diff --git a/packages/web-examples/vite-project/package.json b/packages/web-examples/vite-project/package.json index 5152ab9c..008e06bf 100644 --- a/packages/web-examples/vite-project/package.json +++ b/packages/web-examples/vite-project/package.json @@ -12,8 +12,9 @@ "dependencies": { "@imgly/background-removal": "workspace:*", "@imgly/background-removal-data": "workspace:*", - "vue": "^3.2.47", - "onnxruntime-web": "1.21.0" + "jszip": "^3.10.1", + "onnxruntime-web": "1.21.0", + "vue": "^3.2.47" }, "devDependencies": { "@vitejs/plugin-vue": "^4.1.0", diff --git a/packages/web-examples/vite-project/public/js b/packages/web-examples/vite-project/public/js deleted file mode 120000 index db7fff97..00000000 --- a/packages/web-examples/vite-project/public/js +++ /dev/null @@ -1 +0,0 @@ -../node_modules/@imgly/background-removal-data/dist \ No newline at end of file diff --git a/packages/web-examples/vite-project/public/js/064e16ef5bd663f4c8b2d2531c018973282906db2b80c9995731340b84d28a47 b/packages/web-examples/vite-project/public/js/064e16ef5bd663f4c8b2d2531c018973282906db2b80c9995731340b84d28a47 new file mode 100644 index 00000000..62f50b06 --- /dev/null +++ b/packages/web-examples/vite-project/public/js/064e16ef5bd663f4c8b2d2531c018973282906db2b80c9995731340b84d28a47 @@ -0,0 +1,3 @@ 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b/packages/web-examples/vite-project/src/App.vue index 4ffbeb3d..bc40d057 100644 --- a/packages/web-examples/vite-project/src/App.vue +++ b/packages/web-examples/vite-project/src/App.vue @@ -1,195 +1,2572 @@ - - - - + diff --git a/packages/web/.resources.mjs b/packages/web/.resources.mjs new file mode 100644 index 00000000..d6d1738d --- /dev/null +++ b/packages/web/.resources.mjs @@ -0,0 +1 @@ +export default []; diff --git a/packages/web/src/api/v1.ts b/packages/web/src/api/v1.ts index e08c06a4..0a9e5a4f 100644 --- a/packages/web/src/api/v1.ts +++ b/packages/web/src/api/v1.ts @@ -5,9 +5,13 @@ export { removeForeground, alphamask, segmentForeground, - applySegmentationMask + applySegmentationMask, + processMask, + composeWithBackground, + createCheckerboardBg, + getSegmentationMask }; -export type { Config, ImageSource }; +export type { Config, ImageSource, MaskConfig, BackgroundConfig }; import memoize from 'lodash-es/memoize'; @@ -15,6 +19,26 @@ import { initInference, runInference } from '../inference'; import { Config, validateConfig } from '../schema'; import * as utils from '../utils'; import { ImageSource } from '../utils'; +import ndarray, { NdArray } from 'ndarray'; + +type MaskConfig = { + smoothness?: number; + feather?: number; + edgeMode?: 'auto' | 'hard' | 'soft' | 'blur'; + contrast?: number; + threshold?: number; +}; + +type BackgroundConfig = { + type?: 'transparent' | 'solid' | 'image' | 'checkerboard'; + color?: { r?: number; g?: number; b?: number }; + image?: ImageSource; + checkerboard?: { + tileSize?: number; + color1?: { r?: number; g?: number; b?: number }; + color2?: { r?: number; g?: number; b?: number }; + }; +}; const init = memoize(initInference, (config) => JSON.stringify(config)); @@ -23,6 +47,93 @@ async function preload(configuration?: Config): Promise { return; } +function processMask( + mask: NdArray, + maskConfig: MaskConfig +): NdArray { + let result = mask; + + if (maskConfig.edgeMode && maskConfig.edgeMode !== 'auto') { + result = utils.applyEdgeMode(result, maskConfig.edgeMode); + } + + if (maskConfig.contrast && maskConfig.contrast !== 0) { + result = utils.applyContrast(result, maskConfig.contrast); + } + + if (maskConfig.smoothness && maskConfig.smoothness > 0) { + result = utils.applySmoothMask(result, maskConfig.smoothness); + } + + if (maskConfig.feather && maskConfig.feather > 0) { + result = utils.applyFeatherMask(result, maskConfig.feather); + } + + if (maskConfig.threshold !== undefined) { + result = utils.applyThreshold(result, maskConfig.threshold); + } + + return result; +} + +async function composeWithBackground( + foreground: NdArray, + backgroundConfig: BackgroundConfig +): Promise> { + const [height, width] = foreground.shape; + + if (!backgroundConfig.type || backgroundConfig.type === 'transparent') { + return foreground; + } + + let background: NdArray | { r: number; g: number; b: number }; + + if (backgroundConfig.type === 'solid' && backgroundConfig.color) { + background = { + r: backgroundConfig.color.r ?? 255, + g: backgroundConfig.color.g ?? 255, + b: backgroundConfig.color.b ?? 255 + }; + } else if (backgroundConfig.type === 'checkerboard') { + const cb = backgroundConfig.checkerboard || {}; + const color1 = cb.color1 || {}; + const color2 = cb.color2 || {}; + background = utils.createCheckerboardBackground( + width, + height, + cb.tileSize || 16, + { r: color1.r ?? 255, g: color1.g ?? 255, b: color1.b ?? 255 }, + { r: color2.r ?? 204, g: color2.g ?? 204, b: color2.b ?? 204 } + ); + } else if (backgroundConfig.type === 'image' && backgroundConfig.image) { + background = await utils.imageSourceToImageData(backgroundConfig.image, {} as Config); + } else { + return foreground; + } + + return utils.composeImageWithBackground(foreground, background); +} + +function createCheckerboardBg( + width: number, + height: number, + tileSize: number = 16, + color1: { r: number; g: number; b: number } = { r: 255, g: 255, b: 255 }, + color2: { r: number; g: number; b: number } = { r: 204, g: 204, b: 204 } +): NdArray { + return utils.createCheckerboardBackground(width, height, tileSize, color1, color2); +} + +async function getSegmentationMask( + image: ImageSource, + configuration?: Config +): Promise> { + const { config, session } = await init(configuration); + const inputImageTensor = await utils.imageSourceToImageData(image, config); + const [alphamask] = await runInference(inputImageTensor, config, session); + return alphamask; +} + /** * Removes the background from an image. * @@ -36,31 +147,42 @@ async function removeBackground( ): Promise { const { config, session } = await init(configuration); - if (config.progress) config.progress('compute:decode', 0, 4); + if (config.progress) config.progress('compute:decode', 0, 5); const inputImageTensor = await utils.imageSourceToImageData(image, config); - config.progress?.('compute:inference', 1, 4); - const [alphamask, imageTensor] = await runInference( + config.progress?.('compute:inference', 1, 5); + let [alphamask, imageTensor] = await runInference( inputImageTensor, config, session ); - config.progress?.('compute:mask', 2, 4); - const outImageTensor = imageTensor; - const [width, height] = outImageTensor.shape; + config.progress?.('compute:mask', 2, 5); + + if (config.mask && (config.mask.smoothness || config.mask.feather || config.mask.edgeMode !== 'auto' || config.mask.contrast !== 0 || config.mask.threshold !== undefined)) { + alphamask = processMask(alphamask, config.mask); + } + + config.progress?.('compute:compose', 3, 5); + const [width, height] = imageTensor.shape; const stride = width * height; for (let i = 0; i < stride; i += 1) { - outImageTensor.data[4 * i + 3] = alphamask.data[i]; + imageTensor.data[4 * i + 3] = alphamask.data[i]; + } + + let outImageTensor = imageTensor; + if (config.background && config.background.type !== 'transparent') { + outImageTensor = await composeWithBackground(imageTensor, config.background); } - config.progress?.('compute:encode', 3, 4); + + config.progress?.('compute:encode', 4, 5); const outImage = await utils.imageEncode( outImageTensor, config.output.quality, config.output.format ); - config.progress?.('compute:encode', 4, 4); + config.progress?.('compute:encode', 5, 5); return outImage; } diff --git a/packages/web/src/resource.ts b/packages/web/src/resource.ts index 5f57ada2..22d41c48 100644 --- a/packages/web/src/resource.ts +++ b/packages/web/src/resource.ts @@ -2,8 +2,15 @@ export { loadAsBlob, loadAsUrl, loadAsArrayBuffer, preload, resolveChunkUrls }; import { Config } from './schema'; -async function preload(config: Config): Promise { - // load resource metadata +const resourceMetadataCache = new Map(); +const blobCache = new Map(); + +async function loadResourceMetadata(config: Config): Promise { + const cacheKey = config.publicPath; + if (resourceMetadataCache.has(cacheKey)) { + return resourceMetadataCache.get(cacheKey); + } + const resourceUrl = new URL('resources.json', config.publicPath); const resourceResponse = await fetch(resourceUrl); if (!resourceResponse.ok) { @@ -12,6 +19,12 @@ async function preload(config: Config): Promise { ); } const resourceMap = await resourceResponse.json(); + resourceMetadataCache.set(cacheKey, resourceMap); + return resourceMap; +} + +async function preload(config: Config): Promise { + const resourceMap = await loadResourceMetadata(config); const keys = Object.keys(resourceMap); await Promise.all( @@ -32,15 +45,13 @@ async function loadAsArrayBuffer( } async function loadAsBlob(key: string, config: Config) { - // load resource metadata - const resourceUrl = new URL('resources.json', config.publicPath); - const resourceResponse = await fetch(resourceUrl); - if (!resourceResponse.ok) { - throw new Error( - `Resource metadata not found. Ensure that the config.publicPath is configured correctly.` - ); + const cacheKey = `${config.publicPath}:${key}`; + + if (blobCache.has(cacheKey)) { + return blobCache.get(cacheKey)!; } - const resourceMap = await resourceResponse.json(); + + const resourceMap = await loadResourceMetadata(config); const entry = resourceMap[key]; if (!entry) { @@ -49,7 +60,7 @@ async function loadAsBlob(key: string, config: Config) { ); } - const chunks = entry.chunks; // list of entries + const chunks = entry.chunks; let downloadedSize = 0; const responses = chunks.map(async (chunk) => { @@ -73,8 +84,6 @@ async function loadAsBlob(key: string, config: Config) { return blob; }); - // we could create a new buffer here and use the chunk entries and combine the file instead - const allChunkData = await Promise.all(responses); const data = new Blob(allChunkData, { type: entry.mime }); @@ -83,19 +92,13 @@ async function loadAsBlob(key: string, config: Config) { `Failed to fetch ${key} with size ${entry.size} but got ${data.size}` ); } + + blobCache.set(cacheKey, data); return data; } async function resolveChunkUrls(key: string, config: Config) { - // load resource metadata - const resourceUrl = new URL('resources.json', config.publicPath); - const resourceResponse = await fetch(resourceUrl); - if (!resourceResponse.ok) { - throw new Error( - `Resource metadata not found. Ensure that the config.publicPath is configured correctly.` - ); - } - const resourceMap = await resourceResponse.json(); + const resourceMap = await loadResourceMetadata(config); const entry = resourceMap[key]; if (!entry) { @@ -104,17 +107,13 @@ async function resolveChunkUrls(key: string, config: Config) { ); } - const chunks = entry.chunks; // list of entries + const chunks = entry.chunks; - const responses = chunks.map(async (chunk) => { - const url = config.publicPath + const allUrls = chunks.map((chunk) => { + return config.publicPath ? new URL(chunk.name, config.publicPath).toString() : chunk.name; - - return url; }); - // we could create a new buffer here and use the chunk entries and combine the file instead - const allUrls = await Promise.all(responses); return allUrls; } diff --git a/packages/web/src/schema.ts b/packages/web/src/schema.ts index 482890ff..147acd80 100644 --- a/packages/web/src/schema.ts +++ b/packages/web/src/schema.ts @@ -74,6 +74,76 @@ const ConfigSchema = z .default('image/png'), quality: z.number().default(0.8) }) + .default({}), + mask: z + .object({ + smoothness: z + .number() + .min(0) + .max(20) + .default(0) + .describe('Smoothness of the mask edges (0-20, higher = smoother).'), + feather: z + .number() + .min(0) + .max(50) + .default(0) + .describe('Feather radius for soft edges (0-50 pixels).'), + edgeMode: z + .enum(['auto', 'hard', 'soft', 'blur']) + .default('auto') + .describe('Edge processing mode.'), + contrast: z + .number() + .min(-100) + .max(100) + .default(0) + .describe('Contrast adjustment for the mask (-100 to 100).'), + threshold: z + .number() + .min(0) + .max(255) + .optional() + .describe('Threshold value for binary mask (0-255).') + }) + .default({}), + background: z + .object({ + type: z + .enum(['transparent', 'solid', 'image', 'checkerboard']) + .default('transparent') + .describe('Background type.'), + color: z + .object({ + r: z.number().min(0).max(255).default(255), + g: z.number().min(0).max(255).default(255), + b: z.number().min(0).max(255).default(255) + }) + .default({}), + image: z + .any() + .optional() + .describe('Background image source (ImageSource).'), + checkerboard: z + .object({ + tileSize: z.number().min(4).max(64).default(16), + color1: z + .object({ + r: z.number().min(0).max(255).default(255), + g: z.number().min(0).max(255).default(255), + b: z.number().min(0).max(255).default(255) + }) + .default({}), + color2: z + .object({ + r: z.number().min(0).max(255).default(204), + g: z.number().min(0).max(255).default(204), + b: z.number().min(0).max(255).default(204) + }) + .default({}) + }) + .default({}) + }) .default({}) }) .default({}) diff --git a/packages/web/src/utils.ts b/packages/web/src/utils.ts index 6754d034..7be382f1 100644 --- a/packages/web/src/utils.ts +++ b/packages/web/src/utils.ts @@ -6,7 +6,18 @@ export { imageBitmapToImageData, imageSourceToImageData, type ImageSource, - createCanvas + createCanvas, + applyGaussianBlur, + applyBoxBlur, + applySmoothMask, + applyFeatherMask, + applyContrast, + applyThreshold, + applyErosion, + applyDilation, + applyEdgeMode, + composeImageWithBackground, + createCheckerboardBackground }; import ndarray, { NdArray, TypedArray } from 'ndarray'; @@ -54,6 +65,7 @@ function tensorResizeBilinear( proportional: boolean = false ): NdArray { const [srcHeight, srcWidth, srcChannels] = imageTensor.shape; + const srcData = imageTensor.data; let scaleX = srcWidth / newWidth; let scaleY = srcHeight / newHeight; @@ -65,43 +77,48 @@ function tensorResizeBilinear( : Math.min(scaleX, scaleY); } - // Create a new NdArray to store the resized image - const resizedImageData = ndarray( - createTypeArray(srcChannels * newWidth * newHeight), - [newHeight, newWidth, srcChannels] - ); - // Perform interpolation to fill the resized NdArray + const dstData = createTypeArray(srcChannels * newWidth * newHeight); + const srcStrideY = srcWidth * srcChannels; + const srcStrideX = srcChannels; + const dstStrideY = newWidth * srcChannels; + const dstStrideX = srcChannels; + for (let y = 0; y < newHeight; y++) { - for (let x = 0; x < newWidth; x++) { - const srcX = x * scaleX; - const srcY = y * scaleY; - const x1 = Math.max(Math.floor(srcX), 0); - const x2 = Math.min(Math.ceil(srcX), srcWidth - 1); - const y1 = Math.max(Math.floor(srcY), 0); - const y2 = Math.min(Math.ceil(srcY), srcHeight - 1); + const dstY = y * dstStrideY; + const srcYf = y * scaleY; + const srcY1 = Math.max(Math.floor(srcYf), 0); + const srcY2 = Math.min(Math.ceil(srcYf), srcHeight - 1); + const dy = srcYf - srcY1; + const srcY1Idx = srcY1 * srcStrideY; + const srcY2Idx = srcY2 * srcStrideY; - const dx = srcX - x1; - const dy = srcY - y1; + for (let x = 0; x < newWidth; x++) { + const dstIdx = dstY + x * dstStrideX; + const srcXf = x * scaleX; + const srcX1 = Math.max(Math.floor(srcXf), 0); + const srcX2 = Math.min(Math.ceil(srcXf), srcWidth - 1); + const dx = srcXf - srcX1; + const srcX1Idx = srcX1 * srcStrideX; + const srcX2Idx = srcX2 * srcStrideX; for (let c = 0; c < srcChannels; c++) { - const p1 = imageTensor.get(y1, x1, c); - const p2 = imageTensor.get(y1, x2, c); - const p3 = imageTensor.get(y2, x1, c); - const p4 = imageTensor.get(y2, x2, c); + const p1 = srcData[srcY1Idx + srcX1Idx + c]; + const p2 = srcData[srcY1Idx + srcX2Idx + c]; + const p3 = srcData[srcY2Idx + srcX1Idx + c]; + const p4 = srcData[srcY2Idx + srcX2Idx + c]; - // Perform bilinear interpolation const interpolatedValue = (1 - dx) * (1 - dy) * p1 + dx * (1 - dy) * p2 + (1 - dx) * dy * p3 + dx * dy * p4; - // console.log(interpolatedValue); - resizedImageData.set(y, x, c, interpolatedValue); + + dstData[dstIdx + c] = interpolatedValue; } } } - return resizedImageData; + return ndarray(dstData, [newHeight, newWidth, srcChannels]); } function tensorHWCtoBCHW( @@ -171,3 +188,357 @@ function createCanvas(width, height) { } return canvas; } + +function createGaussianKernel(sigma: number, radius: number): number[] { + const kernelSize = radius * 2 + 1; + const kernel = new Array(kernelSize); + let sum = 0; + + for (let i = 0; i < kernelSize; i++) { + const x = i - radius; + const exponent = -(x * x) / (2 * sigma * sigma); + kernel[i] = Math.exp(exponent); + sum += kernel[i]; + } + + for (let i = 0; i < kernelSize; i++) { + kernel[i] /= sum; + } + + return kernel; +} + +function applyBoxBlur( + imageTensor: NdArray, + radius: number +): NdArray { + if (radius <= 0) return imageTensor; + + const [height, width, channels] = imageTensor.shape; + const srcData = imageTensor.data; + const dstData = createTypeArray(height * width * channels); + + const tempData = createTypeArray(height * width * channels); + const kernelSize = radius * 2 + 1; + + for (let y = 0; y < height; y++) { + for (let c = 0; c < channels; c++) { + let sum = 0; + for (let x = -radius; x <= radius; x++) { + const px = Math.max(0, Math.min(width - 1, x)); + sum += srcData[y * width * channels + px * channels + c]; + } + + for (let x = 0; x < width; x++) { + tempData[y * width * channels + x * channels + c] = sum / kernelSize; + + const removeX = Math.max(0, x - radius); + const addX = Math.min(width - 1, x + radius + 1); + sum -= srcData[y * width * channels + removeX * channels + c]; + sum += srcData[y * width * channels + addX * channels + c]; + } + } + } + + for (let x = 0; x < width; x++) { + for (let c = 0; c < channels; c++) { + let sum = 0; + for (let y = -radius; y <= radius; y++) { + const py = Math.max(0, Math.min(height - 1, y)); + sum += tempData[py * width * channels + x * channels + c]; + } + + for (let y = 0; y < height; y++) { + dstData[y * width * channels + x * channels + c] = sum / kernelSize; + + const removeY = Math.max(0, y - radius); + const addY = Math.min(height - 1, y + radius + 1); + sum -= tempData[removeY * width * channels + x * channels + c]; + sum += tempData[addY * width * channels + x * channels + c]; + } + } + } + + return ndarray(dstData, [height, width, channels]); +} + +function applyGaussianBlur( + imageTensor: NdArray, + sigma: number +): NdArray { + if (sigma <= 0) return imageTensor; + + const radius = Math.ceil(sigma * 3); + const kernel = createGaussianKernel(sigma, radius); + const [height, width, channels] = imageTensor.shape; + const srcData = imageTensor.data; + const dstData = createTypeArray(height * width * channels); + const tempData = createTypeArray(height * width * channels); + + for (let y = 0; y < height; y++) { + for (let c = 0; c < channels; c++) { + for (let x = 0; x < width; x++) { + let sum = 0; + for (let k = -radius; k <= radius; k++) { + const px = Math.max(0, Math.min(width - 1, x + k)); + sum += srcData[y * width * channels + px * channels + c] * kernel[k + radius]; + } + tempData[y * width * channels + x * channels + c] = sum; + } + } + } + + for (let x = 0; x < width; x++) { + for (let c = 0; c < channels; c++) { + for (let y = 0; y < height; y++) { + let sum = 0; + for (let k = -radius; k <= radius; k++) { + const py = Math.max(0, Math.min(height - 1, y + k)); + sum += tempData[py * width * channels + x * channels + c] * kernel[k + radius]; + } + dstData[y * width * channels + x * channels + c] = sum; + } + } + } + + return ndarray(dstData, [height, width, channels]); +} + +function applySmoothMask( + mask: NdArray, + smoothness: number +): NdArray { + if (smoothness <= 0) return mask; + return applyGaussianBlur(mask, smoothness); +} + +function applyFeatherMask( + mask: NdArray, + featherRadius: number +): NdArray { + if (featherRadius <= 0) return mask; + + const [height, width, channels] = mask.shape; + const temp = ndarray(new Uint8Array(height * width), [height, width]); + + for (let y = 0; y < height; y++) { + for (let x = 0; x < width; x++) { + temp.data[y * width + x] = mask.data[y * width * channels]; + } + } + + const eroded = applyErosion(temp, featherRadius); + const dilated = applyDilation(temp, featherRadius); + + const result = createTypeArray(height * width * channels); + + for (let y = 0; y < height; y++) { + for (let x = 0; x < width; x++) { + const original = temp.data[y * width + x]; + const erodeVal = eroded.data[y * width + x]; + const dilateVal = dilated.data[y * width + x]; + + let alpha: number; + if (erodeVal === dilateVal) { + alpha = original; + } else { + const dist = (original - erodeVal) / (dilateVal - erodeVal || 1); + alpha = erodeVal + dist * (dilateVal - erodeVal); + } + + result[y * width * channels] = alpha; + } + } + + return ndarray(result, [height, width, channels]); +} + +function applyErosion( + imageTensor: NdArray, + radius: number +): NdArray { + if (radius <= 0) return imageTensor; + + const [height, width, channels] = imageTensor.shape; + const srcData = imageTensor.data; + const dstData = createTypeArray(height * width * channels); + + for (let y = 0; y < height; y++) { + for (let x = 0; x < width; x++) { + for (let c = 0; c < channels; c++) { + let minVal = 255; + + for (let dy = -radius; dy <= radius; dy++) { + for (let dx = -radius; dx <= radius; dx++) { + const ny = Math.max(0, Math.min(height - 1, y + dy)); + const nx = Math.max(0, Math.min(width - 1, x + dx)); + const val = srcData[ny * width * channels + nx * channels + c]; + minVal = Math.min(minVal, val); + } + } + + dstData[y * width * channels + x * channels + c] = minVal; + } + } + } + + return ndarray(dstData, [height, width, channels]); +} + +function applyDilation( + imageTensor: NdArray, + radius: number +): NdArray { + if (radius <= 0) return imageTensor; + + const [height, width, channels] = imageTensor.shape; + const srcData = imageTensor.data; + const dstData = createTypeArray(height * width * channels); + + for (let y = 0; y < height; y++) { + for (let x = 0; x < width; x++) { + for (let c = 0; c < channels; c++) { + let maxVal = 0; + + for (let dy = -radius; dy <= radius; dy++) { + for (let dx = -radius; dx <= radius; dx++) { + const ny = Math.max(0, Math.min(height - 1, y + dy)); + const nx = Math.max(0, Math.min(width - 1, x + dx)); + const val = srcData[ny * width * channels + nx * channels + c]; + maxVal = Math.max(maxVal, val); + } + } + + dstData[y * width * channels + x * channels + c] = maxVal; + } + } + } + + return ndarray(dstData, [height, width, channels]); +} + +function applyContrast( + imageTensor: NdArray, + contrast: number +): NdArray { + const factor = (259 * (contrast + 255)) / (255 * (259 - contrast)); + const [height, width, channels] = imageTensor.shape; + const dstData = createTypeArray(height * width * channels); + + for (let i = 0; i < height * width * channels; i++) { + const val = imageTensor.data[i]; + const adjusted = factor * (val - 128) + 128; + dstData[i] = Math.max(0, Math.min(255, adjusted)); + } + + return ndarray(dstData, [height, width, channels]); +} + +function applyThreshold( + imageTensor: NdArray, + threshold: number +): NdArray { + const [height, width, channels] = imageTensor.shape; + const dstData = createTypeArray(height * width * channels); + + for (let i = 0; i < height * width * channels; i++) { + dstData[i] = imageTensor.data[i] >= threshold ? 255 : 0; + } + + return ndarray(dstData, [height, width, channels]); +} + +function applyEdgeMode( + mask: NdArray, + edgeMode: 'hard' | 'soft' | 'blur' | 'auto' +): NdArray { + switch (edgeMode) { + case 'hard': + return applyThreshold(mask, 128); + case 'soft': + return applyContrast(mask, 50); + case 'blur': + return applyGaussianBlur(mask, 2); + case 'auto': + default: + return mask; + } +} + +function createCheckerboardBackground( + width: number, + height: number, + tileSize: number = 16, + color1: { r: number; g: number; b: number } = { r: 255, g: 255, b: 255 }, + color2: { r: number; g: number; b: number } = { r: 204, g: 204, b: 204 } +): NdArray { + const data = new Uint8Array(height * width * 4); + + for (let y = 0; y < height; y++) { + for (let x = 0; x < width; x++) { + const idx = (y * width + x) * 4; + const tileX = Math.floor(x / tileSize); + const tileY = Math.floor(y / tileSize); + const isLight = (tileX + tileY) % 2 === 0; + + if (isLight) { + data[idx] = color1.r; + data[idx + 1] = color1.g; + data[idx + 2] = color1.b; + } else { + data[idx] = color2.r; + data[idx + 1] = color2.g; + data[idx + 2] = color2.b; + } + data[idx + 3] = 255; + } + } + + return ndarray(data, [height, width, 4]); +} + +function composeImageWithBackground( + foreground: NdArray, + background: NdArray | { r: number; g: number; b: number } +): NdArray { + const [fgHeight, fgWidth, fgChannels] = foreground.shape; + const result = ndarray(new Uint8Array(fgHeight * fgWidth * 4), [fgHeight, fgWidth, 4]); + + if ('r' in background) { + const bgColor = background; + for (let y = 0; y < fgHeight; y++) { + for (let x = 0; x < fgWidth; x++) { + const idx = (y * fgWidth + x) * 4; + const alpha = foreground.data[idx + 3] / 255; + const invAlpha = 1 - alpha; + + result.data[idx] = foreground.data[idx] * alpha + bgColor.r * invAlpha; + result.data[idx + 1] = foreground.data[idx + 1] * alpha + bgColor.g * invAlpha; + result.data[idx + 2] = foreground.data[idx + 2] * alpha + bgColor.b * invAlpha; + result.data[idx + 3] = 255; + } + } + } else { + const bg = background; + const [bgHeight, bgWidth] = bg.shape; + + for (let y = 0; y < fgHeight; y++) { + for (let x = 0; x < fgWidth; x++) { + const idx = (y * fgWidth + x) * 4; + const bgX = Math.floor(x * (bgWidth / fgWidth)); + const bgY = Math.floor(y * (bgHeight / fgHeight)); + const bgIdx = (bgY * bgWidth + bgX) * 4; + + const alpha = foreground.data[idx + 3] / 255; + const invAlpha = 1 - alpha; + + result.data[idx] = foreground.data[idx] * alpha + bg.data[bgIdx] * invAlpha; + result.data[idx + 1] = foreground.data[idx + 1] * alpha + bg.data[bgIdx + 1] * invAlpha; + result.data[idx + 2] = foreground.data[idx + 2] * alpha + bg.data[bgIdx + 2] * invAlpha; + result.data[idx + 3] = 255; + } + } + } + + return result; +} diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 9751f8a4..45e8f739 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -254,6 +254,9 @@ importers: '@imgly/background-removal-data': specifier: workspace:* version: link:../../web-data + jszip: + specifier: ^3.10.1 + version: 3.10.1 onnxruntime-web: specifier: 1.21.0 version: 1.21.0 @@ -1788,6 +1791,9 @@ packages: convert-source-map@2.0.0: resolution: {integrity: sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==} + core-util-is@1.0.3: + resolution: {integrity: sha512-ZQBvi1DcpJ4GDqanjucZ2Hj3wEO5pZDS89BWbkcrvdxksJorwUDDZamX9ldFkp9aw2lmBDLgkObEA4DWNJ9FYQ==} + create-jest@29.7.0: resolution: {integrity: sha512-Adz2bdH0Vq3F53KEMJOoftQFutWCukm6J24wbPWRO4k1kMY7gS7ds/uoJkNuV8wDCtWWnuwGcJwpWcih+zEW1Q==} engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0} @@ -2356,16 +2362,18 @@ packages: glob@10.3.16: resolution: {integrity: sha512-JDKXl1DiuuHJ6fVS2FXjownaavciiHNUU4mOvV/B793RLh05vZL1rcPnCSaOgv1hDT6RDlY7AB7ZUvFYAtPgAw==} engines: {node: '>=16 || 14 >=14.18'} + deprecated: Old versions of glob are not supported, and contain widely publicized security vulnerabilities, which have been fixed in the current version. Please update. Support for old versions may be purchased (at exorbitant rates) by contacting i@izs.me hasBin: true glob@11.0.1: resolution: {integrity: sha512-zrQDm8XPnYEKawJScsnM0QzobJxlT/kHOOlRTio8IH/GrmxRE5fjllkzdaHclIuNjUQTJYH2xHNIGfdpJkDJUw==} engines: {node: 20 || >=22} + deprecated: Old versions of glob are not supported, and contain widely publicized security vulnerabilities, which have been fixed in the current version. Please update. Support for old versions may be purchased (at exorbitant rates) by contacting i@izs.me hasBin: true glob@7.2.3: resolution: {integrity: sha512-nFR0zLpU2YCaRxwoCJvL6UvCH2JFyFVIvwTLsIf21AuHlMskA1hhTdk+LlYJtOlYt9v6dvszD2BGRqBL+iQK9Q==} - deprecated: Glob versions prior to v9 are no longer supported + deprecated: Old versions of glob are not supported, and contain widely publicized security vulnerabilities, which have been fixed in the current version. Please update. Support for old versions may be purchased (at exorbitant rates) by contacting i@izs.me global-agent@3.0.0: resolution: {integrity: sha512-PT6XReJ+D07JvGoxQMkT6qji/jVNfX/h364XHZOWeRzy64sSFr+xJ5OX7LI3b4MPQzdL4H8Y8M0xzPpsVMwA8Q==} @@ -2466,6 +2474,9 @@ packages: resolution: {integrity: sha512-hsBTNUqQTDwkWtcdYI2i06Y/nUBEsNEDJKjWdigLvegy8kDuJAS8uRlpkkcQpyEXL0Z/pjDy5HBmMjRCJ2gq+g==} engines: {node: '>= 4'} + immediate@3.0.6: + resolution: {integrity: sha512-XXOFtyqDjNDAQxVfYxuF7g9Il/IbWmmlQg2MYKOH8ExIT1qg6xc4zyS3HaEEATgs1btfzxq15ciUiY7gjSXRGQ==} + import-fresh@3.3.1: resolution: {integrity: sha512-TR3KfrTZTYLPB6jUjfx6MF9WcWrHL9su5TObK4ZkYgBdWKPOFoSoQIdEuTuR82pmtxH2spWG9h6etwfr1pLBqQ==} engines: {node: '>=6'} @@ -2652,6 +2663,9 @@ packages: resolution: {integrity: sha512-eXK1UInq2bPmjyX6e3VHIzMLobc4J94i4AWn+Hpq3OU5KkrRC96OAcR3PRJ/pGu6m8TRnBHP9dkXQVsT/COVIA==} engines: {node: '>=0.10.0'} + isarray@1.0.0: + resolution: {integrity: sha512-VLghIWNM6ELQzo7zwmcg0NmTVyWKYjvIeM83yjp0wRDTmUnrM678fQbcKBo6n2CJEF0szoG//ytg+TKla89ALQ==} + isarray@2.0.5: resolution: {integrity: sha512-xHjhDr3cNBK0BzdUJSPXZntQUx/mwMS5Rw4A7lPJ90XGAO6ISP/ePDNuo0vhqOZU+UD5JoodwCAAoZQd3FeAKw==} @@ -2882,6 +2896,9 @@ packages: resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==} engines: {node: '>=4.0'} + jszip@3.10.1: + resolution: {integrity: sha512-xXDvecyTpGLrqFrvkrUSoxxfJI5AH7U8zxxtVclpsUtMCq4JQ290LY8AW5c7Ggnr/Y/oK+bQMbqK2qmtk3pN4g==} + keyv@4.5.4: resolution: {integrity: sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==} @@ -2915,6 +2932,9 @@ packages: resolution: {integrity: sha512-+bT2uH4E5LGE7h/n3evcS/sQlJXCpIp6ym8OWJ5eV6+67Dsql/LaaT7qJBAt2rzfoa/5QBGBhxDix1dMt2kQKQ==} engines: {node: '>= 0.8.0'} + lie@3.3.0: + resolution: {integrity: sha512-UaiMJzeWRlEujzAuw5LokY1L5ecNQYZKfmyZ9L7wDHb/p5etKaxXhohBcrw0EYby+G/NA52vRSN4N39dxHAIwQ==} + lilconfig@3.1.3: resolution: {integrity: sha512-/vlFKAoH5Cgt3Ie+JLhRbwOsCQePABiU3tJ1egGvyQ+33R/vcwM2Zl2QR/LzjsBeItPt3oSVXapn+m4nQDvpzw==} engines: {node: '>=14'} @@ -3104,6 +3124,7 @@ packages: next@15.1.3: resolution: {integrity: sha512-5igmb8N8AEhWDYzogcJvtcRDU6n4cMGtBklxKD4biYv4LXN8+awc/bbQ2IM2NQHdVPgJ6XumYXfo3hBtErg1DA==} engines: {node: ^18.18.0 || ^19.8.0 || >= 20.0.0} + deprecated: This version has a security vulnerability. Please upgrade to a patched version. See https://nextjs.org/blog/CVE-2025-66478 for more details. hasBin: true peerDependencies: '@opentelemetry/api': ^1.1.0 @@ -3274,6 +3295,9 @@ packages: package-json-from-dist@1.0.1: resolution: {integrity: sha512-UEZIS3/by4OC8vL3P2dTXRETpebLI2NiI5vIrjaD/5UtrkFX/tNbwjTSRAGC/+7CAo2pIcBaRgWmcBBHcsaCIw==} + pako@1.0.11: + resolution: {integrity: sha512-4hLB8Py4zZce5s4yd9XzopqwVv/yGNhV1Bl8NTmCq1763HeK2+EwVTv+leGeL13Dnh2wfbqowVPXCIO0z4taYw==} + parent-module@1.0.1: resolution: {integrity: sha512-GQ2EWRpQV8/o+Aw8YqtfZZPfNRWZYkbidE9k5rpl/hC3vtHHBfGm2Ifi6qWV+coDGkrUKZAxE3Lot5kcsRlh+g==} engines: {node: '>=6'} @@ -3358,6 +3382,7 @@ packages: prebuild-install@7.1.3: resolution: {integrity: sha512-8Mf2cbV7x1cXPUILADGI3wuhfqWvtiLA1iclTDbFRZkgRQS0NqsPZphna9V+HyTEadheuPmjaJMsbzKQFOzLug==} engines: {node: '>=10'} + deprecated: No longer maintained. Please contact the author of the relevant native addon; alternatives are available. hasBin: true prelude-ls@1.2.1: @@ -3373,6 +3398,9 @@ packages: resolution: {integrity: sha512-Pdlw/oPxN+aXdmM9R00JVC9WVFoCLTKJvDVLgmJ+qAffBMxsV85l/Lu7sNx4zSzPyoL2euImuEwHhOXdEgNFZQ==} engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0} + process-nextick-args@2.0.1: + resolution: {integrity: sha512-3ouUOpQhtgrbOa17J7+uxOTpITYWaGP7/AhoR3+A+/1e9skrzelGi/dXzEYyvbxubEF6Wn2ypscTKiKJFFn1ag==} + process@0.11.10: resolution: {integrity: sha512-cdGef/drWFoydD1JsMzuFf8100nZl+GT+yacc2bEced5f9Rjk4z+WtFUTBu9PhOi9j/jfmBPu0mMEY4wIdAF8A==} engines: {node: '>= 0.6.0'} @@ -3426,6 +3454,9 @@ packages: resolution: {integrity: sha512-V8AVnmPIICiWpGfm6GLzCR/W5FXLchHop40W4nXBmdlEceh16rCN8O8LNWm5bh5XUX91fh7KpA+W0TgMKmgTpQ==} engines: {node: '>=0.10.0'} + readable-stream@2.3.8: + resolution: {integrity: sha512-8p0AUk4XODgIewSi0l8Epjs+EVnWiK7NoDIEGU0HhE7+ZyY8D1IMY7odu5lRrFXGg71L15KG8QrPmum45RTtdA==} + readable-stream@3.6.2: resolution: {integrity: sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==} engines: {node: '>= 6'} @@ -3528,6 +3559,9 @@ packages: resolution: {integrity: sha512-AURm5f0jYEOydBj7VQlVvDrjeFgthDdEF5H1dP+6mNpoXOMo1quQqJ4wvJDyRZ9+pO3kGWoOdmV08cSv2aJV6Q==} engines: {node: '>=0.4'} + safe-buffer@5.1.2: + resolution: {integrity: sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==} + safe-buffer@5.2.1: resolution: {integrity: sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==} @@ -3588,6 +3622,9 @@ packages: resolution: {integrity: sha512-RJRdvCo6IAnPdsvP/7m6bsQqNnn1FCBX5ZNtFL98MmFF/4xAIJTIg1YbHW5DC2W5SKZanrC6i4HsJqlajw/dZw==} engines: {node: '>= 0.4'} + setimmediate@1.0.5: + resolution: {integrity: sha512-MATJdZp8sLqDl/68LfQmbP8zKPLQNV6BIZoIgrscFDQ+RsvK/BxeDQOgyxKKoh0y/8h3BqVFnCqQ/gd+reiIXA==} + shallow-clone@3.0.1: resolution: {integrity: sha512-/6KqX+GVUdqPuPPd2LxDDxzX6CAbjJehAAOKlNpqqUpAqPM6HeL8f+o3a+JsyGjn2lv0WY8UsTgUJjU9Ok55NA==} engines: {node: '>=8'} @@ -3745,6 +3782,9 @@ packages: resolution: {integrity: sha512-UXSH262CSZY1tfu3G3Secr6uGLCFVPMhIqHjlgCUtCCcgihYc/xKs9djMTMUOb2j1mVSeU8EU6NWc/iQKU6Gfg==} engines: {node: '>= 0.4'} + string_decoder@1.1.1: + resolution: {integrity: sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==} + string_decoder@1.3.0: resolution: {integrity: sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==} @@ -3829,6 +3869,7 @@ packages: tar@7.4.3: resolution: {integrity: sha512-5S7Va8hKfV7W5U6g3aYxXmlPoZVAwUMy9AOKyF2fVuZa2UD3qZjg578OrLRt8PcNN1PleVaL/5/yYATNL0ICUw==} engines: {node: '>=18'} + deprecated: Old versions of tar are not supported, and contain widely publicized security vulnerabilities, which have been fixed in the current version. Please update. Support for old versions may be purchased (at exorbitant rates) by contacting i@izs.me terser-webpack-plugin@5.3.14: resolution: {integrity: sha512-vkZjpUjb6OMS7dhV+tILUW6BhpDR7P2L/aQSAv+Uwk+m8KATX9EccViHTJR2qDtACKPIYndLGCyl3FMo+r2LMw==} @@ -5740,6 +5781,8 @@ snapshots: convert-source-map@2.0.0: {} + core-util-is@1.0.3: {} + create-jest@29.7.0(@types/node@20.3.3): dependencies: '@jest/types': 29.6.3 @@ -6573,6 +6616,8 @@ snapshots: ignore@5.3.2: {} + immediate@3.0.6: {} + import-fresh@3.3.1: dependencies: parent-module: 1.0.1 @@ -6753,6 +6798,8 @@ snapshots: is-windows@1.0.2: {} + isarray@1.0.0: {} + isarray@2.0.5: {} isexe@2.0.0: {} @@ -7178,6 +7225,13 @@ snapshots: object.assign: 4.1.7 object.values: 1.2.1 + jszip@3.10.1: + dependencies: + lie: 3.3.0 + pako: 1.0.11 + readable-stream: 2.3.8 + setimmediate: 1.0.5 + keyv@4.5.4: dependencies: json-buffer: 3.0.1 @@ -7203,6 +7257,10 @@ snapshots: prelude-ls: 1.2.1 type-check: 0.4.0 + lie@3.3.0: + dependencies: + immediate: 3.0.6 + lilconfig@3.1.3: {} lines-and-columns@1.2.4: {} @@ -7586,6 +7644,8 @@ snapshots: package-json-from-dist@1.0.1: {} + pako@1.0.11: {} + parent-module@1.0.1: dependencies: callsites: 3.1.0 @@ -7676,6 +7736,8 @@ snapshots: ansi-styles: 5.2.0 react-is: 18.3.1 + process-nextick-args@2.0.1: {} + process@0.11.10: {} prompts@2.4.2: @@ -7739,6 +7801,16 @@ snapshots: react@19.0.0: {} + readable-stream@2.3.8: + dependencies: + core-util-is: 1.0.3 + inherits: 2.0.4 + isarray: 1.0.0 + process-nextick-args: 2.0.1 + safe-buffer: 5.1.2 + string_decoder: 1.1.1 + util-deprecate: 1.0.2 + readable-stream@3.6.2: dependencies: inherits: 2.0.4 @@ -7855,6 +7927,8 @@ snapshots: has-symbols: 1.1.0 isarray: 2.0.5 + safe-buffer@5.1.2: {} + safe-buffer@5.2.1: {} safe-push-apply@1.0.0: @@ -7925,6 +7999,8 @@ snapshots: es-errors: 1.3.0 es-object-atoms: 1.1.1 + setimmediate@1.0.5: {} + shallow-clone@3.0.1: dependencies: kind-of: 6.0.3 @@ -8152,6 +8228,10 @@ snapshots: define-properties: 1.2.1 es-object-atoms: 1.1.1 + string_decoder@1.1.1: + dependencies: + safe-buffer: 5.1.2 + string_decoder@1.3.0: dependencies: safe-buffer: 5.2.1 diff --git a/scripts/package-resources.mjs b/scripts/package-resources.mjs index 8fef023d..29eb2c80 100644 --- a/scripts/package-resources.mjs +++ b/scripts/package-resources.mjs @@ -2,12 +2,13 @@ export default main; import crypto from 'node:crypto'; import fs from 'node:fs'; import path from 'node:path'; +import { fileURLToPath } from 'node:url'; import { globSync } from 'glob'; -// All paths are relative to the directory of this file -const BaseDir = path.resolve('.'); -const DefaultOutDir = path.resolve('./dist'); +// Use current working directory as base directory +const BaseDir = process.cwd(); +const DefaultOutDir = path.resolve(BaseDir, './dist'); const DefaultEntry = { mime: 'application/octet-stream' }; @@ -151,12 +152,14 @@ async function transform(fileName, entry) { } async function loadConfig() { - if (fileExists(path.resolve(BaseDir, '.resources.mjs'))) { - const resources = await import(path.resolve(BaseDir, '.resources.mjs')); + const configPath = path.resolve(BaseDir, '.resources.mjs'); + if (fileExists(configPath)) { + const resources = await import(`file://${configPath}`); const entries = resources.default; return entries; } - return []; + console.error(`Config file not found: ${configPath}`); + process.exit(-1); } async function main() { @@ -166,12 +169,16 @@ async function main() { await saveResourceMetadata(resources); } +function toUnixPath(filePath) { + return filePath.replace(/\\/g, '/'); +} + async function generateFiles() { const filesToProcess = {}; const entries = await loadConfig(); for (const entry of entries) { const entryPath = path.resolve(BaseDir, entry.source); - const candidates = await globSync(entryPath, { nodir: true }); + const candidates = globSync(toUnixPath(entryPath), { nodir: true }); if (candidates.length === 0) { console.error(`No files found for ${entry.source}`); process.exit(-1); @@ -190,12 +197,13 @@ async function loadResourceMetadata() { } return []; } + async function saveResourceMetadata(filesToProcess) { const resourcesMetadata = {}; for (const fileToProcess of Object.keys(filesToProcess)) { const entry = filesToProcess[fileToProcess]; const metadata = await transform(fileToProcess, entry, DefaultOutDir); - const key = path.join(entry.path, fileToProcess.split('/').pop()); + const key = toUnixPath(path.join(entry.path, path.basename(fileToProcess))); resourcesMetadata[key] = metadata; } fs.writeFileSync(