @@ -1581,6 +1685,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVAudioVAEDecode", "enableTabs": false, "tabWidth": 65, @@ -1589,22 +1698,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 106, "type": "CreateVideo", "pos": [ - 1420.2783925712918, - 3761.1104019496292 + 1420, + 3760 ], "size": [ - 269.97395833333337, - 78 + 270, + 130 ], "flags": {}, - "order": 20, + "order": 16, "mode": 0, "inputs": [ { @@ -1643,6 +1751,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CreateVideo", "enableTabs": false, "tabWidth": 65, @@ -1660,15 +1773,15 @@ "id": 134, "type": "LoraLoaderModelOnly", "pos": [ - -1649.721454901846, - 3761.1104019496292 + -1650, + 3750 ], "size": [ - 419.97395833333337, - 82 + 420, + 140 ], "flags": {}, - "order": 13, + "order": 33, "mode": 0, "inputs": [ { @@ -1684,7 +1797,7 @@ "widget": { "name": "lora_name" }, - "link": 404 + "link": 1769 }, { "localized_name": "strength_model", @@ -1710,21 +1823,26 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LoraLoaderModelOnly", - "models": [ - { - "name": "ltx-2-19b-ic-lora-pose-control.safetensors", - "url": "https://huggingface.co/Lightricks/LTX-2-19b-IC-LoRA-Pose-Control/resolve/main/ltx-2-19b-ic-lora-pose-control.safetensors", - "directory": "loras" - } - ], "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, - "secondTabWidth": 65 + "secondTabWidth": 65, + "models": [ + { + "name": "ltx-2-19b-ic-lora-pose-control.safetensors", + "url": "https://huggingface.co/Lightricks/LTX-2-19b-IC-LoRA-Pose-Control/resolve/main/ltx-2-19b-ic-lora-pose-control.safetensors", + "directory": "loras" + } + ] }, "widgets_values": [ "ltx-2-19b-ic-lora-pose-control.safetensors", @@ -1737,12 +1855,12 @@ "id": 138, "type": "LTXVSeparateAVLatent", "pos": [ - 730.2784619127078, - 3731.1109580277 + 740, + 3810 ], "size": [ - 193.2916015625, - 46 + 230, + 100 ], "flags": {}, "order": 34, @@ -1777,6 +1895,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVSeparateAVLatent", "enableTabs": false, "tabWidth": 65, @@ -1785,22 +1908,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { - "id": 144, + "id": 188, "type": "VAEDecodeTiled", "pos": [ - 1120.2783619435547, - 3641.110599376351 + 1120, + 3640 ], "size": [ - 269.97395833333337, + 270, 150 ], "flags": {}, - "order": 36, + "order": 38, "mode": 0, "inputs": [ { @@ -1865,6 +1987,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "VAEDecodeTiled", "enableTabs": false, "tabWidth": 65, @@ -1885,15 +2012,15 @@ "id": 113, "type": "VAEDecode", "pos": [ - 1130.2783163694094, - 3531.1113453160738 + 1130, + 3530 ], "size": [ - 239.97395833333334, - 46 + 240, + 100 ], "flags": {}, - "order": 26, + "order": 22, "mode": 0, "inputs": [ { @@ -1920,6 +2047,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.75", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "VAEDecode", "enableTabs": false, "tabWidth": 65, @@ -1928,22 +2060,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 145, "type": "PrimitiveInt", "pos": [ - -1600, - 4940 + -1610, + 4800 ], "size": [ - 269.97395833333337, - 82 + 270, + 110 ], "flags": {}, - "order": 6, + "order": 4, "mode": 0, "inputs": [ { @@ -1969,6 +2100,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "PrimitiveInt", "enableTabs": false, "tabWidth": 65, @@ -1987,15 +2123,15 @@ "id": 148, "type": "PrimitiveFloat", "pos": [ - -1600, - 5070 + -1610, + 4930 ], "size": [ - 269.97395833333337, - 58 + 270, + 110 ], "flags": {}, - "order": 7, + "order": 5, "mode": 0, "inputs": [ { @@ -2022,6 +2158,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "PrimitiveFloat", "enableTabs": false, "tabWidth": 65, @@ -2035,19 +2176,105 @@ 24 ] }, + { + "id": 115, + "type": "EmptyLTXVLatentVideo", + "pos": [ + -1100, + 4740 + ], + "size": [ + 270, + 200 + ], + "flags": {}, + "order": 24, + "mode": 0, + "inputs": [ + { + "localized_name": "width", + "name": "width", + "type": "INT", + "widget": { + "name": "width" + }, + "link": 296 + }, + { + "localized_name": "height", + "name": "height", + "type": "INT", + "widget": { + "name": "height" + }, + "link": 297 + }, + { + "localized_name": "length", + "name": "length", + "type": "INT", + "widget": { + "name": "length" + }, + "link": 330 + }, + { + "localized_name": "batch_size", + "name": "batch_size", + "type": "INT", + "widget": { + "name": "batch_size" + }, + "link": null + } + ], + "outputs": [ + { + "localized_name": "LATENT", + "name": "LATENT", + "type": "LATENT", + "links": [ + 360 + ] + } + ], + "properties": { + "cnr_id": "comfy-core", + "ver": "0.3.60", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "EmptyLTXVLatentVideo", + "enableTabs": false, + "tabWidth": 65, + "tabXOffset": 10, + "hasSecondTab": false, + "secondTabText": "Send Back", + "secondTabOffset": 80, + "secondTabWidth": 65 + }, + "widgets_values": [ + 768, + 512, + 97, + 1 + ] + }, { "id": 118, "type": "Reroute", "pos": [ - -229.7217758812614, - 4211.111007032079 + -350, + 3980 ], "size": [ - 75, - 26 + 230, + 40 ], "flags": {}, - "order": 14, + "order": 26, "mode": 0, "inputs": [ { @@ -2069,22 +2296,29 @@ ], "properties": { "showOutputText": false, - "horizontal": false + "horizontal": false, + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + } } }, { - "id": 151, + "id": 189, "type": "LTXVImgToVideoInplace", "pos": [ - -19.72161465663438, - 4071.1107364662485 + 180, + 4040 ], "size": [ - 269.97395833333337, - 122 + 260, + 190 ], - "flags": {}, - "order": 38, + "flags": { + "collapsed": false + }, + "order": 39, "mode": 0, "inputs": [ { @@ -2097,7 +2331,7 @@ "localized_name": "image", "name": "image", "type": "IMAGE", - "link": 398 + "link": 379 }, { "localized_name": "latent", @@ -2112,7 +2346,7 @@ "widget": { "name": "strength" }, - "link": 371 + "link": 1759 }, { "localized_name": "bypass", @@ -2137,6 +2371,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVImgToVideoInplace", "enableTabs": false, "tabWidth": 65, @@ -2155,15 +2394,15 @@ "id": 104, "type": "LTXVCropGuides", "pos": [ - -9.721939801202097, - 3841.1107362825187 + -90, + 4210 ], "size": [ - 239.97395833333334, - 66 + 240, + 120 ], "flags": {}, - "order": 19, + "order": 14, "mode": 0, "inputs": [ { @@ -2215,6 +2454,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.68", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVCropGuides", "enableTabs": false, "tabWidth": 65, @@ -2223,22 +2467,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [] + } }, { "id": 112, "type": "LTXVLatentUpsampler", "pos": [ - -9.721939801202097, - 3961.111517352274 + -90, + 4030 ], "size": [ - 259.97395833333337, - 66 + 260, + 120 ], "flags": {}, - "order": 25, + "order": 21, "mode": 0, "inputs": [ { @@ -2274,6 +2517,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVLatentUpsampler", "enableTabs": false, "tabWidth": 65, @@ -2282,22 +2530,117 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 + } + }, + { + "id": 154, + "type": "MarkdownNote", + "pos": [ + -1640, + 5050 + ], + "size": [ + 350, + 170 + ], + "flags": { + "collapsed": false }, - "widgets_values": [] + "order": 6, + "mode": 0, + "inputs": [], + "outputs": [], + "title": "Frame Rate Note", + "properties": { + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + } + }, + "widgets_values": [ + "Please make sure the frame rate value is the same in both boxes" + ], + "color": "#432", + "bgcolor": "#653" + }, + { + "id": 96, + "type": "LTXVAudioVAELoader", + "pos": [ + -1650, + 3970 + ], + "size": [ + 420, + 110 + ], + "flags": {}, + "order": 9, + "mode": 0, + "inputs": [ + { + "localized_name": "ckpt_name", + "name": "ckpt_name", + "type": "COMBO", + "widget": { + "name": "ckpt_name" + }, + "link": 1770 + } + ], + "outputs": [ + { + "localized_name": "Audio VAE", + "name": "Audio VAE", + "type": "VAE", + "links": [ + 285, + 340 + ] + } + ], + "properties": { + "cnr_id": "comfy-core", + "ver": "0.3.68", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "LTXVAudioVAELoader", + "enableTabs": false, + "tabWidth": 65, + "tabXOffset": 10, + "hasSecondTab": false, + "secondTabText": "Send Back", + "secondTabOffset": 80, + "secondTabWidth": 65, + "models": [ + { + "name": "ltx-2-19b-dev-fp8.safetensors", + "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-dev-fp8.safetensors", + "directory": "checkpoints" + } + ] + }, + "widgets_values": [ + "ltx-2-19b-dev-fp8.safetensors" + ] }, { "id": 97, "type": "LTXAVTextEncoderLoader", "pos": [ - -1649.721454901846, - 4041.1110828665023 + -1650, + 4160 ], "size": [ - 419.97395833333337, - 106 + 420, + 150 ], "flags": {}, - "order": 8, + "order": 10, "mode": 0, "inputs": [ { @@ -2307,7 +2650,7 @@ "widget": { "name": "text_encoder" }, - "link": 405 + "link": 1772 }, { "localized_name": "ckpt_name", @@ -2316,7 +2659,7 @@ "widget": { "name": "ckpt_name" }, - "link": 403 + "link": 1771 }, { "localized_name": "device", @@ -2342,7 +2685,19 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXAVTextEncoderLoader", + "enableTabs": false, + "tabWidth": 65, + "tabXOffset": 10, + "hasSecondTab": false, + "secondTabText": "Send Back", + "secondTabOffset": 80, + "secondTabWidth": 65, "models": [ { "name": "ltx-2-19b-dev-fp8.safetensors", @@ -2354,17 +2709,10 @@ "url": "https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors", "directory": "text_encoders" } - ], - "enableTabs": false, - "tabWidth": 65, - "tabXOffset": 10, - "hasSecondTab": false, - "secondTabText": "Send Back", - "secondTabOffset": 80, - "secondTabWidth": 65 + ] }, "widgets_values": [ - "ltx-2-19b-ic-lora-pose-control.safetensors", + "gemma_3_12B_it_fp4_mixed.safetensors", "ltx-2-19b-dev-fp8.safetensors", "default" ] @@ -2373,15 +2721,15 @@ "id": 103, "type": "CheckpointLoaderSimple", "pos": [ - -1649.721454901846, - 3591.1104777840524 + -1650, + 3520 ], "size": [ - 419.97395833333337, - 98 + 420, + 160 ], "flags": {}, - "order": 9, + "order": 13, "mode": 0, "inputs": [ { @@ -2391,7 +2739,7 @@ "widget": { "name": "ckpt_name" }, - "link": 401 + "link": 1768 } ], "outputs": [ @@ -2424,137 +2772,89 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "CheckpointLoaderSimple", + "enableTabs": false, + "tabWidth": 65, + "tabXOffset": 10, + "hasSecondTab": false, + "secondTabText": "Send Back", + "secondTabOffset": 80, + "secondTabWidth": 65, "models": [ { "name": "ltx-2-19b-dev-fp8.safetensors", "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-19b-dev-fp8.safetensors", "directory": "checkpoints" } - ], - "enableTabs": false, - "tabWidth": 65, - "tabXOffset": 10, - "hasSecondTab": false, - "secondTabText": "Send Back", - "secondTabOffset": 80, - "secondTabWidth": 65 + ] }, "widgets_values": [ "ltx-2-19b-dev-fp8.safetensors" ] }, { - "id": 156, - "type": "LTXVAudioVAELoader", + "id": 110, + "type": "GetImageSize", "pos": [ - -1636.9543279290153, - 3911.095334870057 + -1610, + 4630 ], "size": [ - 399.0494791666667, - 58 + 260, + 120 ], "flags": {}, - "order": 10, + "order": 19, "mode": 0, "inputs": [ - { - "localized_name": "ckpt_name", - "name": "ckpt_name", - "type": "COMBO", - "widget": { - "name": "ckpt_name" - }, - "link": 402 - } - ], - "outputs": [ - { - "localized_name": "Audio VAE", - "name": "Audio VAE", - "type": "VAE", - "links": [ - 382, - 383 - ] - } - ], - "properties": { - "cnr_id": "comfy-core", - "ver": "0.11.0", - "Node name for S&R": "LTXVAudioVAELoader" - }, - "widgets_values": [ - "ltx-2-19b-dev-fp8.safetensors" - ] - }, - { - "id": 149, - "type": "LTXVImgToVideoInplace", - "pos": [ - -1089.7215608128167, - 4401.110560478942 - ], - "size": [ - 269.97395833333337, - 122 - ], - "flags": {}, - "order": 37, - "mode": 0, - "inputs": [ - { - "localized_name": "vae", - "name": "vae", - "type": "VAE", - "link": 359 - }, { "localized_name": "image", "name": "image", "type": "IMAGE", - "link": 399 - }, - { - "localized_name": "latent", - "name": "latent", - "type": "LATENT", - "link": 360 - }, - { - "localized_name": "strength", - "name": "strength", - "type": "FLOAT", - "widget": { - "name": "strength" - }, - "link": 370 - }, - { - "localized_name": "bypass", - "name": "bypass", - "type": "BOOLEAN", - "widget": { - "name": "bypass" - }, - "link": 363 + "link": 381 } ], "outputs": [ { - "localized_name": "latent", - "name": "latent", - "type": "LATENT", + "localized_name": "width", + "name": "width", + "type": "INT", "links": [ - 357 + 296 + ] + }, + { + "localized_name": "height", + "name": "height", + "type": "INT", + "links": [ + 297 + ] + }, + { + "localized_name": "batch_size", + "name": "batch_size", + "type": "INT", + "links": [ + 329, + 330 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", - "Node name for S&R": "LTXVImgToVideoInplace", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "GetImageSize", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -2562,25 +2862,21 @@ "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 - }, - "widgets_values": [ - 1, - false - ] + } }, { "id": 132, "type": "LTXVAddGuide", "pos": [ - -599.7217670603999, - 4421.110609115862 + -600, + 4550 ], "size": [ - 269.97395833333337, - 162 + 270, + 240 ], "flags": {}, - "order": 33, + "order": 32, "mode": 0, "inputs": [ { @@ -2611,7 +2907,7 @@ "localized_name": "image", "name": "image", "type": "IMAGE", - "link": 395 + "link": 348 }, { "localized_name": "frame_idx", @@ -2663,6 +2959,11 @@ "properties": { "cnr_id": "comfy-core", "ver": "0.3.75", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, "Node name for S&R": "LTXVAddGuide", "enableTabs": false, "tabWidth": 65, @@ -2678,114 +2979,76 @@ ] }, { - "id": 154, - "type": "MarkdownNote", + "id": 149, + "type": "LTXVImgToVideoInplace", "pos": [ - -1630, - 5190 + -1090, + 4530 ], "size": [ - 350, - 88 - ], - "flags": { - "collapsed": false - }, - "order": 11, - "mode": 0, - "inputs": [], - "outputs": [], - "title": "Frame Rate Note", - "properties": {}, - "widgets_values": [ - "Please make sure the frame rate value is the same in both boxes" - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 159, - "type": "ResizeImageMaskNode", - "pos": [ - -1610, - 4580 - ], - "size": [ - 284.375, - 154 + 270, + 180 ], "flags": {}, - "order": 39, + "order": 36, "mode": 0, "inputs": [ { - "localized_name": "input", - "name": "input", - "type": "IMAGE,MASK", - "link": 400 + "localized_name": "vae", + "name": "vae", + "type": "VAE", + "link": 359 }, { - "localized_name": "resize_type", - "name": "resize_type", - "type": "COMFY_DYNAMICCOMBO_V3", + "localized_name": "image", + "name": "image", + "type": "IMAGE", + "link": 364 + }, + { + "localized_name": "latent", + "name": "latent", + "type": "LATENT", + "link": 360 + }, + { + "localized_name": "strength", + "name": "strength", + "type": "FLOAT", "widget": { - "name": "resize_type" + "name": "strength" }, - "link": null + "link": 1758 }, { - "localized_name": "width", - "name": "resize_type.width", - "type": "INT", + "localized_name": "bypass", + "name": "bypass", + "type": "BOOLEAN", "widget": { - "name": "resize_type.width" - }, - "link": 408 - }, - { - "localized_name": "height", - "name": "resize_type.height", - "type": "INT", - "widget": { - "name": "resize_type.height" - }, - "link": 409 - }, - { - "localized_name": "crop", - "name": "resize_type.crop", - "type": "COMBO", - "widget": { - "name": "resize_type.crop" - }, - "link": null - }, - { - "localized_name": "scale_method", - "name": "scale_method", - "type": "COMBO", - "widget": { - "name": "scale_method" + "name": "bypass" }, "link": null } ], "outputs": [ { - "localized_name": "resized", - "name": "resized", - "type": "IMAGE,MASK", + "localized_name": "latent", + "name": "latent", + "type": "LATENT", "links": [ - 391, - 392, - 395 + 357 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.7.0", - "Node name for S&R": "ResizeImageMaskNode", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "LTXVImgToVideoInplace", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -2795,139 +3058,69 @@ "secondTabWidth": 65 }, "widgets_values": [ - "scale dimensions", - 1280, - 720, - "center", - "lanczos" + 1, + false ] }, { - "id": 110, - "type": "GetImageSize", + "id": 155, + "type": "ImageScaleBy", "pos": [ - -1600, - 4780 + -1620, + 4440 ], "size": [ - 259.97395833333337, - 66 + 280, + 140 ], "flags": {}, - "order": 23, + "order": 37, "mode": 0, "inputs": [ { "localized_name": "image", "name": "image", "type": "IMAGE", - "link": 391 - } - ], - "outputs": [ - { - "localized_name": "width", - "name": "width", - "type": "INT", - "links": [ - 296 - ] + "link": 380 }, { - "localized_name": "height", - "name": "height", - "type": "INT", - "links": [ - 297 - ] - }, - { - "localized_name": "batch_size", - "name": "batch_size", - "type": "INT", - "links": [] - } - ], - "properties": { - "cnr_id": "comfy-core", - "ver": "0.7.0", - "Node name for S&R": "GetImageSize", - "enableTabs": false, - "tabWidth": 65, - "tabXOffset": 10, - "hasSecondTab": false, - "secondTabText": "Send Back", - "secondTabOffset": 80, - "secondTabWidth": 65 - }, - "widgets_values": [] - }, - { - "id": 115, - "type": "EmptyLTXVLatentVideo", - "pos": [ - -1099.721794809093, - 4611.11072170357 - ], - "size": [ - 269.97395833333337, - 130 - ], - "flags": {}, - "order": 28, - "mode": 0, - "inputs": [ - { - "localized_name": "width", - "name": "width", - "type": "INT", + "localized_name": "upscale_method", + "name": "upscale_method", + "type": "COMBO", "widget": { - "name": "width" + "name": "upscale_method" }, - "link": 296 + "link": null }, { - "localized_name": "height", - "name": "height", - "type": "INT", + "localized_name": "scale_by", + "name": "scale_by", + "type": "FLOAT", "widget": { - "name": "height" - }, - "link": 297 - }, - { - "localized_name": "length", - "name": "length", - "type": "INT", - "widget": { - "name": "length" - }, - "link": 410 - }, - { - "localized_name": "batch_size", - "name": "batch_size", - "type": "INT", - "widget": { - "name": "batch_size" + "name": "scale_by" }, "link": null } ], "outputs": [ { - "localized_name": "LATENT", - "name": "LATENT", - "type": "LATENT", + "localized_name": "IMAGE", + "name": "IMAGE", + "type": "IMAGE", "links": [ - 360 + 381 ] } ], "properties": { "cnr_id": "comfy-core", - "ver": "0.3.60", - "Node name for S&R": "EmptyLTXVLatentVideo", + "ver": "0.5.1", + "ue_properties": { + "widget_ue_connectable": {}, + "version": "7.7", + "input_ue_unconnectable": {} + }, + "Node name for S&R": "ImageScaleBy", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, @@ -2937,87 +3130,8 @@ "secondTabWidth": 65 }, "widgets_values": [ - 768, - 512, - 97, - 1 - ] - }, - { - "id": 111, - "type": "LTXVEmptyLatentAudio", - "pos": [ - -1099.721794809093, - 4811.110229576288 - ], - "size": [ - 269.97395833333337, - 106 - ], - "flags": {}, - "order": 24, - "mode": 0, - "inputs": [ - { - "localized_name": "audio_vae", - "name": "audio_vae", - "type": "VAE", - "link": 382 - }, - { - "localized_name": "frames_number", - "name": "frames_number", - "type": "INT", - "widget": { - "name": "frames_number" - }, - "link": null - }, - { - "localized_name": "frame_rate", - "name": "frame_rate", - "type": "INT", - "widget": { - "name": "frame_rate" - }, - "link": 354 - }, - { - "localized_name": "batch_size", - "name": "batch_size", - "type": "INT", - "widget": { - "name": "batch_size" - }, - "link": null - } - ], - "outputs": [ - { - "localized_name": "Latent", - "name": "Latent", - "type": "LATENT", - "links": [ - 300 - ] - } - ], - "properties": { - "cnr_id": "comfy-core", - "ver": "0.3.68", - "Node name for S&R": "LTXVEmptyLatentAudio", - "enableTabs": false, - "tabWidth": 65, - "tabXOffset": 10, - "hasSecondTab": false, - "secondTabText": "Send Back", - "secondTabOffset": 80, - "secondTabWidth": 65 - }, - "widgets_values": [ - 97, - 25, - 1 + "lanczos", + 0.5 ] } ], @@ -3028,8 +3142,8 @@ "bounding": [ -1660, 3440, - 440, - 820 + 450, + 940 ], "color": "#3f789e", "font_size": 24, @@ -3041,8 +3155,8 @@ "bounding": [ -700, 3440, - 570, - 820 + 580, + 940 ], "color": "#3f789e", "font_size": 24, @@ -3054,8 +3168,8 @@ 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"origin_id": 126, @@ -3240,6 +3370,14 @@ "target_slot": 1, "type": "INT" }, + { + "id": 330, + "origin_id": 110, + "origin_slot": 2, + "target_id": 115, + "target_slot": 2, + "type": "INT" + }, { "id": 325, "origin_id": 103, @@ -3360,6 +3498,14 @@ "target_slot": 0, "type": "LATENT" }, + { + "id": 340, + "origin_id": 96, + "origin_slot": 0, + "target_id": 139, + "target_slot": 1, + "type": "VAE" + }, { "id": 337, "origin_id": 138, @@ -3490,23 +3636,31 @@ }, { "id": 347, - "origin_id": 143, + "origin_id": 187, "origin_slot": 0, "target_id": 107, "target_slot": 0, "type": "NOISE" }, + { + "id": 348, + "origin_id": -10, + "origin_slot": 1, + "target_id": 132, + "target_slot": 4, + "type": "IMAGE" + }, { "id": 351, "origin_id": 138, "origin_slot": 0, - "target_id": 144, + "target_id": 188, "target_slot": 0, "type": "LATENT" }, { "id": 352, - "origin_id": 144, + "origin_id": 188, "origin_slot": 0, "target_id": 106, "target_slot": 0, @@ -3516,7 +3670,7 @@ "id": 353, "origin_id": 103, "origin_slot": 2, - "target_id": 144, + "target_id": 188, "target_slot": 1, "type": "VAE" }, @@ -3569,16 +3723,16 @@ "type": "LATENT" }, { - "id": 363, + "id": 364, "origin_id": -10, "origin_slot": 2, "target_id": 149, - "target_slot": 4, - "type": "BOOLEAN" + "target_slot": 1, + "type": "IMAGE" }, { "id": 365, - "origin_id": 151, + "origin_id": 189, "origin_slot": 0, "target_id": 101, "target_slot": 0, @@ -3588,7 +3742,7 @@ "id": 366, "origin_id": 112, "origin_slot": 0, - "target_id": 151, + "target_id": 189, "target_slot": 2, "type": "LATENT" }, @@ -3596,92 +3750,68 @@ "id": 367, "origin_id": 118, "origin_slot": 0, - "target_id": 151, + "target_id": 189, "target_slot": 0, "type": "VAE" }, { "id": 368, "origin_id": -10, - "origin_slot": 2, - "target_id": 151, + "origin_slot": 4, + "target_id": 189, "target_slot": 4, "type": "BOOLEAN" }, { - "id": 370, + "id": 379, "origin_id": -10, - "origin_slot": 1, - "target_id": 149, - "target_slot": 3, - "type": "FLOAT" - }, - { - "id": 371, - "origin_id": -10, - "origin_slot": 1, - "target_id": 151, - "target_slot": 3, - "type": "FLOAT" - }, - { - "id": 382, - "origin_id": 156, - "origin_slot": 0, - "target_id": 111, - "target_slot": 0, - "type": "VAE" - }, - { - "id": 383, - "origin_id": 156, - "origin_slot": 0, - "target_id": 139, + "origin_slot": 2, + "target_id": 189, "target_slot": 1, - "type": "VAE" + "type": "IMAGE" }, { - "id": 391, - "origin_id": 159, + "id": 380, + "origin_id": -10, + "origin_slot": 1, + "target_id": 155, + "target_slot": 0, + "type": "IMAGE" + }, + { + "id": 381, + "origin_id": 155, "origin_slot": 0, "target_id": 110, "target_slot": 0, "type": "IMAGE" }, { - "id": 395, - "origin_id": 159, - "origin_slot": 0, - "target_id": 132, - "target_slot": 4, - "type": "IMAGE" - }, - { - "id": 398, - "origin_id": -10, - "origin_slot": 3, - "target_id": 151, - "target_slot": 1, - "type": "IMAGE" - }, - { - "id": 399, + "id": 1758, "origin_id": -10, "origin_slot": 3, "target_id": 149, - "target_slot": 1, - "type": "IMAGE" + "target_slot": 3, + "type": "FLOAT" }, { - "id": 400, + "id": 1759, + "origin_id": -10, + "origin_slot": 3, + "target_id": 189, + "target_slot": 3, + "type": "FLOAT" + }, + { + "id": 1767, "origin_id": -10, "origin_slot": 4, - "target_id": 159, + "target_id": 126, "target_slot": 0, - "type": "IMAGE,MASK" + "type": "INT" }, { - "id": 401, + "id": 1768, "origin_id": -10, "origin_slot": 5, "target_id": 103, @@ -3689,23 +3819,7 @@ "type": "COMBO" }, { - "id": 402, - "origin_id": -10, - "origin_slot": 5, - "target_id": 156, - "target_slot": 0, - "type": "COMBO" - }, - { - "id": 403, - "origin_id": -10, - "origin_slot": 5, - "target_id": 97, - "target_slot": 1, - "type": "COMBO" - }, - { - "id": 404, + "id": 1769, "origin_id": -10, "origin_slot": 6, "target_id": 134, @@ -3713,52 +3827,44 @@ "type": "COMBO" }, { - "id": 405, + "id": 1770, "origin_id": -10, - "origin_slot": 6, + "origin_slot": 5, + "target_id": 96, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 1771, + "origin_id": -10, + "origin_slot": 5, + "target_id": 97, + "target_slot": 1, + "type": "COMBO" + }, + { + "id": 1772, + "origin_id": -10, + "origin_slot": 7, "target_id": 97, "target_slot": 0, "type": "COMBO" }, { - "id": 406, + "id": 1773, "origin_id": -10, - "origin_slot": 7, + "origin_slot": 8, "target_id": 105, "target_slot": 1, "type": "COMBO" }, { - "id": 407, + "id": 1774, "origin_id": -10, - "origin_slot": 8, + "origin_slot": 9, "target_id": 100, "target_slot": 0, "type": "COMBO" - }, - { - "id": 408, - "origin_id": -10, - "origin_slot": 9, - "target_id": 159, - "target_slot": 2, - "type": "INT" - }, - { - "id": 409, - "origin_id": -10, - "origin_slot": 10, - "target_id": 159, - "target_slot": 3, - "type": "INT" - }, - { - "id": 410, - "origin_id": -10, - "origin_slot": 11, - "target_id": 115, - "target_slot": 2, - "type": "INT" } ], "extra": { @@ -3768,21 +3874,7 @@ } ] }, - "config": {}, "extra": { - "ds": { - "scale": 1.3889423076923078, - "offset": [ - 217.0560747663551, 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"origin_id": 299, + "origin_slot": 0, + "target_id": 312, + "target_slot": 1, + "type": "AUDIO" + }, + { + "id": 591, + "origin_id": 300, + "origin_slot": 0, + "target_id": 312, + "target_slot": 2, + "type": "FLOAT" + }, + { + "id": 536, + "origin_id": 312, + "origin_slot": 0, + "target_id": -20, + "target_slot": 0, + "type": "VIDEO" + }, + { + "id": 595, + "origin_id": -10, + "origin_slot": 0, + "target_id": 320, + "target_slot": 0, + "type": "STRING" + }, + { + "id": 597, + "origin_id": -10, + "origin_slot": 1, + "target_id": 314, + "target_slot": 0, + "type": "INT" + }, + { + "id": 598, + "origin_id": -10, + "origin_slot": 2, + "target_id": 301, + "target_slot": 0, + "type": "INT" + }, + { + "id": 599, + "origin_id": -10, + "origin_slot": 3, + "target_id": 303, + "target_slot": 0, + "type": "INT" + }, + { + "id": 601, + "origin_id": -10, + "origin_slot": 4, + "target_id": 318, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 602, + "origin_id": -10, + "origin_slot": 5, + "target_id": 287, + "target_slot": 1, + "type": "COMBO" + }, + { + "id": 604, + "origin_id": -10, + "origin_slot": 4, + "target_id": 281, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 605, + "origin_id": -10, + "origin_slot": 4, + "target_id": 319, + "target_slot": 1, + "type": "COMBO" + }, + { + "id": 606, + "origin_id": -10, + "origin_slot": 6, + "target_id": 319, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 607, + "origin_id": -10, + "origin_slot": 7, + "target_id": 313, + "target_slot": 0, + "type": "COMBO" + }, + { + "id": 615, + "origin_id": 319, + "origin_slot": 0, + "target_id": 305, + "target_slot": 0, + "type": "CLIP" + }, + { + "id": 623, + "origin_id": 320, + "origin_slot": 0, + "target_id": 305, + "target_slot": 1, + "type": "STRING" + }, + { + "id": 625, + "origin_id": 319, + "origin_slot": 0, + "target_id": 315, + "target_slot": 0, + "type": "CLIP" + }, + { + "id": 626, + "origin_id": 322, + "origin_slot": 0, + "target_id": 292, + "target_slot": 0, + "type": "IMAGE" + }, + { + "id": 627, + "origin_id": -10, + "origin_slot": 8, + "target_id": 302, + "target_slot": 0, + "type": "INT" + }, + { + "id": 628, + "origin_id": 303, + "origin_slot": 0, + "target_id": 323, + "target_slot": 0, + "type": "INT" + }, + { + "id": 629, + "origin_id": 302, + "origin_slot": 0, + "target_id": 323, + "target_slot": 1, + "type": "INT" + }, + { + "id": 630, + "origin_id": 323, + "origin_slot": 1, + "target_id": 307, + "target_slot": 1, + "type": "INT" + }, + { + "id": 631, + "origin_id": 323, + "origin_slot": 1, + "target_id": 297, + "target_slot": 2, + "type": "INT" + } + ], + "extra": { + "workflowRendererVersion": "Vue-corrected" + }, + "category": "Video generation and editing/Text to video" + } + ] + }, + "extra": { + "ue_links": [] + } +} \ No newline at end of file diff --git a/blueprints/Unsharp Mask.json b/blueprints/Unsharp Mask.json index b673eb703..137acaa43 100644 --- a/blueprints/Unsharp Mask.json +++ b/blueprints/Unsharp Mask.json @@ -383,7 +383,7 @@ "Node name for S&R": "GLSLShader" }, "widgets_values": [ - "#version 300 es\nprecision highp float;\n\nuniform sampler2D u_image0;\nuniform vec2 u_resolution;\nuniform float u_float0; // amount [0.0 - 3.0] typical: 0.5-1.5\nuniform float u_float1; // radius [0.5 - 10.0] blur radius in pixels\nuniform float u_float2; // threshold [0.0 - 0.1] min difference to sharpen\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nfloat gaussian(float x, float sigma) {\n return exp(-(x * x) / (2.0 * sigma * sigma));\n}\n\nfloat getLuminance(vec3 color) {\n return dot(color, vec3(0.2126, 0.7152, 0.0722));\n}\n\nvoid main() {\n vec2 texel = 1.0 / u_resolution;\n float radius = max(u_float1, 0.5);\n float amount = u_float0;\n float threshold = u_float2;\n\n vec4 original = texture(u_image0, v_texCoord);\n\n // Gaussian blur for the \"unsharp\" mask\n int samples = int(ceil(radius));\n float sigma = radius / 2.0;\n\n vec4 blurred = vec4(0.0);\n float totalWeight = 0.0;\n\n for (int x = -samples; x <= samples; x++) {\n for (int y = -samples; y <= samples; y++) {\n vec2 offset = vec2(float(x), float(y)) * texel;\n vec4 sample_color = texture(u_image0, v_texCoord + offset);\n\n float dist = length(vec2(float(x), float(y)));\n float weight = gaussian(dist, sigma);\n blurred += sample_color * weight;\n totalWeight += weight;\n }\n }\n blurred /= totalWeight;\n\n // Unsharp mask = original - blurred\n vec3 mask = original.rgb - blurred.rgb;\n\n // Luminance-based threshold with smooth falloff\n float lumaDelta = abs(getLuminance(original.rgb) - getLuminance(blurred.rgb));\n float thresholdScale = smoothstep(0.0, threshold, lumaDelta);\n mask *= thresholdScale;\n\n // Sharpen: original + mask * amount\n vec3 sharpened = original.rgb + mask * amount;\n\n fragColor0 = vec4(clamp(sharpened, 0.0, 1.0), original.a);\n}\n", + "#version 300 es\nprecision highp float;\n\nuniform sampler2D u_image0;\nuniform float u_float0; // amount [0.0 - 3.0] typical: 0.5-1.5\nuniform float u_float1; // radius [0.5 - 10.0] blur radius in pixels\nuniform float u_float2; // threshold [0.0 - 0.1] min difference to sharpen\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nfloat gaussian(float x, float sigma) {\n return exp(-(x * x) / (2.0 * sigma * sigma));\n}\n\nfloat getLuminance(vec3 color) {\n return dot(color, vec3(0.2126, 0.7152, 0.0722));\n}\n\nvoid main() {\n vec2 texel = 1.0 / vec2(textureSize(u_image0, 0));\n float radius = max(u_float1, 0.5);\n float amount = u_float0;\n float threshold = u_float2;\n\n vec4 original = texture(u_image0, v_texCoord);\n\n // Gaussian blur for the \"unsharp\" mask\n int samples = int(ceil(radius));\n float sigma = radius / 2.0;\n\n vec4 blurred = vec4(0.0);\n float totalWeight = 0.0;\n\n for (int x = -samples; x <= samples; x++) {\n for (int y = -samples; y <= samples; y++) {\n vec2 offset = vec2(float(x), float(y)) * texel;\n vec4 sample_color = texture(u_image0, v_texCoord + offset);\n\n float dist = length(vec2(float(x), float(y)));\n float weight = gaussian(dist, sigma);\n blurred += sample_color * weight;\n totalWeight += weight;\n }\n }\n blurred /= totalWeight;\n\n // Unsharp mask = original - blurred\n vec3 mask = original.rgb - blurred.rgb;\n\n // Luminance-based threshold with smooth falloff\n float lumaDelta = abs(getLuminance(original.rgb) - getLuminance(blurred.rgb));\n float thresholdScale = smoothstep(0.0, threshold, lumaDelta);\n mask *= thresholdScale;\n\n // Sharpen: original + mask * amount\n vec3 sharpened = original.rgb + mask * amount;\n\n fragColor0 = vec4(clamp(sharpened, 0.0, 1.0), original.a);\n}\n", "from_input" ] } diff --git a/comfy/ldm/sam3/detector.py b/comfy/ldm/sam3/detector.py index 6ae919a79..12d3a01ab 100644 --- a/comfy/ldm/sam3/detector.py +++ b/comfy/ldm/sam3/detector.py @@ -54,7 +54,7 @@ class SplitMHA(nn.Module): if mask is not None and mask.ndim == 2: mask = mask[:, None, None, :] # [B, T] -> [B, 1, 1, T] for SDPA broadcast dtype = q.dtype # manual_cast may produce mixed dtypes - out = optimized_attention(q, k.to(dtype), v.to(dtype), self.num_heads, mask=mask) + out = optimized_attention(q, k.to(dtype), v.to(dtype), self.num_heads, mask=mask, low_precision_attention=False) return self.out_proj(out) diff --git a/comfy/ldm/sam3/sam.py b/comfy/ldm/sam3/sam.py index 272781d45..75cb457cf 100644 --- a/comfy/ldm/sam3/sam.py +++ b/comfy/ldm/sam3/sam.py @@ -40,7 +40,7 @@ class SAMAttention(nn.Module): q = self.q_proj(q) k = self.k_proj(k) v = self.v_proj(v) - return self.out_proj(optimized_attention(q, k, v, self.num_heads)) + return self.out_proj(optimized_attention(q, k, v, self.num_heads, low_precision_attention=False)) class TwoWayAttentionBlock(nn.Module): @@ -179,7 +179,7 @@ class Attention(nn.Module): q, k, v = qkv.permute(2, 0, 3, 1, 4).unbind(dim=0) if self.use_rope and freqs_cis is not None: q, k = apply_rope(q, k, freqs_cis) - return self.proj(optimized_attention(q, k, v, self.num_heads, skip_reshape=True)) + return self.proj(optimized_attention(q, k, v, self.num_heads, skip_reshape=True, low_precision_attention=False)) class Block(nn.Module): diff --git a/comfy/ldm/sam3/tracker.py b/comfy/ldm/sam3/tracker.py index 6ff6369d1..8f7481003 100644 --- a/comfy/ldm/sam3/tracker.py +++ b/comfy/ldm/sam3/tracker.py @@ -364,7 +364,7 @@ class SplitAttn(nn.Module): v = self.v_proj(v) if rope is not None: q, k = apply_rope_memory(q, k, rope, self.num_heads, num_k_exclude_rope) - out = optimized_attention(q, k, v, self.num_heads) + out = optimized_attention(q, k, v, self.num_heads, low_precision_attention=False) return self.out_proj(out) @@ -657,7 +657,7 @@ class DecoupledMemoryAttnLayer(nn.Module): v = self.self_attn_v_proj(normed) if rope is not None: q, k = apply_rope_memory(q, k, rope, self.num_heads, 0) - x = x + self.self_attn_out_proj(optimized_attention(q, k, v, self.num_heads)) + x = x + self.self_attn_out_proj(optimized_attention(q, k, v, self.num_heads, low_precision_attention=False)) # Decoupled cross-attention: fuse image and memory projections normed = self.norm2(x) @@ -668,7 +668,7 @@ class DecoupledMemoryAttnLayer(nn.Module): v = self.cross_attn_v_proj(memory) if rope is not None: q, k = apply_rope_memory(q, k, rope, self.num_heads, num_k_exclude_rope) - x = x + self.cross_attn_out_proj(optimized_attention(q, k, v, self.num_heads)) + x = x + self.cross_attn_out_proj(optimized_attention(q, k, v, self.num_heads, low_precision_attention=False)) # FFN x = x + self.linear2(F.gelu(self.linear1(self.norm3(x)))) diff --git a/comfy_api/input/__init__.py b/comfy_api/input/__init__.py index 16d4acfd1..dc33533cc 100644 --- a/comfy_api/input/__init__.py +++ b/comfy_api/input/__init__.py @@ -9,6 +9,7 @@ from comfy_api.latest._input import ( CurveInput, MonotoneCubicCurve, LinearCurve, + RangeInput, ) __all__ = [ @@ -21,4 +22,5 @@ __all__ = [ "CurveInput", "MonotoneCubicCurve", "LinearCurve", + "RangeInput", ] diff --git a/comfy_api/latest/_input/__init__.py b/comfy_api/latest/_input/__init__.py index 05cd3d40a..f0229717e 100644 --- a/comfy_api/latest/_input/__init__.py +++ b/comfy_api/latest/_input/__init__.py @@ -1,5 +1,6 @@ from .basic_types import ImageInput, AudioInput, MaskInput, LatentInput from .curve_types import CurvePoint, CurveInput, MonotoneCubicCurve, LinearCurve +from .range_types import RangeInput from .video_types import VideoInput __all__ = [ @@ -12,4 +13,5 @@ __all__ = [ "CurveInput", "MonotoneCubicCurve", "LinearCurve", + "RangeInput", ] diff --git a/comfy_api/latest/_input/range_types.py b/comfy_api/latest/_input/range_types.py new file mode 100644 index 000000000..f4c5cb290 --- /dev/null +++ b/comfy_api/latest/_input/range_types.py @@ -0,0 +1,70 @@ +from __future__ import annotations + +import logging +import math +import numpy as np + +logger = logging.getLogger(__name__) + + +class RangeInput: + """Represents a levels/range adjustment: input range [min, max] with + optional midpoint (gamma control). + + Generates a 1D LUT identical to GIMP's levels mapping: + 1. Normalize input to [0, 1] using [min, max] + 2. Apply gamma correction: pow(value, 1/gamma) + 3. Clamp to [0, 1] + + The midpoint field is a position in [0, 1] representing where the + midtone falls within [min, max]. It maps to gamma via: + gamma = -log2(midpoint) + So midpoint=0.5 → gamma=1.0 (linear). + """ + + def __init__(self, min_val: float, max_val: float, midpoint: float | None = None): + self.min_val = min_val + self.max_val = max_val + self.midpoint = midpoint + + @staticmethod + def from_raw(data) -> RangeInput: + if isinstance(data, RangeInput): + return data + if isinstance(data, dict): + return RangeInput( + min_val=float(data.get("min", 0.0)), + max_val=float(data.get("max", 1.0)), + midpoint=float(data["midpoint"]) if data.get("midpoint") is not None else None, + ) + raise TypeError(f"Cannot convert {type(data)} to RangeInput") + + def to_lut(self, size: int = 256) -> np.ndarray: + """Generate a float64 lookup table mapping [0, 1] input through this + levels adjustment. + + The LUT maps normalized input values (0..1) to output values (0..1), + matching the GIMP levels formula. + """ + xs = np.linspace(0.0, 1.0, size, dtype=np.float64) + + in_range = self.max_val - self.min_val + if abs(in_range) < 1e-10: + return np.where(xs >= self.min_val, 1.0, 0.0).astype(np.float64) + + # Normalize: map [min, max] → [0, 1] + result = (xs - self.min_val) / in_range + result = np.clip(result, 0.0, 1.0) + + # Gamma correction from midpoint + if self.midpoint is not None and self.midpoint > 0 and self.midpoint != 0.5: + gamma = max(-math.log2(self.midpoint), 0.001) + inv_gamma = 1.0 / gamma + mask = result > 0 + result[mask] = np.power(result[mask], inv_gamma) + + return result + + def __repr__(self) -> str: + mid = f", midpoint={self.midpoint}" if self.midpoint is not None else "" + return f"RangeInput(min={self.min_val}, max={self.max_val}{mid})" diff --git a/comfy_api/latest/_input_impl/video_types.py b/comfy_api/latest/_input_impl/video_types.py index 1b4993aa7..eb4d3701d 100644 --- a/comfy_api/latest/_input_impl/video_types.py +++ b/comfy_api/latest/_input_impl/video_types.py @@ -240,19 +240,34 @@ class VideoFromFile(VideoInput): start_time = self.__start_time # Get video frames frames = [] + alphas = None start_pts = int(start_time / video_stream.time_base) end_pts = int((start_time + self.__duration) / video_stream.time_base) container.seek(start_pts, stream=video_stream) + image_format = 'gbrpf32le' for frame in container.decode(video_stream): + if alphas is None: + for comp in frame.format.components: + if comp.is_alpha: + alphas = [] + image_format = 'gbrapf32le' + break + if frame.pts < start_pts: continue if self.__duration and frame.pts >= end_pts: break - img = frame.to_ndarray(format='rgb24') # shape: (H, W, 3) - img = torch.from_numpy(img) / 255.0 # shape: (H, W, 3) - frames.append(img) - images = torch.stack(frames) if len(frames) > 0 else torch.zeros(0, 3, 0, 0) + img = frame.to_ndarray(format=image_format) # shape: (H, W, 4) + if alphas is None: + frames.append(torch.from_numpy(img)) + else: + frames.append(torch.from_numpy(img[..., :-1])) + alphas.append(torch.from_numpy(img[..., -1:])) + + images = torch.stack(frames) if len(frames) > 0 else torch.zeros(0, 0, 0, 3) + if alphas is not None: + alphas = torch.stack(alphas) if len(alphas) > 0 else torch.zeros(0, 0, 0, 1) # Get frame rate frame_rate = Fraction(video_stream.average_rate) if video_stream.average_rate else Fraction(1) @@ -295,7 +310,7 @@ class VideoFromFile(VideoInput): }) metadata = container.metadata - return VideoComponents(images=images, audio=audio, frame_rate=frame_rate, metadata=metadata) + return VideoComponents(images=images, alpha=alphas, audio=audio, frame_rate=frame_rate, metadata=metadata) def get_components(self) -> VideoComponents: if isinstance(self.__file, io.BytesIO): diff --git a/comfy_api/latest/_io.py b/comfy_api/latest/_io.py index fdeffea2d..4942ed46c 100644 --- a/comfy_api/latest/_io.py +++ b/comfy_api/latest/_io.py @@ -1266,6 +1266,43 @@ class Histogram(ComfyTypeIO): Type = list[int] +@comfytype(io_type="RANGE") +class Range(ComfyTypeIO): + from comfy_api.input import RangeInput + if TYPE_CHECKING: + Type = RangeInput + + class Input(WidgetInput): + def __init__(self, id: str, display_name: str=None, optional=False, tooltip: str=None, + socketless: bool=True, default: dict=None, + display: str=None, + gradient_stops: list=None, + show_midpoint: bool=None, + midpoint_scale: str=None, + value_min: float=None, + value_max: float=None, + advanced: bool=None): + super().__init__(id, display_name, optional, tooltip, None, default, socketless, None, None, None, None, advanced) + if default is None: + self.default = {"min": 0.0, "max": 1.0} + self.display = display + self.gradient_stops = gradient_stops + self.show_midpoint = show_midpoint + self.midpoint_scale = midpoint_scale + self.value_min = value_min + self.value_max = value_max + + def as_dict(self): + return super().as_dict() | prune_dict({ + "display": self.display, + "gradient_stops": self.gradient_stops, + "show_midpoint": self.show_midpoint, + "midpoint_scale": self.midpoint_scale, + "value_min": self.value_min, + "value_max": self.value_max, + }) + + DYNAMIC_INPUT_LOOKUP: dict[str, Callable[[dict[str, Any], dict[str, Any], tuple[str, dict[str, Any]], str, list[str] | None], None]] = {} def register_dynamic_input_func(io_type: str, func: Callable[[dict[str, Any], dict[str, Any], tuple[str, dict[str, Any]], str, list[str] | None], None]): DYNAMIC_INPUT_LOOKUP[io_type] = func @@ -2276,5 +2313,6 @@ __all__ = [ "BoundingBox", "Curve", "Histogram", + "Range", "NodeReplace", ] diff --git a/comfy_api/latest/_util/video_types.py b/comfy_api/latest/_util/video_types.py index fd3b5a510..c92477f08 100644 --- a/comfy_api/latest/_util/video_types.py +++ b/comfy_api/latest/_util/video_types.py @@ -3,7 +3,7 @@ from dataclasses import dataclass from enum import Enum from fractions import Fraction from typing import Optional -from .._input import ImageInput, AudioInput +from .._input import ImageInput, AudioInput, MaskInput class VideoCodec(str, Enum): AUTO = "auto" @@ -48,5 +48,4 @@ class VideoComponents: frame_rate: Fraction audio: Optional[AudioInput] = None metadata: Optional[dict] = None - - + alpha: Optional[MaskInput] = None diff --git a/comfy_api_nodes/apis/wan.py b/comfy_api_nodes/apis/wan.py index 44b65e4f6..c64acae97 100644 --- a/comfy_api_nodes/apis/wan.py +++ b/comfy_api_nodes/apis/wan.py @@ -118,7 +118,7 @@ class Wan27ReferenceVideoInputField(BaseModel): class Wan27ReferenceVideoParametersField(BaseModel): resolution: str = Field(...) ratio: str | None = Field(None) - duration: int = Field(5, ge=2, le=10) + duration: int = Field(5, ge=2, le=15) watermark: bool = Field(False) seed: int = Field(..., ge=0, le=2147483647) @@ -157,7 +157,7 @@ class Wan27VideoEditInputField(BaseModel): class Wan27VideoEditParametersField(BaseModel): resolution: str = Field(...) ratio: str | None = Field(None) - duration: int = Field(0) + duration: int | None = Field(0) audio_setting: str = Field("auto") watermark: bool = Field(False) seed: int = Field(..., ge=0, le=2147483647) diff --git a/comfy_api_nodes/nodes_kling.py b/comfy_api_nodes/nodes_kling.py index 9a37ccc53..709b3726c 100644 --- a/comfy_api_nodes/nodes_kling.py +++ b/comfy_api_nodes/nodes_kling.py @@ -276,6 +276,7 @@ async def finish_omni_video_task(cls: type[IO.ComfyNode], response: TaskStatusRe cls, ApiEndpoint(path=f"/proxy/kling/v1/videos/omni-video/{response.data.task_id}"), response_model=TaskStatusResponse, + max_poll_attempts=280, status_extractor=lambda r: (r.data.task_status if r.data else None), ) return IO.NodeOutput(await download_url_to_video_output(final_response.data.task_result.videos[0].url)) @@ -862,7 +863,7 @@ class OmniProTextToVideoNode(IO.ComfyNode): ), IO.Combo.Input("aspect_ratio", options=["16:9", "9:16", "1:1"]), IO.Int.Input("duration", default=5, min=3, max=15, display_mode=IO.NumberDisplay.slider), - IO.Combo.Input("resolution", options=["1080p", "720p"], optional=True), + IO.Combo.Input("resolution", options=["4k", "1080p", "720p"], default="1080p", optional=True), IO.DynamicCombo.Input( "storyboards", options=[ @@ -904,12 +905,13 @@ class OmniProTextToVideoNode(IO.ComfyNode): depends_on=IO.PriceBadgeDepends(widgets=["duration", "resolution", "model_name", "generate_audio"]), expr=""" ( - $mode := (widgets.resolution = "720p") ? "std" : "pro"; + $res := widgets.resolution; + $mode := $res = "4k" ? "4k" : ($res = "720p" ? "std" : "pro"); $isV3 := $contains(widgets.model_name, "v3"); $audio := $isV3 and widgets.generate_audio; $rates := $audio - ? {"std": 0.112, "pro": 0.14} - : {"std": 0.084, "pro": 0.112}; + ? {"std": 0.112, "pro": 0.14, "4k": 0.42} + : {"std": 0.084, "pro": 0.112, "4k": 0.42}; {"type":"usd","usd": $lookup($rates, $mode) * widgets.duration} ) """, @@ -934,6 +936,8 @@ class OmniProTextToVideoNode(IO.ComfyNode): raise ValueError("kling-video-o1 only supports durations of 5 or 10 seconds.") if generate_audio: raise ValueError("kling-video-o1 does not support audio generation.") + if resolution == "4k": + raise ValueError("kling-video-o1 does not support 4k resolution.") stories_enabled = storyboards is not None and storyboards["storyboards"] != "disabled" if stories_enabled and model_name == "kling-video-o1": raise ValueError("kling-video-o1 does not support storyboards.") @@ -963,6 +967,12 @@ class OmniProTextToVideoNode(IO.ComfyNode): f"must equal the global duration ({duration}s)." ) + if resolution == "4k": + mode = "4k" + elif resolution == "1080p": + mode = "pro" + else: + mode = "std" response = await sync_op( cls, ApiEndpoint(path="/proxy/kling/v1/videos/omni-video", method="POST"), @@ -972,7 +982,7 @@ class OmniProTextToVideoNode(IO.ComfyNode): prompt=prompt, aspect_ratio=aspect_ratio, duration=str(duration), - mode="pro" if resolution == "1080p" else "std", + mode=mode, multi_shot=multi_shot, multi_prompt=multi_prompt_list, shot_type="customize" if multi_shot else None, @@ -1014,7 +1024,7 @@ class OmniProFirstLastFrameNode(IO.ComfyNode): optional=True, tooltip="Up to 6 additional reference images.", ), - IO.Combo.Input("resolution", options=["1080p", "720p"], optional=True), + IO.Combo.Input("resolution", options=["4k", "1080p", "720p"], default="1080p", optional=True), IO.DynamicCombo.Input( "storyboards", options=[ @@ -1061,12 +1071,13 @@ class OmniProFirstLastFrameNode(IO.ComfyNode): depends_on=IO.PriceBadgeDepends(widgets=["duration", "resolution", "model_name", "generate_audio"]), expr=""" ( - $mode := (widgets.resolution = "720p") ? "std" : "pro"; + $res := widgets.resolution; + $mode := $res = "4k" ? "4k" : ($res = "720p" ? "std" : "pro"); $isV3 := $contains(widgets.model_name, "v3"); $audio := $isV3 and widgets.generate_audio; $rates := $audio - ? {"std": 0.112, "pro": 0.14} - : {"std": 0.084, "pro": 0.112}; + ? {"std": 0.112, "pro": 0.14, "4k": 0.42} + : {"std": 0.084, "pro": 0.112, "4k": 0.42}; {"type":"usd","usd": $lookup($rates, $mode) * widgets.duration} ) """, @@ -1093,6 +1104,8 @@ class OmniProFirstLastFrameNode(IO.ComfyNode): raise ValueError("kling-video-o1 does not support durations greater than 10 seconds.") if generate_audio: raise ValueError("kling-video-o1 does not support audio generation.") + if resolution == "4k": + raise ValueError("kling-video-o1 does not support 4k resolution.") stories_enabled = storyboards is not None and storyboards["storyboards"] != "disabled" if stories_enabled and model_name == "kling-video-o1": raise ValueError("kling-video-o1 does not support storyboards.") @@ -1161,6 +1174,12 @@ class OmniProFirstLastFrameNode(IO.ComfyNode): validate_image_aspect_ratio(i, (1, 2.5), (2.5, 1)) for i in await upload_images_to_comfyapi(cls, reference_images, wait_label="Uploading reference frame(s)"): image_list.append(OmniParamImage(image_url=i)) + if resolution == "4k": + mode = "4k" + elif resolution == "1080p": + mode = "pro" + else: + mode = "std" response = await sync_op( cls, ApiEndpoint(path="/proxy/kling/v1/videos/omni-video", method="POST"), @@ -1170,7 +1189,7 @@ class OmniProFirstLastFrameNode(IO.ComfyNode): prompt=prompt, duration=str(duration), image_list=image_list, - mode="pro" if resolution == "1080p" else "std", + mode=mode, sound="on" if generate_audio else "off", multi_shot=multi_shot, multi_prompt=multi_prompt_list, @@ -1204,7 +1223,7 @@ class OmniProImageToVideoNode(IO.ComfyNode): "reference_images", tooltip="Up to 7 reference images.", ), - IO.Combo.Input("resolution", options=["1080p", "720p"], optional=True), + IO.Combo.Input("resolution", options=["4k", "1080p", "720p"], default="1080p", optional=True), IO.DynamicCombo.Input( "storyboards", options=[ @@ -1251,12 +1270,13 @@ class OmniProImageToVideoNode(IO.ComfyNode): depends_on=IO.PriceBadgeDepends(widgets=["duration", "resolution", "model_name", "generate_audio"]), expr=""" ( - $mode := (widgets.resolution = "720p") ? "std" : "pro"; + $res := widgets.resolution; + $mode := $res = "4k" ? "4k" : ($res = "720p" ? "std" : "pro"); $isV3 := $contains(widgets.model_name, "v3"); $audio := $isV3 and widgets.generate_audio; $rates := $audio - ? {"std": 0.112, "pro": 0.14} - : {"std": 0.084, "pro": 0.112}; + ? {"std": 0.112, "pro": 0.14, "4k": 0.42} + : {"std": 0.084, "pro": 0.112, "4k": 0.42}; {"type":"usd","usd": $lookup($rates, $mode) * widgets.duration} ) """, @@ -1282,6 +1302,8 @@ class OmniProImageToVideoNode(IO.ComfyNode): raise ValueError("kling-video-o1 does not support durations greater than 10 seconds.") if generate_audio: raise ValueError("kling-video-o1 does not support audio generation.") + if resolution == "4k": + raise ValueError("kling-video-o1 does not support 4k resolution.") stories_enabled = storyboards is not None and storyboards["storyboards"] != "disabled" if stories_enabled and model_name == "kling-video-o1": raise ValueError("kling-video-o1 does not support storyboards.") @@ -1320,6 +1342,12 @@ class OmniProImageToVideoNode(IO.ComfyNode): image_list: list[OmniParamImage] = [] for i in await upload_images_to_comfyapi(cls, reference_images, wait_label="Uploading reference image"): image_list.append(OmniParamImage(image_url=i)) + if resolution == "4k": + mode = "4k" + elif resolution == "1080p": + mode = "pro" + else: + mode = "std" response = await sync_op( cls, ApiEndpoint(path="/proxy/kling/v1/videos/omni-video", method="POST"), @@ -1330,7 +1358,7 @@ class OmniProImageToVideoNode(IO.ComfyNode): aspect_ratio=aspect_ratio, duration=str(duration), image_list=image_list, - mode="pro" if resolution == "1080p" else "std", + mode=mode, sound="on" if generate_audio else "off", multi_shot=multi_shot, multi_prompt=multi_prompt_list, @@ -2860,7 +2888,7 @@ class KlingVideoNode(IO.ComfyNode): IO.DynamicCombo.Option( "kling-v3", [ - IO.Combo.Input("resolution", options=["1080p", "720p"]), + IO.Combo.Input("resolution", options=["4k", "1080p", "720p"], default="1080p"), IO.Combo.Input( "aspect_ratio", options=["16:9", "9:16", "1:1"], @@ -2913,7 +2941,11 @@ class KlingVideoNode(IO.ComfyNode): ), expr=""" ( - $rates := {"1080p": {"off": 0.112, "on": 0.168}, "720p": {"off": 0.084, "on": 0.126}}; + $rates := { + "4k": {"off": 0.42, "on": 0.42}, + "1080p": {"off": 0.112, "on": 0.168}, + "720p": {"off": 0.084, "on": 0.126} + }; $res := $lookup(widgets, "model.resolution"); $audio := widgets.generate_audio ? "on" : "off"; $rate := $lookup($lookup($rates, $res), $audio); @@ -2943,7 +2975,12 @@ class KlingVideoNode(IO.ComfyNode): start_frame: Input.Image | None = None, ) -> IO.NodeOutput: _ = seed - mode = "pro" if model["resolution"] == "1080p" else "std" + if model["resolution"] == "4k": + mode = "4k" + elif model["resolution"] == "1080p": + mode = "pro" + else: + mode = "std" custom_multi_shot = False if multi_shot["multi_shot"] == "disabled": shot_type = None @@ -3025,6 +3062,7 @@ class KlingVideoNode(IO.ComfyNode): cls, ApiEndpoint(path=poll_path), response_model=TaskStatusResponse, + max_poll_attempts=280, status_extractor=lambda r: (r.data.task_status if r.data else None), ) return IO.NodeOutput(await download_url_to_video_output(final_response.data.task_result.videos[0].url)) @@ -3057,7 +3095,7 @@ class KlingFirstLastFrameNode(IO.ComfyNode): IO.DynamicCombo.Option( "kling-v3", [ - IO.Combo.Input("resolution", options=["1080p", "720p"]), + IO.Combo.Input("resolution", options=["4k", "1080p", "720p"], default="1080p"), ], ), ], @@ -3089,7 +3127,11 @@ class KlingFirstLastFrameNode(IO.ComfyNode): ), expr=""" ( - $rates := {"1080p": {"off": 0.112, "on": 0.168}, "720p": {"off": 0.084, "on": 0.126}}; + $rates := { + "4k": {"off": 0.42, "on": 0.42}, + "1080p": {"off": 0.112, "on": 0.168}, + "720p": {"off": 0.084, "on": 0.126} + }; $res := $lookup(widgets, "model.resolution"); $audio := widgets.generate_audio ? "on" : "off"; $rate := $lookup($lookup($rates, $res), $audio); @@ -3118,6 +3160,12 @@ class KlingFirstLastFrameNode(IO.ComfyNode): validate_image_aspect_ratio(end_frame, (1, 2.5), (2.5, 1)) image_url = await upload_image_to_comfyapi(cls, first_frame, wait_label="Uploading first frame") image_tail_url = await upload_image_to_comfyapi(cls, end_frame, wait_label="Uploading end frame") + if model["resolution"] == "4k": + mode = "4k" + elif model["resolution"] == "1080p": + mode = "pro" + else: + mode = "std" response = await sync_op( cls, ApiEndpoint(path="/proxy/kling/v1/videos/image2video", method="POST"), @@ -3127,7 +3175,7 @@ class KlingFirstLastFrameNode(IO.ComfyNode): image=image_url, image_tail=image_tail_url, prompt=prompt, - mode="pro" if model["resolution"] == "1080p" else "std", + mode=mode, duration=str(duration), sound="on" if generate_audio else "off", ), @@ -3140,6 +3188,7 @@ class KlingFirstLastFrameNode(IO.ComfyNode): cls, ApiEndpoint(path=f"/proxy/kling/v1/videos/image2video/{response.data.task_id}"), response_model=TaskStatusResponse, + max_poll_attempts=280, status_extractor=lambda r: (r.data.task_status if r.data else None), ) return IO.NodeOutput(await download_url_to_video_output(final_response.data.task_result.videos[0].url)) diff --git a/comfy_api_nodes/nodes_openai.py b/comfy_api_nodes/nodes_openai.py index 90a29c2f2..bbb758068 100644 --- a/comfy_api_nodes/nodes_openai.py +++ b/comfy_api_nodes/nodes_openai.py @@ -357,6 +357,10 @@ def calculate_tokens_price_image_1_5(response: OpenAIImageGenerationResponse) -> return ((response.usage.input_tokens * 8.0) + (response.usage.output_tokens * 32.0)) / 1_000_000.0 +def calculate_tokens_price_image_2_0(response: OpenAIImageGenerationResponse) -> float | None: + return ((response.usage.input_tokens * 8.0) + (response.usage.output_tokens * 30.0)) / 1_000_000.0 + + class OpenAIGPTImage1(IO.ComfyNode): @classmethod @@ -401,7 +405,17 @@ class OpenAIGPTImage1(IO.ComfyNode): IO.Combo.Input( "size", default="auto", - options=["auto", "1024x1024", "1024x1536", "1536x1024"], + options=[ + "auto", + "1024x1024", + "1024x1536", + "1536x1024", + "2048x2048", + "2048x1152", + "1152x2048", + "3840x2160", + "2160x3840", + ], tooltip="Image size", optional=True, ), @@ -427,7 +441,7 @@ class OpenAIGPTImage1(IO.ComfyNode): ), IO.Combo.Input( "model", - options=["gpt-image-1", "gpt-image-1.5", 'gpt-image-2'], + options=["gpt-image-1", "gpt-image-1.5", "gpt-image-2"], default="gpt-image-2", optional=True, ), @@ -442,23 +456,36 @@ class OpenAIGPTImage1(IO.ComfyNode): ], is_api_node=True, price_badge=IO.PriceBadge( - depends_on=IO.PriceBadgeDepends(widgets=["quality", "n"]), + depends_on=IO.PriceBadgeDepends(widgets=["quality", "n", "model"]), expr=""" ( $ranges := { - "low": [0.011, 0.02], - "medium": [0.046, 0.07], - "high": [0.167, 0.3] + "gpt-image-1": { + "low": [0.011, 0.02], + "medium": [0.042, 0.07], + "high": [0.167, 0.25] + }, + "gpt-image-1.5": { + "low": [0.009, 0.02], + "medium": [0.034, 0.062], + "high": [0.133, 0.22] + }, + "gpt-image-2": { + "low": [0.0048, 0.012], + "medium": [0.041, 0.112], + "high": [0.165, 0.43] + } }; - $range := $lookup($ranges, widgets.quality); - $n := widgets.n; + $range := $lookup($lookup($ranges, widgets.model), widgets.quality); + $nRaw := widgets.n; + $n := ($nRaw != null and $nRaw != 0) ? $nRaw : 1; ($n = 1) - ? {"type":"range_usd","min_usd": $range[0], "max_usd": $range[1]} + ? {"type":"range_usd","min_usd": $range[0], "max_usd": $range[1], "format": {"approximate": true}} : { "type":"range_usd", - "min_usd": $range[0], - "max_usd": $range[1], - "format": { "suffix": " x " & $string($n) & "/Run" } + "min_usd": $range[0] * $n, + "max_usd": $range[1] * $n, + "format": { "suffix": "/Run", "approximate": true } } ) """, @@ -483,12 +510,18 @@ class OpenAIGPTImage1(IO.ComfyNode): if mask is not None and image is None: raise ValueError("Cannot use a mask without an input image") + if model in ("gpt-image-1", "gpt-image-1.5"): + if size not in ("auto", "1024x1024", "1024x1536", "1536x1024"): + raise ValueError(f"Resolution {size} is only supported by GPT Image 2 model") + if model == "gpt-image-1": price_extractor = calculate_tokens_price_image_1 elif model == "gpt-image-1.5": price_extractor = calculate_tokens_price_image_1_5 elif model == "gpt-image-2": - price_extractor = calculate_tokens_price_image_1_5 + price_extractor = calculate_tokens_price_image_2_0 + if background == "transparent": + raise ValueError("Transparent background is not supported for GPT Image 2 model") else: raise ValueError(f"Unknown model: {model}") diff --git a/comfy_api_nodes/nodes_sora.py b/comfy_api_nodes/nodes_sora.py index afc18bb25..4d9075dcf 100644 --- a/comfy_api_nodes/nodes_sora.py +++ b/comfy_api_nodes/nodes_sora.py @@ -33,9 +33,13 @@ class OpenAIVideoSora2(IO.ComfyNode): def define_schema(cls): return IO.Schema( node_id="OpenAIVideoSora2", - display_name="OpenAI Sora - Video", + display_name="OpenAI Sora - Video (Deprecated)", category="api node/video/Sora", - description="OpenAI video and audio generation.", + description=( + "OpenAI video and audio generation.\n\n" + "DEPRECATION NOTICE: OpenAI will stop serving the Sora v2 API in September 2026. " + "This node will be removed from ComfyUI at that time." + ), inputs=[ IO.Combo.Input( "model", diff --git a/comfy_api_nodes/nodes_wan.py b/comfy_api_nodes/nodes_wan.py index d1470894a..7d7466fb6 100644 --- a/comfy_api_nodes/nodes_wan.py +++ b/comfy_api_nodes/nodes_wan.py @@ -1646,6 +1646,557 @@ class Wan2ReferenceVideoApi(IO.ComfyNode): return IO.NodeOutput(await download_url_to_video_output(response.output.video_url)) +class HappyHorseTextToVideoApi(IO.ComfyNode): + @classmethod + def define_schema(cls): + return IO.Schema( + node_id="HappyHorseTextToVideoApi", + display_name="HappyHorse Text to Video", + category="api node/video/Wan", + description="Generates a video based on a text prompt using the HappyHorse model.", + inputs=[ + IO.DynamicCombo.Input( + "model", + options=[ + IO.DynamicCombo.Option( + "happyhorse-1.0-t2v", + [ + IO.String.Input( + "prompt", + multiline=True, + default="", + tooltip="Prompt describing the elements and visual features. " + "Supports English and Chinese.", + ), + IO.Combo.Input( + "resolution", + options=["720P", "1080P"], + ), + IO.Combo.Input( + "ratio", + options=["16:9", "9:16", "1:1", "4:3", "3:4"], + ), + IO.Int.Input( + "duration", + default=5, + min=3, + max=15, + step=1, + display_mode=IO.NumberDisplay.number, + ), + ], + ), + ], + ), + IO.Int.Input( + "seed", + default=0, + min=0, + max=2147483647, + step=1, + display_mode=IO.NumberDisplay.number, + control_after_generate=True, + tooltip="Seed to use for generation.", + ), + IO.Boolean.Input( + "watermark", + default=False, + tooltip="Whether to add an AI-generated watermark to the result.", + advanced=True, + ), + ], + outputs=[ + IO.Video.Output(), + ], + hidden=[ + IO.Hidden.auth_token_comfy_org, + IO.Hidden.api_key_comfy_org, + IO.Hidden.unique_id, + ], + is_api_node=True, + price_badge=IO.PriceBadge( + depends_on=IO.PriceBadgeDepends(widgets=["model", "model.resolution", "model.duration"]), + expr=""" + ( + $res := $lookup(widgets, "model.resolution"); + $dur := $lookup(widgets, "model.duration"); + $ppsTable := { "720p": 0.14, "1080p": 0.24 }; + $pps := $lookup($ppsTable, $res); + { "type": "usd", "usd": $pps * $dur } + ) + """, + ), + ) + + @classmethod + async def execute( + cls, + model: dict, + seed: int, + watermark: bool, + ): + validate_string(model["prompt"], strip_whitespace=False, min_length=1) + initial_response = await sync_op( + cls, + ApiEndpoint( + path="/proxy/wan/api/v1/services/aigc/video-generation/video-synthesis", + method="POST", + ), + response_model=TaskCreationResponse, + data=Wan27Text2VideoTaskCreationRequest( + model=model["model"], + input=Text2VideoInputField( + prompt=model["prompt"], + negative_prompt=None, + ), + parameters=Wan27Text2VideoParametersField( + resolution=model["resolution"], + ratio=model["ratio"], + duration=model["duration"], + seed=seed, + watermark=watermark, + ), + ), + ) + if not initial_response.output: + raise Exception(f"An unknown error occurred: {initial_response.code} - {initial_response.message}") + response = await poll_op( + cls, + ApiEndpoint(path=f"/proxy/wan/api/v1/tasks/{initial_response.output.task_id}"), + response_model=VideoTaskStatusResponse, + status_extractor=lambda x: x.output.task_status, + poll_interval=7, + ) + return IO.NodeOutput(await download_url_to_video_output(response.output.video_url)) + + +class HappyHorseImageToVideoApi(IO.ComfyNode): + @classmethod + def define_schema(cls): + return IO.Schema( + node_id="HappyHorseImageToVideoApi", + display_name="HappyHorse Image to Video", + category="api node/video/Wan", + description="Generate a video from a first-frame image using the HappyHorse model.", + inputs=[ + IO.DynamicCombo.Input( + "model", + options=[ + IO.DynamicCombo.Option( + "happyhorse-1.0-i2v", + [ + IO.String.Input( + "prompt", + multiline=True, + default="", + tooltip="Prompt describing the elements and visual features. " + "Supports English and Chinese.", + ), + IO.Combo.Input( + "resolution", + options=["720P", "1080P"], + ), + IO.Int.Input( + "duration", + default=5, + min=3, + max=15, + step=1, + display_mode=IO.NumberDisplay.number, + ), + ], + ), + ], + ), + IO.Image.Input( + "first_frame", + tooltip="First frame image. The output aspect ratio is derived from this image.", + ), + IO.Int.Input( + "seed", + default=0, + min=0, + max=2147483647, + step=1, + display_mode=IO.NumberDisplay.number, + control_after_generate=True, + tooltip="Seed to use for generation.", + ), + IO.Boolean.Input( + "watermark", + default=False, + tooltip="Whether to add an AI-generated watermark to the result.", + advanced=True, + ), + ], + outputs=[ + IO.Video.Output(), + ], + hidden=[ + IO.Hidden.auth_token_comfy_org, + IO.Hidden.api_key_comfy_org, + IO.Hidden.unique_id, + ], + is_api_node=True, + price_badge=IO.PriceBadge( + depends_on=IO.PriceBadgeDepends(widgets=["model", "model.resolution", "model.duration"]), + expr=""" + ( + $res := $lookup(widgets, "model.resolution"); + $dur := $lookup(widgets, "model.duration"); + $ppsTable := { "720p": 0.14, "1080p": 0.24 }; + $pps := $lookup($ppsTable, $res); + { "type": "usd", "usd": $pps * $dur } + ) + """, + ), + ) + + @classmethod + async def execute( + cls, + model: dict, + first_frame: Input.Image, + seed: int, + watermark: bool, + ): + media = [ + Wan27MediaItem( + type="first_frame", + url=await upload_image_to_comfyapi(cls, image=first_frame), + ) + ] + initial_response = await sync_op( + cls, + ApiEndpoint( + path="/proxy/wan/api/v1/services/aigc/video-generation/video-synthesis", + method="POST", + ), + response_model=TaskCreationResponse, + data=Wan27ImageToVideoTaskCreationRequest( + model=model["model"], + input=Wan27ImageToVideoInputField( + prompt=model["prompt"] or None, + negative_prompt=None, + media=media, + ), + parameters=Wan27ImageToVideoParametersField( + resolution=model["resolution"], + duration=model["duration"], + seed=seed, + watermark=watermark, + ), + ), + ) + if not initial_response.output: + raise Exception(f"An unknown error occurred: {initial_response.code} - {initial_response.message}") + response = await poll_op( + cls, + ApiEndpoint(path=f"/proxy/wan/api/v1/tasks/{initial_response.output.task_id}"), + response_model=VideoTaskStatusResponse, + status_extractor=lambda x: x.output.task_status, + poll_interval=7, + ) + return IO.NodeOutput(await download_url_to_video_output(response.output.video_url)) + + +class HappyHorseVideoEditApi(IO.ComfyNode): + @classmethod + def define_schema(cls): + return IO.Schema( + node_id="HappyHorseVideoEditApi", + display_name="HappyHorse Video Edit", + category="api node/video/Wan", + description="Edit a video using text instructions or reference images with the HappyHorse model. " + "Output duration is 3-15s and matches the input video; inputs longer than 15s are truncated.", + inputs=[ + IO.DynamicCombo.Input( + "model", + options=[ + IO.DynamicCombo.Option( + "happyhorse-1.0-video-edit", + [ + IO.String.Input( + "prompt", + multiline=True, + default="", + tooltip="Editing instructions or style transfer requirements.", + ), + IO.Combo.Input( + "resolution", + options=["720P", "1080P"], + ), + IO.Combo.Input( + "ratio", + options=["16:9", "9:16", "1:1", "4:3", "3:4"], + tooltip="Aspect ratio. If not changed, approximates the input video ratio.", + ), + IO.Autogrow.Input( + "reference_images", + template=IO.Autogrow.TemplateNames( + IO.Image.Input("reference_image"), + names=[ + "image1", + "image2", + "image3", + "image4", + "image5", + ], + min=0, + ), + ), + ], + ), + ], + ), + IO.Video.Input( + "video", + tooltip="The video to edit.", + ), + IO.Int.Input( + "seed", + default=0, + min=0, + max=2147483647, + step=1, + display_mode=IO.NumberDisplay.number, + control_after_generate=True, + tooltip="Seed to use for generation.", + ), + IO.Boolean.Input( + "watermark", + default=False, + tooltip="Whether to add an AI-generated watermark to the result.", + advanced=True, + ), + ], + outputs=[ + IO.Video.Output(), + ], + hidden=[ + IO.Hidden.auth_token_comfy_org, + IO.Hidden.api_key_comfy_org, + IO.Hidden.unique_id, + ], + is_api_node=True, + price_badge=IO.PriceBadge( + depends_on=IO.PriceBadgeDepends(widgets=["model", "model.resolution"]), + expr=""" + ( + $res := $lookup(widgets, "model.resolution"); + $ppsTable := { "720p": 0.14, "1080p": 0.24 }; + $pps := $lookup($ppsTable, $res); + { "type": "usd", "usd": $pps, "format": { "suffix": "/second" } } + ) + """, + ), + ) + + @classmethod + async def execute( + cls, + model: dict, + video: Input.Video, + seed: int, + watermark: bool, + ): + validate_string(model["prompt"], strip_whitespace=False, min_length=1) + validate_video_duration(video, min_duration=3, max_duration=60) + media = [Wan27MediaItem(type="video", url=await upload_video_to_comfyapi(cls, video))] + reference_images = model.get("reference_images", {}) + for key in reference_images: + media.append( + Wan27MediaItem( + type="reference_image", url=await upload_image_to_comfyapi(cls, image=reference_images[key]) + ) + ) + initial_response = await sync_op( + cls, + ApiEndpoint( + path="/proxy/wan/api/v1/services/aigc/video-generation/video-synthesis", + method="POST", + ), + response_model=TaskCreationResponse, + data=Wan27VideoEditTaskCreationRequest( + model=model["model"], + input=Wan27VideoEditInputField(prompt=model["prompt"], media=media), + parameters=Wan27VideoEditParametersField( + resolution=model["resolution"], + ratio=model["ratio"], + duration=None, + watermark=watermark, + seed=seed, + ), + ), + ) + if not initial_response.output: + raise Exception(f"An unknown error occurred: {initial_response.code} - {initial_response.message}") + response = await poll_op( + cls, + ApiEndpoint(path=f"/proxy/wan/api/v1/tasks/{initial_response.output.task_id}"), + response_model=VideoTaskStatusResponse, + status_extractor=lambda x: x.output.task_status, + poll_interval=7, + ) + return IO.NodeOutput(await download_url_to_video_output(response.output.video_url)) + + +class HappyHorseReferenceVideoApi(IO.ComfyNode): + @classmethod + def define_schema(cls): + return IO.Schema( + node_id="HappyHorseReferenceVideoApi", + display_name="HappyHorse Reference to Video", + category="api node/video/Wan", + description="Generate a video featuring a person or object from reference materials with the HappyHorse " + "model. Supports single-character performances and multi-character interactions.", + inputs=[ + IO.DynamicCombo.Input( + "model", + options=[ + IO.DynamicCombo.Option( + "happyhorse-1.0-r2v", + [ + IO.String.Input( + "prompt", + multiline=True, + default="", + tooltip="Prompt describing the video. Use identifiers such as 'character1' and " + "'character2' to refer to the reference characters.", + ), + IO.Combo.Input( + "resolution", + options=["720P", "1080P"], + ), + IO.Combo.Input( + "ratio", + options=["16:9", "9:16", "1:1", "4:3", "3:4"], + ), + IO.Int.Input( + "duration", + default=5, + min=3, + max=15, + step=1, + display_mode=IO.NumberDisplay.number, + ), + IO.Autogrow.Input( + "reference_images", + template=IO.Autogrow.TemplateNames( + IO.Image.Input("reference_image"), + names=[ + "image1", + "image2", + "image3", + "image4", + "image5", + "image6", + "image7", + "image8", + "image9", + ], + min=1, + ), + ), + ], + ), + ], + ), + IO.Int.Input( + "seed", + default=0, + min=0, + max=2147483647, + step=1, + display_mode=IO.NumberDisplay.number, + control_after_generate=True, + tooltip="Seed to use for generation.", + ), + IO.Boolean.Input( + "watermark", + default=False, + tooltip="Whether to add an AI-generated watermark to the result.", + advanced=True, + ), + ], + outputs=[ + IO.Video.Output(), + ], + hidden=[ + IO.Hidden.auth_token_comfy_org, + IO.Hidden.api_key_comfy_org, + IO.Hidden.unique_id, + ], + is_api_node=True, + price_badge=IO.PriceBadge( + depends_on=IO.PriceBadgeDepends(widgets=["model", "model.resolution", "model.duration"]), + expr=""" + ( + $res := $lookup(widgets, "model.resolution"); + $dur := $lookup(widgets, "model.duration"); + $ppsTable := { "720p": 0.14, "1080p": 0.24 }; + $pps := $lookup($ppsTable, $res); + { "type": "usd", "usd": $pps * $dur } + ) + """, + ), + ) + + @classmethod + async def execute( + cls, + model: dict, + seed: int, + watermark: bool, + ): + validate_string(model["prompt"], strip_whitespace=False, min_length=1) + media = [] + reference_images = model.get("reference_images", {}) + for key in reference_images: + media.append( + Wan27MediaItem( + type="reference_image", + url=await upload_image_to_comfyapi(cls, image=reference_images[key]), + ) + ) + if not media: + raise ValueError("At least one reference reference image must be provided.") + + initial_response = await sync_op( + cls, + ApiEndpoint( + path="/proxy/wan/api/v1/services/aigc/video-generation/video-synthesis", + method="POST", + ), + response_model=TaskCreationResponse, + data=Wan27ReferenceVideoTaskCreationRequest( + model=model["model"], + input=Wan27ReferenceVideoInputField( + prompt=model["prompt"], + negative_prompt=None, + media=media, + ), + parameters=Wan27ReferenceVideoParametersField( + resolution=model["resolution"], + ratio=model["ratio"], + duration=model["duration"], + watermark=watermark, + seed=seed, + ), + ), + ) + if not initial_response.output: + raise Exception(f"An unknown error occurred: {initial_response.code} - {initial_response.message}") + response = await poll_op( + cls, + ApiEndpoint(path=f"/proxy/wan/api/v1/tasks/{initial_response.output.task_id}"), + response_model=VideoTaskStatusResponse, + status_extractor=lambda x: x.output.task_status, + poll_interval=7, + ) + return IO.NodeOutput(await download_url_to_video_output(response.output.video_url)) + + class WanApiExtension(ComfyExtension): @override async def get_node_list(self) -> list[type[IO.ComfyNode]]: @@ -1660,6 +2211,10 @@ class WanApiExtension(ComfyExtension): Wan2VideoContinuationApi, Wan2VideoEditApi, Wan2ReferenceVideoApi, + HappyHorseTextToVideoApi, + HappyHorseImageToVideoApi, + HappyHorseVideoEditApi, + HappyHorseReferenceVideoApi, ] diff --git a/comfy_extras/nodes_lt.py b/comfy_extras/nodes_lt.py index d7c2e8744..19d8a387f 100644 --- a/comfy_extras/nodes_lt.py +++ b/comfy_extras/nodes_lt.py @@ -1,6 +1,7 @@ import nodes import node_helpers import torch +import torchaudio import comfy.model_management import comfy.model_sampling import comfy.samplers @@ -711,7 +712,14 @@ class LTXVReferenceAudio(io.ComfyNode): @classmethod def execute(cls, model, positive, negative, reference_audio, audio_vae, identity_guidance_scale, start_percent, end_percent) -> io.NodeOutput: # Encode reference audio to latents and patchify - audio_latents = audio_vae.encode(reference_audio) + sample_rate = reference_audio["sample_rate"] + vae_sample_rate = getattr(audio_vae, "audio_sample_rate", 44100) + if vae_sample_rate != sample_rate: + waveform = torchaudio.functional.resample(reference_audio["waveform"], sample_rate, vae_sample_rate) + else: + waveform = reference_audio["waveform"] + + audio_latents = audio_vae.encode(waveform.movedim(1, -1)) b, c, t, f = audio_latents.shape ref_tokens = audio_latents.permute(0, 2, 1, 3).reshape(b, t, c * f) ref_audio = {"tokens": ref_tokens} diff --git a/comfy_extras/nodes_preview_any.py b/comfy_extras/nodes_preview_any.py index 0a1558f2b..17e25d514 100644 --- a/comfy_extras/nodes_preview_any.py +++ b/comfy_extras/nodes_preview_any.py @@ -1,5 +1,6 @@ import json from comfy.comfy_types.node_typing import IO +import torch # Preview Any - original implement from # https://github.com/rgthree/rgthree-comfy/blob/main/py/display_any.py @@ -19,6 +20,7 @@ class PreviewAny(): SEARCH_ALIASES = ["show output", "inspect", "debug", "print value", "show text"] def main(self, source=None): + torch.set_printoptions(edgeitems=6) value = 'None' if isinstance(source, str): value = source @@ -33,6 +35,7 @@ class PreviewAny(): except Exception: value = 'source exists, but could not be serialized.' + torch.set_printoptions() return {"ui": {"text": (value,)}, "result": (value,)} NODE_CLASS_MAPPINGS = { diff --git a/comfy_extras/nodes_sd3.py b/comfy_extras/nodes_sd3.py index c43844a1a..6655c1ba7 100644 --- a/comfy_extras/nodes_sd3.py +++ b/comfy_extras/nodes_sd3.py @@ -54,7 +54,7 @@ class EmptySD3LatentImage(io.ComfyNode): @classmethod def execute(cls, width, height, batch_size=1) -> io.NodeOutput: - latent = torch.zeros([batch_size, 16, height // 8, width // 8], device=comfy.model_management.intermediate_device()) + latent = torch.zeros([batch_size, 16, height // 8, width // 8], device=comfy.model_management.intermediate_device(), dtype=comfy.model_management.intermediate_dtype()) return io.NodeOutput({"samples": latent, "downscale_ratio_spacial": 8}) generate = execute # TODO: remove diff --git a/comfyui_version.py b/comfyui_version.py index 2a1eb9905..9c547a228 100644 --- a/comfyui_version.py +++ b/comfyui_version.py @@ -1,3 +1,3 @@ # This file is automatically generated by the build process when version is # updated in pyproject.toml. -__version__ = "0.19.3" +__version__ = "0.20.0" diff --git a/execution.py b/execution.py index 5e02dffb2..e15eb4bda 100644 --- a/execution.py +++ b/execution.py @@ -811,11 +811,30 @@ class PromptExecutor: self._notify_prompt_lifecycle("end", prompt_id) -async def validate_inputs(prompt_id, prompt, item, validated): +async def validate_inputs(prompt_id, prompt, item, validated, visiting=None): + if visiting is None: + visiting = [] + unique_id = item if unique_id in validated: return validated[unique_id] + if unique_id in visiting: + cycle_path_nodes = visiting[visiting.index(unique_id):] + [unique_id] + cycle_nodes = list(dict.fromkeys(cycle_path_nodes)) + cycle_path = " -> ".join(f"{node_id} ({prompt[node_id]['class_type']})" for node_id in cycle_path_nodes) + for node_id in cycle_nodes: + validated[node_id] = (False, [{ + "type": "dependency_cycle", + "message": "Dependency cycle detected", + "details": cycle_path, + "extra_info": { + "node_id": node_id, + "cycle_nodes": cycle_nodes, + } + }], node_id) + return validated[unique_id] + inputs = prompt[unique_id]['inputs'] class_type = prompt[unique_id]['class_type'] obj_class = nodes.NODE_CLASS_MAPPINGS[class_type] @@ -899,7 +918,11 @@ async def validate_inputs(prompt_id, prompt, item, validated): errors.append(error) continue try: - r = await validate_inputs(prompt_id, prompt, o_id, validated) + visiting.append(unique_id) + try: + r = await validate_inputs(prompt_id, prompt, o_id, validated, visiting) + finally: + visiting.pop() if r[0] is False: # `r` will be set in `validated[o_id]` already valid = False @@ -1048,10 +1071,13 @@ async def validate_inputs(prompt_id, prompt, item, validated): errors.append(error) continue - if len(errors) > 0 or valid is not True: - ret = (False, errors, unique_id) - else: - ret = (True, [], unique_id) + ret = validated.get(unique_id, (True, [], unique_id)) + # Recursive cycle detection may have already populated an error on us. Join it. + ret = ( + ret[0] and valid is True and not errors, + ret[1] + [error for error in errors if error not in ret[1]], + unique_id, + ) validated[unique_id] = ret return ret diff --git a/openapi.yaml b/openapi.yaml new file mode 100644 index 000000000..77d0e2318 --- /dev/null +++ b/openapi.yaml @@ -0,0 +1,3231 @@ +openapi: 3.1.0 +info: + title: ComfyUI API + description: | + API for ComfyUI - A powerful and modular stable diffusion GUI and backend. + + This API allows you to interact with ComfyUI programmatically, including: + - Submitting and managing workflow executions + - Querying node/object information + - Uploading and viewing files + - Managing user settings and data + - Asset management (feature-gated) + + ## Dual-path routing + Every route registered via `self.routes` in the ComfyUI server is available at + both its bare path (e.g. `/prompt`) and an `/api`-prefixed path (e.g. `/api/prompt`). + This spec uses the `/api`-prefixed versions as canonical. + + ## Multi-user mode + When ComfyUI is started with `--multi-user`, the `Comfy-User` header identifies + the active user for settings, userdata, and history isolation. This is **not** a + security mechanism — it is an organisational convenience with no authentication + or authorisation behind it. + version: 1.0.0 + license: + name: GNU General Public License v3.0 + url: https://github.com/comfyanonymous/ComfyUI/blob/master/LICENSE + +servers: + - url: / + description: Default ComfyUI server (typically http://127.0.0.1:8188) + +tags: + - name: prompt + description: Workflow submission and prompt info + - name: queue + description: Queue inspection and management + - name: history + description: Execution history + - name: upload + description: File upload endpoints + - name: view + description: File viewing / download + - name: system + description: System stats and feature flags + - name: node + description: Node / object_info definitions + - name: model + description: Model folder and file listing + - name: user + description: User management (multi-user mode) + - name: userdata + description: Per-user file storage + - name: settings + description: Per-user settings + - name: extensions + description: Frontend extension JS files + - name: subgraph + description: Global subgraph blueprints + - name: internal + description: Internal / debug endpoints + - name: assets + description: Asset management (feature-gated behind enable-assets) + +paths: + # --------------------------------------------------------------------------- + # WebSocket + # --------------------------------------------------------------------------- + /ws: + get: + operationId: connectWebSocket + tags: [system] + summary: WebSocket connection for real-time updates + description: | + Upgrades to a WebSocket connection that streams execution progress, + node status, and output messages. The server sends an initial `status` + message with the session ID (SID) on connect. + + ## Message types (server → client) + The server sends JSON messages with a `type` field. See the + `x-websocket-messages` list below for the schema of each message type. + parameters: + - name: clientId + in: query + required: false + schema: + type: string + description: Client identifier. If omitted the server assigns one. + responses: + "101": + description: WebSocket upgrade successful + x-websocket-messages: + - type: status + schema: + $ref: "#/components/schemas/StatusWsMessage" + - type: progress + schema: + $ref: "#/components/schemas/ProgressWsMessage" + - type: progress_text + schema: + $ref: "#/components/schemas/ProgressTextWsMessage" + - type: progress_state + schema: + $ref: "#/components/schemas/ProgressStateWsMessage" + - type: executing + schema: + $ref: "#/components/schemas/ExecutingWsMessage" + - type: executed + schema: + $ref: "#/components/schemas/ExecutedWsMessage" + - type: execution_start + schema: + $ref: "#/components/schemas/ExecutionStartWsMessage" + - type: execution_success + schema: + $ref: "#/components/schemas/ExecutionSuccessWsMessage" + - type: execution_cached + schema: + $ref: "#/components/schemas/ExecutionCachedWsMessage" + - type: execution_interrupted + schema: + $ref: "#/components/schemas/ExecutionInterruptedWsMessage" + - type: execution_error + schema: + $ref: "#/components/schemas/ExecutionErrorWsMessage" + - type: logs + schema: + $ref: "#/components/schemas/LogsWsMessage" + - type: notification + schema: + $ref: "#/components/schemas/NotificationWsMessage" + - type: feature_flags + schema: + $ref: "#/components/schemas/FeatureFlagsWsMessage" + - type: asset_download + schema: + $ref: "#/components/schemas/AssetDownloadWsMessage" + - type: asset_export + schema: + $ref: "#/components/schemas/AssetExportWsMessage" + + # --------------------------------------------------------------------------- + # Prompt + # --------------------------------------------------------------------------- + /api/prompt: + get: + operationId: getPromptInfo + tags: [prompt] + summary: Get queue status + description: Returns how many items remain in the execution queue. + responses: + "200": + description: Queue info + content: + application/json: + schema: + $ref: "#/components/schemas/PromptInfo" + post: + operationId: executePrompt + tags: [prompt] + summary: Submit a workflow for execution + description: Submits a workflow for execution. The server validates the graph, assigns a `prompt_id`, and enqueues it. Clients listen on `/ws` for execution progress and output messages. + requestBody: + required: true + content: + application/json: + schema: + $ref: "#/components/schemas/PromptRequest" + responses: + "200": + description: Prompt accepted + content: + application/json: + schema: + $ref: "#/components/schemas/PromptResponse" + "400": + description: Validation or node errors + content: + application/json: + schema: + $ref: "#/components/schemas/PromptErrorResponse" + + # --------------------------------------------------------------------------- + # Queue + # --------------------------------------------------------------------------- + /api/queue: + get: + operationId: getQueue + tags: [queue] + summary: Get running and pending queue items + description: Returns the server's current execution queue, split into the currently-running prompt and the list of pending prompts. + responses: + "200": + description: Queue contents + content: + application/json: + schema: + $ref: "#/components/schemas/QueueInfo" + post: + operationId: manageQueue + tags: [queue] + summary: Clear or delete items from the queue + description: Mutates the execution queue. Supports clearing all queued prompts or deleting individual prompts by ID. + requestBody: + required: true + content: + application/json: + schema: + $ref: "#/components/schemas/QueueManageRequest" + responses: + "200": + description: Queue updated + + /api/interrupt: + post: + operationId: interruptExecution + tags: [queue] + summary: Interrupt current execution + description: Interrupts the prompt that is currently executing. The next queued prompt (if any) will start immediately after. + requestBody: + required: false + content: + application/json: + schema: + type: object + properties: + prompt_id: + type: string + format: uuid + description: "If provided, only interrupts this specific running prompt. Otherwise interrupts all." + responses: + "200": + description: Interrupt signal sent + + /api/free: + post: + operationId: freeMemory + tags: [queue] + summary: Free GPU memory and/or unload models + description: Frees GPU memory by unloading models and/or freeing the resident model cache, controlled by the request flags. + requestBody: + required: false + content: + application/json: + schema: + type: object + properties: + unload_models: + type: boolean + description: Unload all models from VRAM/RAM + free_memory: + type: boolean + description: Run garbage collection and free cached memory + responses: + "200": + description: Memory freed + + # --------------------------------------------------------------------------- + # Jobs + # --------------------------------------------------------------------------- + /api/jobs: + get: + operationId: listJobs + tags: [queue] + summary: List jobs with filtering and pagination + description: Returns a paginated list of completed prompt executions, newest first. + parameters: + - name: status + in: query + schema: + type: string + description: Filter by job status + - name: workflow_id + in: query + schema: + type: string + description: Filter by workflow ID + - name: sort_by + in: query + schema: + type: string + description: Field to sort by + - name: sort_order + in: query + schema: + type: string + enum: [asc, desc] + description: Sort direction + - name: limit + in: query + schema: + type: integer + description: Maximum number of results (default is unlimited/None) + - name: offset + in: query + schema: + type: integer + default: 0 + description: Pagination offset + responses: + "200": + description: Jobs list + content: + application/json: + schema: + type: object + properties: + jobs: + type: array + items: + $ref: "#/components/schemas/JobEntry" + pagination: + $ref: "#/components/schemas/PaginationInfo" + + /api/jobs/{job_id}: + get: + operationId: getJob + tags: [queue] + summary: Get a single job by ID + description: Returns the full record for a single completed prompt execution, including its outputs, status, and metadata. + parameters: + - name: job_id + in: path + description: The job (prompt) ID to fetch. + required: true + schema: + type: string + format: uuid + responses: + "200": + description: Job detail + content: + application/json: + schema: + $ref: "#/components/schemas/JobDetailResponse" + "404": + description: Job not found + + # --------------------------------------------------------------------------- + # History + # --------------------------------------------------------------------------- + /api/history: + get: + operationId: getHistory + tags: [history] + summary: Get execution history + deprecated: true + description: | + **Deprecated.** Superseded by `GET /api/jobs`, which returns the same + execution records in a paginated, filterable format. Planned for removal + no earlier than a future major release; sunset timeline TBD. + + Returns a dictionary keyed by prompt_id. Each value is a HistoryEntry + containing prompt metadata, outputs, status, and node meta. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: max_items + in: query + schema: + type: integer + description: Maximum number of history entries to return + - name: offset + in: query + schema: + type: integer + description: Pagination offset (number of entries to skip) + responses: + "200": + description: History dictionary keyed by prompt_id + content: + application/json: + schema: + type: object + additionalProperties: + $ref: "#/components/schemas/HistoryEntry" + post: + operationId: manageHistory + tags: [history] + summary: Clear or delete history entries + deprecated: true + description: | + **Deprecated.** Superseded by the forthcoming job-management endpoints + under `/api/jobs`. Planned for removal no earlier than a future major + release; sunset timeline TBD. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + requestBody: + required: true + content: + application/json: + schema: + $ref: "#/components/schemas/HistoryManageRequest" + responses: + "200": + description: History updated + + /api/history/{prompt_id}: + get: + operationId: getHistoryByPromptId + tags: [history] + summary: Get history for a specific prompt + deprecated: true + description: | + **Deprecated.** Superseded by `GET /api/jobs/{job_id}`, which returns + the same execution record. Planned for removal no earlier than a future + major release; sunset timeline TBD. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: prompt_id + in: path + description: The prompt ID to fetch history for. + required: true + schema: + type: string + format: uuid + responses: + "200": + description: Single-entry history dictionary. Returns an empty object `{}` if the prompt_id is not found. + content: + application/json: + schema: + type: object + additionalProperties: + $ref: "#/components/schemas/HistoryEntry" + + # --------------------------------------------------------------------------- + # Upload + # --------------------------------------------------------------------------- + /api/upload/image: + post: + operationId: uploadImage + tags: [upload] + summary: Upload an image file + description: Uploads an image file into one of the input/output/temp directories so it can be referenced by workflow nodes. + requestBody: + required: true + content: + multipart/form-data: + schema: + type: object + required: + - image + properties: + image: + type: string + format: binary + description: Image file to upload + type: + type: string + enum: [input, temp, output] + default: input + description: Target directory type + overwrite: + type: string + description: 'Set to "true" to overwrite existing files' + subfolder: + type: string + description: Subfolder within the target directory + responses: + "200": + description: Upload result + content: + application/json: + schema: + $ref: "#/components/schemas/UploadResult" + "400": + description: No file provided or invalid request + + /api/upload/mask: + post: + operationId: uploadMask + tags: [upload] + summary: Upload a mask image + description: Uploads a mask image associated with a previously-uploaded reference image. + requestBody: + required: true + content: + multipart/form-data: + schema: + type: object + required: + - image + - original_ref + properties: + image: + type: string + format: binary + description: Mask image (alpha channel is used) + original_ref: + type: object + description: Reference to the original image file + required: + - filename + properties: + filename: + type: string + description: Filename of the original image + additionalProperties: true + type: + type: string + enum: [input, temp, output] + default: input + description: Target directory type + overwrite: + type: string + description: 'Set to "true" to overwrite existing files' + subfolder: + type: string + description: Subfolder within the target directory + responses: + "200": + description: Upload result + content: + application/json: + schema: + $ref: "#/components/schemas/UploadResult" + "400": + description: No file provided or invalid request + + # --------------------------------------------------------------------------- + # View + # --------------------------------------------------------------------------- + /api/view: + get: + operationId: viewFile + tags: [view] + summary: View or download a file + description: Serves a file (image, audio, or video) from the input/output/temp directory identified by the query parameters. + parameters: + - name: filename + in: query + required: true + schema: + type: string + description: Name of the file to view + - name: type + in: query + schema: + type: string + enum: [input, output, temp] + default: output + description: Directory type + - name: subfolder + in: query + schema: + type: string + description: Subfolder within the directory + - name: preview + in: query + schema: + type: string + description: Preview format hint (e.g. "webp;90") + - name: channel + in: query + schema: + type: string + enum: [rgba, rgb, a] + description: Channel extraction mode + responses: + "200": + description: File content + content: + image/*: + schema: + type: string + format: binary + video/*: + schema: + type: string + format: binary + audio/*: + schema: + type: string + format: binary + application/octet-stream: + schema: + type: string + format: binary + "404": + description: File not found + + /api/view_metadata/{folder_name}: + get: + operationId: viewMetadata + tags: [view] + summary: Get metadata for a file (e.g. safetensors header) + description: Returns embedded metadata parsed from a file in the given folder — for example, the header of a safetensors model. + parameters: + - name: folder_name + in: path + required: true + schema: + type: string + description: Folder type (output, input, temp, etc.) + - name: filename + in: query + required: true + schema: + type: string + description: Filename to read metadata from + responses: + "200": + description: File metadata + content: + application/json: + schema: + type: object + additionalProperties: true + "404": + description: File or metadata not found + + # --------------------------------------------------------------------------- + # System + # --------------------------------------------------------------------------- + /api/system_stats: + get: + operationId: getSystemStats + tags: [system] + summary: Get system statistics + description: Returns hardware, Python, VRAM, and runtime statistics for the running ComfyUI process. + responses: + "200": + description: System stats + content: + application/json: + schema: + $ref: "#/components/schemas/SystemStatsResponse" + + /api/features: + get: + operationId: getFeatures + tags: [system] + summary: Get enabled feature flags + description: Returns a dictionary of feature flag names to their enabled state. + responses: + "200": + description: Feature flags + content: + application/json: + schema: + type: object + additionalProperties: + type: boolean + + # --------------------------------------------------------------------------- + # Node / Object Info + # --------------------------------------------------------------------------- + /api/object_info: + get: + operationId: getObjectInfo + tags: [node] + summary: Get all node definitions + description: | + Returns a dictionary of every registered node class, keyed by class name. + Each value is a NodeInfo object describing inputs, outputs, category, etc. + responses: + "200": + description: All node definitions + content: + application/json: + schema: + type: object + additionalProperties: + $ref: "#/components/schemas/NodeInfo" + + /api/object_info/{node_class}: + get: + operationId: getObjectInfoByClass + tags: [node] + summary: Get a single node definition + description: Returns the `NodeInfo` definition for a single registered node class. + parameters: + - name: node_class + in: path + required: true + schema: + type: string + description: Node class name (e.g. "KSampler") + responses: + "200": + description: Single node definition + content: + application/json: + schema: + type: object + additionalProperties: + $ref: "#/components/schemas/NodeInfo" + "404": + description: Node class not found + + /api/embeddings: + get: + operationId: getEmbeddings + tags: [node] + summary: List available embedding names + description: Returns the list of text-encoder embeddings available on disk. + responses: + "200": + description: Embedding names + content: + application/json: + schema: + type: array + items: + type: string + + # --------------------------------------------------------------------------- + # Models + # --------------------------------------------------------------------------- + /api/models: + get: + operationId: getModelTypes + tags: [model] + summary: List model folder type names + description: Returns an array of model type names (e.g. checkpoints, loras, vae). + responses: + "200": + description: Model type names + content: + application/json: + schema: + type: array + items: + type: string + + /api/models/{folder}: + get: + operationId: getModelsByFolder + tags: [model] + summary: List model filenames in a folder + description: Returns the names of model files in the given folder. This endpoint predates `/api/experiment/models/{folder}` and returns names only — prefer the experiment endpoint for new integrations. + parameters: + - name: folder + in: path + required: true + schema: + type: string + description: Model folder type name + responses: + "200": + description: Model filenames + content: + application/json: + schema: + type: array + items: + type: string + "404": + description: Unknown folder type + + /api/experiment/models: + get: + operationId: getExperimentModels + tags: [model] + summary: List model folders with paths + description: Returns an array of model folder objects with name and folder paths. + responses: + "200": + description: Model folders + content: + application/json: + schema: + type: array + items: + $ref: "#/components/schemas/ModelFolder" + + /api/experiment/models/{folder}: + get: + operationId: getExperimentModelsByFolder + tags: [model] + summary: List model files with metadata + description: Returns the model files in the given folder with richer metadata (path index, mtime, size) than the legacy `/api/models/{folder}` endpoint. + parameters: + - name: folder + in: path + required: true + schema: + type: string + description: Model folder type name + responses: + "200": + description: Model files with metadata + content: + application/json: + schema: + type: array + items: + $ref: "#/components/schemas/ModelFile" + "404": + description: Unknown folder type + + /api/experiment/models/preview/{folder}/{path_index}/{filename}: + get: + operationId: getModelPreview + tags: [model] + summary: Get model preview image + description: Returns the preview image associated with a model file, if one exists alongside the model on disk. + parameters: + - name: folder + in: path + required: true + schema: + type: string + description: Model folder type name + - name: path_index + in: path + required: true + schema: + type: integer + description: Path index within the folder + - name: filename + in: path + required: true + schema: + type: string + description: Model filename + responses: + "200": + description: Preview image (WebP) + content: + image/webp: + schema: + type: string + format: binary + "404": + description: Preview not found + + # --------------------------------------------------------------------------- + # Users + # --------------------------------------------------------------------------- + /api/users: + get: + operationId: getUsers + tags: [user] + summary: Get user storage info + description: | + Returns user storage configuration. In single-user mode returns + `{"storage": "server", "migrated": true/false}`. In multi-user mode + returns `{"storage": "server", "users": {"user_id": "user_dir", ...}}`. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + responses: + "200": + description: User info + content: + application/json: + schema: + type: object + properties: + storage: + type: string + description: Storage backend type (always "server") + migrated: + type: boolean + description: Whether migration from browser storage is complete (single-user) + users: + type: object + additionalProperties: + type: string + description: Map of user_id to directory name (multi-user) + post: + operationId: createUser + tags: [user] + summary: Create a new user (multi-user mode) + description: Creates a new user entry. Only meaningful when ComfyUI is running in multi-user mode. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + requestBody: + required: true + content: + application/json: + schema: + type: object + required: + - username + properties: + username: + type: string + description: Username for the new user + responses: + "200": + description: Created user ID + content: + application/json: + schema: + type: string + description: The generated user_id + "400": + description: Username already exists or invalid + + # --------------------------------------------------------------------------- + # Userdata + # --------------------------------------------------------------------------- + /api/userdata: + get: + operationId: listUserdata + tags: [userdata] + summary: List files in a userdata directory + description: Lists files in the authenticated user's data directory. Returns either filename strings or full objects depending on the `full_info` query parameter. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: dir + in: query + required: true + schema: + type: string + description: Directory path relative to the user's data folder + - name: recurse + in: query + schema: + type: boolean + description: Recurse into subdirectories + - name: full_info + in: query + schema: + type: boolean + description: Return full file info objects instead of just names + - name: split + in: query + schema: + type: boolean + description: Split paths into directory components + responses: + "200": + description: File listing + content: + application/json: + schema: + $ref: "#/components/schemas/ListUserdataResponse" + "404": + description: Directory not found + + /api/v2/userdata: + get: + operationId: listUserdataV2 + tags: [userdata] + summary: List files in userdata (v2 format) + description: Lists files in the authenticated user's data directory using the v2 response shape, which always returns full objects. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: path + in: query + schema: + type: string + description: Directory path relative to user data root + responses: + "200": + description: File listing with metadata + content: + application/json: + schema: + type: array + items: + type: object + properties: + name: + type: string + path: + type: string + type: + type: string + enum: [file, directory] + size: + type: integer + modified: + type: number + description: Unix timestamp + + /api/userdata/{file}: + get: + operationId: getUserdataFile + tags: [userdata] + summary: Read a userdata file + description: Reads the contents of a file from the authenticated user's data directory. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: file + in: path + required: true + schema: + type: string + description: File path relative to user data directory + responses: + "200": + description: File content + content: + application/octet-stream: + schema: + type: string + format: binary + "404": + description: File not found + post: + operationId: writeUserdataFile + tags: [userdata] + summary: Write or create a userdata file + description: Writes (creates or replaces) a file in the authenticated user's data directory. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: file + in: path + required: true + schema: + type: string + description: File path relative to user data directory + - name: overwrite + in: query + schema: + type: boolean + description: Allow overwriting existing files + - name: full_info + in: query + schema: + type: boolean + description: Return full file info in response + requestBody: + required: true + content: + application/octet-stream: + schema: + type: string + format: binary + application/json: + schema: {} + responses: + "200": + description: File written + content: + application/json: + schema: + $ref: "#/components/schemas/UserDataResponse" + "409": + description: File exists and overwrite not set + delete: + operationId: deleteUserdataFile + tags: [userdata] + summary: Delete a userdata file + description: Deletes a file from the authenticated user's data directory. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: file + in: path + required: true + schema: + type: string + description: File path relative to user data directory + responses: + "204": + description: File deleted + "404": + description: File not found + + /api/userdata/{file}/move/{dest}: + post: + operationId: moveUserdataFile + tags: [userdata] + summary: Move or rename a userdata file + description: Renames or moves a file within the authenticated user's data directory. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: file + in: path + required: true + schema: + type: string + description: Source file path + - name: dest + in: path + required: true + schema: + type: string + description: Destination file path + - name: overwrite + in: query + schema: + type: boolean + description: Allow overwriting at destination + - name: full_info + in: query + schema: + type: boolean + description: Return full file info in response + responses: + "200": + description: File moved + content: + application/json: + schema: + $ref: "#/components/schemas/UserDataResponse" + "404": + description: Source file not found + "409": + description: Destination exists and overwrite not set + + # --------------------------------------------------------------------------- + # Settings + # --------------------------------------------------------------------------- + /api/settings: + get: + operationId: getSettings + tags: [settings] + summary: Get all user settings + description: Returns all settings for the authenticated user. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + responses: + "200": + description: Settings object + content: + application/json: + schema: + type: object + additionalProperties: true + post: + operationId: updateSettings + tags: [settings] + summary: Update user settings (partial merge) + description: Replaces the authenticated user's settings with the provided object. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + requestBody: + required: true + content: + application/json: + schema: + type: object + additionalProperties: true + description: Partial settings to merge + responses: + "200": + description: Settings updated + + /api/settings/{id}: + get: + operationId: getSetting + tags: [settings] + summary: Get a single setting by key + description: Returns the value of a single setting, identified by key. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: id + in: path + required: true + schema: + type: string + description: Setting key + responses: + "200": + description: Setting value (null if the setting does not exist) + content: + application/json: + schema: + nullable: true + description: The setting value (any JSON type), or null if not set + post: + operationId: updateSetting + tags: [settings] + summary: Set a single setting value + description: Sets the value of a single setting, identified by key. + parameters: + - $ref: "#/components/parameters/ComfyUserHeader" + - name: id + in: path + required: true + schema: + type: string + description: Setting key + requestBody: + required: true + content: + application/json: + schema: + description: The setting value (any JSON type) + responses: + "200": + description: Setting updated + + # --------------------------------------------------------------------------- + # Extensions / Templates / i18n + # --------------------------------------------------------------------------- + /api/extensions: + get: + operationId: getExtensions + tags: [extensions] + summary: List frontend extension JS file paths + description: Returns the list of frontend extension JS URLs registered by custom nodes, to be loaded by the frontend on startup. + responses: + "200": + description: Array of JS file paths + content: + application/json: + schema: + type: array + items: + type: string + description: Relative path to extension JS file + + /api/workflow_templates: + get: + operationId: getWorkflowTemplates + tags: [extensions] + summary: Get workflow template mappings + description: Returns a map of custom node names to their provided workflow template names. + responses: + "200": + description: Template mappings + content: + application/json: + schema: + type: object + additionalProperties: + type: array + items: + type: string + description: Map of node pack name to array of template names + + /api/i18n: + get: + operationId: getI18n + tags: [extensions] + summary: Get internationalisation translation strings + description: Returns the URLs of translation files contributed by custom nodes, keyed by locale. + responses: + "200": + description: Translation map + content: + application/json: + schema: + type: object + additionalProperties: true + description: Nested map of locale to translation key-value pairs + + # --------------------------------------------------------------------------- + # Subgraphs + # --------------------------------------------------------------------------- + /api/global_subgraphs: + get: + operationId: getGlobalSubgraphs + tags: [subgraph] + summary: List global subgraph blueprints + description: Returns a dictionary of subgraph IDs to their metadata. + responses: + "200": + description: Subgraph metadata dictionary + content: + application/json: + schema: + type: object + additionalProperties: + $ref: "#/components/schemas/GlobalSubgraphInfo" + + /api/global_subgraphs/{id}: + get: + operationId: getGlobalSubgraph + tags: [subgraph] + summary: Get a global subgraph with full data + description: Returns the blueprint for a globally-registered subgraph, used by the frontend to materialize the subgraph node. + parameters: + - name: id + in: path + required: true + schema: + type: string + description: Subgraph identifier + responses: + "200": + description: Full subgraph data + content: + application/json: + schema: + $ref: "#/components/schemas/GlobalSubgraphData" + "404": + description: Subgraph not found + + # --------------------------------------------------------------------------- + # Node Replacements + # --------------------------------------------------------------------------- + /api/node_replacements: + get: + operationId: getNodeReplacements + tags: [node] + summary: Get node replacement mappings + description: | + Returns a dictionary mapping deprecated or replaced node class names + to their replacement node information. + responses: + "200": + description: Replacement mappings + content: + application/json: + schema: + type: object + additionalProperties: true + + # --------------------------------------------------------------------------- + # Internal (x-internal: true) + # --------------------------------------------------------------------------- + /internal/logs: + get: + operationId: getInternalLogs + tags: [internal] + summary: Get server logs as text + description: Returns structured ComfyUI log entries from the in-memory log buffer. + x-internal: true + responses: + "200": + description: Log text + content: + text/plain: + schema: + type: string + + /internal/logs/raw: + get: + operationId: getInternalLogsRaw + tags: [internal] + summary: Get raw structured log entries + description: Returns the raw ComfyUI log buffer as text, together with metadata about the current size limit. + x-internal: true + responses: + "200": + description: Structured log data + content: + application/json: + schema: + type: object + properties: + entries: + type: array + items: + type: object + properties: + t: + type: number + description: Timestamp + m: + type: string + description: Message + size: + type: object + properties: + cols: + type: integer + rows: + type: integer + + /internal/logs/subscribe: + patch: + operationId: subscribeToLogs + tags: [internal] + summary: Subscribe or unsubscribe a WebSocket client to log streaming + description: Subscribes or unsubscribes the current client from live log streaming over the WebSocket. + x-internal: true + requestBody: + required: true + content: + application/json: + schema: + type: object + required: + - clientId + - enabled + properties: + clientId: + type: string + description: WebSocket client ID + enabled: + type: boolean + description: Enable or disable log streaming for this client + responses: + "200": + description: Subscription updated + + /internal/folder_paths: + get: + operationId: getInternalFolderPaths + tags: [internal] + summary: Get configured folder paths + description: Returns the filesystem paths ComfyUI is configured to load models and other assets from, keyed by folder type. + x-internal: true + responses: + "200": + description: Dictionary of folder type to paths + content: + application/json: + schema: + type: object + additionalProperties: + type: array + items: + type: array + items: + type: string + description: Map of folder type name to list of [path, ...] entries + + /internal/files/{directory_type}: + get: + operationId: getInternalFiles + tags: [internal] + summary: List files in a directory type + description: Lists the files present in one of ComfyUI's known directories (input, output, or temp). + x-internal: true + parameters: + - name: directory_type + in: path + required: true + schema: + type: string + description: Directory type (e.g. output, input, temp) + responses: + "200": + description: Array of filenames + content: + application/json: + schema: + type: array + items: + type: string + + # --------------------------------------------------------------------------- + # Assets (x-feature-gate: enable-assets) + # --------------------------------------------------------------------------- + /api/assets/hash/{hash}: + head: + operationId: checkAssetByHash + tags: [assets] + summary: Check if an asset with the given hash exists + description: Returns 204 if an asset with the given content hash already exists, 404 otherwise. Used by clients to deduplicate uploads before transferring bytes. + x-feature-gate: enable-assets + parameters: + - name: hash + in: path + required: true + schema: + type: string + description: "Blake3 hash of the asset (e.g. blake3:abc123...)" + responses: + "200": + description: Asset exists + "404": + description: No asset with this hash + + /api/assets: + get: + operationId: listAssets + tags: [assets] + summary: List assets with filtering and pagination + description: Returns a paginated list of assets, optionally filtered by tags, name, or other query parameters. + x-feature-gate: enable-assets + parameters: + - name: limit + in: query + schema: + type: integer + default: 50 + - name: offset + in: query + schema: + type: integer + default: 0 + - name: include_tags + in: query + schema: + type: array + items: + type: string + style: form + explode: true + description: Tags that assets must have (AND logic) + - name: exclude_tags + in: query + schema: + type: array + items: + type: string + style: form + explode: true + description: Tags that assets must not have + - name: name_contains + in: query + schema: + type: string + description: Filter assets whose name contains this substring + - name: metadata_filter + in: query + schema: + type: string + description: JSON-encoded metadata key/value filter + - name: sort + in: query + schema: + type: string + description: Field to sort by + - name: order + in: query + schema: + type: string + enum: [asc, desc] + description: Sort direction + responses: + "200": + description: Asset list + content: + application/json: + schema: + $ref: "#/components/schemas/ListAssetsResponse" + post: + operationId: createAsset + tags: [assets] + summary: Upload a new asset + description: Uploads a new asset (binary content plus metadata) and registers it in the asset database. + x-feature-gate: enable-assets + requestBody: + required: true + content: + multipart/form-data: + schema: + type: object + required: + - file + properties: + file: + type: string + format: binary + description: Asset file to upload + name: + type: string + description: Display name for the asset + tags: + type: string + description: Comma-separated tags + user_metadata: + type: string + description: JSON-encoded user metadata + hash: + type: string + description: "Blake3 hash of the file content (e.g. blake3:abc123...)" + mime_type: + type: string + description: MIME type of the file (overrides auto-detected type) + preview_id: + type: string + format: uuid + description: ID of an existing asset to use as the preview image + responses: + "201": + description: Asset created + content: + application/json: + schema: + $ref: "#/components/schemas/AssetCreated" + + /api/assets/from-hash: + post: + operationId: createAssetFromHash + tags: [assets] + summary: Create an asset reference from an existing hash + description: Registers a new asset that references existing content by hash, without re-uploading the bytes. + x-feature-gate: enable-assets + requestBody: + required: true + content: + application/json: + schema: + type: object + required: + - hash + - name + properties: + hash: + type: string + description: Blake3 hash of existing content + name: + type: string + description: Display name + tags: + type: array + items: + type: string + user_metadata: + type: object + additionalProperties: true + responses: + "201": + description: Asset created from hash + content: + application/json: + schema: + $ref: "#/components/schemas/AssetCreated" + + /api/assets/{id}: + get: + operationId: getAsset + tags: [assets] + summary: Get asset metadata + description: Returns the metadata for a single asset. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + responses: + "200": + description: Asset metadata + content: + application/json: + schema: + $ref: "#/components/schemas/Asset" + "404": + description: Asset not found + put: + operationId: updateAsset + tags: [assets] + summary: Update asset metadata + description: Updates the mutable metadata of an asset (name, tags, etc.). Binary content is immutable. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + requestBody: + required: true + content: + application/json: + schema: + type: object + properties: + name: + type: string + description: New display name for the asset + user_metadata: + type: object + additionalProperties: true + description: Custom user metadata to set + preview_id: + type: string + format: uuid + description: ID of the asset to use as the preview + responses: + "200": + description: Asset updated + content: + application/json: + schema: + $ref: "#/components/schemas/AssetUpdated" + delete: + operationId: deleteAsset + tags: [assets] + summary: Delete an asset + description: Removes an asset entry. Depending on the server configuration, the underlying content may also be deleted. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + - name: delete_content + in: query + schema: + type: boolean + description: Also delete the underlying content file + responses: + "204": + description: Asset deleted + + /api/assets/{id}/content: + get: + operationId: getAssetContent + tags: [assets] + summary: Download asset file content + description: Returns the binary content of an asset. Supports range requests. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + responses: + "200": + description: Asset file content + content: + application/octet-stream: + schema: + type: string + format: binary + "404": + description: Asset not found + + /api/assets/{id}/tags: + post: + operationId: addAssetTags + tags: [assets] + summary: Add tags to an asset + description: Adds one or more tags to an asset. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + requestBody: + required: true + content: + application/json: + schema: + type: object + required: + - tags + properties: + tags: + type: array + items: + type: string + responses: + "200": + description: Tags added + content: + application/json: + schema: + $ref: "#/components/schemas/TagsModificationResponse" + delete: + operationId: removeAssetTags + tags: [assets] + summary: Remove tags from an asset + description: Removes one or more tags from an asset. + x-feature-gate: enable-assets + parameters: + - name: id + in: path + description: The asset ID. + required: true + schema: + type: string + format: uuid + requestBody: + required: true + content: + application/json: + schema: + type: object + required: + - tags + properties: + tags: + type: array + items: + type: string + responses: + "200": + description: Tags removed + content: + application/json: + schema: + $ref: "#/components/schemas/TagsModificationResponse" + + /api/tags: + get: + operationId: listTags + tags: [assets] + summary: List all known tags with counts + description: Returns the list of all tags known to the asset database, with counts. + x-feature-gate: enable-assets + parameters: + - name: limit + in: query + schema: + type: integer + - name: offset + in: query + schema: + type: integer + - name: search + in: query + schema: + type: string + description: Search term for tag name + responses: + "200": + description: Tag list + content: + application/json: + schema: + $ref: "#/components/schemas/ListTagsResponse" + + /api/assets/tags/refine: + get: + operationId: refineAssetTags + tags: [assets] + summary: Get tag counts for assets matching current filters + description: Returns suggested additional tags that would refine a filtered asset query, together with the count of assets each tag would select. + x-feature-gate: enable-assets + parameters: + - name: include_tags + in: query + schema: + type: array + items: + type: string + style: form + explode: true + description: Tags that assets must have (AND logic) + - name: exclude_tags + in: query + schema: + type: array + items: + type: string + style: form + explode: true + description: Tags that assets must not have + - name: name_contains + in: query + schema: + type: string + description: Filter assets whose name contains this substring + - name: metadata_filter + in: query + schema: + type: string + description: JSON-encoded metadata key/value filter + - name: limit + in: query + schema: + type: integer + - name: offset + in: query + schema: + type: integer + - name: sort + in: query + schema: + type: string + description: Field to sort by + - name: order + in: query + schema: + type: string + enum: [asc, desc] + description: Sort direction + responses: + "200": + description: Tag histogram + content: + application/json: + schema: + $ref: "#/components/schemas/AssetTagHistogramResponse" + + /api/assets/seed: + post: + operationId: seedAssets + tags: [assets] + summary: Trigger asset scan/seed from filesystem + description: Starts a background job that scans the configured directories and registers any assets not yet present in the asset database. + x-feature-gate: enable-assets + requestBody: + required: false + content: + application/json: + schema: + type: object + properties: + roots: + type: array + items: + type: string + description: Root folder paths to scan (if omitted, scans all) + responses: + "200": + description: Seed started + content: + application/json: + schema: + type: object + properties: + status: + type: string + + /api/assets/seed/status: + get: + operationId: getAssetSeedStatus + tags: [assets] + summary: Get asset scan progress + description: Returns the progress and status of the most recently-started asset seed job. + x-feature-gate: enable-assets + responses: + "200": + description: Scan progress + content: + application/json: + schema: + type: object + additionalProperties: true + description: Scan progress details (files scanned, total, status, etc.) + + /api/assets/seed/cancel: + post: + operationId: cancelAssetSeed + tags: [assets] + summary: Cancel an in-progress asset scan + description: Requests cancellation of the currently-running asset seed job. + x-feature-gate: enable-assets + responses: + "200": + description: Scan cancelled + content: + application/json: + schema: + type: object + properties: + status: + type: string + + /api/assets/prune: + post: + operationId: pruneAssets + tags: [assets] + summary: Mark assets whose backing files no longer exist on disk + description: Starts a background job that removes asset entries whose underlying content no longer exists on disk. + x-feature-gate: enable-assets + responses: + "200": + description: Prune result + content: + application/json: + schema: + type: object + properties: + status: + type: string + marked: + type: integer + description: Number of assets marked as missing + +components: + parameters: + ComfyUserHeader: + name: Comfy-User + in: header + required: false + schema: + type: string + description: | + Identifies the active user in multi-user mode. Used for settings, + userdata, and history isolation. This is not a security mechanism — + it is an organisational convenience with no authentication behind it. + + schemas: + # ------------------------------------------------------------------- + # Prompt + # ------------------------------------------------------------------- + PromptRequest: + type: object + description: A workflow submission. Wraps the prompt graph plus optional client identifier and extra per-request data. + required: + - prompt + properties: + prompt: + type: object + description: | + The workflow graph to execute. Keys are node IDs (strings); + values are objects with class_type and inputs. + additionalProperties: true + number: + type: number + description: Priority number for the queue (lower numbers have higher priority) + front: + type: boolean + description: If true, adds the prompt to the front of the queue + extra_data: + type: object + description: Extra data associated with the prompt (e.g. extra_pnginfo) + additionalProperties: true + client_id: + type: string + description: WebSocket client ID to receive progress updates + prompt_id: + type: string + format: uuid + description: "Client-supplied prompt ID. Server generates a UUID if omitted." + partial_execution_targets: + type: array + items: + type: string + description: List of node IDs to execute (partial graph execution) + + PromptResponse: + type: object + description: Server acknowledgement of a workflow submission. Includes the assigned `prompt_id` and current queue position. + properties: + prompt_id: + type: string + format: uuid + description: Unique identifier for the prompt execution + number: + type: number + description: Priority number in the queue + node_errors: + type: object + description: Validation errors keyed by node ID + additionalProperties: + $ref: "#/components/schemas/NodeError" + error: + description: Top-level prompt error (string message or structured error) + oneOf: + - type: string + - $ref: "#/components/schemas/PromptError" + + PromptErrorResponse: + type: object + description: Error response when prompt validation fails + additionalProperties: true + + PromptError: + type: object + description: Structured prompt validation error + properties: + type: + type: string + message: + type: string + details: + type: string + + Error: + type: object + description: Detailed node-level error + properties: + type: + type: string + message: + type: string + details: + type: string + extra_info: + type: object + properties: + input_name: + type: string + additionalProperties: true + + NodeError: + type: object + description: Error details for a single node + properties: + errors: + type: array + items: + $ref: "#/components/schemas/Error" + class_type: + type: string + description: The node's class type + dependent_outputs: + type: array + items: {} + + PromptInfo: + type: object + description: Summary of a queued or recently-executed prompt, as returned by the queue and history endpoints. + properties: + exec_info: + type: object + properties: + queue_remaining: + type: integer + description: Number of items remaining in the queue + + # ------------------------------------------------------------------- + # Queue + # ------------------------------------------------------------------- + QueueInfo: + type: object + description: Queue information with pending and running items + properties: + queue_running: + type: array + description: Currently running queue items + items: + type: array + description: | + Queue item tuple: [number, prompt_id, prompt, extra_data, outputs_to_execute, sensitive] + items: {} + prefixItems: + - type: number + description: Priority number + - type: string + format: uuid + description: prompt_id + - type: object + description: prompt graph + additionalProperties: true + - type: object + description: extra_data + additionalProperties: true + - type: array + description: outputs_to_execute (list of output node IDs) + items: + type: string + - type: object + description: sensitive data (may be omitted) + additionalProperties: true + queue_pending: + type: array + description: Pending queue items (oldest first) + items: + type: array + description: | + Queue item tuple: [number, prompt_id, prompt, extra_data, outputs_to_execute, sensitive] + items: {} + prefixItems: + - type: number + description: Priority number + - type: string + format: uuid + description: prompt_id + - type: object + description: prompt graph + additionalProperties: true + - type: object + description: extra_data + additionalProperties: true + - type: array + description: outputs_to_execute (list of output node IDs) + items: + type: string + - type: object + description: sensitive data (may be omitted) + additionalProperties: true + + QueueManageRequest: + type: object + description: Request to clear or delete from queue + properties: + clear: + type: boolean + description: If true, clear all pending items + delete: + type: array + items: + type: string + description: Array of prompt IDs to delete from queue + + # ------------------------------------------------------------------- + # History + # ------------------------------------------------------------------- + HistoryEntry: + type: object + description: A single execution history entry + properties: + prompt: + type: array + description: | + Prompt tuple: [number, prompt_id, prompt_graph, extra_data, output_node_ids] + items: {} + outputs: + type: object + description: Output data from execution keyed by node ID + additionalProperties: true + status: + type: object + description: Execution status (status_str, completed, messages, etc.) + additionalProperties: true + meta: + type: object + description: Metadata about the execution and nodes + additionalProperties: true + + HistoryManageRequest: + type: object + description: Request to clear or delete history entries + properties: + clear: + type: boolean + description: If true, clear all history + delete: + type: array + items: + type: string + description: Array of prompt IDs to delete from history + + # ------------------------------------------------------------------- + # Jobs + # ------------------------------------------------------------------- + JobEntry: + type: object + description: Lightweight job data for list views + required: + - id + - status + properties: + id: + type: string + format: uuid + description: Unique job identifier (same as prompt_id) + status: + type: string + description: Current job status + create_time: + type: number + description: Job creation timestamp + execution_start_time: + type: number + description: Workflow execution start timestamp + execution_end_time: + type: number + description: Workflow execution end timestamp + preview_output: + type: object + additionalProperties: true + description: Primary preview output + outputs_count: + type: integer + description: Total number of output files + + JobDetailResponse: + type: object + description: Full job details including workflow and outputs + required: + - id + - status + properties: + id: + type: string + format: uuid + status: + type: string + workflow: + type: object + additionalProperties: true + description: Full ComfyUI workflow + outputs: + type: object + additionalProperties: true + description: Full outputs object from execution + execution_error: + $ref: "#/components/schemas/ExecutionError" + create_time: + type: number + update_time: + type: number + execution_start_time: + type: number + execution_end_time: + type: number + preview_output: + type: object + additionalProperties: true + outputs_count: + type: integer + execution_status: + type: object + additionalProperties: true + execution_meta: + type: object + additionalProperties: true + + ExecutionError: + type: object + description: Detailed execution error from ComfyUI + properties: + node_id: + type: string + description: ID of the node that failed + node_type: + type: string + description: Type name of the node + exception_message: + type: string + description: Human-readable error message + exception_type: + type: string + description: Python exception type + traceback: + type: array + items: + type: string + description: Traceback lines + current_inputs: + type: object + additionalProperties: true + current_outputs: + type: object + additionalProperties: true + + PaginationInfo: + type: object + description: Pagination metadata returned alongside list responses. + properties: + offset: + type: integer + limit: + type: integer + total: + type: integer + has_more: + type: boolean + + # ------------------------------------------------------------------- + # Upload / View + # ------------------------------------------------------------------- + UploadResult: + type: object + description: Response body returned by the image/mask upload endpoints, describing where the uploaded file now lives. + properties: + name: + type: string + description: Saved filename (may be renamed to avoid collisions) + subfolder: + type: string + description: Subfolder the file was saved to + type: + type: string + description: Directory type (input, temp) + + # ------------------------------------------------------------------- + # System + # ------------------------------------------------------------------- + DeviceStats: + type: object + description: GPU/compute device statistics + required: + - name + - type + - index + properties: + name: + type: string + description: Device name + type: + type: string + description: Device type (cuda, mps, cpu, etc.) + index: + type: number + description: Device index + vram_total: + type: number + description: Total VRAM in bytes + vram_free: + type: number + description: Free VRAM in bytes + torch_vram_total: + type: number + description: Total PyTorch-managed VRAM in bytes + torch_vram_free: + type: number + description: Free PyTorch-managed VRAM in bytes + + SystemStatsResponse: + type: object + description: Hardware, VRAM, Python, and ComfyUI version information for the running process. + required: + - system + - devices + properties: + system: + type: object + required: + - os + - python_version + - embedded_python + - comfyui_version + - pytorch_version + - argv + - ram_total + - ram_free + properties: + os: + type: string + description: Operating system + python_version: + type: string + description: Python version + embedded_python: + type: boolean + description: Whether using embedded Python + comfyui_version: + type: string + description: ComfyUI version string + pytorch_version: + type: string + description: PyTorch version + required_frontend_version: + type: string + description: Required frontend version + argv: + type: array + items: + type: string + description: Command line arguments + ram_total: + type: number + description: Total RAM in bytes + ram_free: + type: number + description: Free RAM in bytes + installed_templates_version: + type: string + nullable: true + description: Version of the currently installed workflow templates + required_templates_version: + type: string + nullable: true + description: Minimum required workflow templates version for this ComfyUI build + devices: + type: array + items: + $ref: "#/components/schemas/DeviceStats" + + # ------------------------------------------------------------------- + # Node / Object Info + # ------------------------------------------------------------------- + NodeInfo: + type: object + description: 'Definition of a registered node class: its inputs, outputs, category, and display metadata.' + properties: + input: + type: object + description: Input specifications (required and optional groups) + additionalProperties: true + input_order: + type: object + description: Ordered input names per group + additionalProperties: + type: array + items: + type: string + output: + type: array + items: + type: string + description: Output type names + output_is_list: + type: array + items: + type: boolean + description: Whether each output is a list + output_name: + type: array + items: + type: string + description: Display names of outputs + name: + type: string + description: Internal class name + display_name: + type: string + description: Human-readable display name + description: + type: string + description: Node description + python_module: + type: string + description: Python module implementing the node + category: + type: string + description: Node category path + output_node: + type: boolean + description: Whether this is an output node + output_tooltips: + type: array + items: + type: string + description: Tooltips for each output + deprecated: + type: boolean + description: Whether the node is deprecated + experimental: + type: boolean + description: Whether the node is experimental + api_node: + type: boolean + description: Whether this is an API node + is_input_list: + type: boolean + description: Whether the node accepts list inputs + dev_only: + type: boolean + description: Whether the node is developer-only (hidden in production UI) + has_intermediate_output: + type: boolean + description: Whether the node emits intermediate output during execution + search_aliases: + type: array + items: + type: string + description: Alternative search terms for finding this node + essentials_category: + type: string + description: Category override used by the essentials pack + + # ------------------------------------------------------------------- + # Models + # ------------------------------------------------------------------- + ModelFolder: + type: object + description: A configured model folder and the list of disk paths it resolves to. + required: + - name + - folders + properties: + name: + type: string + description: Model folder type name (e.g. "checkpoints") + folders: + type: array + items: + type: string + description: Filesystem paths for this model type + + ModelFile: + type: object + description: A single model file in a folder, with filesystem metadata. + required: + - name + - pathIndex + properties: + name: + type: string + description: Model filename + pathIndex: + type: integer + description: Index into the folder's paths array + modified: + type: number + description: File modification timestamp + created: + type: number + description: File creation timestamp + size: + type: integer + format: int64 + description: File size in bytes + + # ------------------------------------------------------------------- + # Subgraphs + # ------------------------------------------------------------------- + GlobalSubgraphInfo: + type: object + description: Metadata for a global subgraph blueprint (without full data) + required: + - source + - name + - info + properties: + source: + type: string + description: Source type ("templates" or "custom_node") + name: + type: string + description: Display name of the subgraph blueprint + info: + type: object + description: Additional information about the subgraph + required: + - node_pack + properties: + node_pack: + type: string + description: The node pack/module providing this subgraph + data: + type: string + description: The full subgraph JSON data (may be empty in list view) + + GlobalSubgraphData: + type: object + description: Full data for a global subgraph blueprint + required: + - source + - name + - info + - data + properties: + source: + type: string + description: Source type ("templates" or "custom_node") + name: + type: string + description: Display name of the subgraph blueprint + info: + type: object + description: Additional information about the subgraph + required: + - node_pack + properties: + node_pack: + type: string + description: The node pack/module providing this subgraph + data: + type: string + description: The full subgraph JSON data as a string + + # ------------------------------------------------------------------- + # Userdata + # ------------------------------------------------------------------- + UserDataResponse: + description: | + Response body for the POST endpoints `/api/userdata/{file}` and + `/api/userdata/{file}/move/{dest}`. Returns a single item whose + shape depends on the `full_info` query parameter. + x-variant-selector: + full_info=true: file-info object (`GetUserDataResponseFullFile`) + default: relative path string + oneOf: + - $ref: "#/components/schemas/GetUserDataResponseFullFile" + - type: string + description: Relative path of the written or moved file. Returned when `full_info` is absent or false. + + ListUserdataResponse: + description: | + Response body for `GET /api/userdata`. The array item shape is + determined by the `full_info` and `split` query parameters. + x-variant-selector: + full_info=true: array of file-info objects (`GetUserDataResponseFullFile`) + split=true: array of `[relative_path, ...path_components]` arrays + default: array of relative path strings + oneOf: + - type: array + items: + $ref: "#/components/schemas/GetUserDataResponseFullFile" + description: Returned when `full_info=true`. + - type: array + items: + type: array + items: + type: string + minItems: 2 + description: | + Returned when `split=true` and `full_info=false`. Each inner + array is `[relative_path, ...path_components]`. + - type: array + items: + type: string + description: Default shape — array of file paths relative to the user data root. + + GetUserDataResponseFullFile: + type: object + description: A single entry in a full-info user data listing. + properties: + path: + type: string + description: File name or path relative to the user directory + created: + type: number + description: Unix timestamp of file creation + size: + type: integer + description: File size in bytes + modified: + type: integer + format: int64 + description: Unix timestamp of last modification in milliseconds + + # ------------------------------------------------------------------- + # Assets + # ------------------------------------------------------------------- + Asset: + type: object + description: A registered asset — an input/output file tracked in the asset database with content hash and metadata. + required: + - id + - name + - size + - created_at + - updated_at + properties: + id: + type: string + format: uuid + description: Unique identifier for the asset + name: + type: string + description: Name of the asset file + asset_hash: + type: string + description: Blake3 hash of the asset content + pattern: "^blake3:[a-f0-9]{64}$" + size: + type: integer + format: int64 + description: Size of the asset in bytes + mime_type: + type: string + description: MIME type of the asset + tags: + type: array + items: + type: string + description: Tags associated with the asset + user_metadata: + type: object + description: Custom user metadata + additionalProperties: true + metadata: + type: object + description: System-managed metadata (read-only) + additionalProperties: true + readOnly: true + preview_url: + type: string + format: uri + description: URL for asset preview/thumbnail + preview_id: + type: string + format: uuid + description: ID of the preview asset if available + prompt_id: + type: string + format: uuid + description: ID of the prompt that created this asset + created_at: + type: string + format: date-time + updated_at: + type: string + format: date-time + last_access_time: + type: string + format: date-time + is_immutable: + type: boolean + description: Whether this asset is immutable + + AssetCreated: + description: Response body returned after successfully registering a new asset. + allOf: + - $ref: "#/components/schemas/Asset" + - type: object + required: + - created_new + properties: + created_new: + type: boolean + description: Whether this was a new creation (true) or returned existing (false) + + AssetUpdated: + type: object + description: Response body returned after updating an asset's metadata. + required: + - id + - updated_at + properties: + id: + type: string + format: uuid + name: + type: string + asset_hash: + type: string + pattern: "^blake3:[a-f0-9]{64}$" + tags: + type: array + items: + type: string + mime_type: + type: string + user_metadata: + type: object + additionalProperties: true + updated_at: + type: string + format: date-time + + ListAssetsResponse: + type: object + description: Paginated list of assets. + required: + - assets + - total + - has_more + properties: + assets: + type: array + items: + $ref: "#/components/schemas/Asset" + total: + type: integer + has_more: + type: boolean + + TagInfo: + type: object + description: A tag known to the asset database, with the number of assets bearing it. + required: + - name + - count + properties: + name: + type: string + count: + type: integer + + ListTagsResponse: + type: object + description: Flat list of all tags, with counts. + required: + - tags + - total + - has_more + properties: + tags: + type: array + items: + $ref: "#/components/schemas/TagInfo" + total: + type: integer + has_more: + type: boolean + + AssetTagHistogramResponse: + type: object + description: Tags that would refine a filtered asset query, with the count of assets each tag would additionally select. + required: + - tag_counts + properties: + tag_counts: + type: object + additionalProperties: + type: integer + description: Map of tag names to occurrence counts + + TagsModificationResponse: + type: object + description: Response body returned after adding or removing tags on an asset. + required: + - total_tags + properties: + added: + type: array + items: + type: string + description: Tags successfully added + removed: + type: array + items: + type: string + description: Tags successfully removed + already_present: + type: array + items: + type: string + description: Tags already present (for add) + not_present: + type: array + items: + type: string + description: Tags not present (for remove) + total_tags: + type: array + items: + type: string + description: All tags on the asset after the operation + + # ------------------------------------------------------------------- + # Result / Output types + # ------------------------------------------------------------------- + ResultItem: + type: object + description: A single output file reference + properties: + filename: + type: string + subfolder: + type: string + type: + type: string + enum: [input, output, temp] + display_name: + type: string + + NodeOutputs: + type: object + description: | + Outputs from a single node execution. Known keys are listed below, + but custom nodes may add arbitrary keys (additionalProperties). + properties: + images: + type: array + items: + $ref: "#/components/schemas/ResultItem" + audio: + type: array + items: + $ref: "#/components/schemas/ResultItem" + video: + type: array + items: + $ref: "#/components/schemas/ResultItem" + animated: + type: array + items: + type: boolean + text: + oneOf: + - type: string + - type: array + items: + type: string + additionalProperties: true + + TerminalSize: + type: object + description: Terminal dimensions + properties: + cols: + type: number + row: + type: number + + LogEntry: + type: object + description: A single log entry + properties: + t: + type: string + description: Timestamp + m: + type: string + description: Log message + + StatusWsMessageStatus: + type: object + description: Inner payload of a `status` WebSocket message, describing the execution queue state. + properties: + exec_info: + type: object + required: + - queue_remaining + properties: + queue_remaining: + type: integer + + StatusWsMessage: + type: object + description: Initial status message sent on connect + queue status updates + properties: + status: + $ref: "#/components/schemas/StatusWsMessageStatus" + sid: + type: string + description: Session ID assigned by the server + + ProgressWsMessage: + type: object + description: Node execution progress (step N of M) + required: + - value + - max + - prompt_id + - node + properties: + value: + type: integer + description: Current step + max: + type: integer + description: Total steps + prompt_id: + type: string + node: + type: string + description: Node ID currently executing + + ProgressTextWsMessage: + type: object + description: Text-based progress update from a node + properties: + nodeId: + type: string + text: + type: string + prompt_id: + type: string + + NodeProgressState: + type: object + description: Progress state for a single node + properties: + value: + type: number + max: + type: number + state: + type: string + enum: [pending, running, finished, error] + node_id: + type: string + prompt_id: + type: string + display_node_id: + type: string + parent_node_id: + type: string + real_node_id: + type: string + + ProgressStateWsMessage: + type: object + description: Bulk progress state for all nodes in a prompt + required: + - prompt_id + - nodes + properties: + prompt_id: + type: string + nodes: + type: object + description: Map of node ID to progress state + additionalProperties: + $ref: "#/components/schemas/NodeProgressState" + + ExecutingWsMessage: + type: object + description: Fired when a node begins execution + required: + - node + - display_node + - prompt_id + properties: + node: + type: string + description: Node ID + display_node: + type: string + description: Display node ID (may differ for subgraphs) + prompt_id: + type: string + + ExecutedWsMessage: + type: object + description: Fired when a node completes execution with output + required: + - node + - display_node + - prompt_id + - output + properties: + node: + type: string + display_node: + type: string + prompt_id: + type: string + output: + $ref: "#/components/schemas/NodeOutputs" + merge: + type: boolean + description: Whether to merge with existing output + + ExecutionWsMessageBase: + type: object + description: Base fields for execution lifecycle messages + required: + - prompt_id + - timestamp + properties: + prompt_id: + type: string + timestamp: + type: integer + description: Unix timestamp in milliseconds + + ExecutionStartWsMessage: + allOf: + - $ref: "#/components/schemas/ExecutionWsMessageBase" + description: Fired when prompt execution begins + + ExecutionSuccessWsMessage: + allOf: + - $ref: "#/components/schemas/ExecutionWsMessageBase" + description: Fired when prompt execution completes successfully + + ExecutionCachedWsMessage: + allOf: + - $ref: "#/components/schemas/ExecutionWsMessageBase" + - type: object + properties: + nodes: + type: array + items: + type: string + description: List of node IDs that were cached + description: Fired when nodes are served from cache + + ExecutionInterruptedWsMessage: + allOf: + - $ref: "#/components/schemas/ExecutionWsMessageBase" + - type: object + properties: + node_id: + type: string + node_type: + type: string + executed: + type: array + items: + type: string + description: Node IDs that completed before interruption + description: Fired when execution is interrupted by user + + ExecutionErrorWsMessage: + allOf: + - $ref: "#/components/schemas/ExecutionWsMessageBase" + - type: object + properties: + node_id: + type: string + node_type: + type: string + executed: + type: array + items: + type: string + exception_message: + type: string + exception_type: + type: string + traceback: + type: array + items: + type: string + current_inputs: {} + current_outputs: {} + description: Fired when a node throws an exception during execution + + LogsWsMessage: + type: object + description: Streaming log entries from the server + properties: + size: + $ref: "#/components/schemas/TerminalSize" + entries: + type: array + items: + $ref: "#/components/schemas/LogEntry" + + NotificationWsMessage: + type: object + description: Server notification (e.g. model download complete) + properties: + value: + type: string + id: + type: string + + FeatureFlagsWsMessage: + type: object + description: Feature flags sent on connect + additionalProperties: true + + AssetDownloadWsMessage: + type: object + description: Asset download progress + required: + - task_id + - asset_name + - bytes_total + - bytes_downloaded + - progress + - status + properties: + task_id: + type: string + asset_name: + type: string + bytes_total: + type: number + bytes_downloaded: + type: number + progress: + type: number + description: 0.0 to 1.0 + status: + type: string + enum: [created, running, completed, failed] + asset_id: + type: string + error: + type: string + + AssetExportWsMessage: + type: object + description: Bulk asset export progress + required: + - task_id + - assets_total + - assets_attempted + - assets_failed + - bytes_total + - bytes_processed + - progress + - status + properties: + task_id: + type: string + export_name: + type: string + assets_total: + type: number + assets_attempted: + type: number + assets_failed: + type: number + bytes_total: + type: number + bytes_processed: + type: number + progress: + type: number + description: 0.0 to 1.0 + status: + type: string + enum: [created, running, completed, failed] + error: + type: string diff --git a/pyproject.toml b/pyproject.toml index 8fa92ecbe..785837c09 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "ComfyUI" -version = "0.19.3" +version = "0.20.0" readme = "README.md" license = { file = "LICENSE" } requires-python = ">=3.10" diff --git a/requirements.txt b/requirements.txt index a25bc0667..66a130a9b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ -comfyui-frontend-package==1.42.14 -comfyui-workflow-templates==0.9.59 -comfyui-embedded-docs==0.4.3 +comfyui-frontend-package==1.42.15 +comfyui-workflow-templates==0.9.63 +comfyui-embedded-docs==0.4.4 torch torchsde torchvision @@ -23,7 +23,7 @@ SQLAlchemy>=2.0 filelock av>=14.2.0 comfy-kitchen>=0.2.8 -comfy-aimdo>=0.2.12 +comfy-aimdo==0.2.14 requests simpleeval>=1.0.0 blake3