mirror of
https://github.com/comfyanonymous/ComfyUI.git
synced 2026-04-08 05:29:59 +00:00
Compare commits
5 Commits
proxy-widg
...
range-type
| Author | SHA1 | Date | |
|---|---|---|---|
|
8822627a60 | ||
|
|
b615af1c65 | ||
|
|
40862c0776 | ||
|
|
50076f3439 | ||
|
|
61c2387436 |
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -1 +1,322 @@
|
||||
{"revision": 0, "last_node_id": 29, "last_link_id": 0, "nodes": [{"id": 29, "type": "4c9d6ea4-b912-40e5-8766-6793a9758c53", "pos": [1970, -230], "size": [180, 86], "flags": {}, "order": 5, "mode": 0, "inputs": [{"label": "image", "localized_name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null}], "outputs": [{"label": "R", "localized_name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": []}, {"label": "G", "localized_name": "IMAGE1", "name": "IMAGE1", "type": "IMAGE", "links": []}, {"label": "B", "localized_name": "IMAGE2", "name": "IMAGE2", "type": "IMAGE", "links": []}, {"label": "A", "localized_name": "IMAGE3", "name": "IMAGE3", "type": "IMAGE", "links": []}], "title": "Image Channels", "properties": {"proxyWidgets": []}, "widgets_values": []}], "links": [], "version": 0.4, "definitions": {"subgraphs": [{"id": "4c9d6ea4-b912-40e5-8766-6793a9758c53", "version": 1, "state": {"lastGroupId": 0, "lastNodeId": 28, "lastLinkId": 39, "lastRerouteId": 0}, "revision": 0, "config": {}, "name": "Image Channels", "inputNode": {"id": -10, "bounding": [1820, -185, 120, 60]}, "outputNode": {"id": -20, "bounding": [2460, -215, 120, 120]}, "inputs": [{"id": "3522932b-2d86-4a1f-a02a-cb29f3a9d7fe", "name": "images.image0", "type": "IMAGE", "linkIds": [39], "localized_name": "images.image0", "label": "image", "pos": [1920, -165]}], "outputs": [{"id": "605cb9c3-b065-4d9b-81d2-3ec331889b2b", "name": "IMAGE0", "type": "IMAGE", "linkIds": [26], "localized_name": "IMAGE0", "label": "R", "pos": [2480, -195]}, {"id": "fb44a77e-0522-43e9-9527-82e7465b3596", "name": "IMAGE1", "type": "IMAGE", "linkIds": [27], "localized_name": "IMAGE1", "label": "G", "pos": [2480, -175]}, {"id": "81460ee6-0131-402a-874f-6bf3001fc4ff", "name": "IMAGE2", "type": "IMAGE", "linkIds": [28], "localized_name": "IMAGE2", "label": "B", "pos": [2480, -155]}, {"id": "ae690246-80d4-4951-b1d9-9306d8a77417", "name": "IMAGE3", "type": "IMAGE", "linkIds": [29], "localized_name": "IMAGE3", "label": "A", "pos": [2480, -135]}], "widgets": [], "nodes": [{"id": 23, "type": "GLSLShader", "pos": [2000, -330], "size": [400, 172], "flags": {}, "order": 0, "mode": 0, "inputs": [{"label": "image", "localized_name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": 39}, {"localized_name": "fragment_shader", "name": "fragment_shader", "type": "STRING", "widget": {"name": "fragment_shader"}, "link": null}, {"localized_name": "size_mode", "name": "size_mode", "type": "COMFY_DYNAMICCOMBO_V3", "widget": {"name": "size_mode"}, "link": null}, {"label": "image1", "localized_name": "images.image1", "name": "images.image1", "shape": 7, "type": "IMAGE", "link": null}], "outputs": [{"label": "R", "localized_name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": [26]}, {"label": "G", "localized_name": "IMAGE1", "name": "IMAGE1", "type": "IMAGE", "links": [27]}, {"label": "B", "localized_name": "IMAGE2", "name": "IMAGE2", "type": "IMAGE", "links": [28]}, {"label": "A", "localized_name": "IMAGE3", "name": "IMAGE3", "type": "IMAGE", "links": [29]}], "properties": {"Node name for S&R": "GLSLShader"}, "widgets_values": ["#version 300 es\nprecision highp float;\n\nuniform sampler2D u_image0;\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\nlayout(location = 1) out vec4 fragColor1;\nlayout(location = 2) out vec4 fragColor2;\nlayout(location = 3) out vec4 fragColor3;\n\nvoid main() {\n vec4 color = texture(u_image0, v_texCoord);\n // Output each channel as grayscale to separate render targets\n fragColor0 = vec4(vec3(color.r), 1.0); // Red channel\n fragColor1 = vec4(vec3(color.g), 1.0); // Green channel\n fragColor2 = vec4(vec3(color.b), 1.0); // Blue channel\n fragColor3 = vec4(vec3(color.a), 1.0); // Alpha channel\n}\n", "from_input"]}], "groups": [], "links": [{"id": 39, "origin_id": -10, "origin_slot": 0, "target_id": 23, "target_slot": 0, "type": "IMAGE"}, {"id": 26, "origin_id": 23, "origin_slot": 0, "target_id": -20, "target_slot": 0, "type": "IMAGE"}, {"id": 27, "origin_id": 23, "origin_slot": 1, "target_id": -20, "target_slot": 1, "type": "IMAGE"}, {"id": 28, "origin_id": 23, "origin_slot": 2, "target_id": -20, "target_slot": 2, "type": "IMAGE"}, {"id": 29, "origin_id": 23, "origin_slot": 3, "target_id": -20, "target_slot": 3, "type": "IMAGE"}], "extra": {"workflowRendererVersion": "LG"}, "category": "Image Tools/Color adjust"}]}}
|
||||
{
|
||||
"revision": 0,
|
||||
"last_node_id": 29,
|
||||
"last_link_id": 0,
|
||||
"nodes": [
|
||||
{
|
||||
"id": 29,
|
||||
"type": "4c9d6ea4-b912-40e5-8766-6793a9758c53",
|
||||
"pos": [
|
||||
1970,
|
||||
-230
|
||||
],
|
||||
"size": [
|
||||
180,
|
||||
86
|
||||
],
|
||||
"flags": {},
|
||||
"order": 5,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"label": "image",
|
||||
"localized_name": "images.image0",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"label": "R",
|
||||
"localized_name": "IMAGE0",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"links": []
|
||||
},
|
||||
{
|
||||
"label": "G",
|
||||
"localized_name": "IMAGE1",
|
||||
"name": "IMAGE1",
|
||||
"type": "IMAGE",
|
||||
"links": []
|
||||
},
|
||||
{
|
||||
"label": "B",
|
||||
"localized_name": "IMAGE2",
|
||||
"name": "IMAGE2",
|
||||
"type": "IMAGE",
|
||||
"links": []
|
||||
},
|
||||
{
|
||||
"label": "A",
|
||||
"localized_name": "IMAGE3",
|
||||
"name": "IMAGE3",
|
||||
"type": "IMAGE",
|
||||
"links": []
|
||||
}
|
||||
],
|
||||
"title": "Image Channels",
|
||||
"properties": {
|
||||
"proxyWidgets": []
|
||||
},
|
||||
"widgets_values": []
|
||||
}
|
||||
],
|
||||
"links": [],
|
||||
"version": 0.4,
|
||||
"definitions": {
|
||||
"subgraphs": [
|
||||
{
|
||||
"id": "4c9d6ea4-b912-40e5-8766-6793a9758c53",
|
||||
"version": 1,
|
||||
"state": {
|
||||
"lastGroupId": 0,
|
||||
"lastNodeId": 28,
|
||||
"lastLinkId": 39,
|
||||
"lastRerouteId": 0
|
||||
},
|
||||
"revision": 0,
|
||||
"config": {},
|
||||
"name": "Image Channels",
|
||||
"inputNode": {
|
||||
"id": -10,
|
||||
"bounding": [
|
||||
1820,
|
||||
-185,
|
||||
120,
|
||||
60
|
||||
]
|
||||
},
|
||||
"outputNode": {
|
||||
"id": -20,
|
||||
"bounding": [
|
||||
2460,
|
||||
-215,
|
||||
120,
|
||||
120
|
||||
]
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"id": "3522932b-2d86-4a1f-a02a-cb29f3a9d7fe",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
39
|
||||
],
|
||||
"localized_name": "images.image0",
|
||||
"label": "image",
|
||||
"pos": [
|
||||
1920,
|
||||
-165
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"id": "605cb9c3-b065-4d9b-81d2-3ec331889b2b",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
26
|
||||
],
|
||||
"localized_name": "IMAGE0",
|
||||
"label": "R",
|
||||
"pos": [
|
||||
2480,
|
||||
-195
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": "fb44a77e-0522-43e9-9527-82e7465b3596",
|
||||
"name": "IMAGE1",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
27
|
||||
],
|
||||
"localized_name": "IMAGE1",
|
||||
"label": "G",
|
||||
"pos": [
|
||||
2480,
|
||||
-175
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": "81460ee6-0131-402a-874f-6bf3001fc4ff",
|
||||
"name": "IMAGE2",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
28
|
||||
],
|
||||
"localized_name": "IMAGE2",
|
||||
"label": "B",
|
||||
"pos": [
|
||||
2480,
|
||||
-155
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": "ae690246-80d4-4951-b1d9-9306d8a77417",
|
||||
"name": "IMAGE3",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
29
|
||||
],
|
||||
"localized_name": "IMAGE3",
|
||||
"label": "A",
|
||||
"pos": [
|
||||
2480,
|
||||
-135
|
||||
]
|
||||
}
|
||||
],
|
||||
"widgets": [],
|
||||
"nodes": [
|
||||
{
|
||||
"id": 23,
|
||||
"type": "GLSLShader",
|
||||
"pos": [
|
||||
2000,
|
||||
-330
|
||||
],
|
||||
"size": [
|
||||
400,
|
||||
172
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"label": "image",
|
||||
"localized_name": "images.image0",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"link": 39
|
||||
},
|
||||
{
|
||||
"localized_name": "fragment_shader",
|
||||
"name": "fragment_shader",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "fragment_shader"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "size_mode",
|
||||
"name": "size_mode",
|
||||
"type": "COMFY_DYNAMICCOMBO_V3",
|
||||
"widget": {
|
||||
"name": "size_mode"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"label": "image1",
|
||||
"localized_name": "images.image1",
|
||||
"name": "images.image1",
|
||||
"shape": 7,
|
||||
"type": "IMAGE",
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"label": "R",
|
||||
"localized_name": "IMAGE0",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
26
|
||||
]
|
||||
},
|
||||
{
|
||||
"label": "G",
|
||||
"localized_name": "IMAGE1",
|
||||
"name": "IMAGE1",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
27
|
||||
]
|
||||
},
|
||||
{
|
||||
"label": "B",
|
||||
"localized_name": "IMAGE2",
|
||||
"name": "IMAGE2",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
28
|
||||
]
|
||||
},
|
||||
{
|
||||
"label": "A",
|
||||
"localized_name": "IMAGE3",
|
||||
"name": "IMAGE3",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
29
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "GLSLShader"
|
||||
},
|
||||
"widgets_values": [
|
||||
"#version 300 es\nprecision highp float;\n\nuniform sampler2D u_image0;\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\nlayout(location = 1) out vec4 fragColor1;\nlayout(location = 2) out vec4 fragColor2;\nlayout(location = 3) out vec4 fragColor3;\n\nvoid main() {\n vec4 color = texture(u_image0, v_texCoord);\n // Output each channel as grayscale to separate render targets\n fragColor0 = vec4(vec3(color.r), 1.0); // Red channel\n fragColor1 = vec4(vec3(color.g), 1.0); // Green channel\n fragColor2 = vec4(vec3(color.b), 1.0); // Blue channel\n fragColor3 = vec4(vec3(color.a), 1.0); // Alpha channel\n}\n",
|
||||
"from_input"
|
||||
]
|
||||
}
|
||||
],
|
||||
"groups": [],
|
||||
"links": [
|
||||
{
|
||||
"id": 39,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 0,
|
||||
"target_id": 23,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 26,
|
||||
"origin_id": 23,
|
||||
"origin_slot": 0,
|
||||
"target_id": -20,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 27,
|
||||
"origin_id": 23,
|
||||
"origin_slot": 1,
|
||||
"target_id": -20,
|
||||
"target_slot": 1,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 28,
|
||||
"origin_id": 23,
|
||||
"origin_slot": 2,
|
||||
"target_id": -20,
|
||||
"target_slot": 2,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 29,
|
||||
"origin_id": 23,
|
||||
"origin_slot": 3,
|
||||
"target_id": -20,
|
||||
"target_slot": 3,
|
||||
"type": "IMAGE"
|
||||
}
|
||||
],
|
||||
"extra": {
|
||||
"workflowRendererVersion": "LG"
|
||||
},
|
||||
"category": "Image Tools/Color adjust"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -1 +1,278 @@
|
||||
{"revision": 0, "last_node_id": 15, "last_link_id": 0, "nodes": [{"id": 15, "type": "24d8bbfd-39d4-4774-bff0-3de40cc7a471", "pos": [-1490, 2040], "size": [400, 260], "flags": {}, "order": 0, "mode": 0, "inputs": [{"name": "prompt", "type": "STRING", "widget": {"name": "prompt"}, "link": null}, {"label": "reference images", "name": "images", "type": "IMAGE", "link": null}], "outputs": [{"name": "STRING", "type": "STRING", "links": null}], "title": "Prompt Enhance", "properties": {"proxyWidgets": [["-1", "prompt"]], "cnr_id": "comfy-core", "ver": "0.14.1"}, "widgets_values": [""]}], "links": [], "version": 0.4, "definitions": {"subgraphs": [{"id": "24d8bbfd-39d4-4774-bff0-3de40cc7a471", "version": 1, "state": {"lastGroupId": 0, "lastNodeId": 15, "lastLinkId": 14, "lastRerouteId": 0}, "revision": 0, "config": {}, "name": "Prompt Enhance", "inputNode": {"id": -10, "bounding": [-2170, 2110, 138.876953125, 80]}, "outputNode": {"id": -20, "bounding": [-640, 2110, 120, 60]}, "inputs": [{"id": "aeab7216-00e0-4528-a09b-bba50845c5a6", "name": "prompt", "type": "STRING", "linkIds": [11], "pos": [-2051.123046875, 2130]}, {"id": "7b73fd36-aa31-4771-9066-f6c83879994b", "name": "images", "type": "IMAGE", "linkIds": [14], "label": "reference images", "pos": [-2051.123046875, 2150]}], "outputs": [{"id": "c7b0d930-68a1-48d1-b496-0519e5837064", "name": "STRING", "type": "STRING", "linkIds": [13], "pos": [-620, 2130]}], "widgets": [], "nodes": [{"id": 11, "type": "GeminiNode", "pos": [-1560, 1990], "size": [470, 470], "flags": {}, "order": 0, "mode": 0, "inputs": [{"localized_name": "images", "name": "images", "shape": 7, "type": "IMAGE", "link": 14}, {"localized_name": "audio", "name": "audio", "shape": 7, "type": "AUDIO", "link": null}, {"localized_name": "video", "name": "video", "shape": 7, "type": "VIDEO", "link": null}, {"localized_name": "files", "name": "files", "shape": 7, "type": "GEMINI_INPUT_FILES", "link": null}, {"localized_name": "prompt", "name": "prompt", "type": "STRING", "widget": {"name": "prompt"}, "link": 11}, {"localized_name": "model", "name": "model", "type": "COMBO", "widget": {"name": "model"}, "link": null}, {"localized_name": "seed", "name": "seed", "type": "INT", "widget": {"name": "seed"}, "link": null}, {"localized_name": "system_prompt", "name": "system_prompt", "shape": 7, "type": "STRING", "widget": {"name": "system_prompt"}, "link": null}], "outputs": [{"localized_name": "STRING", "name": "STRING", "type": "STRING", "links": [13]}], "properties": {"cnr_id": "comfy-core", "ver": "0.14.1", "Node name for S&R": "GeminiNode"}, "widgets_values": ["", "gemini-3-pro-preview", 42, "randomize", "You are an expert in prompt writing.\nBased on the input, rewrite the user's input into a detailed prompt.\nincluding camera settings, lighting, composition, and style.\nReturn the prompt only"], "color": "#432", "bgcolor": "#653"}], "groups": [], "links": [{"id": 11, "origin_id": -10, "origin_slot": 0, "target_id": 11, "target_slot": 4, "type": "STRING"}, {"id": 13, "origin_id": 11, "origin_slot": 0, "target_id": -20, "target_slot": 0, "type": "STRING"}, {"id": 14, "origin_id": -10, "origin_slot": 1, "target_id": 11, "target_slot": 0, "type": "IMAGE"}], "extra": {"workflowRendererVersion": "LG"}, "category": "Text generation/Prompt enhance"}]}, "extra": {}}
|
||||
{
|
||||
"revision": 0,
|
||||
"last_node_id": 15,
|
||||
"last_link_id": 0,
|
||||
"nodes": [
|
||||
{
|
||||
"id": 15,
|
||||
"type": "24d8bbfd-39d4-4774-bff0-3de40cc7a471",
|
||||
"pos": [
|
||||
-1490,
|
||||
2040
|
||||
],
|
||||
"size": [
|
||||
400,
|
||||
260
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "prompt",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "prompt"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"label": "reference images",
|
||||
"name": "images",
|
||||
"type": "IMAGE",
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "STRING",
|
||||
"type": "STRING",
|
||||
"links": null
|
||||
}
|
||||
],
|
||||
"title": "Prompt Enhance",
|
||||
"properties": {
|
||||
"proxyWidgets": [
|
||||
[
|
||||
"-1",
|
||||
"prompt"
|
||||
]
|
||||
],
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.14.1"
|
||||
},
|
||||
"widgets_values": [
|
||||
""
|
||||
]
|
||||
}
|
||||
],
|
||||
"links": [],
|
||||
"version": 0.4,
|
||||
"definitions": {
|
||||
"subgraphs": [
|
||||
{
|
||||
"id": "24d8bbfd-39d4-4774-bff0-3de40cc7a471",
|
||||
"version": 1,
|
||||
"state": {
|
||||
"lastGroupId": 0,
|
||||
"lastNodeId": 15,
|
||||
"lastLinkId": 14,
|
||||
"lastRerouteId": 0
|
||||
},
|
||||
"revision": 0,
|
||||
"config": {},
|
||||
"name": "Prompt Enhance",
|
||||
"inputNode": {
|
||||
"id": -10,
|
||||
"bounding": [
|
||||
-2170,
|
||||
2110,
|
||||
138.876953125,
|
||||
80
|
||||
]
|
||||
},
|
||||
"outputNode": {
|
||||
"id": -20,
|
||||
"bounding": [
|
||||
-640,
|
||||
2110,
|
||||
120,
|
||||
60
|
||||
]
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"id": "aeab7216-00e0-4528-a09b-bba50845c5a6",
|
||||
"name": "prompt",
|
||||
"type": "STRING",
|
||||
"linkIds": [
|
||||
11
|
||||
],
|
||||
"pos": [
|
||||
-2051.123046875,
|
||||
2130
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": "7b73fd36-aa31-4771-9066-f6c83879994b",
|
||||
"name": "images",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
14
|
||||
],
|
||||
"label": "reference images",
|
||||
"pos": [
|
||||
-2051.123046875,
|
||||
2150
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"id": "c7b0d930-68a1-48d1-b496-0519e5837064",
|
||||
"name": "STRING",
|
||||
"type": "STRING",
|
||||
"linkIds": [
|
||||
13
|
||||
],
|
||||
"pos": [
|
||||
-620,
|
||||
2130
|
||||
]
|
||||
}
|
||||
],
|
||||
"widgets": [],
|
||||
"nodes": [
|
||||
{
|
||||
"id": 11,
|
||||
"type": "GeminiNode",
|
||||
"pos": [
|
||||
-1560,
|
||||
1990
|
||||
],
|
||||
"size": [
|
||||
470,
|
||||
470
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "images",
|
||||
"name": "images",
|
||||
"shape": 7,
|
||||
"type": "IMAGE",
|
||||
"link": 14
|
||||
},
|
||||
{
|
||||
"localized_name": "audio",
|
||||
"name": "audio",
|
||||
"shape": 7,
|
||||
"type": "AUDIO",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "video",
|
||||
"name": "video",
|
||||
"shape": 7,
|
||||
"type": "VIDEO",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "files",
|
||||
"name": "files",
|
||||
"shape": 7,
|
||||
"type": "GEMINI_INPUT_FILES",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "prompt",
|
||||
"name": "prompt",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "prompt"
|
||||
},
|
||||
"link": 11
|
||||
},
|
||||
{
|
||||
"localized_name": "model",
|
||||
"name": "model",
|
||||
"type": "COMBO",
|
||||
"widget": {
|
||||
"name": "model"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "seed",
|
||||
"name": "seed",
|
||||
"type": "INT",
|
||||
"widget": {
|
||||
"name": "seed"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "system_prompt",
|
||||
"name": "system_prompt",
|
||||
"shape": 7,
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "system_prompt"
|
||||
},
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "STRING",
|
||||
"name": "STRING",
|
||||
"type": "STRING",
|
||||
"links": [
|
||||
13
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.14.1",
|
||||
"Node name for S&R": "GeminiNode"
|
||||
},
|
||||
"widgets_values": [
|
||||
"",
|
||||
"gemini-3-pro-preview",
|
||||
42,
|
||||
"randomize",
|
||||
"You are an expert in prompt writing.\nBased on the input, rewrite the user's input into a detailed prompt.\nincluding camera settings, lighting, composition, and style.\nReturn the prompt only"
|
||||
],
|
||||
"color": "#432",
|
||||
"bgcolor": "#653"
|
||||
}
|
||||
],
|
||||
"groups": [],
|
||||
"links": [
|
||||
{
|
||||
"id": 11,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 0,
|
||||
"target_id": 11,
|
||||
"target_slot": 4,
|
||||
"type": "STRING"
|
||||
},
|
||||
{
|
||||
"id": 13,
|
||||
"origin_id": 11,
|
||||
"origin_slot": 0,
|
||||
"target_id": -20,
|
||||
"target_slot": 0,
|
||||
"type": "STRING"
|
||||
},
|
||||
{
|
||||
"id": 14,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 1,
|
||||
"target_id": 11,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
}
|
||||
],
|
||||
"extra": {
|
||||
"workflowRendererVersion": "LG"
|
||||
},
|
||||
"category": "Text generation/Prompt enhance"
|
||||
}
|
||||
]
|
||||
},
|
||||
"extra": {}
|
||||
}
|
||||
|
||||
@@ -1 +1,309 @@
|
||||
{"revision": 0, "last_node_id": 25, "last_link_id": 0, "nodes": [{"id": 25, "type": "621ba4e2-22a8-482d-a369-023753198b7b", "pos": [4610, -790], "size": [230, 58], "flags": {}, "order": 4, "mode": 0, "inputs": [{"label": "image", "localized_name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null}], "outputs": [{"label": "IMAGE", "localized_name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": []}], "title": "Sharpen", "properties": {"proxyWidgets": [["24", "value"]]}, "widgets_values": []}], "links": [], "version": 0.4, "definitions": {"subgraphs": [{"id": "621ba4e2-22a8-482d-a369-023753198b7b", "version": 1, "state": {"lastGroupId": 0, "lastNodeId": 24, "lastLinkId": 36, "lastRerouteId": 0}, "revision": 0, "config": {}, "name": "Sharpen", "inputNode": {"id": -10, "bounding": [4090, -825, 120, 60]}, "outputNode": {"id": -20, "bounding": [5150, -825, 120, 60]}, "inputs": [{"id": "37011fb7-14b7-4e0e-b1a0-6a02e8da1fd7", "name": "images.image0", "type": "IMAGE", "linkIds": [34], "localized_name": "images.image0", "label": "image", "pos": [4190, -805]}], "outputs": [{"id": "e9182b3f-635c-4cd4-a152-4b4be17ae4b9", "name": "IMAGE0", "type": "IMAGE", "linkIds": [35], "localized_name": "IMAGE0", "label": "IMAGE", "pos": [5170, -805]}], "widgets": [], "nodes": [{"id": 24, "type": "PrimitiveFloat", "pos": [4280, -1240], "size": [270, 58], "flags": {}, "order": 0, "mode": 0, "inputs": [{"label": "strength", "localized_name": "value", "name": "value", "type": "FLOAT", "widget": {"name": "value"}, "link": null}], "outputs": [{"localized_name": "FLOAT", "name": "FLOAT", "type": "FLOAT", "links": [36]}], "properties": {"Node name for S&R": "PrimitiveFloat", "min": 0, "max": 3, "precision": 2, "step": 0.05}, "widgets_values": [0.5]}, {"id": 23, "type": "GLSLShader", "pos": [4570, -1240], "size": [370, 192], "flags": {}, "order": 1, "mode": 0, "inputs": [{"label": "image0", "localized_name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": 34}, {"label": "image1", "localized_name": "images.image1", "name": "images.image1", "shape": 7, "type": "IMAGE", "link": null}, {"label": "u_float0", "localized_name": "floats.u_float0", "name": "floats.u_float0", "shape": 7, "type": "FLOAT", "link": 36}, {"label": "u_float1", "localized_name": "floats.u_float1", "name": "floats.u_float1", "shape": 7, "type": "FLOAT", "link": null}, {"label": "u_int0", "localized_name": "ints.u_int0", "name": "ints.u_int0", "shape": 7, "type": "INT", "link": null}, {"localized_name": "fragment_shader", "name": "fragment_shader", "type": "STRING", "widget": {"name": "fragment_shader"}, "link": null}, {"localized_name": "size_mode", "name": "size_mode", "type": "COMFY_DYNAMICCOMBO_V3", "widget": {"name": "size_mode"}, "link": null}], "outputs": [{"localized_name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": [35]}, {"localized_name": "IMAGE1", "name": "IMAGE1", "type": "IMAGE", "links": null}, {"localized_name": "IMAGE2", "name": "IMAGE2", "type": "IMAGE", "links": null}, {"localized_name": "IMAGE3", "name": "IMAGE3", "type": "IMAGE", "links": null}], "properties": {"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; // strength [0.0 – 2.0] typical: 0.3–1.0\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nvoid main() {\n vec2 texel = 1.0 / u_resolution;\n \n // Sample center and neighbors\n vec4 center = texture(u_image0, v_texCoord);\n vec4 top = texture(u_image0, v_texCoord + vec2( 0.0, -texel.y));\n vec4 bottom = texture(u_image0, v_texCoord + vec2( 0.0, texel.y));\n vec4 left = texture(u_image0, v_texCoord + vec2(-texel.x, 0.0));\n vec4 right = texture(u_image0, v_texCoord + vec2( texel.x, 0.0));\n \n // Edge enhancement (Laplacian)\n vec4 edges = center * 4.0 - top - bottom - left - right;\n \n // Add edges back scaled by strength\n vec4 sharpened = center + edges * u_float0;\n \n fragColor0 = vec4(clamp(sharpened.rgb, 0.0, 1.0), center.a);\n}", "from_input"]}], "groups": [], "links": [{"id": 36, "origin_id": 24, "origin_slot": 0, "target_id": 23, "target_slot": 2, "type": "FLOAT"}, {"id": 34, "origin_id": -10, "origin_slot": 0, "target_id": 23, "target_slot": 0, "type": "IMAGE"}, {"id": 35, "origin_id": 23, "origin_slot": 0, "target_id": -20, "target_slot": 0, "type": "IMAGE"}], "extra": {"workflowRendererVersion": "LG"}, "category": "Image Tools/Sharpen"}]}}
|
||||
{
|
||||
"revision": 0,
|
||||
"last_node_id": 25,
|
||||
"last_link_id": 0,
|
||||
"nodes": [
|
||||
{
|
||||
"id": 25,
|
||||
"type": "621ba4e2-22a8-482d-a369-023753198b7b",
|
||||
"pos": [
|
||||
4610,
|
||||
-790
|
||||
],
|
||||
"size": [
|
||||
230,
|
||||
58
|
||||
],
|
||||
"flags": {},
|
||||
"order": 4,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"label": "image",
|
||||
"localized_name": "images.image0",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"label": "IMAGE",
|
||||
"localized_name": "IMAGE0",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"links": []
|
||||
}
|
||||
],
|
||||
"title": "Sharpen",
|
||||
"properties": {
|
||||
"proxyWidgets": [
|
||||
[
|
||||
"24",
|
||||
"value"
|
||||
]
|
||||
]
|
||||
},
|
||||
"widgets_values": []
|
||||
}
|
||||
],
|
||||
"links": [],
|
||||
"version": 0.4,
|
||||
"definitions": {
|
||||
"subgraphs": [
|
||||
{
|
||||
"id": "621ba4e2-22a8-482d-a369-023753198b7b",
|
||||
"version": 1,
|
||||
"state": {
|
||||
"lastGroupId": 0,
|
||||
"lastNodeId": 24,
|
||||
"lastLinkId": 36,
|
||||
"lastRerouteId": 0
|
||||
},
|
||||
"revision": 0,
|
||||
"config": {},
|
||||
"name": "Sharpen",
|
||||
"inputNode": {
|
||||
"id": -10,
|
||||
"bounding": [
|
||||
4090,
|
||||
-825,
|
||||
120,
|
||||
60
|
||||
]
|
||||
},
|
||||
"outputNode": {
|
||||
"id": -20,
|
||||
"bounding": [
|
||||
5150,
|
||||
-825,
|
||||
120,
|
||||
60
|
||||
]
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"id": "37011fb7-14b7-4e0e-b1a0-6a02e8da1fd7",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
34
|
||||
],
|
||||
"localized_name": "images.image0",
|
||||
"label": "image",
|
||||
"pos": [
|
||||
4190,
|
||||
-805
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"id": "e9182b3f-635c-4cd4-a152-4b4be17ae4b9",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"linkIds": [
|
||||
35
|
||||
],
|
||||
"localized_name": "IMAGE0",
|
||||
"label": "IMAGE",
|
||||
"pos": [
|
||||
5170,
|
||||
-805
|
||||
]
|
||||
}
|
||||
],
|
||||
"widgets": [],
|
||||
"nodes": [
|
||||
{
|
||||
"id": 24,
|
||||
"type": "PrimitiveFloat",
|
||||
"pos": [
|
||||
4280,
|
||||
-1240
|
||||
],
|
||||
"size": [
|
||||
270,
|
||||
58
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"label": "strength",
|
||||
"localized_name": "value",
|
||||
"name": "value",
|
||||
"type": "FLOAT",
|
||||
"widget": {
|
||||
"name": "value"
|
||||
},
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "FLOAT",
|
||||
"name": "FLOAT",
|
||||
"type": "FLOAT",
|
||||
"links": [
|
||||
36
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "PrimitiveFloat",
|
||||
"min": 0,
|
||||
"max": 3,
|
||||
"precision": 2,
|
||||
"step": 0.05
|
||||
},
|
||||
"widgets_values": [
|
||||
0.5
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 23,
|
||||
"type": "GLSLShader",
|
||||
"pos": [
|
||||
4570,
|
||||
-1240
|
||||
],
|
||||
"size": [
|
||||
370,
|
||||
192
|
||||
],
|
||||
"flags": {},
|
||||
"order": 1,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"label": "image0",
|
||||
"localized_name": "images.image0",
|
||||
"name": "images.image0",
|
||||
"type": "IMAGE",
|
||||
"link": 34
|
||||
},
|
||||
{
|
||||
"label": "image1",
|
||||
"localized_name": "images.image1",
|
||||
"name": "images.image1",
|
||||
"shape": 7,
|
||||
"type": "IMAGE",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"label": "u_float0",
|
||||
"localized_name": "floats.u_float0",
|
||||
"name": "floats.u_float0",
|
||||
"shape": 7,
|
||||
"type": "FLOAT",
|
||||
"link": 36
|
||||
},
|
||||
{
|
||||
"label": "u_float1",
|
||||
"localized_name": "floats.u_float1",
|
||||
"name": "floats.u_float1",
|
||||
"shape": 7,
|
||||
"type": "FLOAT",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"label": "u_int0",
|
||||
"localized_name": "ints.u_int0",
|
||||
"name": "ints.u_int0",
|
||||
"shape": 7,
|
||||
"type": "INT",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "fragment_shader",
|
||||
"name": "fragment_shader",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "fragment_shader"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"localized_name": "size_mode",
|
||||
"name": "size_mode",
|
||||
"type": "COMFY_DYNAMICCOMBO_V3",
|
||||
"widget": {
|
||||
"name": "size_mode"
|
||||
},
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "IMAGE0",
|
||||
"name": "IMAGE0",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
35
|
||||
]
|
||||
},
|
||||
{
|
||||
"localized_name": "IMAGE1",
|
||||
"name": "IMAGE1",
|
||||
"type": "IMAGE",
|
||||
"links": null
|
||||
},
|
||||
{
|
||||
"localized_name": "IMAGE2",
|
||||
"name": "IMAGE2",
|
||||
"type": "IMAGE",
|
||||
"links": null
|
||||
},
|
||||
{
|
||||
"localized_name": "IMAGE3",
|
||||
"name": "IMAGE3",
|
||||
"type": "IMAGE",
|
||||
"links": null
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"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; // strength [0.0 – 2.0] typical: 0.3–1.0\n\nin vec2 v_texCoord;\nlayout(location = 0) out vec4 fragColor0;\n\nvoid main() {\n vec2 texel = 1.0 / u_resolution;\n \n // Sample center and neighbors\n vec4 center = texture(u_image0, v_texCoord);\n vec4 top = texture(u_image0, v_texCoord + vec2( 0.0, -texel.y));\n vec4 bottom = texture(u_image0, v_texCoord + vec2( 0.0, texel.y));\n vec4 left = texture(u_image0, v_texCoord + vec2(-texel.x, 0.0));\n vec4 right = texture(u_image0, v_texCoord + vec2( texel.x, 0.0));\n \n // Edge enhancement (Laplacian)\n vec4 edges = center * 4.0 - top - bottom - left - right;\n \n // Add edges back scaled by strength\n vec4 sharpened = center + edges * u_float0;\n \n fragColor0 = vec4(clamp(sharpened.rgb, 0.0, 1.0), center.a);\n}",
|
||||
"from_input"
|
||||
]
|
||||
}
|
||||
],
|
||||
"groups": [],
|
||||
"links": [
|
||||
{
|
||||
"id": 36,
|
||||
"origin_id": 24,
|
||||
"origin_slot": 0,
|
||||
"target_id": 23,
|
||||
"target_slot": 2,
|
||||
"type": "FLOAT"
|
||||
},
|
||||
{
|
||||
"id": 34,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 0,
|
||||
"target_id": 23,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 35,
|
||||
"origin_id": 23,
|
||||
"origin_slot": 0,
|
||||
"target_id": -20,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
}
|
||||
],
|
||||
"extra": {
|
||||
"workflowRendererVersion": "LG"
|
||||
},
|
||||
"category": "Image Tools/Sharpen"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -1 +1,420 @@
|
||||
{"revision": 0, "last_node_id": 13, "last_link_id": 0, "nodes": [{"id": 13, "type": "cf95b747-3e17-46cb-8097-cac60ff9b2e1", "pos": [1120, 330], "size": [240, 58], "flags": {}, "order": 3, "mode": 0, "inputs": [{"localized_name": "video", "name": "video", "type": "VIDEO", "link": null}, {"name": "model_name", "type": "COMBO", "widget": {"name": "model_name"}, "link": null}], "outputs": [{"localized_name": "VIDEO", "name": "VIDEO", "type": "VIDEO", "links": []}], "title": "Video Upscale(GAN x4)", "properties": {"proxyWidgets": [["-1", "model_name"]], "cnr_id": "comfy-core", "ver": "0.14.1"}, "widgets_values": ["RealESRGAN_x4plus.safetensors"]}], "links": [], "version": 0.4, "definitions": {"subgraphs": [{"id": "cf95b747-3e17-46cb-8097-cac60ff9b2e1", "version": 1, "state": {"lastGroupId": 0, "lastNodeId": 13, "lastLinkId": 19, "lastRerouteId": 0}, "revision": 0, "config": {}, "name": "Video Upscale(GAN x4)", "inputNode": {"id": -10, "bounding": [550, 460, 120, 80]}, "outputNode": {"id": -20, "bounding": [1490, 460, 120, 60]}, "inputs": [{"id": "666d633e-93e7-42dc-8d11-2b7b99b0f2a6", "name": "video", "type": "VIDEO", "linkIds": [10], "localized_name": "video", "pos": [650, 480]}, {"id": "2e23a087-caa8-4d65-99e6-662761aa905a", "name": "model_name", "type": "COMBO", "linkIds": [19], "pos": [650, 500]}], "outputs": [{"id": "0c1768ea-3ec2-412f-9af6-8e0fa36dae70", "name": "VIDEO", "type": "VIDEO", "linkIds": [15], "localized_name": "VIDEO", "pos": [1510, 480]}], "widgets": [], "nodes": [{"id": 2, "type": "ImageUpscaleWithModel", "pos": [1110, 450], "size": [320, 46], "flags": {}, "order": 1, "mode": 0, "inputs": [{"localized_name": "upscale_model", "name": "upscale_model", "type": "UPSCALE_MODEL", "link": 1}, {"localized_name": "image", "name": "image", "type": "IMAGE", "link": 14}], "outputs": [{"localized_name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "links": [13]}], "properties": {"cnr_id": "comfy-core", "ver": "0.10.0", "Node name for S&R": "ImageUpscaleWithModel"}}, {"id": 11, "type": "CreateVideo", "pos": [1110, 550], "size": [320, 78], "flags": {}, "order": 3, "mode": 0, "inputs": [{"localized_name": "images", "name": "images", "type": "IMAGE", "link": 13}, {"localized_name": "audio", "name": "audio", "shape": 7, "type": "AUDIO", "link": 16}, {"localized_name": "fps", "name": "fps", "type": "FLOAT", "widget": {"name": "fps"}, "link": 12}], "outputs": [{"localized_name": "VIDEO", "name": "VIDEO", "type": "VIDEO", "links": [15]}], "properties": {"cnr_id": "comfy-core", "ver": "0.10.0", "Node name for S&R": "CreateVideo"}, "widgets_values": [30]}, {"id": 10, "type": "GetVideoComponents", "pos": [1110, 330], "size": [320, 70], "flags": {}, "order": 2, "mode": 0, "inputs": [{"localized_name": "video", "name": "video", "type": "VIDEO", "link": 10}], "outputs": [{"localized_name": "images", "name": "images", "type": "IMAGE", "links": [14]}, {"localized_name": "audio", "name": "audio", "type": "AUDIO", "links": [16]}, {"localized_name": "fps", "name": "fps", "type": "FLOAT", "links": [12]}], "properties": {"cnr_id": "comfy-core", "ver": "0.10.0", "Node name for S&R": "GetVideoComponents"}}, {"id": 1, "type": "UpscaleModelLoader", "pos": [750, 450], "size": [280, 60], "flags": {}, "order": 0, "mode": 0, "inputs": [{"localized_name": "model_name", "name": "model_name", "type": "COMBO", "widget": {"name": "model_name"}, "link": 19}], "outputs": [{"localized_name": "UPSCALE_MODEL", "name": "UPSCALE_MODEL", "type": "UPSCALE_MODEL", "links": [1]}], "properties": {"cnr_id": "comfy-core", "ver": "0.10.0", "Node name for S&R": "UpscaleModelLoader", "models": [{"name": "RealESRGAN_x4plus.safetensors", "url": "https://huggingface.co/Comfy-Org/Real-ESRGAN_repackaged/resolve/main/RealESRGAN_x4plus.safetensors", "directory": "upscale_models"}]}, "widgets_values": ["RealESRGAN_x4plus.safetensors"]}], "groups": [], "links": [{"id": 1, "origin_id": 1, "origin_slot": 0, "target_id": 2, "target_slot": 0, "type": "UPSCALE_MODEL"}, {"id": 14, "origin_id": 10, "origin_slot": 0, "target_id": 2, "target_slot": 1, "type": "IMAGE"}, {"id": 13, "origin_id": 2, "origin_slot": 0, "target_id": 11, "target_slot": 0, "type": "IMAGE"}, {"id": 16, "origin_id": 10, "origin_slot": 1, "target_id": 11, "target_slot": 1, "type": "AUDIO"}, {"id": 12, "origin_id": 10, "origin_slot": 2, "target_id": 11, "target_slot": 2, "type": "FLOAT"}, {"id": 10, "origin_id": -10, "origin_slot": 0, "target_id": 10, "target_slot": 0, "type": "VIDEO"}, {"id": 15, "origin_id": 11, "origin_slot": 0, "target_id": -20, "target_slot": 0, "type": "VIDEO"}, {"id": 19, "origin_id": -10, "origin_slot": 1, "target_id": 1, "target_slot": 0, "type": "COMBO"}], "extra": {"workflowRendererVersion": "LG"}, "category": "Video generation and editing/Enhance video"}]}, "extra": {}}
|
||||
{
|
||||
"revision": 0,
|
||||
"last_node_id": 13,
|
||||
"last_link_id": 0,
|
||||
"nodes": [
|
||||
{
|
||||
"id": 13,
|
||||
"type": "cf95b747-3e17-46cb-8097-cac60ff9b2e1",
|
||||
"pos": [
|
||||
1120,
|
||||
330
|
||||
],
|
||||
"size": [
|
||||
240,
|
||||
58
|
||||
],
|
||||
"flags": {},
|
||||
"order": 3,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "video",
|
||||
"name": "video",
|
||||
"type": "VIDEO",
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"name": "model_name",
|
||||
"type": "COMBO",
|
||||
"widget": {
|
||||
"name": "model_name"
|
||||
},
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "VIDEO",
|
||||
"name": "VIDEO",
|
||||
"type": "VIDEO",
|
||||
"links": []
|
||||
}
|
||||
],
|
||||
"title": "Video Upscale(GAN x4)",
|
||||
"properties": {
|
||||
"proxyWidgets": [
|
||||
[
|
||||
"-1",
|
||||
"model_name"
|
||||
]
|
||||
],
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.14.1"
|
||||
},
|
||||
"widgets_values": [
|
||||
"RealESRGAN_x4plus.safetensors"
|
||||
]
|
||||
}
|
||||
],
|
||||
"links": [],
|
||||
"version": 0.4,
|
||||
"definitions": {
|
||||
"subgraphs": [
|
||||
{
|
||||
"id": "cf95b747-3e17-46cb-8097-cac60ff9b2e1",
|
||||
"version": 1,
|
||||
"state": {
|
||||
"lastGroupId": 0,
|
||||
"lastNodeId": 13,
|
||||
"lastLinkId": 19,
|
||||
"lastRerouteId": 0
|
||||
},
|
||||
"revision": 0,
|
||||
"config": {},
|
||||
"name": "Video Upscale(GAN x4)",
|
||||
"inputNode": {
|
||||
"id": -10,
|
||||
"bounding": [
|
||||
550,
|
||||
460,
|
||||
120,
|
||||
80
|
||||
]
|
||||
},
|
||||
"outputNode": {
|
||||
"id": -20,
|
||||
"bounding": [
|
||||
1490,
|
||||
460,
|
||||
120,
|
||||
60
|
||||
]
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"id": "666d633e-93e7-42dc-8d11-2b7b99b0f2a6",
|
||||
"name": "video",
|
||||
"type": "VIDEO",
|
||||
"linkIds": [
|
||||
10
|
||||
],
|
||||
"localized_name": "video",
|
||||
"pos": [
|
||||
650,
|
||||
480
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": "2e23a087-caa8-4d65-99e6-662761aa905a",
|
||||
"name": "model_name",
|
||||
"type": "COMBO",
|
||||
"linkIds": [
|
||||
19
|
||||
],
|
||||
"pos": [
|
||||
650,
|
||||
500
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"id": "0c1768ea-3ec2-412f-9af6-8e0fa36dae70",
|
||||
"name": "VIDEO",
|
||||
"type": "VIDEO",
|
||||
"linkIds": [
|
||||
15
|
||||
],
|
||||
"localized_name": "VIDEO",
|
||||
"pos": [
|
||||
1510,
|
||||
480
|
||||
]
|
||||
}
|
||||
],
|
||||
"widgets": [],
|
||||
"nodes": [
|
||||
{
|
||||
"id": 2,
|
||||
"type": "ImageUpscaleWithModel",
|
||||
"pos": [
|
||||
1110,
|
||||
450
|
||||
],
|
||||
"size": [
|
||||
320,
|
||||
46
|
||||
],
|
||||
"flags": {},
|
||||
"order": 1,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "upscale_model",
|
||||
"name": "upscale_model",
|
||||
"type": "UPSCALE_MODEL",
|
||||
"link": 1
|
||||
},
|
||||
{
|
||||
"localized_name": "image",
|
||||
"name": "image",
|
||||
"type": "IMAGE",
|
||||
"link": 14
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "IMAGE",
|
||||
"name": "IMAGE",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
13
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.10.0",
|
||||
"Node name for S&R": "ImageUpscaleWithModel"
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": 11,
|
||||
"type": "CreateVideo",
|
||||
"pos": [
|
||||
1110,
|
||||
550
|
||||
],
|
||||
"size": [
|
||||
320,
|
||||
78
|
||||
],
|
||||
"flags": {},
|
||||
"order": 3,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "images",
|
||||
"name": "images",
|
||||
"type": "IMAGE",
|
||||
"link": 13
|
||||
},
|
||||
{
|
||||
"localized_name": "audio",
|
||||
"name": "audio",
|
||||
"shape": 7,
|
||||
"type": "AUDIO",
|
||||
"link": 16
|
||||
},
|
||||
{
|
||||
"localized_name": "fps",
|
||||
"name": "fps",
|
||||
"type": "FLOAT",
|
||||
"widget": {
|
||||
"name": "fps"
|
||||
},
|
||||
"link": 12
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "VIDEO",
|
||||
"name": "VIDEO",
|
||||
"type": "VIDEO",
|
||||
"links": [
|
||||
15
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.10.0",
|
||||
"Node name for S&R": "CreateVideo"
|
||||
},
|
||||
"widgets_values": [
|
||||
30
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 10,
|
||||
"type": "GetVideoComponents",
|
||||
"pos": [
|
||||
1110,
|
||||
330
|
||||
],
|
||||
"size": [
|
||||
320,
|
||||
70
|
||||
],
|
||||
"flags": {},
|
||||
"order": 2,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "video",
|
||||
"name": "video",
|
||||
"type": "VIDEO",
|
||||
"link": 10
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "images",
|
||||
"name": "images",
|
||||
"type": "IMAGE",
|
||||
"links": [
|
||||
14
|
||||
]
|
||||
},
|
||||
{
|
||||
"localized_name": "audio",
|
||||
"name": "audio",
|
||||
"type": "AUDIO",
|
||||
"links": [
|
||||
16
|
||||
]
|
||||
},
|
||||
{
|
||||
"localized_name": "fps",
|
||||
"name": "fps",
|
||||
"type": "FLOAT",
|
||||
"links": [
|
||||
12
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.10.0",
|
||||
"Node name for S&R": "GetVideoComponents"
|
||||
}
|
||||
},
|
||||
{
|
||||
"id": 1,
|
||||
"type": "UpscaleModelLoader",
|
||||
"pos": [
|
||||
750,
|
||||
450
|
||||
],
|
||||
"size": [
|
||||
280,
|
||||
60
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "model_name",
|
||||
"name": "model_name",
|
||||
"type": "COMBO",
|
||||
"widget": {
|
||||
"name": "model_name"
|
||||
},
|
||||
"link": 19
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "UPSCALE_MODEL",
|
||||
"name": "UPSCALE_MODEL",
|
||||
"type": "UPSCALE_MODEL",
|
||||
"links": [
|
||||
1
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.10.0",
|
||||
"Node name for S&R": "UpscaleModelLoader",
|
||||
"models": [
|
||||
{
|
||||
"name": "RealESRGAN_x4plus.safetensors",
|
||||
"url": "https://huggingface.co/Comfy-Org/Real-ESRGAN_repackaged/resolve/main/RealESRGAN_x4plus.safetensors",
|
||||
"directory": "upscale_models"
|
||||
}
|
||||
]
|
||||
},
|
||||
"widgets_values": [
|
||||
"RealESRGAN_x4plus.safetensors"
|
||||
]
|
||||
}
|
||||
],
|
||||
"groups": [],
|
||||
"links": [
|
||||
{
|
||||
"id": 1,
|
||||
"origin_id": 1,
|
||||
"origin_slot": 0,
|
||||
"target_id": 2,
|
||||
"target_slot": 0,
|
||||
"type": "UPSCALE_MODEL"
|
||||
},
|
||||
{
|
||||
"id": 14,
|
||||
"origin_id": 10,
|
||||
"origin_slot": 0,
|
||||
"target_id": 2,
|
||||
"target_slot": 1,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 13,
|
||||
"origin_id": 2,
|
||||
"origin_slot": 0,
|
||||
"target_id": 11,
|
||||
"target_slot": 0,
|
||||
"type": "IMAGE"
|
||||
},
|
||||
{
|
||||
"id": 16,
|
||||
"origin_id": 10,
|
||||
"origin_slot": 1,
|
||||
"target_id": 11,
|
||||
"target_slot": 1,
|
||||
"type": "AUDIO"
|
||||
},
|
||||
{
|
||||
"id": 12,
|
||||
"origin_id": 10,
|
||||
"origin_slot": 2,
|
||||
"target_id": 11,
|
||||
"target_slot": 2,
|
||||
"type": "FLOAT"
|
||||
},
|
||||
{
|
||||
"id": 10,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 0,
|
||||
"target_id": 10,
|
||||
"target_slot": 0,
|
||||
"type": "VIDEO"
|
||||
},
|
||||
{
|
||||
"id": 15,
|
||||
"origin_id": 11,
|
||||
"origin_slot": 0,
|
||||
"target_id": -20,
|
||||
"target_slot": 0,
|
||||
"type": "VIDEO"
|
||||
},
|
||||
{
|
||||
"id": 19,
|
||||
"origin_id": -10,
|
||||
"origin_slot": 1,
|
||||
"target_id": 1,
|
||||
"target_slot": 0,
|
||||
"type": "COMBO"
|
||||
}
|
||||
],
|
||||
"extra": {
|
||||
"workflowRendererVersion": "LG"
|
||||
},
|
||||
"category": "Video generation and editing/Enhance video"
|
||||
}
|
||||
]
|
||||
},
|
||||
"extra": {}
|
||||
}
|
||||
|
||||
@@ -611,6 +611,7 @@ class AceStepDiTModel(nn.Module):
|
||||
intermediate_size,
|
||||
patch_size,
|
||||
audio_acoustic_hidden_dim,
|
||||
condition_dim=None,
|
||||
layer_types=None,
|
||||
sliding_window=128,
|
||||
rms_norm_eps=1e-6,
|
||||
@@ -640,7 +641,7 @@ class AceStepDiTModel(nn.Module):
|
||||
|
||||
self.time_embed = TimestepEmbedding(256, hidden_size, dtype=dtype, device=device, operations=operations)
|
||||
self.time_embed_r = TimestepEmbedding(256, hidden_size, dtype=dtype, device=device, operations=operations)
|
||||
self.condition_embedder = Linear(hidden_size, hidden_size, dtype=dtype, device=device)
|
||||
self.condition_embedder = Linear(condition_dim, hidden_size, dtype=dtype, device=device)
|
||||
|
||||
if layer_types is None:
|
||||
layer_types = ["full_attention"] * num_layers
|
||||
@@ -1035,6 +1036,9 @@ class AceStepConditionGenerationModel(nn.Module):
|
||||
fsq_dim=2048,
|
||||
fsq_levels=[8, 8, 8, 5, 5, 5],
|
||||
fsq_input_num_quantizers=1,
|
||||
encoder_hidden_size=2048,
|
||||
encoder_intermediate_size=6144,
|
||||
encoder_num_heads=16,
|
||||
audio_model=None,
|
||||
dtype=None,
|
||||
device=None,
|
||||
@@ -1054,24 +1058,24 @@ class AceStepConditionGenerationModel(nn.Module):
|
||||
|
||||
self.decoder = AceStepDiTModel(
|
||||
in_channels, hidden_size, num_dit_layers, num_heads, num_kv_heads, head_dim,
|
||||
intermediate_size, patch_size, audio_acoustic_hidden_dim,
|
||||
intermediate_size, patch_size, audio_acoustic_hidden_dim, condition_dim=encoder_hidden_size,
|
||||
layer_types=layer_types, sliding_window=sliding_window, rms_norm_eps=rms_norm_eps,
|
||||
dtype=dtype, device=device, operations=operations
|
||||
)
|
||||
self.encoder = AceStepConditionEncoder(
|
||||
text_hidden_dim, timbre_hidden_dim, hidden_size, num_lyric_layers, num_timbre_layers,
|
||||
num_heads, num_kv_heads, head_dim, intermediate_size, rms_norm_eps,
|
||||
text_hidden_dim, timbre_hidden_dim, encoder_hidden_size, num_lyric_layers, num_timbre_layers,
|
||||
encoder_num_heads, num_kv_heads, head_dim, encoder_intermediate_size, rms_norm_eps,
|
||||
dtype=dtype, device=device, operations=operations
|
||||
)
|
||||
self.tokenizer = AceStepAudioTokenizer(
|
||||
audio_acoustic_hidden_dim, hidden_size, pool_window_size, fsq_dim=fsq_dim, fsq_levels=fsq_levels, fsq_input_num_quantizers=fsq_input_num_quantizers, num_layers=num_tokenizer_layers, head_dim=head_dim, rms_norm_eps=rms_norm_eps,
|
||||
audio_acoustic_hidden_dim, encoder_hidden_size, pool_window_size, fsq_dim=fsq_dim, fsq_levels=fsq_levels, fsq_input_num_quantizers=fsq_input_num_quantizers, num_layers=num_tokenizer_layers, head_dim=head_dim, rms_norm_eps=rms_norm_eps,
|
||||
dtype=dtype, device=device, operations=operations
|
||||
)
|
||||
self.detokenizer = AudioTokenDetokenizer(
|
||||
hidden_size, pool_window_size, audio_acoustic_hidden_dim, num_layers=2, head_dim=head_dim,
|
||||
encoder_hidden_size, pool_window_size, audio_acoustic_hidden_dim, num_layers=2, head_dim=head_dim,
|
||||
dtype=dtype, device=device, operations=operations
|
||||
)
|
||||
self.null_condition_emb = nn.Parameter(torch.empty(1, 1, hidden_size, dtype=dtype, device=device))
|
||||
self.null_condition_emb = nn.Parameter(torch.empty(1, 1, encoder_hidden_size, dtype=dtype, device=device))
|
||||
|
||||
def prepare_condition(
|
||||
self,
|
||||
|
||||
@@ -155,6 +155,7 @@ class AutoencodingEngineLegacy(AutoencodingEngine):
|
||||
def __init__(self, embed_dim: int, **kwargs):
|
||||
self.max_batch_size = kwargs.pop("max_batch_size", None)
|
||||
ddconfig = kwargs.pop("ddconfig")
|
||||
decoder_ddconfig = kwargs.pop("decoder_ddconfig", ddconfig)
|
||||
super().__init__(
|
||||
encoder_config={
|
||||
"target": "comfy.ldm.modules.diffusionmodules.model.Encoder",
|
||||
@@ -162,7 +163,7 @@ class AutoencodingEngineLegacy(AutoencodingEngine):
|
||||
},
|
||||
decoder_config={
|
||||
"target": "comfy.ldm.modules.diffusionmodules.model.Decoder",
|
||||
"params": ddconfig,
|
||||
"params": decoder_ddconfig,
|
||||
},
|
||||
**kwargs,
|
||||
)
|
||||
|
||||
@@ -696,6 +696,15 @@ def detect_unet_config(state_dict, key_prefix, metadata=None):
|
||||
if '{}encoder.lyric_encoder.layers.0.input_layernorm.weight'.format(key_prefix) in state_dict_keys:
|
||||
dit_config = {}
|
||||
dit_config["audio_model"] = "ace1.5"
|
||||
head_dim = 128
|
||||
dit_config["hidden_size"] = state_dict['{}decoder.layers.0.self_attn_norm.weight'.format(key_prefix)].shape[0]
|
||||
dit_config["intermediate_size"] = state_dict['{}decoder.layers.0.mlp.gate_proj.weight'.format(key_prefix)].shape[0]
|
||||
dit_config["num_heads"] = state_dict['{}decoder.layers.0.self_attn.q_proj.weight'.format(key_prefix)].shape[0] // head_dim
|
||||
|
||||
dit_config["encoder_hidden_size"] = state_dict['{}encoder.lyric_encoder.layers.0.input_layernorm.weight'.format(key_prefix)].shape[0]
|
||||
dit_config["encoder_num_heads"] = state_dict['{}encoder.lyric_encoder.layers.0.self_attn.q_proj.weight'.format(key_prefix)].shape[0] // head_dim
|
||||
dit_config["encoder_intermediate_size"] = state_dict['{}encoder.lyric_encoder.layers.0.mlp.gate_proj.weight'.format(key_prefix)].shape[0]
|
||||
dit_config["num_dit_layers"] = count_blocks(state_dict_keys, '{}decoder.layers.'.format(key_prefix) + '{}.')
|
||||
return dit_config
|
||||
|
||||
if '{}encoder.pan_blocks.1.cv4.conv.weight'.format(key_prefix) in state_dict_keys: # RT-DETR_v4
|
||||
|
||||
11
comfy/sd.py
11
comfy/sd.py
@@ -556,12 +556,19 @@ class VAE:
|
||||
old_memory_used_decode = self.memory_used_decode
|
||||
self.memory_used_decode = lambda shape, dtype: old_memory_used_decode(shape, dtype) * 4.0
|
||||
|
||||
decoder_ch = sd['decoder.conv_in.weight'].shape[0] // ddconfig['ch_mult'][-1]
|
||||
if decoder_ch != ddconfig['ch']:
|
||||
decoder_ddconfig = ddconfig.copy()
|
||||
decoder_ddconfig['ch'] = decoder_ch
|
||||
else:
|
||||
decoder_ddconfig = None
|
||||
|
||||
if 'post_quant_conv.weight' in sd:
|
||||
self.first_stage_model = AutoencoderKL(ddconfig=ddconfig, embed_dim=sd['post_quant_conv.weight'].shape[1])
|
||||
self.first_stage_model = AutoencoderKL(ddconfig=ddconfig, embed_dim=sd['post_quant_conv.weight'].shape[1], **({"decoder_ddconfig": decoder_ddconfig} if decoder_ddconfig is not None else {}))
|
||||
else:
|
||||
self.first_stage_model = AutoencodingEngine(regularizer_config={'target': "comfy.ldm.models.autoencoder.DiagonalGaussianRegularizer"},
|
||||
encoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Encoder", 'params': ddconfig},
|
||||
decoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Decoder", 'params': ddconfig})
|
||||
decoder_config={'target': "comfy.ldm.modules.diffusionmodules.model.Decoder", 'params': decoder_ddconfig if decoder_ddconfig is not None else ddconfig})
|
||||
elif "decoder.layers.1.layers.0.beta" in sd:
|
||||
config = {}
|
||||
param_key = None
|
||||
|
||||
@@ -9,6 +9,7 @@ from comfy_api.latest._input import (
|
||||
CurveInput,
|
||||
MonotoneCubicCurve,
|
||||
LinearCurve,
|
||||
RangeInput,
|
||||
)
|
||||
|
||||
__all__ = [
|
||||
@@ -21,4 +22,5 @@ __all__ = [
|
||||
"CurveInput",
|
||||
"MonotoneCubicCurve",
|
||||
"LinearCurve",
|
||||
"RangeInput",
|
||||
]
|
||||
|
||||
@@ -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",
|
||||
]
|
||||
|
||||
70
comfy_api/latest/_input/range_types.py
Normal file
70
comfy_api/latest/_input/range_types.py
Normal file
@@ -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})"
|
||||
@@ -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",
|
||||
]
|
||||
|
||||
@@ -80,7 +80,7 @@ class EmptyAceStepLatentAudio(io.ComfyNode):
|
||||
@classmethod
|
||||
def execute(cls, seconds, batch_size) -> io.NodeOutput:
|
||||
length = int(seconds * 44100 / 512 / 8)
|
||||
latent = torch.zeros([batch_size, 8, 16, length], device=comfy.model_management.intermediate_device())
|
||||
latent = torch.zeros([batch_size, 8, 16, length], device=comfy.model_management.intermediate_device(), dtype=comfy.model_management.intermediate_dtype())
|
||||
return io.NodeOutput({"samples": latent, "type": "audio"})
|
||||
|
||||
|
||||
@@ -103,7 +103,7 @@ class EmptyAceStep15LatentAudio(io.ComfyNode):
|
||||
@classmethod
|
||||
def execute(cls, seconds, batch_size) -> io.NodeOutput:
|
||||
length = round((seconds * 48000 / 1920))
|
||||
latent = torch.zeros([batch_size, 64, length], device=comfy.model_management.intermediate_device())
|
||||
latent = torch.zeros([batch_size, 64, length], device=comfy.model_management.intermediate_device(), dtype=comfy.model_management.intermediate_dtype())
|
||||
return io.NodeOutput({"samples": latent, "type": "audio"})
|
||||
|
||||
class ReferenceAudio(io.ComfyNode):
|
||||
|
||||
Reference in New Issue
Block a user