diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..202121e1 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,9 @@ +{ + "path-intellisense.mappings": { + "../": "${workspaceFolder}/web/extensions/core" + }, + "[python]": { + "editor.defaultFormatter": "ms-python.autopep8" + }, + "python.formatting.provider": "none" +} diff --git a/tests-ui/setup.js b/tests-ui/setup.js index 0f368ab2..8bbd9dcd 100644 --- a/tests-ui/setup.js +++ b/tests-ui/setup.js @@ -20,6 +20,7 @@ async function setup() { // Modify the response data to add some checkpoints const objectInfo = JSON.parse(data); objectInfo.CheckpointLoaderSimple.input.required.ckpt_name[0] = ["model1.safetensors", "model2.ckpt"]; + objectInfo.VAELoader.input.required.vae_name[0] = ["vae1.safetensors", "vae2.ckpt"]; data = JSON.stringify(objectInfo, undefined, "\t"); diff --git a/tests-ui/tests/groupNode.test.js b/tests-ui/tests/groupNode.test.js new file mode 100644 index 00000000..ce54c115 --- /dev/null +++ b/tests-ui/tests/groupNode.test.js @@ -0,0 +1,818 @@ +// @ts-check +/// + +const { start, createDefaultWorkflow } = require("../utils"); +const lg = require("../utils/litegraph"); + +describe("group node", () => { + beforeEach(() => { + lg.setup(global); + }); + + afterEach(() => { + lg.teardown(global); + }); + + /** + * + * @param {*} app + * @param {*} graph + * @param {*} name + * @param {*} nodes + * @returns { Promise> } + */ + async function convertToGroup(app, graph, name, nodes) { + // Select the nodes we are converting + for (const n of nodes) { + n.select(true); + } + + expect(Object.keys(app.canvas.selected_nodes).sort((a, b) => +a - +b)).toEqual( + nodes.map((n) => n.id + "").sort((a, b) => +a - +b) + ); + + global.prompt = jest.fn().mockImplementation(() => name); + const groupNode = await nodes[0].menu["Convert to Group Node"].call(false); + + // Check group name was requested + expect(window.prompt).toHaveBeenCalled(); + + // Ensure old nodes are removed + for (const n of nodes) { + expect(n.isRemoved).toBeTruthy(); + } + + expect(groupNode.type).toEqual("workflow/" + name); + + return graph.find(groupNode); + } + + /** + * @param { Record | number[] } idMap + * @param { Record> } valueMap + */ + function getOutput(idMap = {}, valueMap = {}) { + if (idMap instanceof Array) { + idMap = idMap.reduce((p, n) => { + p[n] = n + ""; + return p; + }, {}); + } + const expected = { + 1: { inputs: { ckpt_name: "model1.safetensors", ...valueMap?.[1] }, class_type: "CheckpointLoaderSimple" }, + 2: { inputs: { text: "positive", clip: ["1", 1], ...valueMap?.[2] }, class_type: "CLIPTextEncode" }, + 3: { inputs: { text: "negative", clip: ["1", 1], ...valueMap?.[3] }, class_type: "CLIPTextEncode" }, + 4: { inputs: { width: 512, height: 512, batch_size: 1, ...valueMap?.[4] }, class_type: "EmptyLatentImage" }, + 5: { + inputs: { + seed: 0, + steps: 20, + cfg: 8, + sampler_name: "euler", + scheduler: "normal", + denoise: 1, + model: ["1", 0], + positive: ["2", 0], + negative: ["3", 0], + latent_image: ["4", 0], + ...valueMap?.[5], + }, + class_type: "KSampler", + }, + 6: { inputs: { samples: ["5", 0], vae: ["1", 2], ...valueMap?.[6] }, class_type: "VAEDecode" }, + 7: { inputs: { filename_prefix: "ComfyUI", images: ["6", 0], ...valueMap?.[7] }, class_type: "SaveImage" }, + }; + + // Map old IDs to new at the top level + const mapped = {}; + for (const oldId in idMap) { + mapped[idMap[oldId]] = expected[oldId]; + delete expected[oldId]; + } + Object.assign(mapped, expected); + + // Map old IDs to new inside links + for (const k in mapped) { + for (const input in mapped[k].inputs) { + const v = mapped[k].inputs[input]; + if (v instanceof Array) { + if (v[0] in idMap) { + v[0] = idMap[v[0]] + ""; + } + } + } + } + + return mapped; + } + + test("can be created from selected nodes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg, nodes.empty]); + + // Ensure links are now to the group node + expect(group.inputs).toHaveLength(2); + expect(group.outputs).toHaveLength(3); + + expect(group.inputs.map((i) => i.input.name)).toEqual(["clip", "CLIPTextEncode clip"]); + expect(group.outputs.map((i) => i.output.name)).toEqual(["LATENT", "CONDITIONING", "CLIPTextEncode CONDITIONING"]); + + // ckpt clip to both clip inputs on the group + expect(nodes.ckpt.outputs.CLIP.connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [group.id, 0], + [group.id, 1], + ]); + + // group conditioning to sampler + expect(group.outputs["CONDITIONING"].connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [nodes.sampler.id, 1], + ]); + // group conditioning 2 to sampler + expect( + group.outputs["CLIPTextEncode CONDITIONING"].connections.map((t) => [t.targetNode.id, t.targetInput.index]) + ).toEqual([[nodes.sampler.id, 2]]); + // group latent to sampler + expect(group.outputs["LATENT"].connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [nodes.sampler.id, 3], + ]); + }); + + test("maintains all output links on conversion", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const save2 = ez.SaveImage(...nodes.decode.outputs); + const save3 = ez.SaveImage(...nodes.decode.outputs); + // Ensure an output with multiple links maintains them on convert to group + const group = await convertToGroup(app, graph, "test", [nodes.sampler, nodes.decode]); + expect(group.outputs[0].connections.length).toBe(3); + expect(group.outputs[0].connections[0].targetNode.id).toBe(nodes.save.id); + expect(group.outputs[0].connections[1].targetNode.id).toBe(save2.id); + expect(group.outputs[0].connections[2].targetNode.id).toBe(save3.id); + + // and they're still linked when converting back to nodes + const newNodes = group.menu["Convert to nodes"].call(); + const decode = graph.find(newNodes.find((n) => n.type === "VAEDecode")); + expect(decode.outputs[0].connections.length).toBe(3); + expect(decode.outputs[0].connections[0].targetNode.id).toBe(nodes.save.id); + expect(decode.outputs[0].connections[1].targetNode.id).toBe(save2.id); + expect(decode.outputs[0].connections[2].targetNode.id).toBe(save3.id); + }); + test("can be be converted back to nodes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const toConvert = [nodes.pos, nodes.neg, nodes.empty, nodes.sampler]; + const group = await convertToGroup(app, graph, "test", toConvert); + + // Edit some values to ensure they are set back onto the converted nodes + expect(group.widgets["text"].value).toBe("positive"); + group.widgets["text"].value = "pos"; + expect(group.widgets["CLIPTextEncode text"].value).toBe("negative"); + group.widgets["CLIPTextEncode text"].value = "neg"; + expect(group.widgets["width"].value).toBe(512); + group.widgets["width"].value = 1024; + expect(group.widgets["sampler_name"].value).toBe("euler"); + group.widgets["sampler_name"].value = "ddim"; + expect(group.widgets["control_after_generate"].value).toBe("randomize"); + group.widgets["control_after_generate"].value = "fixed"; + + /** @type { Array } */ + group.menu["Convert to nodes"].call(); + + // ensure widget values are set + const pos = graph.find(nodes.pos.id); + expect(pos.node.type).toBe("CLIPTextEncode"); + expect(pos.widgets["text"].value).toBe("pos"); + const neg = graph.find(nodes.neg.id); + expect(neg.node.type).toBe("CLIPTextEncode"); + expect(neg.widgets["text"].value).toBe("neg"); + const empty = graph.find(nodes.empty.id); + expect(empty.node.type).toBe("EmptyLatentImage"); + expect(empty.widgets["width"].value).toBe(1024); + const sampler = graph.find(nodes.sampler.id); + expect(sampler.node.type).toBe("KSampler"); + expect(sampler.widgets["sampler_name"].value).toBe("ddim"); + expect(sampler.widgets["control_after_generate"].value).toBe("fixed"); + + // validate links + expect(nodes.ckpt.outputs.CLIP.connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [pos.id, 0], + [neg.id, 0], + ]); + + expect(pos.outputs["CONDITIONING"].connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [nodes.sampler.id, 1], + ]); + + expect(neg.outputs["CONDITIONING"].connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [nodes.sampler.id, 2], + ]); + + expect(empty.outputs["LATENT"].connections.map((t) => [t.targetNode.id, t.targetInput.index])).toEqual([ + [nodes.sampler.id, 3], + ]); + }); + test("it can embed reroutes as inputs", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + // Add and connect a reroute to the clip text encodes + const reroute = ez.Reroute(); + nodes.ckpt.outputs.CLIP.connectTo(reroute.inputs[0]); + reroute.outputs[0].connectTo(nodes.pos.inputs[0]); + reroute.outputs[0].connectTo(nodes.neg.inputs[0]); + + // Convert to group and ensure we only have 1 input of the correct type + const group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg, nodes.empty, reroute]); + expect(group.inputs).toHaveLength(1); + expect(group.inputs[0].input.type).toEqual("CLIP"); + + expect((await graph.toPrompt()).output).toEqual(getOutput()); + }); + test("it can embed reroutes as outputs", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + // Add a reroute with no output so we output IMAGE even though its used internally + const reroute = ez.Reroute(); + nodes.decode.outputs.IMAGE.connectTo(reroute.inputs[0]); + + // Convert to group and ensure there is an IMAGE output + const group = await convertToGroup(app, graph, "test", [nodes.decode, nodes.save, reroute]); + expect(group.outputs).toHaveLength(1); + expect(group.outputs[0].output.type).toEqual("IMAGE"); + expect((await graph.toPrompt()).output).toEqual(getOutput([nodes.decode.id, nodes.save.id])); + }); + test("it can embed reroutes as pipes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + // Use reroutes as a pipe + const rerouteModel = ez.Reroute(); + const rerouteClip = ez.Reroute(); + const rerouteVae = ez.Reroute(); + nodes.ckpt.outputs.MODEL.connectTo(rerouteModel.inputs[0]); + nodes.ckpt.outputs.CLIP.connectTo(rerouteClip.inputs[0]); + nodes.ckpt.outputs.VAE.connectTo(rerouteVae.inputs[0]); + + const group = await convertToGroup(app, graph, "test", [rerouteModel, rerouteClip, rerouteVae]); + + expect(group.outputs).toHaveLength(3); + expect(group.outputs.map((o) => o.output.type)).toEqual(["MODEL", "CLIP", "VAE"]); + + expect(group.outputs).toHaveLength(3); + expect(group.outputs.map((o) => o.output.type)).toEqual(["MODEL", "CLIP", "VAE"]); + + group.outputs[0].connectTo(nodes.sampler.inputs.model); + group.outputs[1].connectTo(nodes.pos.inputs.clip); + group.outputs[1].connectTo(nodes.neg.inputs.clip); + }); + test("can handle reroutes used internally", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + let reroutes = []; + let prevNode = nodes.ckpt; + for(let i = 0; i < 5; i++) { + const reroute = ez.Reroute(); + prevNode.outputs[0].connectTo(reroute.inputs[0]); + prevNode = reroute; + reroutes.push(reroute); + } + prevNode.outputs[0].connectTo(nodes.sampler.inputs.model); + + const group = await convertToGroup(app, graph, "test", [...reroutes, ...Object.values(nodes)]); + expect((await graph.toPrompt()).output).toEqual(getOutput()); + + group.menu["Convert to nodes"].call(); + expect((await graph.toPrompt()).output).toEqual(getOutput()); + }); + test("creates with widget values from inner nodes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + nodes.ckpt.widgets.ckpt_name.value = "model2.ckpt"; + nodes.pos.widgets.text.value = "hello"; + nodes.neg.widgets.text.value = "world"; + nodes.empty.widgets.width.value = 256; + nodes.empty.widgets.height.value = 1024; + nodes.sampler.widgets.seed.value = 1; + nodes.sampler.widgets.control_after_generate.value = "increment"; + nodes.sampler.widgets.steps.value = 8; + nodes.sampler.widgets.cfg.value = 4.5; + nodes.sampler.widgets.sampler_name.value = "uni_pc"; + nodes.sampler.widgets.scheduler.value = "karras"; + nodes.sampler.widgets.denoise.value = 0.9; + + const group = await convertToGroup(app, graph, "test", [ + nodes.ckpt, + nodes.pos, + nodes.neg, + nodes.empty, + nodes.sampler, + ]); + + expect(group.widgets["ckpt_name"].value).toEqual("model2.ckpt"); + expect(group.widgets["text"].value).toEqual("hello"); + expect(group.widgets["CLIPTextEncode text"].value).toEqual("world"); + expect(group.widgets["width"].value).toEqual(256); + expect(group.widgets["height"].value).toEqual(1024); + expect(group.widgets["seed"].value).toEqual(1); + expect(group.widgets["control_after_generate"].value).toEqual("increment"); + expect(group.widgets["steps"].value).toEqual(8); + expect(group.widgets["cfg"].value).toEqual(4.5); + expect(group.widgets["sampler_name"].value).toEqual("uni_pc"); + expect(group.widgets["scheduler"].value).toEqual("karras"); + expect(group.widgets["denoise"].value).toEqual(0.9); + + expect((await graph.toPrompt()).output).toEqual( + getOutput([nodes.ckpt.id, nodes.pos.id, nodes.neg.id, nodes.empty.id, nodes.sampler.id], { + [nodes.ckpt.id]: { ckpt_name: "model2.ckpt" }, + [nodes.pos.id]: { text: "hello" }, + [nodes.neg.id]: { text: "world" }, + [nodes.empty.id]: { width: 256, height: 1024 }, + [nodes.sampler.id]: { + seed: 1, + steps: 8, + cfg: 4.5, + sampler_name: "uni_pc", + scheduler: "karras", + denoise: 0.9, + }, + }) + ); + }); + test("group inputs can be reroutes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg]); + + const reroute = ez.Reroute(); + nodes.ckpt.outputs.CLIP.connectTo(reroute.inputs[0]); + + reroute.outputs[0].connectTo(group.inputs[0]); + reroute.outputs[0].connectTo(group.inputs[1]); + + expect((await graph.toPrompt()).output).toEqual(getOutput([nodes.pos.id, nodes.neg.id])); + }); + test("group outputs can be reroutes", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg]); + + const reroute1 = ez.Reroute(); + const reroute2 = ez.Reroute(); + group.outputs[0].connectTo(reroute1.inputs[0]); + group.outputs[1].connectTo(reroute2.inputs[0]); + + reroute1.outputs[0].connectTo(nodes.sampler.inputs.positive); + reroute2.outputs[0].connectTo(nodes.sampler.inputs.negative); + + expect((await graph.toPrompt()).output).toEqual(getOutput([nodes.pos.id, nodes.neg.id])); + }); + test("groups can connect to each other", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const group1 = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg]); + const group2 = await convertToGroup(app, graph, "test2", [nodes.empty, nodes.sampler]); + + group1.outputs[0].connectTo(group2.inputs["positive"]); + group1.outputs[1].connectTo(group2.inputs["negative"]); + + expect((await graph.toPrompt()).output).toEqual( + getOutput([nodes.pos.id, nodes.neg.id, nodes.empty.id, nodes.sampler.id]) + ); + }); + test("displays generated image on group node", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + let group = await convertToGroup(app, graph, "test", [ + nodes.pos, + nodes.neg, + nodes.empty, + nodes.sampler, + nodes.decode, + nodes.save, + ]); + + const { api } = require("../../web/scripts/api"); + + api.dispatchEvent(new CustomEvent("execution_start", {})); + api.dispatchEvent(new CustomEvent("executing", { detail: `${nodes.save.id}` })); + // Event should be forwarded to group node id + expect(+app.runningNodeId).toEqual(group.id); + expect(group.node["imgs"]).toBeFalsy(); + api.dispatchEvent( + new CustomEvent("executed", { + detail: { + node: `${nodes.save.id}`, + output: { + images: [ + { + filename: "test.png", + type: "output", + }, + ], + }, + }, + }) + ); + + // Trigger paint + group.node.onDrawBackground?.(app.canvas.ctx, app.canvas.canvas); + + expect(group.node["images"]).toEqual([ + { + filename: "test.png", + type: "output", + }, + ]); + + // Reload + const workflow = JSON.stringify((await graph.toPrompt()).workflow); + await app.loadGraphData(JSON.parse(workflow)); + group = graph.find(group); + + // Trigger inner nodes to get created + group.node["getInnerNodes"](); + + // Check it works for internal node ids + api.dispatchEvent(new CustomEvent("execution_start", {})); + api.dispatchEvent(new CustomEvent("executing", { detail: `${group.id}:5` })); + // Event should be forwarded to group node id + expect(+app.runningNodeId).toEqual(group.id); + expect(group.node["imgs"]).toBeFalsy(); + api.dispatchEvent( + new CustomEvent("executed", { + detail: { + node: `${group.id}:5`, + output: { + images: [ + { + filename: "test2.png", + type: "output", + }, + ], + }, + }, + }) + ); + + // Trigger paint + group.node.onDrawBackground?.(app.canvas.ctx, app.canvas.canvas); + + expect(group.node["images"]).toEqual([ + { + filename: "test2.png", + type: "output", + }, + ]); + }); + test("allows widgets to be converted to inputs", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + const group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg]); + group.widgets[0].convertToInput(); + + const primitive = ez.PrimitiveNode(); + primitive.outputs[0].connectTo(group.inputs["text"]); + primitive.widgets[0].value = "hello"; + + expect((await graph.toPrompt()).output).toEqual( + getOutput([nodes.pos.id, nodes.neg.id], { + [nodes.pos.id]: { text: "hello" }, + }) + ); + }); + test("can be copied", async () => { + const { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + + const group1 = await convertToGroup(app, graph, "test", [ + nodes.pos, + nodes.neg, + nodes.empty, + nodes.sampler, + nodes.decode, + nodes.save, + ]); + + group1.widgets["text"].value = "hello"; + group1.widgets["width"].value = 256; + group1.widgets["seed"].value = 1; + + // Clone the node + group1.menu.Clone.call(); + expect(app.graph._nodes).toHaveLength(3); + const group2 = graph.find(app.graph._nodes[2]); + expect(group2.node.type).toEqual("workflow/test"); + expect(group2.id).not.toEqual(group1.id); + + // Reconnect ckpt + nodes.ckpt.outputs.MODEL.connectTo(group2.inputs["model"]); + nodes.ckpt.outputs.CLIP.connectTo(group2.inputs["clip"]); + nodes.ckpt.outputs.CLIP.connectTo(group2.inputs["CLIPTextEncode clip"]); + nodes.ckpt.outputs.VAE.connectTo(group2.inputs["vae"]); + + group2.widgets["text"].value = "world"; + group2.widgets["width"].value = 1024; + group2.widgets["seed"].value = 100; + + let i = 0; + expect((await graph.toPrompt()).output).toEqual({ + ...getOutput([nodes.empty.id, nodes.pos.id, nodes.neg.id, nodes.sampler.id, nodes.decode.id, nodes.save.id], { + [nodes.empty.id]: { width: 256 }, + [nodes.pos.id]: { text: "hello" }, + [nodes.sampler.id]: { seed: 1 }, + }), + ...getOutput( + { + [nodes.empty.id]: `${group2.id}:${i++}`, + [nodes.pos.id]: `${group2.id}:${i++}`, + [nodes.neg.id]: `${group2.id}:${i++}`, + [nodes.sampler.id]: `${group2.id}:${i++}`, + [nodes.decode.id]: `${group2.id}:${i++}`, + [nodes.save.id]: `${group2.id}:${i++}`, + }, + { + [nodes.empty.id]: { width: 1024 }, + [nodes.pos.id]: { text: "world" }, + [nodes.sampler.id]: { seed: 100 }, + } + ), + }); + + graph.arrange(); + }); + test("is embedded in workflow", async () => { + let { ez, graph, app } = await start(); + const nodes = createDefaultWorkflow(ez, graph); + let group = await convertToGroup(app, graph, "test", [nodes.pos, nodes.neg]); + const workflow = JSON.stringify((await graph.toPrompt()).workflow); + + // Clear the environment + ({ ez, graph, app } = await start({ + resetEnv: true, + })); + // Ensure the node isnt registered + expect(() => ez["workflow/test"]).toThrow(); + + // Reload the workflow + await app.loadGraphData(JSON.parse(workflow)); + + // Ensure the node is found + group = graph.find(group); + + // Generate prompt and ensure it is as expected + expect((await graph.toPrompt()).output).toEqual( + getOutput({ + [nodes.pos.id]: `${group.id}:0`, + [nodes.neg.id]: `${group.id}:1`, + }) + ); + }); + test("shows missing node error on missing internal node when loading graph data", async () => { + const { graph } = await start(); + + const dialogShow = jest.spyOn(graph.app.ui.dialog, "show"); + await graph.app.loadGraphData({ + last_node_id: 3, + last_link_id: 1, + nodes: [ + { + id: 3, + type: "workflow/testerror", + }, + ], + links: [], + groups: [], + config: {}, + extra: { + groupNodes: { + testerror: { + nodes: [ + { + type: "NotKSampler", + }, + { + type: "NotVAEDecode", + }, + ], + }, + }, + }, + }); + + expect(dialogShow).toBeCalledTimes(1); + const call = dialogShow.mock.calls[0][0].innerHTML; + expect(call).toContain("the following node types were not found"); + expect(call).toContain("NotKSampler"); + expect(call).toContain("NotVAEDecode"); + expect(call).toContain("workflow/testerror"); + }); + test("maintains widget inputs on conversion back to nodes", async () => { + const { ez, graph, app } = await start(); + let pos = ez.CLIPTextEncode({ text: "positive" }); + pos.node.title = "Positive"; + let neg = ez.CLIPTextEncode({ text: "negative" }); + neg.node.title = "Negative"; + pos.widgets.text.convertToInput(); + neg.widgets.text.convertToInput(); + + let primitive = ez.PrimitiveNode(); + primitive.outputs[0].connectTo(pos.inputs.text); + primitive.outputs[0].connectTo(neg.inputs.text); + + const group = await convertToGroup(app, graph, "test", [pos, neg, primitive]); + // This will use a primitive widget named 'value' + expect(group.widgets.length).toBe(1); + expect(group.widgets["value"].value).toBe("positive"); + + const newNodes = group.menu["Convert to nodes"].call(); + pos = graph.find(newNodes.find((n) => n.title === "Positive")); + neg = graph.find(newNodes.find((n) => n.title === "Negative")); + primitive = graph.find(newNodes.find((n) => n.type === "PrimitiveNode")); + + expect(pos.inputs).toHaveLength(2); + expect(neg.inputs).toHaveLength(2); + expect(primitive.outputs[0].connections).toHaveLength(2); + + expect((await graph.toPrompt()).output).toEqual({ + 1: { inputs: { text: "positive" }, class_type: "CLIPTextEncode" }, + 2: { inputs: { text: "positive" }, class_type: "CLIPTextEncode" }, + }); + }); + test("adds widgets in node execution order", async () => { + const { ez, graph, app } = await start(); + const scale = ez.LatentUpscale(); + const save = ez.SaveImage(); + const empty = ez.EmptyLatentImage(); + const decode = ez.VAEDecode(); + + scale.outputs.LATENT.connectTo(decode.inputs.samples); + decode.outputs.IMAGE.connectTo(save.inputs.images); + empty.outputs.LATENT.connectTo(scale.inputs.samples); + + const group = await convertToGroup(app, graph, "test", [scale, save, empty, decode]); + const widgets = group.widgets.map((w) => w.widget.name); + expect(widgets).toStrictEqual([ + "width", + "height", + "batch_size", + "upscale_method", + "LatentUpscale width", + "LatentUpscale height", + "crop", + "filename_prefix", + ]); + }); + test("adds output for external links when converting to group", async () => { + const { ez, graph, app } = await start(); + const img = ez.EmptyLatentImage(); + let decode = ez.VAEDecode(...img.outputs); + const preview1 = ez.PreviewImage(...decode.outputs); + const preview2 = ez.PreviewImage(...decode.outputs); + + const group = await convertToGroup(app, graph, "test", [img, decode, preview1]); + + // Ensure we have an output connected to the 2nd preview node + expect(group.outputs.length).toBe(1); + expect(group.outputs[0].connections.length).toBe(1); + expect(group.outputs[0].connections[0].targetNode.id).toBe(preview2.id); + + // Convert back and ensure bothe previews are still connected + group.menu["Convert to nodes"].call(); + decode = graph.find(decode); + expect(decode.outputs[0].connections.length).toBe(2); + expect(decode.outputs[0].connections[0].targetNode.id).toBe(preview1.id); + expect(decode.outputs[0].connections[1].targetNode.id).toBe(preview2.id); + }); + test("adds output for external links when converting to group when nodes are not in execution order", async () => { + const { ez, graph, app } = await start(); + const sampler = ez.KSampler(); + const ckpt = ez.CheckpointLoaderSimple(); + const empty = ez.EmptyLatentImage(); + const pos = ez.CLIPTextEncode(ckpt.outputs.CLIP, { text: "positive" }); + const neg = ez.CLIPTextEncode(ckpt.outputs.CLIP, { text: "negative" }); + const decode1 = ez.VAEDecode(sampler.outputs.LATENT, ckpt.outputs.VAE); + const save = ez.SaveImage(decode1.outputs.IMAGE); + ckpt.outputs.MODEL.connectTo(sampler.inputs.model); + pos.outputs.CONDITIONING.connectTo(sampler.inputs.positive); + neg.outputs.CONDITIONING.connectTo(sampler.inputs.negative); + empty.outputs.LATENT.connectTo(sampler.inputs.latent_image); + + const encode = ez.VAEEncode(decode1.outputs.IMAGE); + const vae = ez.VAELoader(); + const decode2 = ez.VAEDecode(encode.outputs.LATENT, vae.outputs.VAE); + const preview = ez.PreviewImage(decode2.outputs.IMAGE); + vae.outputs.VAE.connectTo(encode.inputs.vae); + + const group = await convertToGroup(app, graph, "test", [vae, decode1, encode, sampler]); + + expect(group.outputs.length).toBe(3); + expect(group.outputs[0].output.name).toBe("VAE"); + expect(group.outputs[0].output.type).toBe("VAE"); + expect(group.outputs[1].output.name).toBe("IMAGE"); + expect(group.outputs[1].output.type).toBe("IMAGE"); + expect(group.outputs[2].output.name).toBe("LATENT"); + expect(group.outputs[2].output.type).toBe("LATENT"); + + expect(group.outputs[0].connections.length).toBe(1); + expect(group.outputs[0].connections[0].targetNode.id).toBe(decode2.id); + expect(group.outputs[0].connections[0].targetInput.index).toBe(1); + + expect(group.outputs[1].connections.length).toBe(1); + expect(group.outputs[1].connections[0].targetNode.id).toBe(save.id); + expect(group.outputs[1].connections[0].targetInput.index).toBe(0); + + expect(group.outputs[2].connections.length).toBe(1); + expect(group.outputs[2].connections[0].targetNode.id).toBe(decode2.id); + expect(group.outputs[2].connections[0].targetInput.index).toBe(0); + + expect((await graph.toPrompt()).output).toEqual({ + ...getOutput({ 1: ckpt.id, 2: pos.id, 3: neg.id, 4: empty.id, 5: sampler.id, 6: decode1.id, 7: save.id }), + [vae.id]: { inputs: { vae_name: "vae1.safetensors" }, class_type: vae.node.type }, + [encode.id]: { inputs: { pixels: ["6", 0], vae: [vae.id + "", 0] }, class_type: encode.node.type }, + [decode2.id]: { inputs: { samples: [encode.id + "", 0], vae: [vae.id + "", 0] }, class_type: decode2.node.type }, + [preview.id]: { inputs: { images: [decode2.id + "", 0] }, class_type: preview.node.type }, + }); + }); + test("works with IMAGEUPLOAD widget", async () => { + const { ez, graph, app } = await start(); + const img = ez.LoadImage(); + const preview1 = ez.PreviewImage(img.outputs[0]); + + const group = await convertToGroup(app, graph, "test", [img, preview1]); + const widget = group.widgets["upload"]; + expect(widget).toBeTruthy(); + expect(widget.widget.type).toBe("button"); + }); + test("internal primitive populates widgets for all linked inputs", async () => { + const { ez, graph, app } = await start(); + const img = ez.LoadImage(); + const scale1 = ez.ImageScale(img.outputs[0]); + const scale2 = ez.ImageScale(img.outputs[0]); + ez.PreviewImage(scale1.outputs[0]); + ez.PreviewImage(scale2.outputs[0]); + + scale1.widgets.width.convertToInput(); + scale2.widgets.height.convertToInput(); + + const primitive = ez.PrimitiveNode(); + primitive.outputs[0].connectTo(scale1.inputs.width); + primitive.outputs[0].connectTo(scale2.inputs.height); + + const group = await convertToGroup(app, graph, "test", [img, primitive, scale1, scale2]); + group.widgets.value.value = 100; + expect((await graph.toPrompt()).output).toEqual({ + 1: { + inputs: { image: img.widgets.image.value, upload: "image" }, + class_type: "LoadImage", + }, + 2: { + inputs: { upscale_method: "nearest-exact", width: 100, height: 512, crop: "disabled", image: ["1", 0] }, + class_type: "ImageScale", + }, + 3: { + inputs: { upscale_method: "nearest-exact", width: 512, height: 100, crop: "disabled", image: ["1", 0] }, + class_type: "ImageScale", + }, + 4: { inputs: { images: ["2", 0] }, class_type: "PreviewImage" }, + 5: { inputs: { images: ["3", 0] }, class_type: "PreviewImage" }, + }); + }); + test("primitive control widgets values are copied on convert", async () => { + const { ez, graph, app } = await start(); + const sampler = ez.KSampler(); + sampler.widgets.seed.convertToInput(); + sampler.widgets.sampler_name.convertToInput(); + + let p1 = ez.PrimitiveNode(); + let p2 = ez.PrimitiveNode(); + p1.outputs[0].connectTo(sampler.inputs.seed); + p2.outputs[0].connectTo(sampler.inputs.sampler_name); + + p1.widgets.control_after_generate.value = "increment"; + p2.widgets.control_after_generate.value = "decrement"; + p2.widgets.control_filter_list.value = "/.*/"; + + p2.node.title = "p2"; + + const group = await convertToGroup(app, graph, "test", [sampler, p1, p2]); + expect(group.widgets.control_after_generate.value).toBe("increment"); + expect(group.widgets["p2 control_after_generate"].value).toBe("decrement"); + expect(group.widgets["p2 control_filter_list"].value).toBe("/.*/"); + + group.widgets.control_after_generate.value = "fixed"; + group.widgets["p2 control_after_generate"].value = "randomize"; + group.widgets["p2 control_filter_list"].value = "/.+/"; + + group.menu["Convert to nodes"].call(); + p1 = graph.find(p1); + p2 = graph.find(p2); + + expect(p1.widgets.control_after_generate.value).toBe("fixed"); + expect(p2.widgets.control_after_generate.value).toBe("randomize"); + expect(p2.widgets.control_filter_list.value).toBe("/.+/"); + }); +}); diff --git a/tests-ui/tests/widgetInputs.test.js b/tests-ui/tests/widgetInputs.test.js index e1873105..8e191adf 100644 --- a/tests-ui/tests/widgetInputs.test.js +++ b/tests-ui/tests/widgetInputs.test.js @@ -202,8 +202,8 @@ describe("widget inputs", () => { }); expect(dialogShow).toBeCalledTimes(1); - expect(dialogShow.mock.calls[0][0]).toContain("the following node types were not found"); - expect(dialogShow.mock.calls[0][0]).toContain("TestNode"); + expect(dialogShow.mock.calls[0][0].innerHTML).toContain("the following node types were not found"); + expect(dialogShow.mock.calls[0][0].innerHTML).toContain("TestNode"); }); test("defaultInput widgets can be converted back to inputs", async () => { diff --git a/tests-ui/utils/ezgraph.js b/tests-ui/utils/ezgraph.js index 0e81fd47..898b82db 100644 --- a/tests-ui/utils/ezgraph.js +++ b/tests-ui/utils/ezgraph.js @@ -150,7 +150,7 @@ export class EzNodeMenuItem { if (selectNode) { this.node.select(); } - this.item.callback.call(this.node.node, undefined, undefined, undefined, undefined, this.node.node); + return this.item.callback.call(this.node.node, undefined, undefined, undefined, undefined, this.node.node); } } @@ -240,8 +240,12 @@ export class EzNode { return this.#makeLookupArray(() => this.app.canvas.getNodeMenuOptions(this.node), "content", EzNodeMenuItem); } - select() { - this.app.canvas.selectNode(this.node); + get isRemoved() { + return !this.app.graph.getNodeById(this.id); + } + + select(addToSelection = false) { + this.app.canvas.selectNode(this.node, addToSelection); } // /** @@ -275,12 +279,17 @@ export class EzNode { if (!s) return p; const name = s[nameProperty]; + const item = new ctor(this, i, s); // @ts-ignore - if (!name || name in p) { - throw new Error(`Unable to store ${nodeProperty} ${name} on array as name conflicts.`); + p.push(item); + if (name) { + // @ts-ignore + if (name in p) { + throw new Error(`Unable to store ${nodeProperty} ${name} on array as name conflicts.`); + } } // @ts-ignore - p.push((p[name] = new ctor(this, i, s))); + p[name] = item; return p; }, Object.assign([], { $: this })); } @@ -348,6 +357,19 @@ export class EzGraph { }, 10); }); } + + /** + * @returns { Promise<{ + * workflow: {}, + * output: Record + * }>}> } + */ + toPrompt() { + // @ts-ignore + return this.app.graphToPrompt(); + } } export const Ez = { @@ -356,12 +378,12 @@ export const Ez = { * @example * const { ez, graph } = Ez.graph(app); * graph.clear(); - * const [model, clip, vae] = ez.CheckpointLoaderSimple(); - * const [pos] = ez.CLIPTextEncode(clip, { text: "positive" }); - * const [neg] = ez.CLIPTextEncode(clip, { text: "negative" }); - * const [latent] = ez.KSampler(model, pos, neg, ...ez.EmptyLatentImage()); - * const [image] = ez.VAEDecode(latent, vae); - * const saveNode = ez.SaveImage(image).node; + * const [model, clip, vae] = ez.CheckpointLoaderSimple().outputs; + * const [pos] = ez.CLIPTextEncode(clip, { text: "positive" }).outputs; + * const [neg] = ez.CLIPTextEncode(clip, { text: "negative" }).outputs; + * const [latent] = ez.KSampler(model, pos, neg, ...ez.EmptyLatentImage().outputs).outputs; + * const [image] = ez.VAEDecode(latent, vae).outputs; + * const saveNode = ez.SaveImage(image); * console.log(saveNode); * graph.arrange(); * @param { app } app diff --git a/tests-ui/utils/index.js b/tests-ui/utils/index.js index 01c58b21..eeccdb3d 100644 --- a/tests-ui/utils/index.js +++ b/tests-ui/utils/index.js @@ -1,21 +1,28 @@ const { mockApi } = require("./setup"); const { Ez } = require("./ezgraph"); +const lg = require("./litegraph"); /** * - * @param { Parameters[0] } config + * @param { Parameters[0] & { resetEnv?: boolean } } config * @returns */ export async function start(config = undefined) { + if(config?.resetEnv) { + jest.resetModules(); + jest.resetAllMocks(); + lg.setup(global); + } + mockApi(config); const { app } = require("../../web/scripts/app"); await app.setup(); - return Ez.graph(app, global["LiteGraph"], global["LGraphCanvas"]); + return { ...Ez.graph(app, global["LiteGraph"], global["LGraphCanvas"]), app }; } /** - * @param { ReturnType["graph"] } graph - * @param { (hasReloaded: boolean) => (Promise | void) } cb + * @param { ReturnType["graph"] } graph + * @param { (hasReloaded: boolean) => (Promise | void) } cb */ export async function checkBeforeAndAfterReload(graph, cb) { await cb(false); @@ -24,10 +31,10 @@ export async function checkBeforeAndAfterReload(graph, cb) { } /** - * @param { string } name - * @param { Record } input + * @param { string } name + * @param { Record } input * @param { (string | string[])[] | Record } output - * @returns { Record } + * @returns { Record } */ export function makeNodeDef(name, input, output = {}) { const nodeDef = { @@ -37,19 +44,19 @@ export function makeNodeDef(name, input, output = {}) { output_name: [], output_is_list: [], input: { - required: {} + required: {}, }, }; - for(const k in input) { + for (const k in input) { nodeDef.input.required[k] = typeof input[k] === "string" ? [input[k], {}] : [...input[k]]; } - if(output instanceof Array) { + if (output instanceof Array) { output = output.reduce((p, c) => { p[c] = c; return p; - }, {}) + }, {}); } - for(const k in output) { + for (const k in output) { nodeDef.output.push(output[k]); nodeDef.output_name.push(k); nodeDef.output_is_list.push(false); @@ -68,4 +75,31 @@ export function assertNotNullOrUndefined(x) { expect(x).not.toEqual(null); expect(x).not.toEqual(undefined); return true; -} \ No newline at end of file +} + +/** + * + * @param { ReturnType["ez"] } ez + * @param { ReturnType["graph"] } graph + */ +export function createDefaultWorkflow(ez, graph) { + graph.clear(); + const ckpt = ez.CheckpointLoaderSimple(); + + const pos = ez.CLIPTextEncode(ckpt.outputs.CLIP, { text: "positive" }); + const neg = ez.CLIPTextEncode(ckpt.outputs.CLIP, { text: "negative" }); + + const empty = ez.EmptyLatentImage(); + const sampler = ez.KSampler( + ckpt.outputs.MODEL, + pos.outputs.CONDITIONING, + neg.outputs.CONDITIONING, + empty.outputs.LATENT + ); + + const decode = ez.VAEDecode(sampler.outputs.LATENT, ckpt.outputs.VAE); + const save = ez.SaveImage(decode.outputs.IMAGE); + graph.arrange(); + + return { ckpt, pos, neg, empty, sampler, decode, save }; +} diff --git a/tests-ui/utils/setup.js b/tests-ui/utils/setup.js index 17e8ac1a..dd150214 100644 --- a/tests-ui/utils/setup.js +++ b/tests-ui/utils/setup.js @@ -30,16 +30,20 @@ export function mockApi({ mockExtensions, mockNodeDefs } = {}) { mockNodeDefs = JSON.parse(fs.readFileSync(path.resolve("./data/object_info.json"))); } + const events = new EventTarget(); + const mockApi = { + addEventListener: events.addEventListener.bind(events), + removeEventListener: events.removeEventListener.bind(events), + dispatchEvent: events.dispatchEvent.bind(events), + getSystemStats: jest.fn(), + getExtensions: jest.fn(() => mockExtensions), + getNodeDefs: jest.fn(() => mockNodeDefs), + init: jest.fn(), + apiURL: jest.fn((x) => "../../web/" + x), + }; jest.mock("../../web/scripts/api", () => ({ get api() { - return { - addEventListener: jest.fn(), - getSystemStats: jest.fn(), - getExtensions: jest.fn(() => mockExtensions), - getNodeDefs: jest.fn(() => mockNodeDefs), - init: jest.fn(), - apiURL: jest.fn((x) => "../../web/" + x), - }; + return mockApi; }, })); } diff --git a/web/extensions/core/groupNode.js b/web/extensions/core/groupNode.js new file mode 100644 index 00000000..450b4f5f --- /dev/null +++ b/web/extensions/core/groupNode.js @@ -0,0 +1,1054 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js"; +import { getWidgetType } from "../../scripts/widgets.js"; +import { mergeIfValid } from "./widgetInputs.js"; + +const GROUP = Symbol(); + +const Workflow = { + InUse: { + Free: 0, + Registered: 1, + InWorkflow: 2, + }, + isInUseGroupNode(name) { + const id = `workflow/${name}`; + // Check if lready registered/in use in this workflow + if (app.graph.extra?.groupNodes?.[name]) { + if (app.graph._nodes.find((n) => n.type === id)) { + return Workflow.InUse.InWorkflow; + } else { + return Workflow.InUse.Registered; + } + } + return Workflow.InUse.Free; + }, + storeGroupNode(name, data) { + let extra = app.graph.extra; + if (!extra) app.graph.extra = extra = {}; + let groupNodes = extra.groupNodes; + if (!groupNodes) extra.groupNodes = groupNodes = {}; + groupNodes[name] = data; + }, +}; + +class GroupNodeBuilder { + constructor(nodes) { + this.nodes = nodes; + } + + build() { + const name = this.getName(); + if (!name) return; + + // Sort the nodes so they are in execution order + // this allows for widgets to be in the correct order when reconstructing + this.sortNodes(); + + this.nodeData = this.getNodeData(); + Workflow.storeGroupNode(name, this.nodeData); + + return { name, nodeData: this.nodeData }; + } + + getName() { + const name = prompt("Enter group name"); + if (!name) return; + const used = Workflow.isInUseGroupNode(name); + switch (used) { + case Workflow.InUse.InWorkflow: + alert( + "An in use group node with this name already exists embedded in this workflow, please remove any instances or use a new name." + ); + return; + case Workflow.InUse.Registered: + if ( + !confirm( + "An group node with this name already exists embedded in this workflow, are you sure you want to overwrite it?" + ) + ) { + return; + } + break; + } + return name; + } + + sortNodes() { + // Gets the builders nodes in graph execution order + const nodesInOrder = app.graph.computeExecutionOrder(false); + this.nodes = this.nodes + .map((node) => ({ index: nodesInOrder.indexOf(node), node })) + .sort((a, b) => a.index - b.index || a.node.id - b.node.id) + .map(({ node }) => node); + } + + getNodeData() { + const storeLinkTypes = (config) => { + // Store link types for dynamically typed nodes e.g. reroutes + for (const link of config.links) { + const origin = app.graph.getNodeById(link[4]); + const type = origin.outputs[link[1]].type; + link.push(type); + } + }; + + const storeExternalLinks = (config) => { + // Store any external links to the group in the config so when rebuilding we add extra slots + config.external = []; + for (let i = 0; i < this.nodes.length; i++) { + const node = this.nodes[i]; + if (!node.outputs?.length) continue; + for (let slot = 0; slot < node.outputs.length; slot++) { + let hasExternal = false; + const output = node.outputs[slot]; + let type = output.type; + if (!output.links?.length) continue; + for (const l of output.links) { + const link = app.graph.links[l]; + if (!link) continue; + if (type === "*") type = link.type; + + if (!app.canvas.selected_nodes[link.target_id]) { + hasExternal = true; + break; + } + } + if (hasExternal) { + config.external.push([i, slot, type]); + } + } + } + }; + + // Use the built in copyToClipboard function to generate the node data we need + const backup = localStorage.getItem("litegrapheditor_clipboard"); + try { + app.canvas.copyToClipboard(this.nodes); + const config = JSON.parse(localStorage.getItem("litegrapheditor_clipboard")); + + storeLinkTypes(config); + storeExternalLinks(config); + + return config; + } finally { + localStorage.setItem("litegrapheditor_clipboard", backup); + } + } +} + +export class GroupNodeConfig { + constructor(name, nodeData) { + this.name = name; + this.nodeData = nodeData; + this.getLinks(); + + this.inputCount = 0; + this.oldToNewOutputMap = {}; + this.newToOldOutputMap = {}; + this.oldToNewInputMap = {}; + this.oldToNewWidgetMap = {}; + this.newToOldWidgetMap = {}; + this.primitiveDefs = {}; + this.widgetToPrimitive = {}; + this.primitiveToWidget = {}; + } + + async registerType(source = "workflow") { + this.nodeDef = { + output: [], + output_name: [], + output_is_list: [], + name: source + "/" + this.name, + display_name: this.name, + category: "group nodes" + ("/" + source), + input: { required: {} }, + + [GROUP]: this, + }; + + this.inputs = []; + const seenInputs = {}; + const seenOutputs = {}; + for (let i = 0; i < this.nodeData.nodes.length; i++) { + const node = this.nodeData.nodes[i]; + node.index = i; + this.processNode(node, seenInputs, seenOutputs); + } + await app.registerNodeDef("workflow/" + this.name, this.nodeDef); + } + + getLinks() { + this.linksFrom = {}; + this.linksTo = {}; + this.externalFrom = {}; + + // Extract links for easy lookup + for (const l of this.nodeData.links) { + const [sourceNodeId, sourceNodeSlot, targetNodeId, targetNodeSlot] = l; + + // Skip links outside the copy config + if (sourceNodeId == null) continue; + + if (!this.linksFrom[sourceNodeId]) { + this.linksFrom[sourceNodeId] = {}; + } + this.linksFrom[sourceNodeId][sourceNodeSlot] = l; + + if (!this.linksTo[targetNodeId]) { + this.linksTo[targetNodeId] = {}; + } + this.linksTo[targetNodeId][targetNodeSlot] = l; + } + + if (this.nodeData.external) { + for (const ext of this.nodeData.external) { + if (!this.externalFrom[ext[0]]) { + this.externalFrom[ext[0]] = { [ext[1]]: ext[2] }; + } else { + this.externalFrom[ext[0]][ext[1]] = ext[2]; + } + } + } + } + + processNode(node, seenInputs, seenOutputs) { + const def = this.getNodeDef(node); + if (!def) return; + + const inputs = { ...def.input?.required, ...def.input?.optional }; + + this.inputs.push(this.processNodeInputs(node, seenInputs, inputs)); + if (def.output?.length) this.processNodeOutputs(node, seenOutputs, def); + } + + getNodeDef(node) { + const def = globalDefs[node.type]; + if (def) return def; + + const linksFrom = this.linksFrom[node.index]; + if (node.type === "PrimitiveNode") { + // Skip as its not linked + if (!linksFrom) return; + + let type = linksFrom["0"][5]; + if (type === "COMBO") { + // Use the array items + const source = node.outputs[0].widget.name; + const fromTypeName = this.nodeData.nodes[linksFrom["0"][2]].type; + const fromType = globalDefs[fromTypeName]; + const input = fromType.input.required[source] ?? fromType.input.optional[source]; + type = input[0]; + } + + const def = (this.primitiveDefs[node.index] = { + input: { + required: { + value: [type, {}], + }, + }, + output: [type], + output_name: [], + output_is_list: [], + }); + return def; + } else if (node.type === "Reroute") { + const linksTo = this.linksTo[node.index]; + if (linksTo && linksFrom && !this.externalFrom[node.index]?.[0]) { + // Being used internally + return null; + } + + let rerouteType = "*"; + if (linksFrom) { + const [, , id, slot] = linksFrom["0"]; + rerouteType = this.nodeData.nodes[id].inputs[slot].type; + } else if (linksTo) { + const [id, slot] = linksTo["0"]; + rerouteType = this.nodeData.nodes[id].outputs[slot].type; + } else { + // Reroute used as a pipe + for (const l of this.nodeData.links) { + if (l[2] === node.index) { + rerouteType = l[5]; + break; + } + } + if (rerouteType === "*") { + // Check for an external link + const t = this.externalFrom[node.index]?.[0]; + if (t) { + rerouteType = t; + } + } + } + + return { + input: { + required: { + [rerouteType]: [rerouteType, {}], + }, + }, + output: [rerouteType], + output_name: [], + output_is_list: [], + }; + } + + console.warn("Skipping virtual node " + node.type + " when building group node " + this.name); + } + + getInputConfig(node, inputName, seenInputs, config, extra) { + let name = node.inputs?.find((inp) => inp.name === inputName)?.label ?? inputName; + let prefix = ""; + // Special handling for primitive to include the title if it is set rather than just "value" + if ((node.type === "PrimitiveNode" && node.title) || name in seenInputs) { + prefix = `${node.title ?? node.type} `; + name = `${prefix}${inputName}`; + if (name in seenInputs) { + name = `${prefix}${seenInputs[name]} ${inputName}`; + } + } + seenInputs[name] = (seenInputs[name] ?? 1) + 1; + + if (inputName === "seed" || inputName === "noise_seed") { + if (!extra) extra = {}; + extra.control_after_generate = `${prefix}control_after_generate`; + } + if (config[0] === "IMAGEUPLOAD") { + if (!extra) extra = {}; + extra.widget = `${prefix}${config[1]?.widget ?? "image"}`; + } + + if (extra) { + config = [config[0], { ...config[1], ...extra }]; + } + + return { name, config }; + } + + processWidgetInputs(inputs, node, inputNames, seenInputs) { + const slots = []; + const converted = new Map(); + const widgetMap = (this.oldToNewWidgetMap[node.index] = {}); + for (const inputName of inputNames) { + let widgetType = getWidgetType(inputs[inputName], inputName); + if (widgetType) { + const convertedIndex = node.inputs?.findIndex( + (inp) => inp.name === inputName && inp.widget?.name === inputName + ); + if (convertedIndex > -1) { + // This widget has been converted to a widget + // We need to store this in the correct position so link ids line up + converted.set(convertedIndex, inputName); + widgetMap[inputName] = null; + } else { + // Normal widget + const { name, config } = this.getInputConfig(node, inputName, seenInputs, inputs[inputName]); + this.nodeDef.input.required[name] = config; + widgetMap[inputName] = name; + this.newToOldWidgetMap[name] = { node, inputName }; + } + } else { + // Normal input + slots.push(inputName); + } + } + return { converted, slots }; + } + + checkPrimitiveConnection(link, inputName, inputs) { + const sourceNode = this.nodeData.nodes[link[0]]; + if (sourceNode.type === "PrimitiveNode") { + // Merge link configurations + const [sourceNodeId, _, targetNodeId, __] = link; + const primitiveDef = this.primitiveDefs[sourceNodeId]; + const targetWidget = inputs[inputName]; + const primitiveConfig = primitiveDef.input.required.value; + const output = { widget: primitiveConfig }; + const config = mergeIfValid(output, targetWidget, false, null, primitiveConfig); + primitiveConfig[1] = config?.customConfig ?? inputs[inputName][1] ? { ...inputs[inputName][1] } : {}; + + let name = this.oldToNewWidgetMap[sourceNodeId]["value"]; + name = name.substr(0, name.length - 6); + primitiveConfig[1].control_after_generate = true; + primitiveConfig[1].control_prefix = name; + + let toPrimitive = this.widgetToPrimitive[targetNodeId]; + if (!toPrimitive) { + toPrimitive = this.widgetToPrimitive[targetNodeId] = {}; + } + if (toPrimitive[inputName]) { + toPrimitive[inputName].push(sourceNodeId); + } + toPrimitive[inputName] = sourceNodeId; + + let toWidget = this.primitiveToWidget[sourceNodeId]; + if (!toWidget) { + toWidget = this.primitiveToWidget[sourceNodeId] = []; + } + toWidget.push({ nodeId: targetNodeId, inputName }); + } + } + + processInputSlots(inputs, node, slots, linksTo, inputMap, seenInputs) { + for (let i = 0; i < slots.length; i++) { + const inputName = slots[i]; + if (linksTo[i]) { + this.checkPrimitiveConnection(linksTo[i], inputName, inputs); + // This input is linked so we can skip it + continue; + } + + const { name, config } = this.getInputConfig(node, inputName, seenInputs, inputs[inputName]); + this.nodeDef.input.required[name] = config; + inputMap[i] = this.inputCount++; + } + } + + processConvertedWidgets(inputs, node, slots, converted, linksTo, inputMap, seenInputs) { + // Add converted widgets sorted into their index order (ordered as they were converted) so link ids match up + const convertedSlots = [...converted.keys()].sort().map((k) => converted.get(k)); + for (let i = 0; i < convertedSlots.length; i++) { + const inputName = convertedSlots[i]; + if (linksTo[slots.length + i]) { + this.checkPrimitiveConnection(linksTo[slots.length + i], inputName, inputs); + // This input is linked so we can skip it + continue; + } + + const { name, config } = this.getInputConfig(node, inputName, seenInputs, inputs[inputName], { + defaultInput: true, + }); + this.nodeDef.input.required[name] = config; + inputMap[slots.length + i] = this.inputCount++; + } + } + + processNodeInputs(node, seenInputs, inputs) { + const inputMapping = []; + + const inputNames = Object.keys(inputs); + if (!inputNames.length) return; + + const { converted, slots } = this.processWidgetInputs(inputs, node, inputNames, seenInputs); + const linksTo = this.linksTo[node.index] ?? {}; + const inputMap = (this.oldToNewInputMap[node.index] = {}); + this.processInputSlots(inputs, node, slots, linksTo, inputMap, seenInputs); + this.processConvertedWidgets(inputs, node, slots, converted, linksTo, inputMap, seenInputs); + + return inputMapping; + } + + processNodeOutputs(node, seenOutputs, def) { + const oldToNew = (this.oldToNewOutputMap[node.index] = {}); + + // Add outputs + for (let outputId = 0; outputId < def.output.length; outputId++) { + const linksFrom = this.linksFrom[node.index]; + if (linksFrom?.[outputId] && !this.externalFrom[node.index]?.[outputId]) { + // This output is linked internally so we can skip it + continue; + } + + oldToNew[outputId] = this.nodeDef.output.length; + this.newToOldOutputMap[this.nodeDef.output.length] = { node, slot: outputId }; + this.nodeDef.output.push(def.output[outputId]); + this.nodeDef.output_is_list.push(def.output_is_list[outputId]); + + let label = def.output_name?.[outputId] ?? def.output[outputId]; + const output = node.outputs.find((o) => o.name === label); + if (output?.label) { + label = output.label; + } + let name = label; + if (name in seenOutputs) { + const prefix = `${node.title ?? node.type} `; + name = `${prefix}${label}`; + if (name in seenOutputs) { + name = `${prefix}${node.index} ${label}`; + } + } + seenOutputs[name] = 1; + + this.nodeDef.output_name.push(name); + } + } + + static async registerFromWorkflow(groupNodes, missingNodeTypes) { + for (const g in groupNodes) { + const groupData = groupNodes[g]; + + let hasMissing = false; + for (const n of groupData.nodes) { + // Find missing node types + if (!(n.type in LiteGraph.registered_node_types)) { + missingNodeTypes.push(n.type); + hasMissing = true; + } + } + + if (hasMissing) continue; + + const config = new GroupNodeConfig(g, groupData); + await config.registerType(); + } + } +} + +export class GroupNodeHandler { + node; + groupData; + + constructor(node) { + this.node = node; + this.groupData = node.constructor?.nodeData?.[GROUP]; + + this.node.setInnerNodes = (innerNodes) => { + this.innerNodes = innerNodes; + + for (let innerNodeIndex = 0; innerNodeIndex < this.innerNodes.length; innerNodeIndex++) { + const innerNode = this.innerNodes[innerNodeIndex]; + + for (const w of innerNode.widgets ?? []) { + if (w.type === "converted-widget") { + w.serializeValue = w.origSerializeValue; + } + } + + innerNode.index = innerNodeIndex; + innerNode.getInputNode = (slot) => { + // Check if this input is internal or external + const externalSlot = this.groupData.oldToNewInputMap[innerNode.index]?.[slot]; + if (externalSlot != null) { + return this.node.getInputNode(externalSlot); + } + + // Internal link + const innerLink = this.groupData.linksTo[innerNode.index]?.[slot]; + if (!innerLink) return null; + + const inputNode = innerNodes[innerLink[0]]; + // Primitives will already apply their values + if (inputNode.type === "PrimitiveNode") return null; + + return inputNode; + }; + + innerNode.getInputLink = (slot) => { + const externalSlot = this.groupData.oldToNewInputMap[innerNode.index]?.[slot]; + if (externalSlot != null) { + // The inner node is connected via the group node inputs + const linkId = this.node.inputs[externalSlot].link; + let link = app.graph.links[linkId]; + + // Use the outer link, but update the target to the inner node + link = { + ...link, + target_id: innerNode.id, + target_slot: +slot, + }; + return link; + } + + let link = this.groupData.linksTo[innerNode.index]?.[slot]; + if (!link) return null; + // Use the inner link, but update the origin node to be inner node id + link = { + origin_id: innerNodes[link[0]].id, + origin_slot: link[1], + target_id: innerNode.id, + target_slot: +slot, + }; + return link; + }; + } + }; + + this.node.updateLink = (link) => { + // Replace the group node reference with the internal node + link = { ...link }; + const output = this.groupData.newToOldOutputMap[link.origin_slot]; + let innerNode = this.innerNodes[output.node.index]; + let l; + while (innerNode.type === "Reroute") { + l = innerNode.getInputLink(0); + innerNode = innerNode.getInputNode(0); + } + + link.origin_id = innerNode.id; + link.origin_slot = l?.origin_slot ?? output.slot; + return link; + }; + + this.node.getInnerNodes = () => { + if (!this.innerNodes) { + this.node.setInnerNodes( + this.groupData.nodeData.nodes.map((n, i) => { + const innerNode = LiteGraph.createNode(n.type); + innerNode.configure(n); + innerNode.id = `${this.node.id}:${i}`; + return innerNode; + }) + ); + } + + this.updateInnerWidgets(); + + return this.innerNodes; + }; + + this.node.convertToNodes = () => { + const addInnerNodes = () => { + const backup = localStorage.getItem("litegrapheditor_clipboard"); + // Clone the node data so we dont mutate it for other nodes + const c = { ...this.groupData.nodeData }; + c.nodes = [...c.nodes]; + const innerNodes = this.node.getInnerNodes(); + let ids = []; + for (let i = 0; i < c.nodes.length; i++) { + let id = innerNodes?.[i]?.id; + // Use existing IDs if they are set on the inner nodes + if (id == null || isNaN(id)) { + id = undefined; + } else { + ids.push(id); + } + c.nodes[i] = { ...c.nodes[i], id }; + } + localStorage.setItem("litegrapheditor_clipboard", JSON.stringify(c)); + app.canvas.pasteFromClipboard(); + localStorage.setItem("litegrapheditor_clipboard", backup); + + const [x, y] = this.node.pos; + let top; + let left; + // Configure nodes with current widget data + const selectedIds = ids.length ? ids : Object.keys(app.canvas.selected_nodes); + const newNodes = []; + for (let i = 0; i < selectedIds.length; i++) { + const id = selectedIds[i]; + const newNode = app.graph.getNodeById(id); + const innerNode = innerNodes[i]; + newNodes.push(newNode); + + if (left == null || newNode.pos[0] < left) { + left = newNode.pos[0]; + } + if (top == null || newNode.pos[1] < top) { + top = newNode.pos[1]; + } + + const map = this.groupData.oldToNewWidgetMap[innerNode.index]; + if (map) { + const widgets = Object.keys(map); + + for (const oldName of widgets) { + const newName = map[oldName]; + if (!newName) continue; + + const widgetIndex = this.node.widgets.findIndex((w) => w.name === newName); + if (widgetIndex === -1) continue; + + // Populate the main and any linked widgets + if (innerNode.type === "PrimitiveNode") { + for (let i = 0; i < newNode.widgets.length; i++) { + newNode.widgets[i].value = this.node.widgets[widgetIndex + i].value; + } + } else { + const outerWidget = this.node.widgets[widgetIndex]; + const newWidget = newNode.widgets.find((w) => w.name === oldName); + if (!newWidget) continue; + + newWidget.value = outerWidget.value; + for (let w = 0; w < outerWidget.linkedWidgets?.length; w++) { + newWidget.linkedWidgets[w].value = outerWidget.linkedWidgets[w].value; + } + } + } + } + } + + // Shift each node + for (const newNode of newNodes) { + newNode.pos = [newNode.pos[0] - (left - x), newNode.pos[1] - (top - y)]; + } + + return { newNodes, selectedIds }; + }; + + const reconnectInputs = (selectedIds) => { + for (const innerNodeIndex in this.groupData.oldToNewInputMap) { + const id = selectedIds[innerNodeIndex]; + const newNode = app.graph.getNodeById(id); + const map = this.groupData.oldToNewInputMap[innerNodeIndex]; + for (const innerInputId in map) { + const groupSlotId = map[innerInputId]; + if (groupSlotId == null) continue; + const slot = node.inputs[groupSlotId]; + if (slot.link == null) continue; + const link = app.graph.links[slot.link]; + // connect this node output to the input of another node + const originNode = app.graph.getNodeById(link.origin_id); + originNode.connect(link.origin_slot, newNode, +innerInputId); + } + } + }; + + const reconnectOutputs = () => { + for (let groupOutputId = 0; groupOutputId < node.outputs?.length; groupOutputId++) { + const output = node.outputs[groupOutputId]; + if (!output.links) continue; + const links = [...output.links]; + for (const l of links) { + const slot = this.groupData.newToOldOutputMap[groupOutputId]; + const link = app.graph.links[l]; + const targetNode = app.graph.getNodeById(link.target_id); + const newNode = app.graph.getNodeById(selectedIds[slot.node.index]); + newNode.connect(slot.slot, targetNode, link.target_slot); + } + } + }; + + const { newNodes, selectedIds } = addInnerNodes(); + reconnectInputs(selectedIds); + reconnectOutputs(selectedIds); + app.graph.remove(this.node); + + return newNodes; + }; + + const getExtraMenuOptions = this.node.getExtraMenuOptions; + this.node.getExtraMenuOptions = function (_, options) { + getExtraMenuOptions?.apply(this, arguments); + + let optionIndex = options.findIndex((o) => o.content === "Outputs"); + if (optionIndex === -1) optionIndex = options.length; + else optionIndex++; + options.splice(optionIndex, 0, null, { + content: "Convert to nodes", + callback: () => { + return this.convertToNodes(); + }, + }); + }; + + // Draw custom collapse icon to identity this as a group + const onDrawTitleBox = this.node.onDrawTitleBox; + this.node.onDrawTitleBox = function (ctx, height, size, scale) { + onDrawTitleBox?.apply(this, arguments); + + const fill = ctx.fillStyle; + ctx.beginPath(); + ctx.rect(11, -height + 11, 2, 2); + ctx.rect(14, -height + 11, 2, 2); + ctx.rect(17, -height + 11, 2, 2); + ctx.rect(11, -height + 14, 2, 2); + ctx.rect(14, -height + 14, 2, 2); + ctx.rect(17, -height + 14, 2, 2); + ctx.rect(11, -height + 17, 2, 2); + ctx.rect(14, -height + 17, 2, 2); + ctx.rect(17, -height + 17, 2, 2); + + ctx.fillStyle = this.boxcolor || LiteGraph.NODE_DEFAULT_BOXCOLOR; + ctx.fill(); + ctx.fillStyle = fill; + }; + + // Draw progress label + const onDrawForeground = node.onDrawForeground; + const groupData = this.groupData.nodeData; + node.onDrawForeground = function (ctx) { + const r = onDrawForeground?.apply?.(this, arguments); + if (+app.runningNodeId === this.id && this.runningInternalNodeId !== null) { + const n = groupData.nodes[this.runningInternalNodeId]; + const message = `Running ${n.title || n.type} (${this.runningInternalNodeId}/${groupData.nodes.length})`; + ctx.save(); + ctx.font = "12px sans-serif"; + const sz = ctx.measureText(message); + ctx.fillStyle = node.boxcolor || LiteGraph.NODE_DEFAULT_BOXCOLOR; + ctx.beginPath(); + ctx.roundRect(0, -LiteGraph.NODE_TITLE_HEIGHT - 20, sz.width + 12, 20, 5); + ctx.fill(); + + ctx.fillStyle = "#fff"; + ctx.fillText(message, 6, -LiteGraph.NODE_TITLE_HEIGHT - 6); + ctx.restore(); + } + }; + + // Flag this node as needing to be reset + const onExecutionStart = this.node.onExecutionStart; + this.node.onExecutionStart = function () { + this.resetExecution = true; + return onExecutionStart?.apply(this, arguments); + }; + + function handleEvent(type, getId, getEvent) { + const handler = ({ detail }) => { + const id = getId(detail); + if (!id) return; + const node = app.graph.getNodeById(id); + if (node) return; + + const innerNodeIndex = this.innerNodes?.findIndex((n) => n.id == id); + if (innerNodeIndex > -1) { + this.node.runningInternalNodeId = innerNodeIndex; + api.dispatchEvent(new CustomEvent(type, { detail: getEvent(detail, this.node.id + "", this.node) })); + } + }; + api.addEventListener(type, handler); + return handler; + } + + const executing = handleEvent.call( + this, + "executing", + (d) => d, + (d, id, node) => id + ); + + const executed = handleEvent.call( + this, + "executed", + (d) => d?.node, + (d, id, node) => ({ ...d, node: id, merge: !node.resetExecution }) + ); + + const onRemoved = node.onRemoved; + this.node.onRemoved = function () { + onRemoved?.apply(this, arguments); + api.removeEventListener("executing", executing); + api.removeEventListener("executed", executed); + }; + } + + updateInnerWidgets() { + for (const newWidgetName in this.groupData.newToOldWidgetMap) { + const newWidget = this.node.widgets.find((w) => w.name === newWidgetName); + if (!newWidget) continue; + + const newValue = newWidget.value; + const old = this.groupData.newToOldWidgetMap[newWidgetName]; + let innerNode = this.innerNodes[old.node.index]; + + if (innerNode.type === "PrimitiveNode") { + innerNode.primitiveValue = newValue; + const primitiveLinked = this.groupData.primitiveToWidget[old.node.index]; + for (const linked of primitiveLinked) { + const node = this.innerNodes[linked.nodeId]; + const widget = node.widgets.find((w) => w.name === linked.inputName); + + if (widget) { + widget.value = newValue; + } + } + continue; + } + + const widget = innerNode.widgets?.find((w) => w.name === old.inputName); + if (widget) { + widget.value = newValue; + } + } + } + + populatePrimitive(node, nodeId, oldName, i, linkedShift) { + // Converted widget, populate primitive if linked + const primitiveId = this.groupData.widgetToPrimitive[nodeId]?.[oldName]; + if (primitiveId == null) return; + const targetWidgetName = this.groupData.oldToNewWidgetMap[primitiveId]["value"]; + const targetWidgetIndex = this.node.widgets.findIndex((w) => w.name === targetWidgetName); + if (targetWidgetIndex > -1) { + const primitiveNode = this.innerNodes[primitiveId]; + let len = primitiveNode.widgets.length; + if (len - 1 !== this.node.widgets[targetWidgetIndex].linkedWidgets?.length) { + // Fallback handling for if some reason the primitive has a different number of widgets + // we dont want to overwrite random widgets, better to leave blank + len = 1; + } + for (let i = 0; i < len; i++) { + this.node.widgets[targetWidgetIndex + i].value = primitiveNode.widgets[i].value; + } + } + } + + populateWidgets() { + for (let nodeId = 0; nodeId < this.groupData.nodeData.nodes.length; nodeId++) { + const node = this.groupData.nodeData.nodes[nodeId]; + + if (!node.widgets_values?.length) continue; + + const map = this.groupData.oldToNewWidgetMap[nodeId]; + const widgets = Object.keys(map); + + let linkedShift = 0; + for (let i = 0; i < widgets.length; i++) { + const oldName = widgets[i]; + const newName = map[oldName]; + const widgetIndex = this.node.widgets.findIndex((w) => w.name === newName); + const mainWidget = this.node.widgets[widgetIndex]; + if (!newName) { + // New name will be null if its a converted widget + this.populatePrimitive(node, nodeId, oldName, i, linkedShift); + + // Find the inner widget and shift by the number of linked widgets as they will have been removed too + const innerWidget = this.innerNodes[nodeId].widgets?.find((w) => w.name === oldName); + linkedShift += innerWidget.linkedWidgets?.length ?? 0; + continue; + } + + if (widgetIndex === -1) { + continue; + } + + // Populate the main and any linked widget + mainWidget.value = node.widgets_values[i + linkedShift]; + for (let w = 0; w < mainWidget.linkedWidgets?.length; w++) { + this.node.widgets[widgetIndex + w + 1].value = node.widgets_values[i + ++linkedShift]; + } + } + } + } + + replaceNodes(nodes) { + let top; + let left; + + for (let i = 0; i < nodes.length; i++) { + const node = nodes[i]; + if (left == null || node.pos[0] < left) { + left = node.pos[0]; + } + if (top == null || node.pos[1] < top) { + top = node.pos[1]; + } + + this.linkOutputs(node, i); + app.graph.remove(node); + } + + this.linkInputs(); + this.node.pos = [left, top]; + } + + linkOutputs(originalNode, nodeId) { + if (!originalNode.outputs) return; + + for (const output of originalNode.outputs) { + if (!output.links) continue; + // Clone the links as they'll be changed if we reconnect + const links = [...output.links]; + for (const l of links) { + const link = app.graph.links[l]; + if (!link) continue; + + const targetNode = app.graph.getNodeById(link.target_id); + const newSlot = this.groupData.oldToNewOutputMap[nodeId]?.[link.origin_slot]; + if (newSlot != null) { + this.node.connect(newSlot, targetNode, link.target_slot); + } + } + } + } + + linkInputs() { + for (const link of this.groupData.nodeData.links ?? []) { + const [, originSlot, targetId, targetSlot, actualOriginId] = link; + const originNode = app.graph.getNodeById(actualOriginId); + if (!originNode) continue; // this node is in the group + originNode.connect(originSlot, this.node.id, this.groupData.oldToNewInputMap[targetId][targetSlot]); + } + } + + static getGroupData(node) { + return node.constructor?.nodeData?.[GROUP]; + } + + static isGroupNode(node) { + return !!node.constructor?.nodeData?.[GROUP]; + } + + static async fromNodes(nodes) { + // Process the nodes into the stored workflow group node data + const builder = new GroupNodeBuilder(nodes); + const res = builder.build(); + if (!res) return; + + const { name, nodeData } = res; + + // Convert this data into a LG node definition and register it + const config = new GroupNodeConfig(name, nodeData); + await config.registerType(); + + const groupNode = LiteGraph.createNode(`workflow/${name}`); + // Reuse the existing nodes for this instance + groupNode.setInnerNodes(builder.nodes); + groupNode[GROUP].populateWidgets(); + app.graph.add(groupNode); + + // Remove all converted nodes and relink them + groupNode[GROUP].replaceNodes(builder.nodes); + return groupNode; + } +} + +function addConvertToGroupOptions() { + function addOption(options, index) { + const selected = Object.values(app.canvas.selected_nodes ?? {}); + const disabled = selected.length < 2 || selected.find((n) => GroupNodeHandler.isGroupNode(n)); + options.splice(index + 1, null, { + content: `Convert to Group Node`, + disabled, + callback: async () => { + return await GroupNodeHandler.fromNodes(selected); + }, + }); + } + + // Add to canvas + const getCanvasMenuOptions = LGraphCanvas.prototype.getCanvasMenuOptions; + LGraphCanvas.prototype.getCanvasMenuOptions = function () { + const options = getCanvasMenuOptions.apply(this, arguments); + const index = options.findIndex((o) => o?.content === "Add Group") + 1 || opts.length; + addOption(options, index); + return options; + }; + + // Add to nodes + const getNodeMenuOptions = LGraphCanvas.prototype.getNodeMenuOptions; + LGraphCanvas.prototype.getNodeMenuOptions = function (node) { + const options = getNodeMenuOptions.apply(this, arguments); + if (!GroupNodeHandler.isGroupNode(node)) { + const index = options.findIndex((o) => o?.content === "Outputs") + 1 || opts.length - 1; + addOption(options, index); + } + return options; + }; +} + +const id = "Comfy.GroupNode"; +let globalDefs; +const ext = { + name: id, + setup() { + addConvertToGroupOptions(); + }, + async beforeConfigureGraph(graphData, missingNodeTypes) { + const nodes = graphData?.extra?.groupNodes; + if (nodes) { + await GroupNodeConfig.registerFromWorkflow(nodes, missingNodeTypes); + } + }, + addCustomNodeDefs(defs) { + // Store this so we can mutate it later with group nodes + globalDefs = defs; + }, + nodeCreated(node) { + if (GroupNodeHandler.isGroupNode(node)) { + node[GROUP] = new GroupNodeHandler(node); + } + }, +}; + +app.registerExtension(ext); diff --git a/web/extensions/core/nodeTemplates.js b/web/extensions/core/nodeTemplates.js index b6479f45..2d482174 100644 --- a/web/extensions/core/nodeTemplates.js +++ b/web/extensions/core/nodeTemplates.js @@ -1,5 +1,6 @@ import { app } from "../../scripts/app.js"; import { ComfyDialog, $el } from "../../scripts/ui.js"; +import { GroupNodeConfig, GroupNodeHandler } from "./groupNode.js"; // Adds the ability to save and add multiple nodes as a template // To save: @@ -34,7 +35,7 @@ class ManageTemplates extends ComfyDialog { type: "file", accept: ".json", multiple: true, - style: {display: "none"}, + style: { display: "none" }, parent: document.body, onchange: () => this.importAll(), }); @@ -109,13 +110,13 @@ class ManageTemplates extends ComfyDialog { return; } - const json = JSON.stringify({templates: this.templates}, null, 2); // convert the data to a JSON string - const blob = new Blob([json], {type: "application/json"}); + const json = JSON.stringify({ templates: this.templates }, null, 2); // convert the data to a JSON string + const blob = new Blob([json], { type: "application/json" }); const url = URL.createObjectURL(blob); const a = $el("a", { href: url, download: "node_templates.json", - style: {display: "none"}, + style: { display: "none" }, parent: document.body, }); a.click(); @@ -291,11 +292,11 @@ app.registerExtension({ setup() { const manage = new ManageTemplates(); - const clipboardAction = (cb) => { + const clipboardAction = async (cb) => { // We use the clipboard functions but dont want to overwrite the current user clipboard // Restore it after we've run our callback const old = localStorage.getItem("litegrapheditor_clipboard"); - cb(); + await cb(); localStorage.setItem("litegrapheditor_clipboard", old); }; @@ -309,13 +310,31 @@ app.registerExtension({ disabled: !Object.keys(app.canvas.selected_nodes || {}).length, callback: () => { const name = prompt("Enter name"); - if (!name || !name.trim()) return; + if (!name?.trim()) return; clipboardAction(() => { app.canvas.copyToClipboard(); + let data = localStorage.getItem("litegrapheditor_clipboard"); + data = JSON.parse(data); + const nodeIds = Object.keys(app.canvas.selected_nodes); + for (let i = 0; i < nodeIds.length; i++) { + const node = app.graph.getNodeById(nodeIds[i]); + const nodeData = node?.constructor.nodeData; + + let groupData = GroupNodeHandler.getGroupData(node); + if (groupData) { + groupData = groupData.nodeData; + if (!data.groupNodes) { + data.groupNodes = {}; + } + data.groupNodes[nodeData.name] = groupData; + data.nodes[i].type = nodeData.name; + } + } + manage.templates.push({ name, - data: localStorage.getItem("litegrapheditor_clipboard"), + data: JSON.stringify(data), }); manage.store(); }); @@ -323,15 +342,19 @@ app.registerExtension({ }); // Map each template to a menu item - const subItems = manage.templates.map((t) => ({ - content: t.name, - callback: () => { - clipboardAction(() => { - localStorage.setItem("litegrapheditor_clipboard", t.data); - app.canvas.pasteFromClipboard(); - }); - }, - })); + const subItems = manage.templates.map((t) => { + return { + content: t.name, + callback: () => { + clipboardAction(async () => { + const data = JSON.parse(t.data); + await GroupNodeConfig.registerFromWorkflow(data.groupNodes, {}); + localStorage.setItem("litegrapheditor_clipboard", t.data); + app.canvas.pasteFromClipboard(); + }); + }, + }; + }); subItems.push(null, { content: "Manage", diff --git a/web/extensions/core/widgetInputs.js b/web/extensions/core/widgetInputs.js index 5c8fbc9b..b6fa411f 100644 --- a/web/extensions/core/widgetInputs.js +++ b/web/extensions/core/widgetInputs.js @@ -121,6 +121,110 @@ function isValidCombo(combo, obj) { return true; } +export function mergeIfValid(output, config2, forceUpdate, recreateWidget, config1) { + if (!config1) { + config1 = output.widget[CONFIG] ?? output.widget[GET_CONFIG](); + } + + if (config1[0] instanceof Array) { + if (!isValidCombo(config1[0], config2[0])) return false; + } else if (config1[0] !== config2[0]) { + // Types dont match + console.log(`connection rejected: types dont match`, config1[0], config2[0]); + return false; + } + + const keys = new Set([...Object.keys(config1[1] ?? {}), ...Object.keys(config2[1] ?? {})]); + + let customConfig; + const getCustomConfig = () => { + if (!customConfig) { + if (typeof structuredClone === "undefined") { + customConfig = JSON.parse(JSON.stringify(config1[1] ?? {})); + } else { + customConfig = structuredClone(config1[1] ?? {}); + } + } + return customConfig; + }; + + const isNumber = config1[0] === "INT" || config1[0] === "FLOAT"; + for (const k of keys.values()) { + if (k !== "default" && k !== "forceInput" && k !== "defaultInput") { + let v1 = config1[1][k]; + let v2 = config2[1]?.[k]; + + if (v1 === v2 || (!v1 && !v2)) continue; + + if (isNumber) { + if (k === "min") { + const theirMax = config2[1]?.["max"]; + if (theirMax != null && v1 > theirMax) { + console.log("connection rejected: min > max", v1, theirMax); + return false; + } + getCustomConfig()[k] = v1 == null ? v2 : v2 == null ? v1 : Math.max(v1, v2); + continue; + } else if (k === "max") { + const theirMin = config2[1]?.["min"]; + if (theirMin != null && v1 < theirMin) { + console.log("connection rejected: max < min", v1, theirMin); + return false; + } + getCustomConfig()[k] = v1 == null ? v2 : v2 == null ? v1 : Math.min(v1, v2); + continue; + } else if (k === "step") { + let step; + if (v1 == null) { + // No current step + step = v2; + } else if (v2 == null) { + // No new step + step = v1; + } else { + if (v1 < v2) { + // Ensure v1 is larger for the mod + const a = v2; + v2 = v1; + v1 = a; + } + if (v1 % v2) { + console.log("connection rejected: steps not divisible", "current:", v1, "new:", v2); + return false; + } + + step = v1; + } + + getCustomConfig()[k] = step; + continue; + } + } + + console.log(`connection rejected: config ${k} values dont match`, v1, v2); + return false; + } + } + + if (customConfig || forceUpdate) { + if (customConfig) { + output.widget[CONFIG] = [config1[0], customConfig]; + } + + const widget = recreateWidget?.call(this); + // When deleting a node this can be null + if (widget) { + const min = widget.options.min; + const max = widget.options.max; + if (min != null && widget.value < min) widget.value = min; + if (max != null && widget.value > max) widget.value = max; + widget.callback(widget.value); + } + } + + return { customConfig }; +} + app.registerExtension({ name: "Comfy.WidgetInputs", async beforeRegisterNodeDef(nodeType, nodeData, app) { @@ -308,7 +412,7 @@ app.registerExtension({ this.isVirtualNode = true; } - applyToGraph() { + applyToGraph(extraLinks = []) { if (!this.outputs[0].links?.length) return; function get_links(node) { @@ -325,10 +429,9 @@ app.registerExtension({ return links; } - let links = get_links(this); + let links = [...get_links(this).map((l) => app.graph.links[l]), ...extraLinks]; // For each output link copy our value over the original widget value - for (const l of links) { - const linkInfo = app.graph.links[l]; + for (const linkInfo of links) { const node = this.graph.getNodeById(linkInfo.target_id); const input = node.inputs[linkInfo.target_slot]; const widgetName = input.widget.name; @@ -405,7 +508,12 @@ app.registerExtension({ } if (this.outputs[slot].links?.length) { - return this.#isValidConnection(input); + const valid = this.#isValidConnection(input); + if (valid) { + // On connect of additional outputs, copy our value to their widget + this.applyToGraph([{ target_id: target_node.id, target_slot }]); + } + return valid; } } @@ -462,12 +570,12 @@ app.registerExtension({ } } - if (widget.type === "number" || widget.type === "combo") { + if (!inputData?.[1]?.control_after_generate && (widget.type === "number" || widget.type === "combo")) { let control_value = this.widgets_values?.[1]; if (!control_value) { control_value = "fixed"; } - addValueControlWidgets(this, widget, control_value); + addValueControlWidgets(this, widget, control_value, undefined, inputData); let filter = this.widgets_values?.[2]; if(filter && this.widgets.length === 3) { this.widgets[2].value = filter; @@ -507,6 +615,7 @@ app.registerExtension({ this.#removeWidgets(); this.#onFirstConnection(true); for (let i = 0; i < this.widgets?.length; i++) this.widgets[i].value = values[i]; + return this.widgets[0]; } #mergeWidgetConfig() { @@ -547,108 +656,8 @@ app.registerExtension({ #isValidConnection(input, forceUpdate) { // Only allow connections where the configs match const output = this.outputs[0]; - const config1 = output.widget[CONFIG] ?? output.widget[GET_CONFIG](); const config2 = input.widget[GET_CONFIG](); - - if (config1[0] instanceof Array) { - if (!isValidCombo(config1[0], config2[0])) return false; - } else if (config1[0] !== config2[0]) { - // Types dont match - console.log(`connection rejected: types dont match`, config1[0], config2[0]); - return false; - } - - const keys = new Set([...Object.keys(config1[1] ?? {}), ...Object.keys(config2[1] ?? {})]); - - let customConfig; - const getCustomConfig = () => { - if (!customConfig) { - if (typeof structuredClone === "undefined") { - customConfig = JSON.parse(JSON.stringify(config1[1] ?? {})); - } else { - customConfig = structuredClone(config1[1] ?? {}); - } - } - return customConfig; - }; - - const isNumber = config1[0] === "INT" || config1[0] === "FLOAT"; - for (const k of keys.values()) { - if (k !== "default" && k !== "forceInput" && k !== "defaultInput") { - let v1 = config1[1][k]; - let v2 = config2[1][k]; - - if (v1 === v2 || (!v1 && !v2)) continue; - - if (isNumber) { - if (k === "min") { - const theirMax = config2[1]["max"]; - if (theirMax != null && v1 > theirMax) { - console.log("connection rejected: min > max", v1, theirMax); - return false; - } - getCustomConfig()[k] = v1 == null ? v2 : v2 == null ? v1 : Math.max(v1, v2); - continue; - } else if (k === "max") { - const theirMin = config2[1]["min"]; - if (theirMin != null && v1 < theirMin) { - console.log("connection rejected: max < min", v1, theirMin); - return false; - } - getCustomConfig()[k] = v1 == null ? v2 : v2 == null ? v1 : Math.min(v1, v2); - continue; - } else if (k === "step") { - let step; - if (v1 == null) { - // No current step - step = v2; - } else if (v2 == null) { - // No new step - step = v1; - } else { - if (v1 < v2) { - // Ensure v1 is larger for the mod - const a = v2; - v2 = v1; - v1 = a; - } - if (v1 % v2) { - console.log("connection rejected: steps not divisible", "current:", v1, "new:", v2); - return false; - } - - step = v1; - } - - getCustomConfig()[k] = step; - continue; - } - } - - console.log(`connection rejected: config ${k} values dont match`, v1, v2); - return false; - } - } - - if (customConfig || forceUpdate) { - if (customConfig) { - output.widget[CONFIG] = [config1[0], customConfig]; - } - - this.#recreateWidget(); - - const widget = this.widgets[0]; - // When deleting a node this can be null - if (widget) { - const min = widget.options.min; - const max = widget.options.max; - if (min != null && widget.value < min) widget.value = min; - if (max != null && widget.value > max) widget.value = max; - widget.callback(widget.value); - } - } - - return true; + return !!mergeIfValid.call(this, output, config2, forceUpdate, this.#recreateWidget); } #removeWidgets() { diff --git a/web/scripts/app.js b/web/scripts/app.js index cd20c40f..e9cfb277 100644 --- a/web/scripts/app.js +++ b/web/scripts/app.js @@ -1,5 +1,5 @@ import { ComfyLogging } from "./logging.js"; -import { ComfyWidgets } from "./widgets.js"; +import { ComfyWidgets, getWidgetType } from "./widgets.js"; import { ComfyUI, $el } from "./ui.js"; import { api } from "./api.js"; import { defaultGraph } from "./defaultGraph.js"; @@ -779,7 +779,7 @@ export class ComfyApp { * Adds a handler on paste that extracts and loads images or workflows from pasted JSON data */ #addPasteHandler() { - document.addEventListener("paste", (e) => { + document.addEventListener("paste", async (e) => { // ctrl+shift+v is used to paste nodes with connections // this is handled by litegraph if(this.shiftDown) return; @@ -827,7 +827,7 @@ export class ComfyApp { } if (workflow && workflow.version && workflow.nodes && workflow.extra) { - this.loadGraphData(workflow); + await this.loadGraphData(workflow); } else { if (e.target.type === "text" || e.target.type === "textarea") { @@ -1177,7 +1177,19 @@ export class ComfyApp { }); api.addEventListener("executed", ({ detail }) => { - this.nodeOutputs[detail.node] = detail.output; + const output = this.nodeOutputs[detail.node]; + if (detail.merge && output) { + for (const k in detail.output ?? {}) { + const v = output[k]; + if (v instanceof Array) { + output[k] = v.concat(detail.output[k]); + } else { + output[k] = detail.output[k]; + } + } + } else { + this.nodeOutputs[detail.node] = detail.output; + } const node = this.graph.getNodeById(detail.node); if (node) { if (node.onExecuted) @@ -1292,6 +1304,7 @@ export class ComfyApp { this.#addProcessMouseHandler(); this.#addProcessKeyHandler(); this.#addConfigureHandler(); + this.#addApiUpdateHandlers(); this.graph = new LGraph(); @@ -1328,7 +1341,7 @@ export class ComfyApp { const json = localStorage.getItem("workflow"); if (json) { const workflow = JSON.parse(json); - this.loadGraphData(workflow); + await this.loadGraphData(workflow); restored = true; } } catch (err) { @@ -1337,7 +1350,7 @@ export class ComfyApp { // We failed to restore a workflow so load the default if (!restored) { - this.loadGraphData(); + await this.loadGraphData(); } // Save current workflow automatically @@ -1345,7 +1358,6 @@ export class ComfyApp { this.#addDrawNodeHandler(); this.#addDrawGroupsHandler(); - this.#addApiUpdateHandlers(); this.#addDropHandler(); this.#addCopyHandler(); this.#addPasteHandler(); @@ -1365,11 +1377,81 @@ export class ComfyApp { await this.#invokeExtensionsAsync("registerCustomNodes"); } + async registerNodeDef(nodeId, nodeData) { + const self = this; + const node = Object.assign( + function ComfyNode() { + var inputs = nodeData["input"]["required"]; + if (nodeData["input"]["optional"] != undefined) { + inputs = Object.assign({}, nodeData["input"]["required"], nodeData["input"]["optional"]); + } + const config = { minWidth: 1, minHeight: 1 }; + for (const inputName in inputs) { + const inputData = inputs[inputName]; + const type = inputData[0]; + + let widgetCreated = true; + const widgetType = getWidgetType(inputData, inputName); + if(widgetType) { + if(widgetType === "COMBO") { + Object.assign(config, self.widgets.COMBO(this, inputName, inputData, app) || {}); + } else { + Object.assign(config, self.widgets[widgetType](this, inputName, inputData, app) || {}); + } + } else { + // Node connection inputs + this.addInput(inputName, type); + widgetCreated = false; + } + + if(widgetCreated && inputData[1]?.forceInput && config?.widget) { + if (!config.widget.options) config.widget.options = {}; + config.widget.options.forceInput = inputData[1].forceInput; + } + if(widgetCreated && inputData[1]?.defaultInput && config?.widget) { + if (!config.widget.options) config.widget.options = {}; + config.widget.options.defaultInput = inputData[1].defaultInput; + } + } + + for (const o in nodeData["output"]) { + let output = nodeData["output"][o]; + if(output instanceof Array) output = "COMBO"; + const outputName = nodeData["output_name"][o] || output; + const outputShape = nodeData["output_is_list"][o] ? LiteGraph.GRID_SHAPE : LiteGraph.CIRCLE_SHAPE ; + this.addOutput(outputName, output, { shape: outputShape }); + } + + const s = this.computeSize(); + s[0] = Math.max(config.minWidth, s[0] * 1.5); + s[1] = Math.max(config.minHeight, s[1]); + this.size = s; + this.serialize_widgets = true; + + app.#invokeExtensionsAsync("nodeCreated", this); + }, + { + title: nodeData.display_name || nodeData.name, + comfyClass: nodeData.name, + nodeData + } + ); + node.prototype.comfyClass = nodeData.name; + + this.#addNodeContextMenuHandler(node); + this.#addDrawBackgroundHandler(node, app); + this.#addNodeKeyHandler(node); + + await this.#invokeExtensionsAsync("beforeRegisterNodeDef", node, nodeData); + LiteGraph.registerNodeType(nodeId, node); + node.category = nodeData.category; + } + async registerNodesFromDefs(defs) { await this.#invokeExtensionsAsync("addCustomNodeDefs", defs); // Generate list of known widgets - const widgets = Object.assign( + this.widgets = Object.assign( {}, ComfyWidgets, ...(await this.#invokeExtensionsAsync("getCustomWidgets")).filter(Boolean) @@ -1377,75 +1459,7 @@ export class ComfyApp { // Register a node for each definition for (const nodeId in defs) { - const nodeData = defs[nodeId]; - const node = Object.assign( - function ComfyNode() { - var inputs = nodeData["input"]["required"]; - if (nodeData["input"]["optional"] != undefined){ - inputs = Object.assign({}, nodeData["input"]["required"], nodeData["input"]["optional"]) - } - const config = { minWidth: 1, minHeight: 1 }; - for (const inputName in inputs) { - const inputData = inputs[inputName]; - const type = inputData[0]; - - let widgetCreated = true; - if (Array.isArray(type)) { - // Enums - Object.assign(config, widgets.COMBO(this, inputName, inputData, app) || {}); - } else if (`${type}:${inputName}` in widgets) { - // Support custom widgets by Type:Name - Object.assign(config, widgets[`${type}:${inputName}`](this, inputName, inputData, app) || {}); - } else if (type in widgets) { - // Standard type widgets - Object.assign(config, widgets[type](this, inputName, inputData, app) || {}); - } else { - // Node connection inputs - this.addInput(inputName, type); - widgetCreated = false; - } - - if(widgetCreated && inputData[1]?.forceInput && config?.widget) { - if (!config.widget.options) config.widget.options = {}; - config.widget.options.forceInput = inputData[1].forceInput; - } - if(widgetCreated && inputData[1]?.defaultInput && config?.widget) { - if (!config.widget.options) config.widget.options = {}; - config.widget.options.defaultInput = inputData[1].defaultInput; - } - } - - for (const o in nodeData["output"]) { - let output = nodeData["output"][o]; - if(output instanceof Array) output = "COMBO"; - const outputName = nodeData["output_name"][o] || output; - const outputShape = nodeData["output_is_list"][o] ? LiteGraph.GRID_SHAPE : LiteGraph.CIRCLE_SHAPE ; - this.addOutput(outputName, output, { shape: outputShape }); - } - - const s = this.computeSize(); - s[0] = Math.max(config.minWidth, s[0] * 1.5); - s[1] = Math.max(config.minHeight, s[1]); - this.size = s; - this.serialize_widgets = true; - - app.#invokeExtensionsAsync("nodeCreated", this); - }, - { - title: nodeData.display_name || nodeData.name, - comfyClass: nodeData.name, - nodeData - } - ); - node.prototype.comfyClass = nodeData.name; - - this.#addNodeContextMenuHandler(node); - this.#addDrawBackgroundHandler(node, app); - this.#addNodeKeyHandler(node); - - await this.#invokeExtensionsAsync("beforeRegisterNodeDef", node, nodeData); - LiteGraph.registerNodeType(nodeId, node); - node.category = nodeData.category; + this.registerNodeDef(nodeId, defs[nodeId]); } } @@ -1488,9 +1502,14 @@ export class ComfyApp { showMissingNodesError(missingNodeTypes, hasAddedNodes = true) { this.ui.dialog.show( - `When loading the graph, the following node types were not found:
    ${Array.from(new Set(missingNodeTypes)).map( - (t) => `
  • ${t}
  • ` - ).join("")}
${hasAddedNodes ? "Nodes that have failed to load will show as red on the graph." : ""}` + $el("div", [ + $el("span", { textContent: "When loading the graph, the following node types were not found: " }), + $el( + "ul", + Array.from(new Set(missingNodeTypes)).map((t) => $el("li", { textContent: t })) + ), + ...(hasAddedNodes ? [$el("span", { textContent: "Nodes that have failed to load will show as red on the graph." })] : []), + ]) ); this.logging.addEntry("Comfy.App", "warn", { MissingNodes: missingNodeTypes, @@ -1501,7 +1520,7 @@ export class ComfyApp { * Populates the graph with the specified workflow data * @param {*} graphData A serialized graph object */ - loadGraphData(graphData) { + async loadGraphData(graphData) { this.clean(); let reset_invalid_values = false; @@ -1519,6 +1538,7 @@ export class ComfyApp { } const missingNodeTypes = []; + await this.#invokeExtensionsAsync("beforeConfigureGraph", graphData, missingNodeTypes); for (let n of graphData.nodes) { // Patch T2IAdapterLoader to ControlNetLoader since they are the same node now if (n.type == "T2IAdapterLoader") n.type = "ControlNetLoader"; @@ -1527,8 +1547,8 @@ export class ComfyApp { // Find missing node types if (!(n.type in LiteGraph.registered_node_types)) { - n.type = sanitizeNodeName(n.type); missingNodeTypes.push(n.type); + n.type = sanitizeNodeName(n.type); } } @@ -1627,92 +1647,98 @@ export class ComfyApp { * @returns The workflow and node links */ async graphToPrompt() { - for (const node of this.graph.computeExecutionOrder(false)) { - if (node.isVirtualNode) { - // Don't serialize frontend only nodes but let them make changes - if (node.applyToGraph) { - node.applyToGraph(); + for (const outerNode of this.graph.computeExecutionOrder(false)) { + const innerNodes = outerNode.getInnerNodes ? outerNode.getInnerNodes() : [outerNode]; + for (const node of innerNodes) { + if (node.isVirtualNode) { + // Don't serialize frontend only nodes but let them make changes + if (node.applyToGraph) { + node.applyToGraph(); + } } - continue; } } const workflow = this.graph.serialize(); const output = {}; // Process nodes in order of execution - for (const node of this.graph.computeExecutionOrder(false)) { - const n = workflow.nodes.find((n) => n.id === node.id); + for (const outerNode of this.graph.computeExecutionOrder(false)) { + const innerNodes = outerNode.getInnerNodes ? outerNode.getInnerNodes() : [outerNode]; + for (const node of innerNodes) { + if (node.isVirtualNode) { + continue; + } - if (node.isVirtualNode) { - continue; - } + if (node.mode === 2 || node.mode === 4) { + // Don't serialize muted nodes + continue; + } - if (node.mode === 2 || node.mode === 4) { - // Don't serialize muted nodes - continue; - } + const inputs = {}; + const widgets = node.widgets; - const inputs = {}; - const widgets = node.widgets; - - // Store all widget values - if (widgets) { - for (const i in widgets) { - const widget = widgets[i]; - if (!widget.options || widget.options.serialize !== false) { - inputs[widget.name] = widget.serializeValue ? await widget.serializeValue(n, i) : widget.value; + // Store all widget values + if (widgets) { + for (const i in widgets) { + const widget = widgets[i]; + if (!widget.options || widget.options.serialize !== false) { + inputs[widget.name] = widget.serializeValue ? await widget.serializeValue(node, i) : widget.value; + } } } - } - // Store all node links - for (let i in node.inputs) { - let parent = node.getInputNode(i); - if (parent) { - let link = node.getInputLink(i); - while (parent.mode === 4 || parent.isVirtualNode) { - let found = false; - if (parent.isVirtualNode) { - link = parent.getInputLink(link.origin_slot); - if (link) { - parent = parent.getInputNode(link.target_slot); - if (parent) { - found = true; - } - } - } else if (link && parent.mode === 4) { - let all_inputs = [link.origin_slot]; - if (parent.inputs) { - all_inputs = all_inputs.concat(Object.keys(parent.inputs)) - for (let parent_input in all_inputs) { - parent_input = all_inputs[parent_input]; - if (parent.inputs[parent_input]?.type === node.inputs[i].type) { - link = parent.getInputLink(parent_input); - if (link) { - parent = parent.getInputNode(parent_input); - } + // Store all node links + for (let i in node.inputs) { + let parent = node.getInputNode(i); + if (parent) { + let link = node.getInputLink(i); + while (parent.mode === 4 || parent.isVirtualNode) { + let found = false; + if (parent.isVirtualNode) { + link = parent.getInputLink(link.origin_slot); + if (link) { + parent = parent.getInputNode(link.target_slot); + if (parent) { found = true; - break; + } + } + } else if (link && parent.mode === 4) { + let all_inputs = [link.origin_slot]; + if (parent.inputs) { + all_inputs = all_inputs.concat(Object.keys(parent.inputs)) + for (let parent_input in all_inputs) { + parent_input = all_inputs[parent_input]; + if (parent.inputs[parent_input]?.type === node.inputs[i].type) { + link = parent.getInputLink(parent_input); + if (link) { + parent = parent.getInputNode(parent_input); + } + found = true; + break; + } } } } + + if (!found) { + break; + } } - if (!found) { - break; + if (link) { + if (parent?.updateLink) { + link = parent.updateLink(link); + } + inputs[node.inputs[i].name] = [String(link.origin_id), parseInt(link.origin_slot)]; } } - - if (link) { - inputs[node.inputs[i].name] = [String(link.origin_id), parseInt(link.origin_slot)]; - } } - } - output[String(node.id)] = { - inputs, - class_type: node.comfyClass, - }; + output[String(node.id)] = { + inputs, + class_type: node.comfyClass, + }; + } } // Remove inputs connected to removed nodes @@ -1832,7 +1858,7 @@ export class ComfyApp { const pngInfo = await getPngMetadata(file); if (pngInfo) { if (pngInfo.workflow) { - this.loadGraphData(JSON.parse(pngInfo.workflow)); + await this.loadGraphData(JSON.parse(pngInfo.workflow)); } else if (pngInfo.parameters) { importA1111(this.graph, pngInfo.parameters); } @@ -1848,21 +1874,21 @@ export class ComfyApp { } } else if (file.type === "application/json" || file.name?.endsWith(".json")) { const reader = new FileReader(); - reader.onload = () => { + reader.onload = async () => { const jsonContent = JSON.parse(reader.result); if (jsonContent?.templates) { this.loadTemplateData(jsonContent); } else if(this.isApiJson(jsonContent)) { this.loadApiJson(jsonContent); } else { - this.loadGraphData(jsonContent); + await this.loadGraphData(jsonContent); } }; reader.readAsText(file); } else if (file.name?.endsWith(".latent") || file.name?.endsWith(".safetensors")) { const info = await getLatentMetadata(file); if (info.workflow) { - this.loadGraphData(JSON.parse(info.workflow)); + await this.loadGraphData(JSON.parse(info.workflow)); } } } diff --git a/web/scripts/domWidget.js b/web/scripts/domWidget.js index 07da591c..37d26f3c 100644 --- a/web/scripts/domWidget.js +++ b/web/scripts/domWidget.js @@ -44,7 +44,7 @@ function getClipPath(node, element, elRect) { } function computeSize(size) { - if (this.widgets?.[0].last_y == null) return; + if (this.widgets?.[0]?.last_y == null) return; let y = this.widgets[0].last_y; let freeSpace = size[1] - y; @@ -195,7 +195,6 @@ export function addDomClippingSetting() { type: "boolean", defaultValue: enableDomClipping, onChange(value) { - console.log("enableDomClipping", enableDomClipping); enableDomClipping = !!value; }, }); diff --git a/web/scripts/ui.js b/web/scripts/ui.js index 8a58d30b..ebaf86fe 100644 --- a/web/scripts/ui.js +++ b/web/scripts/ui.js @@ -462,8 +462,8 @@ class ComfyList { return $el("div", {textContent: item.prompt[0] + ": "}, [ $el("button", { textContent: "Load", - onclick: () => { - app.loadGraphData(item.prompt[3].extra_pnginfo.workflow); + onclick: async () => { + await app.loadGraphData(item.prompt[3].extra_pnginfo.workflow); if (item.outputs) { app.nodeOutputs = item.outputs; } @@ -784,9 +784,9 @@ export class ComfyUI { } }), $el("button", { - id: "comfy-load-default-button", textContent: "Load Default", onclick: () => { + id: "comfy-load-default-button", textContent: "Load Default", onclick: async () => { if (!confirmClear.value || confirm("Load default workflow?")) { - app.loadGraphData() + await app.loadGraphData() } } }), diff --git a/web/scripts/widgets.js b/web/scripts/widgets.js index fbc1d0fc..de5877e5 100644 --- a/web/scripts/widgets.js +++ b/web/scripts/widgets.js @@ -23,29 +23,73 @@ function getNumberDefaults(inputData, defaultStep, precision, enable_rounding) { return { val: defaultVal, config: { min, max, step: 10.0 * step, round, precision } }; } -export function addValueControlWidget(node, targetWidget, defaultValue = "randomize", values) { - const widgets = addValueControlWidgets(node, targetWidget, defaultValue, values, { +export function getWidgetType(inputData, inputName) { + const type = inputData[0]; + + if (Array.isArray(type)) { + return "COMBO"; + } else if (`${type}:${inputName}` in ComfyWidgets) { + return `${type}:${inputName}`; + } else if (type in ComfyWidgets) { + return type; + } else { + return null; + } +} + +export function addValueControlWidget(node, targetWidget, defaultValue = "randomize", values, widgetName, inputData) { + let name = inputData[1]?.control_after_generate; + if(typeof name !== "string") { + name = widgetName; + } + const widgets = addValueControlWidgets(node, targetWidget, defaultValue, { addFilterList: false, - }); + controlAfterGenerateName: name + }, inputData); return widgets[0]; } -export function addValueControlWidgets(node, targetWidget, defaultValue = "randomize", values, options) { +export function addValueControlWidgets(node, targetWidget, defaultValue = "randomize", options, inputData) { + if (!defaultValue) defaultValue = "randomize"; if (!options) options = {}; - + + const getName = (defaultName, optionName) => { + let name = defaultName; + if (options[optionName]) { + name = options[optionName]; + } else if (typeof inputData?.[1]?.[defaultName] === "string") { + name = inputData?.[1]?.[defaultName]; + } else if (inputData?.[1]?.control_prefix) { + name = inputData?.[1]?.control_prefix + " " + name + } + return name; + } + const widgets = []; - const valueControl = node.addWidget("combo", "control_after_generate", defaultValue, function (v) { }, { - values: ["fixed", "increment", "decrement", "randomize"], - serialize: false, // Don't include this in prompt. - }); + const valueControl = node.addWidget( + "combo", + getName("control_after_generate", "controlAfterGenerateName"), + defaultValue, + function () {}, + { + values: ["fixed", "increment", "decrement", "randomize"], + serialize: false, // Don't include this in prompt. + } + ); widgets.push(valueControl); const isCombo = targetWidget.type === "combo"; let comboFilter; if (isCombo && options.addFilterList !== false) { - comboFilter = node.addWidget("string", "control_filter_list", "", function (v) {}, { - serialize: false, // Don't include this in prompt. - }); + comboFilter = node.addWidget( + "string", + getName("control_filter_list", "controlFilterListName"), + "", + function () {}, + { + serialize: false, // Don't include this in prompt. + } + ); widgets.push(comboFilter); } @@ -96,7 +140,8 @@ export function addValueControlWidgets(node, targetWidget, defaultValue = "rando targetWidget.value = value; targetWidget.callback(value); } - } else { //number + } else { + //number let min = targetWidget.options.min; let max = targetWidget.options.max; // limit to something that javascript can handle @@ -119,32 +164,54 @@ export function addValueControlWidgets(node, targetWidget, defaultValue = "rando default: break; } - /*check if values are over or under their respective - * ranges and set them to min or max.*/ - if (targetWidget.value < min) - targetWidget.value = min; + /*check if values are over or under their respective + * ranges and set them to min or max.*/ + if (targetWidget.value < min) targetWidget.value = min; if (targetWidget.value > max) targetWidget.value = max; targetWidget.callback(targetWidget.value); } - } - + }; return widgets; }; -function seedWidget(node, inputName, inputData, app) { - const seed = ComfyWidgets.INT(node, inputName, inputData, app); - const seedControl = addValueControlWidget(node, seed.widget, "randomize"); +function seedWidget(node, inputName, inputData, app, widgetName) { + const seed = createIntWidget(node, inputName, inputData, app, true); + const seedControl = addValueControlWidget(node, seed.widget, "randomize", undefined, widgetName, inputData); seed.widget.linkedWidgets = [seedControl]; return seed; } + +function createIntWidget(node, inputName, inputData, app, isSeedInput) { + const control = inputData[1]?.control_after_generate; + if (!isSeedInput && control) { + return seedWidget(node, inputName, inputData, app, typeof control === "string" ? control : undefined); + } + + let widgetType = isSlider(inputData[1]["display"], app); + const { val, config } = getNumberDefaults(inputData, 1, 0, true); + Object.assign(config, { precision: 0 }); + return { + widget: node.addWidget( + widgetType, + inputName, + val, + function (v) { + const s = this.options.step / 10; + this.value = Math.round(v / s) * s; + }, + config + ), + }; +} + function addMultilineWidget(node, name, opts, app) { const inputEl = document.createElement("textarea"); inputEl.className = "comfy-multiline-input"; inputEl.value = opts.defaultVal; - inputEl.placeholder = opts.placeholder || ""; + inputEl.placeholder = opts.placeholder || name; const widget = node.addDOMWidget(name, "customtext", inputEl, { getValue() { @@ -156,6 +223,10 @@ function addMultilineWidget(node, name, opts, app) { }); widget.inputEl = inputEl; + inputEl.addEventListener("input", () => { + widget.callback?.(widget.value); + }); + return { minWidth: 400, minHeight: 200, widget }; } @@ -186,21 +257,7 @@ export const ComfyWidgets = { }, config) }; }, INT(node, inputName, inputData, app) { - let widgetType = isSlider(inputData[1]["display"], app); - const { val, config } = getNumberDefaults(inputData, 1, 0, true); - Object.assign(config, { precision: 0 }); - return { - widget: node.addWidget( - widgetType, - inputName, - val, - function (v) { - const s = this.options.step / 10; - this.value = Math.round(v / s) * s; - }, - config - ), - }; + return createIntWidget(node, inputName, inputData, app); }, BOOLEAN(node, inputName, inputData) { let defaultVal = false; @@ -245,10 +302,14 @@ export const ComfyWidgets = { if (inputData[1] && inputData[1].default) { defaultValue = inputData[1].default; } - return { widget: node.addWidget("combo", inputName, defaultValue, () => {}, { values: type }) }; + const res = { widget: node.addWidget("combo", inputName, defaultValue, () => {}, { values: type }) }; + if (inputData[1]?.control_after_generate) { + res.widget.linkedWidgets = addValueControlWidgets(node, res.widget, undefined, undefined, inputData); + } + return res; }, IMAGEUPLOAD(node, inputName, inputData, app) { - const imageWidget = node.widgets.find((w) => w.name === "image"); + const imageWidget = node.widgets.find((w) => w.name === (inputData[1]?.widget ?? "image")); let uploadWidget; function showImage(name) { @@ -362,9 +423,10 @@ export const ComfyWidgets = { document.body.append(fileInput); // Create the button widget for selecting the files - uploadWidget = node.addWidget("button", "choose file to upload", "image", () => { + uploadWidget = node.addWidget("button", inputName, "image", () => { fileInput.click(); }); + uploadWidget.label = "choose file to upload"; uploadWidget.serialize = false; // Add handler to check if an image is being dragged over our node