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import { app } from "../../scripts/app.js";
import { api } from "../../scripts/api.js";
import { ComfyDialog, $el } from "../../scripts/ui.js";
import { ComfyApp } from "../../scripts/app.js";
import { ClipspaceDialog } from "../../extensions/core/clipspace.js";
function addMenuHandler(nodeType, cb) {
const getOpts = nodeType.prototype.getExtraMenuOptions;
nodeType.prototype.getExtraMenuOptions = function () {
const r = getOpts.apply(this, arguments);
cb.apply(this, arguments);
return r;
};
}
// Helper function to convert a data URL to a Blob object
function dataURLToBlob(dataURL) {
const parts = dataURL.split(';base64,');
const contentType = parts[0].split(':')[1];
const byteString = atob(parts[1]);
const arrayBuffer = new ArrayBuffer(byteString.length);
const uint8Array = new Uint8Array(arrayBuffer);
for (let i = 0; i < byteString.length; i++) {
uint8Array[i] = byteString.charCodeAt(i);
}
return new Blob([arrayBuffer], { type: contentType });
}
function loadedImageToBlob(image) {
const canvas = document.createElement('canvas');
canvas.width = image.width;
canvas.height = image.height;
const ctx = canvas.getContext('2d');
ctx.drawImage(image, 0, 0);
const dataURL = canvas.toDataURL('image/png', 1);
const blob = dataURLToBlob(dataURL);
return blob;
}
async function uploadMask(filepath, formData) {
await api.fetchApi('/upload/mask', {
method: 'POST',
body: formData
}).then(response => {}).catch(error => {
console.error('Error:', error);
});
ComfyApp.clipspace.imgs[ComfyApp.clipspace['selectedIndex']] = new Image();
ComfyApp.clipspace.imgs[ComfyApp.clipspace['selectedIndex']].src = `view?filename=${filepath.filename}&type=${filepath.type}`;
if(ComfyApp.clipspace.images)
ComfyApp.clipspace.images[ComfyApp.clipspace['selectedIndex']] = filepath;
ClipspaceDialog.invalidatePreview();
}
class ImpactSamEditorDialog extends ComfyDialog {
static instance = null;
static getInstance() {
if(!ImpactSamEditorDialog.instance) {
ImpactSamEditorDialog.instance = new ImpactSamEditorDialog();
}
return ImpactSamEditorDialog.instance;
}
constructor() {
super();
this.element = $el("div.comfy-modal", { parent: document.body },
[ $el("div.comfy-modal-content",
[...this.createButtons()]),
]);
}
createButtons() {
return [];
}
createButton(name, callback) {
var button = document.createElement("button");
button.innerText = name;
button.addEventListener("click", callback);
return button;
}
createLeftButton(name, callback) {
var button = this.createButton(name, callback);
button.style.cssFloat = "left";
button.style.marginRight = "4px";
return button;
}
createRightButton(name, callback) {
var button = this.createButton(name, callback);
button.style.cssFloat = "right";
button.style.marginLeft = "4px";
return button;
}
createLeftSlider(self, name, callback) {
const divElement = document.createElement('div');
divElement.id = "sam-confidence-slider";
divElement.style.cssFloat = "left";
divElement.style.fontFamily = "sans-serif";
divElement.style.marginRight = "4px";
divElement.style.color = "var(--input-text)";
divElement.style.backgroundColor = "var(--comfy-input-bg)";
divElement.style.borderRadius = "8px";
divElement.style.borderColor = "var(--border-color)";
divElement.style.borderStyle = "solid";
divElement.style.fontSize = "15px";
divElement.style.height = "21px";
divElement.style.padding = "1px 6px";
divElement.style.display = "flex";
divElement.style.position = "relative";
divElement.style.top = "2px";
self.confidence_slider_input = document.createElement('input');
self.confidence_slider_input.setAttribute('type', 'range');
self.confidence_slider_input.setAttribute('min', '0');
self.confidence_slider_input.setAttribute('max', '100');
self.confidence_slider_input.setAttribute('value', '70');
const labelElement = document.createElement("label");
labelElement.textContent = name;
divElement.appendChild(labelElement);
divElement.appendChild(self.confidence_slider_input);
self.confidence_slider_input.addEventListener("change", callback);
return divElement;
}
async detect_and_invalidate_mask_canvas(self) {
const mask_img = await self.detect(self);
const canvas = self.maskCtx.canvas;
const ctx = self.maskCtx;
ctx.clearRect(0, 0, canvas.width, canvas.height);
await new Promise((resolve, reject) => {
self.mask_image = new Image();
self.mask_image.onload = function() {
ctx.drawImage(self.mask_image, 0, 0, canvas.width, canvas.height);
resolve();
};
self.mask_image.onerror = reject;
self.mask_image.src = mask_img.src;
});
}
setlayout(imgCanvas, maskCanvas, pointsCanvas) {
const self = this;
// If it is specified as relative, using it only as a hidden placeholder for padding is recommended
// to prevent anomalies where it exceeds a certain size and goes outside of the window.
var placeholder = document.createElement("div");
placeholder.style.position = "relative";
placeholder.style.height = "50px";
var bottom_panel = document.createElement("div");
bottom_panel.style.position = "absolute";
bottom_panel.style.bottom = "0px";
bottom_panel.style.left = "20px";
bottom_panel.style.right = "20px";
bottom_panel.style.height = "50px";
var brush = document.createElement("div");
brush.id = "sam-brush";
brush.style.backgroundColor = "blue";
brush.style.outline = "2px solid pink";
brush.style.borderRadius = "50%";
brush.style.MozBorderRadius = "50%";
brush.style.WebkitBorderRadius = "50%";
brush.style.position = "absolute";
brush.style.zIndex = 100;
brush.style.pointerEvents = "none";
this.brush = brush;
this.element.appendChild(imgCanvas);
this.element.appendChild(maskCanvas);
this.element.appendChild(pointsCanvas);
this.element.appendChild(placeholder); // must below z-index than bottom_panel to avoid covering button
this.element.appendChild(bottom_panel);
document.body.appendChild(brush);
this.brush_size = 5;
var confidence_slider = this.createLeftSlider(self, "Confidence", (event) => {
self.confidence = event.target.value;
});
var clearButton = this.createLeftButton("Clear", () => {
self.maskCtx.clearRect(0, 0, self.maskCanvas.width, self.maskCanvas.height);
self.pointsCtx.clearRect(0, 0, self.pointsCanvas.width, self.pointsCanvas.height);
self.prompt_points = [];
self.invalidatePointsCanvas(self);
});
var detectButton = this.createLeftButton("Detect", () => self.detect_and_invalidate_mask_canvas(self));
var cancelButton = this.createRightButton("Cancel", () => {
document.removeEventListener("mouseup", ImpactSamEditorDialog.handleMouseUp);
document.removeEventListener("keydown", ImpactSamEditorDialog.handleKeyDown);
self.close();
});
self.saveButton = this.createRightButton("Save", () => {
document.removeEventListener("mouseup", ImpactSamEditorDialog.handleMouseUp);
document.removeEventListener("keydown", ImpactSamEditorDialog.handleKeyDown);
self.save(self);
});
var undoButton = this.createLeftButton("Undo", () => {
if(self.prompt_points.length > 0) {
self.prompt_points.pop();
self.pointsCtx.clearRect(0, 0, self.pointsCanvas.width, self.pointsCanvas.height);
self.invalidatePointsCanvas(self);
}
});
bottom_panel.appendChild(clearButton);
bottom_panel.appendChild(detectButton);
bottom_panel.appendChild(self.saveButton);
bottom_panel.appendChild(cancelButton);
bottom_panel.appendChild(confidence_slider);
bottom_panel.appendChild(undoButton);
imgCanvas.style.position = "relative";
imgCanvas.style.top = "200";
imgCanvas.style.left = "0";
maskCanvas.style.position = "absolute";
maskCanvas.style.opacity = 0.5;
pointsCanvas.style.position = "absolute";
}
show() {
this.mask_image = null;
self.prompt_points = [];
this.message_box = $el("p", ["Please wait a moment while the SAM model and the image are being loaded."]);
this.element.appendChild(this.message_box);
if(self.imgCtx) {
self.imgCtx.clearRect(0, 0, self.imageCanvas.width, self.imageCanvas.height);
}
const target_image_path = ComfyApp.clipspace.imgs[ComfyApp.clipspace['selectedIndex']].src;
this.load_sam(target_image_path);
if(!this.is_layout_created) {
// layout
const imgCanvas = document.createElement('canvas');
const maskCanvas = document.createElement('canvas');
const pointsCanvas = document.createElement('canvas');
imgCanvas.id = "imageCanvas";
maskCanvas.id = "maskCanvas";
pointsCanvas.id = "pointsCanvas";
this.setlayout(imgCanvas, maskCanvas, pointsCanvas);
// prepare content
this.imgCanvas = imgCanvas;
this.maskCanvas = maskCanvas;
this.pointsCanvas = pointsCanvas;
this.maskCtx = maskCanvas.getContext('2d');
this.pointsCtx = pointsCanvas.getContext('2d');
this.is_layout_created = true;
// replacement of onClose hook since close is not real close
const self = this;
const observer = new MutationObserver(function(mutations) {
mutations.forEach(function(mutation) {
if (mutation.type === 'attributes' && mutation.attributeName === 'style') {
if(self.last_display_style && self.last_display_style != 'none' && self.element.style.display == 'none') {
ComfyApp.onClipspaceEditorClosed();
}
self.last_display_style = self.element.style.display;
}
});
});
const config = { attributes: true };
observer.observe(this.element, config);
}
this.setImages(target_image_path, this.imgCanvas, this.pointsCanvas);
if(ComfyApp.clipspace_return_node) {
this.saveButton.innerText = "Save to node";
}
else {
this.saveButton.innerText = "Save";
}
this.saveButton.disabled = true;
this.element.style.display = "block";
this.element.style.zIndex = 8888; // NOTE: alert dialog must be high priority.
}
updateBrushPreview(self, event) {
event.preventDefault();
const centerX = event.pageX;
const centerY = event.pageY;
const brush = self.brush;
brush.style.width = self.brush_size * 2 + "px";
brush.style.height = self.brush_size * 2 + "px";
brush.style.left = (centerX - self.brush_size) + "px";
brush.style.top = (centerY - self.brush_size) + "px";
}
setImages(target_image_path, imgCanvas, pointsCanvas) {
const imgCtx = imgCanvas.getContext('2d');
const maskCtx = this.maskCtx;
const maskCanvas = this.maskCanvas;
const self = this;
// image load
const orig_image = new Image();
window.addEventListener("resize", () => {
// repositioning
imgCanvas.width = window.innerWidth - 250;
imgCanvas.height = window.innerHeight - 200;
// redraw image
let drawWidth = orig_image.width;
let drawHeight = orig_image.height;
if (orig_image.width > imgCanvas.width) {
drawWidth = imgCanvas.width;
drawHeight = (drawWidth / orig_image.width) * orig_image.height;
}
if (drawHeight > imgCanvas.height) {
drawHeight = imgCanvas.height;
drawWidth = (drawHeight / orig_image.height) * orig_image.width;
}
imgCtx.drawImage(orig_image, 0, 0, drawWidth, drawHeight);
// update mask
pointsCanvas.width = drawWidth;
pointsCanvas.height = drawHeight;
pointsCanvas.style.top = imgCanvas.offsetTop + "px";
pointsCanvas.style.left = imgCanvas.offsetLeft + "px";
maskCanvas.width = drawWidth;
maskCanvas.height = drawHeight;
maskCanvas.style.top = imgCanvas.offsetTop + "px";
maskCanvas.style.left = imgCanvas.offsetLeft + "px";
self.invalidateMaskCanvas(self);
self.invalidatePointsCanvas(self);
});
// original image load
orig_image.onload = () => self.onLoaded(self);
const rgb_url = new URL(target_image_path);
rgb_url.searchParams.delete('channel');
rgb_url.searchParams.set('channel', 'rgb');
orig_image.src = rgb_url;
self.image = orig_image;
}
onLoaded(self) {
if(self.message_box) {
self.element.removeChild(self.message_box);
self.message_box = null;
}
window.dispatchEvent(new Event('resize'));
self.setEventHandler(pointsCanvas);
self.saveButton.disabled = false;
}
setEventHandler(targetCanvas) {
targetCanvas.addEventListener("contextmenu", (event) => {
event.preventDefault();
});
const self = this;
targetCanvas.addEventListener('pointermove', (event) => this.updateBrushPreview(self,event));
targetCanvas.addEventListener('pointerdown', (event) => this.handlePointerDown(self,event));
targetCanvas.addEventListener('pointerover', (event) => { this.brush.style.display = "block"; });
targetCanvas.addEventListener('pointerleave', (event) => { this.brush.style.display = "none"; });
document.addEventListener('keydown', ImpactSamEditorDialog.handleKeyDown);
}
static handleKeyDown(event) {
const self = ImpactSamEditorDialog.instance;
if (event.key === '=') { // positive
brush.style.backgroundColor = "blue";
brush.style.outline = "2px solid pink";
self.is_positive_mode = true;
} else if (event.key === '-') { // negative
brush.style.backgroundColor = "red";
brush.style.outline = "2px solid skyblue";
self.is_positive_mode = false;
}
}
is_positive_mode = true;
prompt_points = [];
confidence = 70;
invalidatePointsCanvas(self) {
const ctx = self.pointsCtx;
for (const i in self.prompt_points) {
const [is_positive, x, y] = self.prompt_points[i];
const scaledX = x * ctx.canvas.width / self.image.width;
const scaledY = y * ctx.canvas.height / self.image.height;
if(is_positive)
ctx.fillStyle = "blue";
else
ctx.fillStyle = "red";
ctx.beginPath();
ctx.arc(scaledX, scaledY, 3, 0, 3 * Math.PI);
ctx.fill();
}
}
invalidateMaskCanvas(self) {
if(self.mask_image) {
self.maskCtx.clearRect(0, 0, self.maskCanvas.width, self.maskCanvas.height);
self.maskCtx.drawImage(self.mask_image, 0, 0, self.maskCanvas.width, self.maskCanvas.height);
}
}
async load_sam(url) {
const parsedUrl = new URL(url);
const searchParams = new URLSearchParams(parsedUrl.search);
const filename = searchParams.get("filename") || "";
const fileType = searchParams.get("type") || "";
const subfolder = searchParams.get("subfolder") || "";
const data = {
sam_model_name: "auto",
filename: filename,
type: fileType,
subfolder: subfolder
};
api.fetchApi('/sam/prepare', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(data)
});
}
async detect(self) {
const positive_points = [];
const negative_points = [];
for(const i in self.prompt_points) {
const [is_positive, x, y] = self.prompt_points[i];
const point = [x,y];
if(is_positive)
positive_points.push(point);
else
negative_points.push(point);
}
const data = {
positive_points: positive_points,
negative_points: negative_points,
threshold: self.confidence/100
};
const response = await api.fetchApi('/sam/detect', {
method: 'POST',
headers: { 'Content-Type': 'image/png' },
body: JSON.stringify(data)
});
const blob = await response.blob();
const url = URL.createObjectURL(blob);
return new Promise((resolve, reject) => {
const image = new Image();
image.onload = () => resolve(image);
image.onerror = reject;
image.src = url;
});
}
handlePointerDown(self, event) {
if ([0, 2, 5].includes(event.button)) {
event.preventDefault();
const x = event.offsetX || event.targetTouches[0].clientX - maskRect.left;
const y = event.offsetY || event.targetTouches[0].clientY - maskRect.top;
const originalX = x * self.image.width / self.pointsCanvas.width;
const originalY = y * self.image.height / self.pointsCanvas.height;
var point = null;
if (event.button == 0) {
// positive
point = [true, originalX, originalY];
} else {
// negative
point = [false, originalX, originalY];
}
self.prompt_points.push(point);
self.invalidatePointsCanvas(self);
}
}
async save(self) {
if(!self.mask_image) {
this.close();
return;
}
const save_canvas = document.createElement('canvas');
const save_ctx = save_canvas.getContext('2d', {willReadFrequently:true});
save_canvas.width = self.mask_image.width;
save_canvas.height = self.mask_image.height;
save_ctx.drawImage(self.mask_image, 0, 0, save_canvas.width, save_canvas.height);
const save_data = save_ctx.getImageData(0, 0, save_canvas.width, save_canvas.height);
// refine mask image
for (let i = 0; i < save_data.data.length; i += 4) {
if(save_data.data[i]) {
save_data.data[i+3] = 0;
}
else {
save_data.data[i+3] = 255;
}
save_data.data[i] = 0;
save_data.data[i+1] = 0;
save_data.data[i+2] = 0;
}
save_ctx.globalCompositeOperation = 'source-over';
save_ctx.putImageData(save_data, 0, 0);
const formData = new FormData();
const filename = "clipspace-mask-" + performance.now() + ".png";
const item =
{
"filename": filename,
"subfolder": "",
"type": "temp",
};
if(ComfyApp.clipspace.images)
ComfyApp.clipspace.images[0] = item;
if(ComfyApp.clipspace.widgets) {
const index = ComfyApp.clipspace.widgets.findIndex(obj => obj.name === 'image');
if(index >= 0)
ComfyApp.clipspace.widgets[index].value = `${filename} [temp]`;
}
const dataURL = save_canvas.toDataURL();
const blob = dataURLToBlob(dataURL);
let original_url = new URL(this.image.src);
const original_ref = { filename: original_url.searchParams.get('filename') };
let original_subfolder = original_url.searchParams.get("subfolder");
if(original_subfolder)
original_ref.subfolder = original_subfolder;
let original_type = original_url.searchParams.get("type");
if(original_type)
original_ref.type = original_type;
formData.append('image', blob, filename);
formData.append('original_ref', JSON.stringify(original_ref));
formData.append('type', "temp");
await uploadMask(item, formData);
ComfyApp.onClipspaceEditorSave();
this.close();
}
}
app.registerExtension({
name: "Comfy.Impact.SAMEditor",
init(app) {
const callback =
function () {
let dlg = ImpactSamEditorDialog.getInstance();
dlg.show();
};
const context_predicate = () => ComfyApp.clipspace && ComfyApp.clipspace.imgs && ComfyApp.clipspace.imgs.length > 0
ClipspaceDialog.registerButton("Impact SAM Detector", context_predicate, callback);
},
async beforeRegisterNodeDef(nodeType, nodeData, app) {
if (Array.isArray(nodeData.output) && (nodeData.output.includes("MASK") || nodeData.output.includes("IMAGE"))) {
addMenuHandler(nodeType, function (_, options) {
options.unshift({
content: "Open in SAM Detector",
callback: () => {
ComfyApp.copyToClipspace(this);
ComfyApp.clipspace_return_node = this;
let dlg = ImpactSamEditorDialog.getInstance();
dlg.show();
},
});
});
}
}
});