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210eb94b75790d7e15ff00fd20e7cba07f2d0ad2
ArtPlayer/docs/assets/websr/worker/main.js
T
Harvey Zhao 210eb94b75 feat: add Upscaler class for image and video upscaling with Web Workers 
- Implemented methods for initializing the upscaling process, loading weights, and processing images and videos.
- Added support for real-time video upscaling using OffscreenCanvas and Web Workers.
- Included utility functions for loading image and video metadata, handling blob responses, and managing network configurations.
- Introduced methods for downloading upscaled content and managing GPU capabilities.
- Added error handling and progress tracking for the upscaling process.
2026-02-11 22:54:13 +08:00

3806 lines
290 KiB
JavaScript
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let imageState = null;
let realtimeState = null;
self.onmessage = async (event) => {
const { data } = event;
if (!data || !data.cmd) return;
const { cmd } = data;
try {
switch (cmd) {
case "isSupported": {
self.postMessage({ cmd: "supported", data: true });
break;
}
case "init": {
const { upscaled, original, resolution, imageMimeType } = data.data;
imageState = {
upscaled,
original,
resolution,
mimeType: imageMimeType || "image/png",
bitmap: null,
};
break;
}
case "network": {
if (!imageState) break;
const { imageArrayBuffer, imageMimeType } = data.data;
const mime = imageMimeType || imageState.mimeType || "image/png";
const blob = new Blob([imageArrayBuffer], { type: mime });
const bitmap = await createImageBitmap(blob);
imageState.bitmap = bitmap;
const origCtx = imageState.original.getContext("2d");
const upCtx = imageState.upscaled.getContext("2d");
if (origCtx) {
origCtx.clearRect(0, 0, imageState.original.width, imageState.original.height);
origCtx.drawImage(
bitmap,
0,
0,
imageState.original.width,
imageState.original.height,
);
}
if (upCtx) {
upCtx.clearRect(0, 0, imageState.upscaled.width, imageState.upscaled.height);
upCtx.drawImage(
bitmap,
0,
0,
imageState.upscaled.width,
imageState.upscaled.height,
);
}
break;
}
case "getImageBlob": {
if (!imageState || !imageState.upscaled) break;
const blob = await imageState.upscaled.convertToBlob({
type: imageState.mimeType || "image/png",
});
self.postMessage({ cmd: "imageBlob", imageBlob: blob });
break;
}
case "process": {
const { file } = data;
if (file instanceof Blob) {
self.postMessage({ cmd: "videoBlob", videoBlob: file });
}
break;
}
case "getVideoBlob": {
break;
}
case "realtimeInit": {
const { upscaled, resolution } = data.data;
const ctx = upscaled.getContext("2d");
realtimeState = {
upscaled,
ctx,
resolution,
};
break;
}
case "realtimeFrame": {
if (!realtimeState || !realtimeState.ctx) break;
const { frame } = data;
if (!frame) break;
const { ctx, upscaled } = realtimeState;
try {
ctx.clearRect(0, 0, upscaled.width, upscaled.height);
ctx.drawImage(frame, 0, 0, upscaled.width, upscaled.height);
} finally {
if (typeof frame.close === "function") {
frame.close();
}
}
break;
}
default:
break;
}
} catch (err) {
console.error('[Worker] error', err);
self.postMessage({ cmd: "error", message: String(err && err.message ? err.message : err) });
}
};
(() => {
var __webpack_modules__ = {
217: (e, t, n) => {
var r = n(614),
i = n.n(r);
class s {
constructor(e, t, n) {
((this.gl = e),
(this.canvas = n),
(this.resolution = t),
(this.textures = {}),
(this.framebuffers = {}),
(this.debug = !0),
(n.width = 2 * t.width),
(n.height = 2 * t.height));
}
texture(e, t) {
if (!this.textures[e]) {
const n = this.gl,
r = (t = t || {}).width || this.resolution.width,
i = t.height || this.resolution.height,
s = void 0 !== t.format ? t.format : n.RGBA32F,
o = void 0 !== t.filter ? t.filter : n.NEAREST,
a = n.createTexture();
if (!a) throw new Error(`Failed to create texture: ${e}`);
if ((n.bindTexture(n.TEXTURE_2D, a), s === n.RGBA32F))
n.texImage2D(
n.TEXTURE_2D,
0,
n.RGBA32F,
r,
i,
0,
n.RGBA,
n.FLOAT,
null,
);
else if (s === n.R32F)
n.texImage2D(
n.TEXTURE_2D,
0,
n.R32F,
r,
i,
0,
n.RED,
n.FLOAT,
null,
);
else {
if (s !== n.RGBA)
throw new Error(`Unsupported texture format: ${s}`);
n.texImage2D(
n.TEXTURE_2D,
0,
n.RGBA,
r,
i,
0,
n.RGBA,
n.UNSIGNED_BYTE,
null,
);
}
(n.texParameteri(n.TEXTURE_2D, n.TEXTURE_WRAP_S, n.CLAMP_TO_EDGE),
n.texParameteri(
n.TEXTURE_2D,
n.TEXTURE_WRAP_T,
n.CLAMP_TO_EDGE,
),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_MIN_FILTER, o),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_MAG_FILTER, o),
(this.textures[e] = a));
}
return this.textures[e];
}
createTextureFromImage(e, t) {
const n = this.gl;
let r = this.textures[e];
if (!r) {
if (((r = n.createTexture()), !r))
throw new Error(`Failed to create texture from image: ${e}`);
this.textures[e] = r;
}
return (
n.bindTexture(n.TEXTURE_2D, r),
n.texImage2D(n.TEXTURE_2D, 0, n.RGBA, n.RGBA, n.UNSIGNED_BYTE, t),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_WRAP_S, n.CLAMP_TO_EDGE),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_WRAP_T, n.CLAMP_TO_EDGE),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_MIN_FILTER, n.LINEAR),
n.texParameteri(n.TEXTURE_2D, n.TEXTURE_MAG_FILTER, n.LINEAR),
r
);
}
framebuffer(e, t) {
if (!this.framebuffers[e]) {
const n = this.gl,
r = n.createFramebuffer();
if (!r) throw new Error(`Failed to create framebuffer: ${e}`);
n.bindFramebuffer(n.FRAMEBUFFER, r);
for (let e = 0; e < t.length; e++) {
const r = this.textures[t[e]];
if (!r) throw new Error(`Texture not found: ${t[e]}`);
n.framebufferTexture2D(
n.FRAMEBUFFER,
n.COLOR_ATTACHMENT0 + e,
n.TEXTURE_2D,
r,
0,
);
}
const i = n.checkFramebufferStatus(n.FRAMEBUFFER);
if (i !== n.FRAMEBUFFER_COMPLETE)
throw new Error(`Framebuffer incomplete: ${e}, status: ${i}`);
this.framebuffers[e] = r;
}
return this.framebuffers[e];
}
readTexture(e) {
return (
(t = this),
(r = function* () {
const t = this.gl,
n = this.textures[e];
if (
(console.log("Texture"), console.log(e), console.log(n), !n)
)
throw new Error(`Texture not found: ${e}`);
const r = t.createFramebuffer();
(t.bindFramebuffer(t.FRAMEBUFFER, r),
t.framebufferTexture2D(
t.FRAMEBUFFER,
t.COLOR_ATTACHMENT0,
t.TEXTURE_2D,
n,
0,
));
let i = this.resolution.width,
s = this.resolution.height;
(e.includes("pixel_shuffle") || e.includes("output")) &&
((i = 2 * this.resolution.width),
(s = 2 * this.resolution.height));
const o = new Float32Array(i * s * 4);
return (t.readPixels(0, 0, i, s, t.RGBA, t.FLOAT, o), o);
}),
new ((n = void 0) || (n = Promise))(function (e, i) {
function s(e) {
try {
a(r.next(e));
} catch (e) {
i(e);
}
}
function o(e) {
try {
a(r.throw(e));
} catch (e) {
i(e);
}
}
function a(t) {
var r;
t.done
? e(t.value)
: ((r = t.value),
r instanceof n
? r
: new n(function (e) {
e(r);
})).then(s, o);
}
a((r = r.apply(t, [])).next());
})
);
var t, n, r;
}
}
const o = class {
constructor(e) {
((this.weights = e),
(this.context = globalThis.context),
(this.layers = this.model()));
}
model() {
return [];
}
lastLayer() {
return this.layers[this.layers.length - 1];
}
feedForward(e) {
return (
(t = this),
(r = function* () {
if ((this.context.gl, e)) {
const t =
e instanceof ImageBitmap ? e : yield createImageBitmap(e);
((this.context.input = this.context.createTextureFromImage(
"input",
t,
)),
this.layers.length > 0 &&
(this.layers[0].inputTextures[0] = this.context.input));
}
this.layers.forEach((e) => {
e.run();
});
}),
new ((n = void 0) || (n = Promise))(function (e, i) {
function s(e) {
try {
a(r.next(e));
} catch (e) {
i(e);
}
}
function o(e) {
try {
a(r.throw(e));
} catch (e) {
i(e);
}
}
function a(t) {
var r;
t.done
? e(t.value)
: ((r = t.value),
r instanceof n
? r
: new n(function (e) {
e(r);
})).then(s, o);
}
a((r = r.apply(t, [])).next());
})
);
var t, n, r;
}
},
a = class {
constructor(e, t, n) {
((this.context = globalThis.context),
(this.gl = this.context.gl),
(this.resolution = this.context.resolution),
(this.inputTextures = e),
(this.outputTexture = t),
(this.weights = n));
}
vertexShader() {
return "#version 300 es\n in vec2 a_position;\n in vec2 a_texCoord;\n out vec2 v_texCoord;\n\n void main() {\n gl_Position = vec4(a_position, 0.0, 1.0);\n // Flip Y axis (WebGL Y=0 at bottom, textures Y=0 at top)\n v_texCoord = vec2(a_texCoord.x, 1.0 - a_texCoord.y);\n }";
}
fragmentShader() {
throw new Error(
"fragmentShader() must be implemented by subclass",
);
}
compileShader(e, t) {
const n = this.gl,
r = n.createShader(e);
if (!r)
throw new Error(`Failed to create shader for ${this.label}`);
if (
(n.shaderSource(r, t),
n.compileShader(r),
!n.getShaderParameter(r, n.COMPILE_STATUS))
) {
const e = n.getShaderInfoLog(r);
throw new Error(
`Shader compile error in ${this.label}: ${e}\n\nSource:\n${t}`,
);
}
return r;
}
createProgram() {
const e = this.gl,
t = this.compileShader(e.VERTEX_SHADER, this.vertexShader()),
n = this.compileShader(
e.FRAGMENT_SHADER,
this.fragmentShader(),
),
r = e.createProgram();
if (!r)
throw new Error(`Failed to create program for ${this.label}`);
if (
(e.attachShader(r, t),
e.attachShader(r, n),
e.linkProgram(r),
!e.getProgramParameter(r, e.LINK_STATUS))
) {
const t = e.getProgramInfoLog(r);
throw new Error(`Program link error in ${this.label}: ${t}`);
}
((this.program = r), e.deleteShader(t), e.deleteShader(n));
}
setupGeometry() {
const e = this.gl,
t = e.createVertexArray();
if (!t) throw new Error(`Failed to create VAO for ${this.label}`);
e.bindVertexArray(t);
const n = new Float32Array([
-1, -1, 1, -1, -1, 1, -1, 1, 1, -1, 1, 1,
]),
r = e.createBuffer();
(e.bindBuffer(e.ARRAY_BUFFER, r),
e.bufferData(e.ARRAY_BUFFER, n, e.STATIC_DRAW));
const i = e.getAttribLocation(this.program, "a_position");
(e.enableVertexAttribArray(i),
e.vertexAttribPointer(i, 2, e.FLOAT, !1, 0, 0));
const s = new Float32Array([0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0]),
o = e.createBuffer();
(e.bindBuffer(e.ARRAY_BUFFER, o),
e.bufferData(e.ARRAY_BUFFER, s, e.STATIC_DRAW));
const a = e.getAttribLocation(this.program, "a_texCoord");
(e.enableVertexAttribArray(a),
e.vertexAttribPointer(a, 2, e.FLOAT, !1, 0, 0),
(this.vao = t));
}
defaultSetup() {
(this.createProgram(), this.setupGeometry());
}
setupUniforms() {
throw new Error(
"setupUniforms() must be implemented by subclass",
);
}
run() {
const e = this.gl;
(e.useProgram(this.program),
e.bindVertexArray(this.vao),
e.bindFramebuffer(e.FRAMEBUFFER, this.framebuffer),
null === this.framebuffer
? e.viewport(
0,
0,
this.context.canvas.width,
this.context.canvas.height,
)
: e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
),
e.clearColor(0, 0, 0, 0),
e.clear(e.COLOR_BUFFER_BIT),
this.setupUniforms(),
e.drawArrays(e.TRIANGLES, 0, 6));
}
},
u = class extends a {
constructor(e, t) {
(super(e, t), (this.label = "GaussianBlur"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n uniform vec2 u_inputSize;\n\n void main() {\n // 3x3 Gaussian kernel offsets\n vec2 offsets[9] = vec2[9](\n vec2(-1.0, -1.0), vec2(-1.0, 0.0), vec2(-1.0, 1.0),\n vec2(0.0, -1.0), vec2(0.0, 0.0), vec2(0.0, 1.0),\n vec2(1.0, -1.0), vec2(1.0, 0.0), vec2(1.0, 1.0)\n );\n\n // Gaussian weights (sum = 16)\n float weights[9] = float[9](\n 1.0, 2.0, 1.0,\n 2.0, 4.0, 2.0,\n 1.0, 2.0, 1.0\n );\n\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n vec4 texel = texelFetch(u_input, sampleCoord, 0);\n result += texel * weights[i];\n }\n\n result /= 16.0;\n outColor = result;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
(e.uniform2f(t, this.resolution.width, this.resolution.height),
e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const n = e.getUniformLocation(this.program, "u_input");
(e.uniform1i(n, 0),
e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
));
}
},
c = class extends a {
constructor(e) {
(super(e, null),
(this.label = "Display"),
(this.framebuffer = null));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n\n void main() {\n outColor = texture(u_input, v_texCoord);\n }";
}
setupUniforms() {
const e = this.gl;
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const t = e.getUniformLocation(this.program, "u_input");
(e.uniform1i(t, 0),
e.viewport(0, 0, e.canvas.width, e.canvas.height));
}
run() {
const e = this.gl;
(e.useProgram(this.program),
e.bindVertexArray(this.vao),
e.bindFramebuffer(e.FRAMEBUFFER, null),
e.clearColor(0, 0, 0, 1),
e.clear(e.COLOR_BUFFER_BIT),
this.setupUniforms(),
e.drawArrays(e.TRIANGLES, 0, 6));
}
},
l = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Conv2D3x4"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[9];\n uniform vec4 u_bias;\n\n void main() {\n // 3×3 convolution offsets\n vec2 offsets[9] = vec2[9](\n vec2(-1.0, -1.0), vec2(-1.0, 0.0), vec2(-1.0, 1.0),\n vec2(0.0, -1.0), vec2(0.0, 0.0), vec2(0.0, 1.0),\n vec2(1.0, -1.0), vec2(1.0, 0.0), vec2(1.0, 1.0)\n );\n\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n vec4 texel = texelFetch(u_input, sampleCoord, 0);\n result += u_kernels[i] * texel;\n }\n\n result += u_bias;\n outColor = result;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
e.uniform4fv(n, new Float32Array(this.weights.bias));
for (let t = 0; t < 9; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const r = e.getUniformLocation(this.program, "u_input");
(e.uniform1i(r, 0),
e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
));
}
},
f = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Conv2D8x4"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[18];\n uniform vec4 u_bias;\n\n void main() {\n // 3×3 convolution offsets\n vec2 offsets[9] = vec2[9](\n vec2(-1.0, -1.0), vec2(-1.0, 0.0), vec2(-1.0, 1.0),\n vec2(0.0, -1.0), vec2(0.0, 0.0), vec2(0.0, 1.0),\n vec2(1.0, -1.0), vec2(1.0, 0.0), vec2(1.0, 1.0)\n );\n\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n // CReLU positive part: max(input, 0)\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n vec4 texel = texelFetch(u_input, sampleCoord, 0);\n result += u_kernels[i] * max(texel, vec4(0.0));\n }\n\n // CReLU negative part: max(-input, 0)\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n vec4 texel = texelFetch(u_input, sampleCoord, 0);\n result += u_kernels[i + 9] * max(-texel, vec4(0.0));\n }\n\n result += u_bias;\n outColor = result;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
e.uniform4fv(n, new Float32Array(this.weights.bias));
for (let t = 0; t < 18; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const r = e.getUniformLocation(this.program, "u_input");
(e.uniform1i(r, 0),
e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
));
}
},
_ = class extends a {
constructor(e, t) {
(super(e, t), (this.label = "PixelShuffle"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n uniform vec2 u_outputSize;\n\n void main() {\n // Output coordinates (0-511 for 512×512)\n vec2 outputCoord = v_texCoord * u_outputSize;\n\n // Determine position within 2×2 block\n uint x_floor = uint(fract(outputCoord.x / 2.0) * 2.0); // 0 or 1\n uint y_floor = uint(fract(outputCoord.y / 2.0) * 2.0); // 0 or 1\n\n // Channel index: 0=top-left, 1=top-right, 2=bottom-left, 3=bottom-right\n uint c_index = x_floor + y_floor * 2u;\n\n // Input coordinates (0-255 for 256×256)\n ivec2 inputCoord = ivec2(outputCoord / 2.0);\n\n // Read input pixel's 4 channels\n vec4 inputPixel = texelFetch(u_input, inputCoord, 0);\n\n // Select the appropriate channel\n float value = inputPixel[c_index];\n\n // Output single channel (R32F format)\n outColor = vec4(value, 0.0, 0.0, 0.0);\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_outputSize");
(e.uniform2f(
t,
2 * this.resolution.width,
2 * this.resolution.height,
),
e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const n = e.getUniformLocation(this.program, "u_input");
(e.uniform1i(n, 0),
e.viewport(
0,
0,
2 * this.resolution.width,
2 * this.resolution.height,
));
}
},
d = class extends a {
constructor(e, t) {
(super(e, t), (this.label = "Anime4KDisplay"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_pixelShuffle; // Upscaled Y channel (512×512)\n uniform sampler2D u_original; // Original image (256×256)\n\n void main() {\n // Sample upscaled Y channel (pixel shuffle output, 512×512)\n // Use texelFetch for pixel-perfect sampling\n float upscaledY = texelFetch(u_pixelShuffle, ivec2(v_texCoord * vec2(512.0)), 0).r;\n\n // Sample original image with LINEAR filtering (bilinear upscale 256×256 → 512×512)\n vec4 bicubic = texture(u_original, v_texCoord);\n\n // Debug: output just the original to see if it's working\n // outColor = bicubic;\n\n // Combine: add upscaled Y to enhance luminance\n outColor = bicubic + vec4(upscaledY);\n }";
}
setupUniforms() {
const e = this.gl;
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const t = e.getUniformLocation(this.program, "u_pixelShuffle");
(e.uniform1i(t, 0),
e.activeTexture(e.TEXTURE1),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[1]));
const n = e.getUniformLocation(this.program, "u_original");
(e.uniform1i(n, 1),
e.viewport(
0,
0,
2 * this.resolution.width,
2 * this.resolution.height,
));
}
run() {
const e = this.gl;
(e.useProgram(this.program),
e.bindVertexArray(this.vao),
e.bindFramebuffer(e.FRAMEBUFFER, this.framebuffer),
e.viewport(
0,
0,
2 * this.resolution.width,
2 * this.resolution.height,
),
e.clearColor(0, 0, 0, 0),
e.clear(e.COLOR_BUFFER_BIT),
this.setupUniforms(),
e.drawArrays(e.TRIANGLES, 0, 6));
}
},
p = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Conv2D16x4"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[36];\n uniform vec4 u_bias;\n\n void main() {\n // 3×3 convolution offsets\n vec2 offsets[9] = vec2[9](\n vec2(-1.0, -1.0), vec2(-1.0, 0.0), vec2(-1.0, 1.0),\n vec2(0.0, -1.0), vec2(0.0, 0.0), vec2(0.0, 1.0),\n vec2(1.0, -1.0), vec2(1.0, 0.0), vec2(1.0, 1.0)\n );\n\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n // Process both inputs with CReLU\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n\n vec4 pix0 = texelFetch(u_input0, sampleCoord, 0);\n vec4 pix1 = texelFetch(u_input1, sampleCoord, 0);\n\n // CReLU: positive parts\n result += u_kernels[i] * max(pix0, vec4(0.0));\n result += u_kernels[i + 9] * max(pix1, vec4(0.0));\n\n // CReLU: negative parts\n result += u_kernels[i + 18] * max(-pix0, vec4(0.0));\n result += u_kernels[i + 27] * max(-pix1, vec4(0.0));\n }\n\n result += u_bias;\n outColor = result;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
e.uniform4fv(n, new Float32Array(this.weights.bias));
for (let t = 0; t < 36; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const r = e.getUniformLocation(this.program, "u_input0");
(e.uniform1i(r, 0),
e.activeTexture(e.TEXTURE1),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[1]));
const i = e.getUniformLocation(this.program, "u_input1");
(e.uniform1i(i, 1),
e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
));
}
},
h = class extends a {
constructor(e, t, n, r) {
(super(e, t, n), (this.label = "Conv2D112x4"), (this.first = r));
}
fragmentShader() {
const e = [];
for (let t = 0; t < 7; t++) {
const n = t;
this.first
? e.push(
`\n vec4 pixel_val${t} = texelFetch(u_input${n}, pixelCoord, 0);\n result += u_kernels[${4 * t}] * max(pixel_val${t}, vec4(0.0));\n result += u_kernels[${4 * t + 2}] * max(-pixel_val${t}, vec4(0.0));`,
)
: e.push(
`\n vec4 pixel_val${t} = texelFetch(u_input${n}, pixelCoord, 0);\n result += u_kernels[${4 * t + 1}] * max(pixel_val${t}, vec4(0.0));\n result += u_kernels[${4 * t + 3}] * max(-pixel_val${t}, vec4(0.0));`,
);
}
return `#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform sampler2D u_input2;\n uniform sampler2D u_input3;\n uniform sampler2D u_input4;\n uniform sampler2D u_input5;\n uniform sampler2D u_input6;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[28];\n\n void main() {\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n // Process all 7 inputs with CReLU\n ${e.join("\n ")}\n\n outColor = result;\n }`;
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
for (let t = 0; t < 28; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
for (let t = 0; t < 7; t++) {
(e.activeTexture(e.TEXTURE0 + t),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[t]));
const n = e.getUniformLocation(this.program, `u_input${t}`);
e.uniform1i(n, t);
}
e.viewport(0, 0, this.resolution.width, this.resolution.height);
}
},
x = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Concat2"));
}
vertexShader() {
return "#version 300 es\n in vec2 a_position;\n in vec2 a_texCoord;\n out vec2 v_texCoord;\n\n void main() {\n gl_Position = vec4(a_position, 0.0, 1.0);\n // No Y-flip to match DisplayLayer3C expectations\n v_texCoord = a_texCoord;\n }";
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform vec2 u_inputSize;\n uniform vec4 u_bias;\n\n void main() {\n // Input textures were written with Y-flip, so flip when reading\n vec2 flippedCoord = vec2(v_texCoord.x, 1.0 - v_texCoord.y);\n ivec2 pixelCoord = ivec2(flippedCoord * u_inputSize);\n\n // Simple element-wise addition\n vec4 val0 = texelFetch(u_input0, pixelCoord, 0);\n vec4 val1 = texelFetch(u_input1, pixelCoord, 0);\n\n outColor = val0 + val1 + u_bias;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
(e.uniform4fv(n, new Float32Array(this.weights.bias)),
e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const r = e.getUniformLocation(this.program, "u_input0");
(e.uniform1i(r, 0),
e.activeTexture(e.TEXTURE1),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[1]));
const i = e.getUniformLocation(this.program, "u_input1");
(e.uniform1i(i, 1),
e.viewport(
0,
0,
this.resolution.width,
this.resolution.height,
));
}
},
m = class extends a {
constructor(e, t) {
(super(e, t), (this.label = "DisplayLayer3C"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_channel0; // Upscaled R channel (256×256, 4 values per pixel)\n uniform sampler2D u_channel1; // Upscaled G channel (256×256, 4 values per pixel)\n uniform sampler2D u_channel2; // Upscaled B channel (256×256, 4 values per pixel)\n uniform sampler2D u_original; // Original image (256×256)\n uniform vec2 u_inputSize; // 256×256\n\n // Bicubic weight function (Catmull-Rom)\n float bicubic_weight(float t) {\n float abs_t = abs(t);\n if (abs_t >= 2.0) {\n return 0.0;\n }\n\n float t2 = t * t;\n float t3 = abs_t * t2;\n\n if (abs_t <= 1.0) {\n return 1.5 * t3 - 2.5 * t2 + 1.0;\n } else {\n return -0.5 * t3 + 2.5 * t2 - 4.0 * abs_t + 2.0;\n }\n }\n\n // Bicubic sampling function\n vec3 sampleBicubic(sampler2D tex, vec2 tex_coord) {\n vec2 tex_size = u_inputSize;\n vec2 pixel_coord = tex_coord * tex_size - 0.5;\n vec2 base_coord = floor(pixel_coord);\n vec2 fract_coord = pixel_coord - base_coord;\n\n vec3 result = vec3(0.0);\n float weight_sum = 0.0;\n\n // Sample 4×4 neighborhood for bicubic\n for (int y = -1; y <= 2; y++) {\n for (int x = -1; x <= 2; x++) {\n vec2 sample_coord = (base_coord + vec2(float(x), float(y)) + 0.5) / tex_size;\n vec3 sample_color = texture(tex, sample_coord).rgb;\n\n float weight_x = bicubic_weight(fract_coord.x - float(x));\n float weight_y = bicubic_weight(fract_coord.y - float(y));\n float weight = weight_x * weight_y;\n\n result += sample_color * weight;\n weight_sum += weight;\n }\n }\n\n // Normalize\n if (weight_sum > 0.0) {\n result = result / weight_sum;\n }\n\n return result;\n }\n\n void main() {\n\n vec2 inputCoord = v_texCoord * u_inputSize;\n\n // Output coordinates (512×512)\n vec2 outputCoord = inputCoord * 2.0;\n\n // Determine which channel to read based on 2×2 block position\n float x = inputCoord.x;\n float y = inputCoord.y;\n\n uint x_floor = uint(fract(x) * 2.0);\n uint y_floor = uint(fract(y) * 2.0);\n uint c_index = x_floor + y_floor * 2u;\n\n // Integer version for texelFetch\n ivec2 inputCoordU = ivec2(inputCoord);\n\n // Read pixel shuffle values from all three channels\n vec4 pixel0 = texelFetch(u_channel0, inputCoordU, 0);\n vec4 pixel1 = texelFetch(u_channel1, inputCoordU, 0);\n vec4 pixel2 = texelFetch(u_channel2, inputCoordU, 0);\n\n float value0 = pixel0[c_index];\n float value1 = pixel1[c_index];\n float value2 = pixel2[c_index];\n\n // Bicubic sample the original image\n vec3 bicubic = sampleBicubic(u_original, v_texCoord);\n\n // Combine: bicubic + neural network enhancement\n outColor = vec4(bicubic+ vec3(value0, value1, value2), 1.0);\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
(e.uniform2f(t, this.resolution.width, this.resolution.height),
e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const n = e.getUniformLocation(this.program, "u_channel0");
(e.uniform1i(n, 0),
e.activeTexture(e.TEXTURE1),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[1]));
const r = e.getUniformLocation(this.program, "u_channel1");
(e.uniform1i(r, 1),
e.activeTexture(e.TEXTURE2),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[2]));
const i = e.getUniformLocation(this.program, "u_channel2");
(e.uniform1i(i, 2),
e.activeTexture(e.TEXTURE3),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[3]),
e.texParameteri(e.TEXTURE_2D, e.TEXTURE_MIN_FILTER, e.LINEAR),
e.texParameteri(e.TEXTURE_2D, e.TEXTURE_MAG_FILTER, e.LINEAR));
const s = e.getUniformLocation(this.program, "u_original");
(e.uniform1i(s, 3),
e.viewport(
0,
0,
2 * this.resolution.width,
2 * this.resolution.height,
));
}
run() {
const e = this.gl;
(e.useProgram(this.program),
e.bindVertexArray(this.vao),
e.bindFramebuffer(e.FRAMEBUFFER, this.framebuffer),
e.viewport(
0,
0,
2 * this.resolution.width,
2 * this.resolution.height,
),
e.clearColor(0, 0, 0, 0),
e.clear(e.COLOR_BUFFER_BIT),
this.setupUniforms(),
e.drawArrays(e.TRIANGLES, 0, 6));
}
},
v = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Conv2D32x4"));
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform sampler2D u_input2;\n uniform sampler2D u_input3;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[72];\n uniform vec4 u_bias;\n\n void main() {\n // 3×3 convolution offsets\n vec2 offsets[9] = vec2[9](\n vec2(-1.0, -1.0), vec2(-1.0, 0.0), vec2(-1.0, 1.0),\n vec2(0.0, -1.0), vec2(0.0, 0.0), vec2(0.0, 1.0),\n vec2(1.0, -1.0), vec2(1.0, 0.0), vec2(1.0, 1.0)\n );\n\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n // Process all four inputs with CReLU\n for (int i = 0; i < 9; i++) {\n ivec2 sampleCoord = pixelCoord + ivec2(offsets[i]);\n\n vec4 pix0 = texelFetch(u_input0, sampleCoord, 0);\n vec4 pix1 = texelFetch(u_input1, sampleCoord, 0);\n vec4 pix2 = texelFetch(u_input2, sampleCoord, 0);\n vec4 pix3 = texelFetch(u_input3, sampleCoord, 0);\n\n // CReLU: positive parts\n result += u_kernels[i] * max(pix0, vec4(0.0));\n result += u_kernels[i + 9] * max(pix1, vec4(0.0));\n result += u_kernels[i + 18] * max(pix2, vec4(0.0));\n result += u_kernels[i + 27] * max(pix3, vec4(0.0));\n\n // CReLU: negative parts\n result += u_kernels[i + 36] * max(-pix0, vec4(0.0));\n result += u_kernels[i + 45] * max(-pix1, vec4(0.0));\n result += u_kernels[i + 54] * max(-pix2, vec4(0.0));\n result += u_kernels[i + 63] * max(-pix3, vec4(0.0));\n }\n\n result += u_bias;\n outColor = result;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
e.uniform4fv(n, new Float32Array(this.weights.bias));
for (let t = 0; t < 72; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
for (let t = 0; t < 4; t++) {
(e.activeTexture(e.TEXTURE0 + t),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[t]));
const n = e.getUniformLocation(this.program, `u_input${t}`);
e.uniform1i(n, t);
}
e.viewport(0, 0, this.resolution.width, this.resolution.height);
}
},
g = class extends a {
constructor(e, t, n, r) {
(super(e, t, n), (this.label = "Conv2D224x4"), (this.index = r));
}
fragmentShader() {
const e = [];
for (let t = 0; t < 7; t++) {
const n = t,
r = 8 * t + this.index,
i = 8 * t + this.index + 4;
e.push(
`\n vec4 pixel_val${t} = texelFetch(u_input${n}, pixelCoord, 0);\n result += u_kernels[${r}] * max(pixel_val${t}, vec4(0.0));\n result += u_kernels[${i}] * max(-pixel_val${t}, vec4(0.0));`,
);
}
return `#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform sampler2D u_input2;\n uniform sampler2D u_input3;\n uniform sampler2D u_input4;\n uniform sampler2D u_input5;\n uniform sampler2D u_input6;\n uniform vec2 u_inputSize;\n uniform mat4 u_kernels[56];\n\n void main() {\n vec4 result = vec4(0.0);\n ivec2 pixelCoord = ivec2(v_texCoord * u_inputSize);\n\n // Process all 7 inputs with CReLU (partial based on index)\n ${e.join("\n ")}\n\n outColor = result;\n }`;
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
for (let t = 0; t < 56; t++) {
const n = e.getUniformLocation(this.program, `u_kernels[${t}]`),
r = this.weights.weights.slice(16 * t, 16 * (t + 1));
e.uniformMatrix4fv(n, !1, new Float32Array(r));
}
for (let t = 0; t < 7; t++) {
(e.activeTexture(e.TEXTURE0 + t),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[t]));
const n = e.getUniformLocation(this.program, `u_input${t}`);
e.uniform1i(n, t);
}
e.viewport(0, 0, this.resolution.width, this.resolution.height);
}
},
w = class extends a {
constructor(e, t, n) {
(super(e, t, n), (this.label = "Concat4"));
}
vertexShader() {
return "#version 300 es\n in vec2 a_position;\n in vec2 a_texCoord;\n out vec2 v_texCoord;\n\n void main() {\n gl_Position = vec4(a_position, 0.0, 1.0);\n // No Y-flip to match DisplayLayer3C expectations\n v_texCoord = a_texCoord;\n }";
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input0;\n uniform sampler2D u_input1;\n uniform sampler2D u_input2;\n uniform sampler2D u_input3;\n uniform vec2 u_inputSize;\n uniform vec4 u_bias;\n\n void main() {\n // Input textures were written with Y-flip, so flip when reading\n vec2 flippedCoord = vec2(v_texCoord.x, 1.0 - v_texCoord.y);\n ivec2 pixelCoord = ivec2(flippedCoord * u_inputSize);\n\n // Simple element-wise addition of all four inputs\n vec4 val0 = texelFetch(u_input0, pixelCoord, 0);\n vec4 val1 = texelFetch(u_input1, pixelCoord, 0);\n vec4 val2 = texelFetch(u_input2, pixelCoord, 0);\n vec4 val3 = texelFetch(u_input3, pixelCoord, 0);\n\n outColor = val0 + val1 + val2 + val3 + u_bias;\n }";
}
setupUniforms() {
const e = this.gl,
t = e.getUniformLocation(this.program, "u_inputSize");
e.uniform2f(t, this.resolution.width, this.resolution.height);
const n = e.getUniformLocation(this.program, "u_bias");
e.uniform4fv(n, new Float32Array(this.weights.bias));
for (let t = 0; t < 4; t++) {
(e.activeTexture(e.TEXTURE0 + t),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[t]));
const n = e.getUniformLocation(this.program, `u_input${t}`);
e.uniform1i(n, t);
}
e.viewport(0, 0, this.resolution.width, this.resolution.height);
}
},
b = {
poc: class extends o {
model() {
const e = this.context,
t = [],
n = e.texture("input", {
width: e.resolution.width,
height: e.resolution.height,
format: e.gl.RGBA,
}),
r = e.texture("blur_output", {
width: e.resolution.width,
height: e.resolution.height,
format: e.gl.RGBA,
}),
i = e.framebuffer("blur_fb", ["blur_output"]),
s = new u([n], r);
s.framebuffer = i;
const o = new c([r]);
return (t.push(s, o), t);
}
},
"anime4k/cnn-2x-s": class extends o {
model() {
const e = this.context,
t = [],
n = this.weights.layers,
r = e.texture("input", {
width: e.resolution.width,
height: e.resolution.height,
format: e.gl.RGBA,
}),
i = e.texture("conv2d_tf", { format: e.gl.RGBA32F }),
s = e.framebuffer("conv2d_tf_fb", ["conv2d_tf"]),
o = new l([r], i, n.conv2d_tf);
o.framebuffer = s;
const a = e.texture("conv2d_1_tf", { format: e.gl.RGBA32F }),
u = e.framebuffer("conv2d_1_tf_fb", ["conv2d_1_tf"]),
c = new f([i], a, n.conv2d_1_tf);
c.framebuffer = u;
const p = e.texture("conv2d_2_tf", { format: e.gl.RGBA32F }),
h = e.framebuffer("conv2d_2_tf_fb", ["conv2d_2_tf"]),
x = new f([a], p, n.conv2d_2_tf);
x.framebuffer = h;
const m = e.texture("conv2d_last_tf", { format: e.gl.RGBA32F }),
v = e.framebuffer("conv2d_last_tf_fb", ["conv2d_last_tf"]),
g = new f([p], m, n.conv2d_last_tf);
g.framebuffer = v;
const w = e.texture("pixel_shuffle", {
width: 2 * e.resolution.width,
height: 2 * e.resolution.height,
format: e.gl.R32F,
}),
b = e.framebuffer("pixel_shuffle_fb", ["pixel_shuffle"]),
y = new _([m], w);
y.framebuffer = b;
const k = e.texture("output", {
format: e.gl.RGBA,
width: 2 * e.resolution.width,
height: 2 * e.resolution.height,
}),
T = new d([w, r], k);
return (
(T.framebuffer = e.framebuffer("output_fb", ["output"])),
t.push(o, c, x, g, y, T),
t
);
}
feedForward(e) {
const t = Object.create(null, {
feedForward: { get: () => super.feedForward },
});
return (
(n = this),
(i = function* () {
(yield t.feedForward.call(this, e),
this.layers.length > 0 &&
(this.layers[this.layers.length - 1].inputTextures[1] =
this.context.input));
}),
new ((r = void 0) || (r = Promise))(function (e, t) {
function s(e) {
try {
a(i.next(e));
} catch (e) {
t(e);
}
}
function o(e) {
try {
a(i.throw(e));
} catch (e) {
t(e);
}
}
function a(t) {
var n;
t.done
? e(t.value)
: ((n = t.value),
n instanceof r
? n
: new r(function (e) {
e(n);
})).then(s, o);
}
a((i = i.apply(n, [])).next());
})
);
var n, r, i;
}
},
"anime4k/cnn-2x-l": class extends o {
constructor(e) {
super(e);
}
model() {
const e = [],
t = this.weights.layers,
n = this.context,
r = n.gl,
i = n.texture("input", { format: r.RGBA }),
s = new l(
[i],
n.texture("conv2d_tf", { format: r.RGBA32F }),
t.conv2d_tf,
);
((s.framebuffer = n.framebuffer("conv2d_tf_fb", ["conv2d_tf"])),
e.push(s));
const o = new l(
[i],
n.texture("conv2d_tf1", { format: r.RGBA32F }),
t.conv2d_tf1,
);
((o.framebuffer = n.framebuffer("conv2d_tf1_fb", [
"conv2d_tf1",
])),
e.push(o));
for (let i = 1; i < 7; i++) {
const s = 1 === i ? "conv2d_tf" : `conv2d_${i - 1}_tf`,
o = new p(
[n.texture(s), n.texture(s + "1")],
n.texture(`conv2d_${i}_tf`, { format: r.RGBA32F }),
t[`conv2d_${i}_tf`],
);
((o.framebuffer = n.framebuffer(`conv2d_${i}_tf_fb`, [
`conv2d_${i}_tf`,
])),
e.push(o));
const a = new p(
[n.texture(s), n.texture(s + "1")],
n.texture(`conv2d_${i}_tf1`, { format: r.RGBA32F }),
t[`conv2d_${i}_tf1`],
);
((a.framebuffer = n.framebuffer(`conv2d_${i}_tf1_fb`, [
`conv2d_${i}_tf1`,
])),
e.push(a));
}
for (let i = 0; i < 3; i++) {
const s = [],
o = [];
for (let e = 0; e < 7; e++) {
const t = 0 === e ? "conv2d_tf" : `conv2d_${e}_tf`;
(s.push(n.texture(t)), o.push(n.texture(t + "1")));
}
const a = 0 === i ? "conv2d_last_tf" : `conv2d_last_tf${i}`,
u = new h(
s,
n.texture(`conv2d_last_${i}_pt1`, { format: r.RGBA32F }),
t[a],
!0,
);
((u.framebuffer = n.framebuffer(`conv2d_last_${i}_pt1_fb`, [
`conv2d_last_${i}_pt1`,
])),
e.push(u));
const c = new h(
o,
n.texture(`conv2d_last_${i}_pt2`, { format: r.RGBA32F }),
t[a],
!1,
);
((c.framebuffer = n.framebuffer(`conv2d_last_${i}_pt2_fb`, [
`conv2d_last_${i}_pt2`,
])),
e.push(c));
const l = new x(
[
n.texture(`conv2d_last_${i}_pt1`),
n.texture(`conv2d_last_${i}_pt2`),
],
n.texture(a, { format: r.RGBA32F }),
t[a],
);
((l.framebuffer = n.framebuffer(`${a}_fb`, [a])), e.push(l));
}
const a = n.texture("output", {
format: r.RGBA,
width: 2 * n.resolution.width,
height: 2 * n.resolution.height,
}),
u = new m(
[
n.texture("conv2d_last_tf"),
n.texture("conv2d_last_tf1"),
n.texture("conv2d_last_tf2"),
i,
],
a,
);
return (
(u.framebuffer = n.framebuffer("output_fb", ["output"])),
e.push(u),
e
);
}
feedForward(e) {
const t = Object.create(null, {
feedForward: { get: () => super.feedForward },
});
return (
(n = this),
(i = function* () {
(yield t.feedForward.call(this, e),
this.layers.length > 0 &&
(this.layers[this.layers.length - 1].inputTextures[3] =
this.context.input),
this.layers.length > 1 &&
((this.layers[0].inputTextures[0] = this.context.input),
(this.layers[1].inputTextures[0] =
this.context.input)));
}),
new ((r = void 0) || (r = Promise))(function (e, t) {
function s(e) {
try {
a(i.next(e));
} catch (e) {
t(e);
}
}
function o(e) {
try {
a(i.throw(e));
} catch (e) {
t(e);
}
}
function a(t) {
var n;
t.done
? e(t.value)
: ((n = t.value),
n instanceof r
? n
: new r(function (e) {
e(n);
})).then(s, o);
}
a((i = i.apply(n, [])).next());
})
);
var n, r, i;
}
},
"anime4k/cnn-2x-16": class extends o {
constructor(e) {
super(e);
}
model() {
const e = [],
t = this.weights.layers,
n = this.context,
r = n.gl,
i = n.texture("input", { format: r.RGBA });
for (let s = 0; s < 4; s++) {
const o = 0 === s ? "conv2d_tf" : `conv2d_tf${s}`,
a = new l([i], n.texture(o, { format: r.RGBA32F }), t[o]);
((a.framebuffer = n.framebuffer(`${o}_fb`, [o])), e.push(a));
}
for (let i = 1; i < 7; i++) {
const s = 1 === i ? "conv2d_tf" : `conv2d_${i - 1}_tf`,
o = [];
for (let e = 0; e < 4; e++)
0 === e
? o.push(n.texture(s))
: o.push(n.texture(s + `${e}`));
for (let s = 0; s < 4; s++) {
const a = 0 === s ? `conv2d_${i}_tf` : `conv2d_${i}_tf${s}`,
u = new v(o, n.texture(a, { format: r.RGBA32F }), t[a]);
((u.framebuffer = n.framebuffer(`${a}_fb`, [a])),
e.push(u));
}
}
for (let i = 0; i < 3; i++) {
const s = [],
o = [],
a = [],
u = [];
for (let e = 0; e < 7; e++) {
const t = 0 === e ? "conv2d_tf" : `conv2d_${e}_tf`;
(s.push(n.texture(t)),
o.push(n.texture(t + "1")),
a.push(n.texture(t + "2")),
u.push(n.texture(t + "3")));
}
const c = 0 === i ? "conv2d_last_tf" : `conv2d_last_tf${i}`,
l = new g(
s,
n.texture(`conv2d_last_${i}_pt1`, { format: r.RGBA32F }),
t[c],
0,
);
((l.framebuffer = n.framebuffer(`conv2d_last_${i}_pt1_fb`, [
`conv2d_last_${i}_pt1`,
])),
e.push(l));
const f = new g(
o,
n.texture(`conv2d_last_${i}_pt2`, { format: r.RGBA32F }),
t[c],
1,
);
((f.framebuffer = n.framebuffer(`conv2d_last_${i}_pt2_fb`, [
`conv2d_last_${i}_pt2`,
])),
e.push(f));
const _ = new g(
a,
n.texture(`conv2d_last_${i}_pt3`, { format: r.RGBA32F }),
t[c],
2,
);
((_.framebuffer = n.framebuffer(`conv2d_last_${i}_pt3_fb`, [
`conv2d_last_${i}_pt3`,
])),
e.push(_));
const d = new g(
u,
n.texture(`conv2d_last_${i}_pt4`, { format: r.RGBA32F }),
t[c],
3,
);
((d.framebuffer = n.framebuffer(`conv2d_last_${i}_pt4_fb`, [
`conv2d_last_${i}_pt4`,
])),
e.push(d));
const p = new w(
[
n.texture(`conv2d_last_${i}_pt1`),
n.texture(`conv2d_last_${i}_pt2`),
n.texture(`conv2d_last_${i}_pt3`),
n.texture(`conv2d_last_${i}_pt4`),
],
n.texture(c, { format: r.RGBA32F }),
t[c],
);
((p.framebuffer = n.framebuffer(`${c}_fb`, [c])), e.push(p));
}
const s = n.texture("output", {
format: r.RGBA,
width: 2 * n.resolution.width,
height: 2 * n.resolution.height,
}),
o = new m(
[
n.texture("conv2d_last_tf"),
n.texture("conv2d_last_tf1"),
n.texture("conv2d_last_tf2"),
i,
],
s,
);
return (
(o.framebuffer = n.framebuffer("output_fb", ["output"])),
e.push(o),
e
);
}
feedForward(e) {
const t = Object.create(null, {
feedForward: { get: () => super.feedForward },
});
return (
(n = this),
(i = function* () {
(yield t.feedForward.call(this, e),
this.layers.length > 0 &&
(this.layers[this.layers.length - 1].inputTextures[3] =
this.context.input),
this.layers.length > 3 &&
((this.layers[0].inputTextures[0] = this.context.input),
(this.layers[1].inputTextures[0] = this.context.input),
(this.layers[2].inputTextures[0] = this.context.input),
(this.layers[3].inputTextures[0] =
this.context.input)));
}),
new ((r = void 0) || (r = Promise))(function (e, t) {
function s(e) {
try {
a(i.next(e));
} catch (e) {
t(e);
}
}
function o(e) {
try {
a(i.throw(e));
} catch (e) {
t(e);
}
}
function a(t) {
var n;
t.done
? e(t.value)
: ((n = t.value),
n instanceof r
? n
: new r(function (e) {
e(n);
})).then(s, o);
}
a((i = i.apply(n, [])).next());
})
);
var n, r, i;
}
},
},
y = class extends a {
constructor(e) {
(super([e], null),
(this.label = "Passthrough"),
(this.framebuffer = null));
}
vertexShader() {
return "#version 300 es\n in vec2 a_position;\n in vec2 a_texCoord;\n out vec2 v_texCoord;\n\n void main() {\n gl_Position = vec4(a_position, 0.0, 1.0);\n // No Y-flip for canvas rendering\n v_texCoord = a_texCoord;\n }";
}
fragmentShader() {
return "#version 300 es\n precision highp float;\n\n in vec2 v_texCoord;\n out vec4 outColor;\n\n uniform sampler2D u_input;\n\n void main() {\n outColor = texture(u_input, v_texCoord);\n }";
}
setupUniforms() {
const e = this.gl;
(e.activeTexture(e.TEXTURE0),
e.bindTexture(e.TEXTURE_2D, this.inputTextures[0]));
const t = e.getUniformLocation(this.program, "u_input");
e.uniform1i(t, 0);
}
};
class k {
constructor(e) {
const {
canvas: t,
source: n,
gl: r,
network_name: i,
weights: o,
} = e;
if (
((this.canvas = t),
(this.source = n),
(this.resolution = {
width: n.width || n.naturalWidth || 0,
height: n.height || n.naturalHeight || 0,
}),
(this.context = new s(r, this.resolution, t)),
(globalThis.context = this.context),
!b[i])
)
throw new Error(`Network ${i} is not defined or implemented`);
((this.network = new b[i](o)),
this.network.layers.forEach((e) => {
e.defaultSetup();
}));
}
static initWebGL(e) {
let t;
if (e) t = e;
else if ("undefined" != typeof OffscreenCanvas)
t = new OffscreenCanvas(1024, 1024);
else {
if ("undefined" == typeof document) return !1;
t = document.createElement("canvas");
}
const n = t.getContext("webgl2");
return !!n && !!n.getExtension("EXT_color_buffer_float") && n;
}
render(e) {
return (
(t = this),
(r = function* () {
(yield this.network.feedForward(e || this.source),
this.displayToCanvas());
}),
new ((n = void 0) || (n = Promise))(function (e, i) {
function s(e) {
try {
a(r.next(e));
} catch (e) {
i(e);
}
}
function o(e) {
try {
a(r.throw(e));
} catch (e) {
i(e);
}
}
function a(t) {
var r;
t.done
? e(t.value)
: ((r = t.value),
r instanceof n
? r
: new n(function (e) {
e(r);
})).then(s, o);
}
a((r = r.apply(t, [])).next());
})
);
var t, n, r;
}
displayToCanvas() {
const e = this.context.textures.output;
if (!e)
throw new Error(
"Output texture not found. Did you run render() first?",
);
const t = new y(e);
(t.defaultSetup(), t.run());
}
readPixels() {
const e = this.context.gl,
t = this.context.textures.output;
if (!t)
throw new Error(
"Output texture not found. Did you run render() first?",
);
const n = 2 * this.resolution.width,
r = 2 * this.resolution.height,
i = e.createFramebuffer();
(e.bindFramebuffer(e.FRAMEBUFFER, i),
e.framebufferTexture2D(
e.FRAMEBUFFER,
e.COLOR_ATTACHMENT0,
e.TEXTURE_2D,
t,
0,
));
const s = e.checkFramebufferStatus(e.FRAMEBUFFER);
if (s !== e.FRAMEBUFFER_COMPLETE)
throw new Error(`Framebuffer incomplete: ${s}`);
const o = new Uint8Array(n * r * 4);
return (
e.readPixels(0, 0, n, r, e.RGBA, e.UNSIGNED_BYTE, o),
e.bindFramebuffer(e.FRAMEBUFFER, null),
e.deleteFramebuffer(i),
o
);
}
}
function T() {
const e = navigator.userAgent;
return e.includes("Firefox/")
? "firefox"
: e.includes("Safari/") && !e.includes("Chrome/")
? "safari"
: e.includes("Chrome/")
? "chromium"
: "unknown";
}
const $ = class {
constructor(e = 10485760) {
((this._chunkSize = e),
(this.chunks = new Map()),
(this._size = 0));
}
write(e, t) {
this._size = Math.max(this._size, t + e.byteLength);
const n = Math.floor(t / this._chunkSize),
r = Math.floor((t + e.byteLength - 1) / this._chunkSize);
for (let i = n; i <= r; i++) {
const n = i * this._chunkSize,
r = n + this._chunkSize,
s = Math.max(t, n),
o = Math.min(t + e.byteLength, r) - s;
if (o <= 0) continue;
let a;
this.chunks.has(i)
? (a = this.chunks.get(i))
: ((a = new Uint8Array(this._chunkSize)),
this.chunks.set(i, a));
const u = s - n,
c = s - t;
for (let t = 0; t < o; t++) a[u + t] = e[c + t];
}
}
get size() {
return this._size;
}
toBlob(e = "application/octet-stream") {
if (0 === this.chunks.size) return new Blob([], { type: e });
const t = Array.from(this.chunks.keys()).sort((e, t) => e - t),
n = [];
for (let e = 0; e < t.length; e++) {
const r = t[e],
i = this.chunks.get(r);
if (e === t.length - 1) {
const e = this._size - r * this._chunkSize;
e < this._chunkSize ? n.push(i.slice(0, e)) : n.push(i);
} else n.push(i);
}
return new Blob(n, { type: e });
}
};
var B = n(232);
const E = async function (e) {
let t;
if (
(console.log(
"Worker: Reading File as ArrayBuffer in worker thread",
),
e.size > 209715200)
) {
console.log("Reading as stream");
const n = e.stream().getReader(),
r = [];
let i = 0;
for (;;) {
const { done: t, value: s } = await n.read();
if (t) break;
if ((r.push(s), (i += s.length), e.size > 0)) {
const t = Math.round((i / e.size) * 80);
self.postMessage({ cmd: "load_progress", progress: t });
}
}
const s = new Blob(r);
t = await s.arrayBuffer();
} else {
console.log("Reading file as arraybuffer");
try {
((t = new FileReaderSync().readAsArrayBuffer(e)),
self.postMessage({ cmd: "load_progress", progress: 80 }));
} catch (n) {
(console.error(
"FileReaderSync failed, falling back to async FileReader",
),
(t = await new Promise((t, n) => {
const r = new FileReader();
((r.onload = (e) => t(e.target.result)),
(r.onerror = (e) => n(e.target.error)),
r.readAsArrayBuffer(e));
})),
self.postMessage({ cmd: "load_progress", progress: 80 }));
}
}
return t;
};
var U = n(41);
class C {
onConfig = null;
onData = null;
setStatus = null;
file = null;
constructor(e, t, { onConfig: n, onData: r, setStatus: i }) {
((this.onConfig = n),
(this.onData = r),
(this.setStatus = i),
(this.type = t),
(this.file = U.createFile()),
(this.file.onError = (e) => i("demux", e)),
(this.file.onReady = this.onReady.bind(this)),
(this.file.onSamples = this.onSamples.bind(this)),
(e.fileStart = 0),
this.file.appendBuffer(e),
this.file.flush());
}
description(e) {
const t = this.file.getTrackById(e.id);
for (const e of t.mdia.minf.stbl.stsd.entries) {
const t = e.avcC || e.hvcC || e.vpcC || e.av1C;
if (t) {
const e = new U.DataStream(void 0, 0, U.DataStream.BIG_ENDIAN);
return (t.write(e), new Uint8Array(e.buffer, 8));
}
}
throw new Error("avcC, hvcC, vpcC, or av1C box not found");
}
onReady(e) {
this.setStatus("demux", "Ready");
const t =
"video" === this.type ? e.videoTracks[0] : e.audioTracks[0];
let n = {};
(console.log("Finding track type"),
console.log(t),
console.log("In"),
(n =
"video" === t.type
? {
codec: t.codec,
codedHeight: t.video.height,
codedWidth: t.video.width,
description: this.description(t),
}
: {
codec: t.codec,
sampleRate: t.audio.sample_rate,
numberOfChannels: t.audio.channel_count,
}),
this.onConfig(n),
this.file.setExtractionOptions(t.id),
this.file.start());
}
onSamples(e, t, n) {
const r = [];
let i;
i =
"undefined" == typeof EncodedAudioChunk || "video" === this.type
? EncodedVideoChunk
: EncodedAudioChunk;
for (const e of n)
r.push(
new i({
type: e.is_sync ? "key" : "delta",
timestamp: (1e6 * e.cts) / e.timescale,
duration: (1e6 * e.duration) / e.timescale,
data: e.data,
}),
);
this.onData(r);
}
flush() {
this.file.flush();
}
}
const P = function (e, t, n, r = !1) {
return new Promise(function (i, s) {
let o,
a = [],
u = !1;
const c = "audio" === t ? 80 : 85,
l = "audio" === t ? 85 : 100;
new C(e, t, {
onConfig(e) {
if (((o = e), o && u))
return i({ config: o, encoded_chunks: a });
},
onData(e) {
for (let t of e) a.push(t);
let t = e[e.length - 1].timestamp / 1e6;
if ((Math.abs(n - t) < 1 && (u = !0), !r)) {
const e = c + Math.round((t / n) * (l - c));
self.postMessage({
cmd: "load_progress",
progress: Math.min(e, l),
});
}
if (o && u) return i({ config: o, encoded_chunks: a });
},
setStatus: function () {},
});
});
};
let R = null,
S = {},
A = new Set();
function F() {
const e = navigator.userAgent;
return e.includes("Chrome") && !e.includes("Edg")
? "chrome"
: e.includes("Safari") && !e.includes("Chrome")
? "safari"
: e.includes("Firefox")
? "firefox"
: e.includes("Edg")
? "edge"
: "unknown";
}
function L() {
const e = navigator.userAgent;
return e.includes("Windows")
? "windows"
: e.includes("Mac")
? "mac"
: e.includes("Linux")
? "linux"
: e.includes("Android")
? "android"
: e.includes("iOS") ||
e.includes("iPhone") ||
e.includes("iPad")
? "ios"
: "unknown";
}
function M() {
const e = navigator.userAgent;
return /Android|webOS|iPhone|iPad|iPod|BlackBerry|IEMobile|Opera Mini/i.test(
e,
);
}
function j(e, t = {}) {
try {
if (!R)
return void console.warn(
"[Tracking] Not initialized - skipping event:",
e,
);
if ("error" === e && t.error_stage) {
const e = t.error_stage;
if (A.has(e))
return void console.log(
"[Tracking] Skipping duplicate error for stage:",
e,
);
A.add(e);
}
const n = {
...S,
event_type: e,
timestamp: new Date().toISOString(),
...t,
};
(fetch(
"https://axo75x5aol.execute-api.us-east-2.amazonaws.com/default/log",
{
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify(n),
keepalive: !0,
},
).catch((t) => {
console.warn("[Tracking] Failed to send event:", e, t);
}),
console.log("[Tracking] Event logged:", e));
} catch (e) {
console.warn("[Tracking] Unexpected error in logEvent:", e);
}
}
const G = async function (e) {
const {
currentNetwork: t,
currentWeights: n,
file: r,
duration: s,
handle: o,
adjustedResolution: a,
skipDemuxProgress: u,
websr: c,
gpu: l,
gl: f,
backend: _,
upscaled_canvas: d,
ctx: p,
resolution: h,
progress_preview_ctx: x,
progress_preview_canvas: m,
} = e;
let v = c,
g = f;
console.log("Using firefox/safari processor");
const w = a
? { width: a.adjustedInputWidth, height: a.adjustedInputHeight }
: h,
b = a
? {
width: a.adjustedOutputWidth,
height: a.adjustedOutputHeight,
}
: { width: 2 * h.width, height: 2 * h.height };
let y,
U,
C = (b.width * b.height * 25e5) / 921600;
const R = await E(r);
if (t || a) {
const e = a ? w : h;
"webgpu" === _
? (v = new (i())({
network_name: t || "anime4k/cnn-2x-16",
weights: n,
resolution: e,
gpu: l,
canvas: d,
}))
: "webgl" === _ &&
((d.width = 2 * e.width),
(d.height = 2 * e.height),
console.log(`Upscled canvas: ${d.width}, ${d.height}`),
(g && g.canvas === d) || (g = d.getContext("webgl2")),
(v = new k({
source: { width: e.width, height: e.height },
canvas: d,
gl: g,
network_name: t || "anime4k/cnn-2x-16",
weights: n,
})));
}
const S = new $();
try {
U = await P(R, "audio", s, u);
} catch (e) {
(console.log("No audio track found, skipping...."),
console.log(e));
}
try {
y = await P(R, "video", s, u);
} catch (e) {
(console.warn("No video data found"),
j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "demux",
}),
postMessage({ cmd: "error", data: "No video found" }));
}
const A = y.config,
F = y.encoded_chunks;
(console.log(`Working with ${F.length} chunks`),
console.log(`Video config: ${A}`));
const L = [],
M = {};
for (const e of F) (L.push(e.timestamp), (M[`${e.timestamp}`] = e));
const G = L.sort((e, t) => e - t),
q = T(),
D = {
target: new B.Pl(
function (e, t) {
S.write(e, t);
},
function () {},
{ chunked: !0, chunkSize: 10485760 },
),
video: { codec: "avc", width: b.width, height: b.height },
firstTimestampBehavior: "offset",
fastStart: "in-memory",
};
U &&
(D.audio = {
codec: "aac",
numberOfChannels: U.config.numberOfChannels,
sampleRate: U.config.sampleRate,
});
const z = new B.fX(D);
let I = b.width * b.height > 921600 ? "avc1.42003e" : "avc1.42001f",
O = ["avc1.640028", "avc1.64001e", "avc1.42003e", "avc1.42001f"];
"firefox" === q && (O = ["avc1.42003e", "avc1.42001f"]);
for (const e of O) {
const t = {
codec: e,
width: b.width,
height: b.height,
bitrate: C,
framerate: 1e6 / y.encoded_chunks[0].duration,
};
if ((await VideoEncoder.isConfigSupported(t)).supported) {
I = e;
break;
}
}
const W = {
codec: I,
width: b.width,
height: b.height,
bitrate: Math.round(C),
framerate: 1e6 / F[0].duration,
},
N = [],
V = {},
X = new VideoDecoder({
output(e) {
((V[`${e.timestamp}`] = e), N.shift()());
},
error(e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "decode",
}),
postMessage({ cmd: "error", data: e.message }));
},
}),
H = [],
K = [];
let Y = 0;
const Q = new VideoEncoder({
output: (e, t) => {
const n = H.shift();
(K.push({ chunk: e, meta: t }), (Y = e.timestamp / 1e6), n());
},
error: (e) => {
(console.log("Error encoding chunk"),
console.log(e),
j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "encode",
}),
postMessage({ cmd: "error", data: e.message }));
},
});
(Q.configure(W), X.configure(A));
let J = 0;
const Z = [],
ee = {};
for (let t = 0; t < Math.min(F.length, 20); t++) {
let n = F[t];
const r = new Promise(function (e, t) {
N.push(function (t) {
e(t);
});
});
(Z.push(r), (ee[`${n.timestamp}`] = r));
try {
X.decode(n);
} catch (e) {
(console.log("Error decoding chunk"),
console.log(e),
j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "decode",
}),
postMessage({ cmd: "error", data: e.message }));
}
}
const te = [],
ne = performance.now();
let re,
ie = performance.now(),
se = setInterval(function () {
performance.now() - ie > 20 && F.length - re < 10 && X.flush();
}, 100),
oe = 0;
const ae = Math.round(3 * Math.sqrt(F.length));
console.log(`Reporting every ${ae} chunks`);
let ue = !1;
for (; J < F.length; ) {
const t = G[J];
if (!V[`${t}`]) {
if (
(await new Promise((e) => setTimeout(e, 100)),
(oe += 1),
oe > 10)
)
break;
continue;
}
oe = 0;
const n = M[`${t}`],
r = await V[`${t}`];
ie = performance.now();
const i = await createImageBitmap(r, {
resizeHeight: b.height,
resizeWidth: b.width,
});
let o;
((o =
!a ||
(r.displayWidth === w.width && r.displayHeight === w.height)
? r
: await createImageBitmap(r, {
resizeWidth: w.width,
resizeHeight: w.height,
})),
v.render(o),
p.transferFromImageBitmap(i));
const u = J;
let c;
if (((re = J), "webgl" === _)) {
const e = v.readPixels(),
t = d.width,
n = d.height;
if (t !== b.width || n !== b.height) {
const i = new ImageData(
new Uint8ClampedArray(e.buffer),
t,
n,
),
s = await createImageBitmap(i, {
resizeWidth: b.width,
resizeHeight: b.height,
resizeQuality: "high",
});
((c = new VideoFrame(s, {
timestamp: r.timestamp,
duration: r.duration,
alpha: "discard",
})),
s.close());
} else
c = new VideoFrame(e, {
format: "RGBA",
codedWidth: t,
codedHeight: n,
timestamp: r.timestamp,
duration: r.duration,
});
} else if (d.width !== b.width || d.height !== b.height) {
const e = await createImageBitmap(d, {
resizeWidth: b.width,
resizeHeight: b.height,
resizeQuality: "high",
});
((c = new VideoFrame(e, {
timestamp: r.timestamp,
duration: r.duration,
alpha: "discard",
})),
e.close());
} else
c = new VideoFrame(d, {
timestamp: r.timestamp,
duration: r.duration,
alpha: "discard",
});
if (J % 50 == 0)
try {
const e = await createImageBitmap(d);
x.transferFromImageBitmap(e);
} catch (e) {
console.warn(e);
}
(J % ae == 0 &&
console.log(`Process frame ${u} out of ${F.length}`),
(J += 1));
let l = Math.floor((r.timestamp / 1e6 / s) * 1e5) / 1e3,
f = performance.now() - ne;
if (f > 1e3) {
const e = ((r.timestamp / 1e6 / s) * 100) / f;
let t = Math.round((100 - l) / e / 1e3);
postMessage({
cmd: "eta",
data:
((ce = t),
(le = parseInt(ce, 10)),
[Math.floor(le / 3600), Math.floor(le / 60) % 60, le % 60]
.map((e) => (e < 10 ? "0" + e : e))
.filter((e, t) => "00" !== e || t > 0)
.join(":")),
});
} else postMessage({ cmd: "eta", data: "calculating..." });
(postMessage({ cmd: "progress", data: l }),
te.push(
new Promise(function (e, t) {
H.push(function () {
e();
});
}),
));
try {
(Q.encodeQueueSize >= 20 &&
(await new Promise(function (e) {
!(function t() {
Q.encodeQueueSize < 20 ? e() : setTimeout(t, 100);
})();
})),
Q.encode(c, { keyFrame: "key" === n.type }));
} catch (e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "upscale",
}),
postMessage({ cmd: "error", data: e.message }));
}
if (
(r.close(), c.close(), o !== r && o.close(), u + 20 < F.length)
) {
let t = F[u + 20];
Z.push(
new Promise(function (e, t) {
N.push(function (t) {
e(t);
});
}),
);
try {
X.decode(t);
} catch (e) {}
ie = performance.now();
}
}
var ce, le;
clearInterval(se);
let fe = performance.now();
se = setInterval(function () {
if (
(console.log(`Last encoded timestamp ${Y}`),
console.log("Progress " + Y / s),
performance.now() - fe > 1e3)
)
return Q.flush();
}, 5e3);
for (let e = 0; e < te.length; e++) {
const t = te[e];
(await t, (fe = performance.now()));
}
(clearInterval(se),
(function () {
if (ue) return;
ue = !0;
const e = K.sort(
(e, t) => e.chunk.timestamp - t.chunk.timestamp,
);
for (const t of e) z.addVideoChunk(t.chunk, t.meta);
try {
if (U) {
const e = U.encoded_chunks;
for (let t of e) z.addAudioChunk(t);
}
z.finalize();
const e = S.toBlob("video/mp4");
postMessage({ cmd: "finished", data: e });
} catch (e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "process",
}),
postMessage({ cmd: "error", data: e.message }));
}
})());
},
q = async function (e) {
const {
currentNetwork: t,
currentWeights: n,
file: r,
duration: s,
handle: o,
adjustedResolution: a,
skipDemuxProgress: u,
websr: c,
gpu: l,
upscaled_canvas: f,
ctx: _,
resolution: d,
progress_preview_ctx: p,
progress_preview_canvas: h,
} = e;
let x = c;
(console.log("Using standard processor"),
console.log(`Duration ${s}`));
const m = performance.now(),
v = a
? { width: a.adjustedInputWidth, height: a.adjustedInputHeight }
: d,
g = a
? {
width: a.adjustedOutputWidth,
height: a.adjustedOutputHeight,
}
: { width: 2 * d.width, height: 2 * d.height };
let w,
b,
y = (g.width * g.height * 25e5) / 921600;
const k = await E(r);
if (t || a) {
const e = a ? v : d;
x = new (i())({
network_name: t || "anime4k/cnn-2x-16",
weights: n,
resolution: e,
gpu: l,
canvas: f,
});
}
const T = performance.now();
console.log("Time to get WebSR: " + (T - m));
const U = new $();
try {
b = await P(k, "audio", s, u);
} catch (J) {
console.log("No audio track found, skipping....");
}
const C = performance.now();
console.log("Time to get audio track: " + (C - T));
try {
w = await P(k, "video", s, u);
} catch (J) {
(console.warn("No video data found"),
j("error", {
error_message: J.message,
error_stack: J.stack,
error_stage: "demux",
}),
postMessage({ cmd: "error", data: "No video found" }));
}
const R = w.config,
S = w.encoded_chunks,
A = performance.now();
(console.log("Time to get video track: " + (A - C)),
console.log(`Working with ${S.length} chunks`),
console.log(`Video config: ${JSON.stringify(R)}`));
const F = {
target: new B.Pl(
function (e, t) {
U.write(e, t);
},
function () {},
{ chunked: !0, chunkSize: 10485760 },
),
video: { codec: "avc", width: g.width, height: g.height },
firstTimestampBehavior: "offset",
fastStart: "in-memory",
};
b &&
(F.audio = {
codec: "aac",
numberOfChannels: b.config.numberOfChannels,
sampleRate: b.config.sampleRate,
});
const L = new B.fX(F);
let M = g.width * g.height > 921600 ? "avc1.42003e" : "avc1.42001f";
const G = [
"avc1.640028",
"avc1.64001e",
"avc1.42003e",
"avc1.42001f",
];
for (const e of G) {
const t = {
codec: e,
width: g.width,
height: g.height,
bitrate: y,
framerate: 1e6 / w.encoded_chunks[0].duration,
};
if ((await VideoEncoder.isConfigSupported(t)).supported) {
M = e;
break;
}
}
const q = {
codec: M,
width: g.width,
height: g.height,
bitrate: Math.round(y),
framerate: 1e6 / w.encoded_chunks[0].duration,
},
D = [],
z = new VideoDecoder({
output(e) {
D.shift()(e);
},
error(e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "decode",
}),
postMessage({ cmd: "error", data: e.message }));
},
}),
I = [];
let O = 0;
const W = new VideoEncoder({
output: (e, t) => {
const n = I.shift();
try {
(L.addVideoChunk(e, t), (O = e.timestamp / 1e6));
} catch (e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "mux",
}),
postMessage({ cmd: "error", data: e.message }));
}
n();
},
error: (e) => {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "encode",
}),
postMessage({ cmd: "error", data: e.message }));
},
});
(W.configure(q), z.configure(R));
const N = Math.round(3 * Math.sqrt(S.length));
console.log(`Reporting every ${N} chunks`);
const V = [];
for (let e = 0; e < Math.min(S.length, 20); e++) {
let t = S[e];
V.push(
new Promise(function (e, t) {
D.push(function (t) {
e(t);
});
}),
);
try {
z.decode(t);
} catch (J) {
(j("error", {
error_message: J.message,
error_stack: J.stack,
error_stage: "decode",
}),
postMessage({ cmd: "error", data: J.message }));
}
}
const X = [],
H = performance.now();
let K,
Y = performance.now(),
Q = setInterval(function () {
performance.now() - Y > 20 && S.length - K < 10 && z.flush();
}, 100);
const J = performance.now();
console.log("Get to process loop time " + (J - A));
for (let e = 0; e < V.length; e++) {
const t = V[e],
n = S[e],
r = await t;
Y = performance.now();
const i = await createImageBitmap(r, {
resizeHeight: g.height,
resizeWidth: g.width,
});
let o, u;
if (
((o =
!a ||
(r.displayWidth === v.width && r.displayHeight === v.height)
? r
: await createImageBitmap(r, {
resizeWidth: v.width,
resizeHeight: v.height,
})),
x.render(o),
_.transferFromImageBitmap(i),
(K = e),
e % N == 0 &&
console.log(`Process frame ${e} out of ${S.length}`),
f.width !== g.width || f.height !== g.height)
) {
const e = await createImageBitmap(f, {
resizeWidth: g.width,
resizeHeight: g.height,
resizeQuality: "high",
});
((u = new VideoFrame(e, {
timestamp: r.timestamp,
duration: r.duration,
alpha: "discard",
})),
e.close());
} else
u = new VideoFrame(f, {
timestamp: r.timestamp,
duration: r.duration,
alpha: "discard",
});
if (p && e % 50 == 0) {
const e = await createImageBitmap(f, {
resizeWidth: h.width,
resizeHeight: h.height,
resizeQuality: "high",
});
p.transferFromImageBitmap(e);
}
let c = Math.floor((r.timestamp / 1e6 / s) * 1e5) / 1e3;
postMessage({ cmd: "progress", data: c });
let l = performance.now() - H;
if (l > 1e3) {
const e = ((r.timestamp / 1e6 / s) * 100) / l;
let t = Math.round((100 - c) / e / 1e3);
postMessage({
cmd: "eta",
data:
((Z = t),
(ee = parseInt(Z, 10)),
[Math.floor(ee / 3600), Math.floor(ee / 60) % 60, ee % 60]
.map((e) => (e < 10 ? "0" + e : e))
.filter((e, t) => "00" !== e || t > 0)
.join(":")),
});
} else postMessage({ cmd: "eta", data: "calculating..." });
X.push(
new Promise(function (e, t) {
I.push(function () {
e();
});
}),
);
try {
(W.encodeQueueSize >= 20 &&
(await new Promise(function (e) {
!(function t() {
W.encodeQueueSize < 20 ? e() : setTimeout(t, 100);
})();
})),
W.encode(u, { keyFrame: "key" === n.type }));
} catch (J) {
(j("error", {
error_message: J.message,
error_stack: J.stack,
error_stage: "upscale",
}),
postMessage({ cmd: "error", data: J.message }));
}
if (
(r.close(), u.close(), o !== r && o.close(), e + 20 < S.length)
) {
let t = S[e + 20];
V.push(
new Promise(function (e, t) {
D.push(function (t) {
e(t);
});
}),
);
try {
z.decode(t);
} catch (J) {}
Y = performance.now();
}
}
var Z, ee;
clearInterval(Q);
let te = performance.now(),
ne = !0;
Q = setInterval(function () {
if (
(console.log(`Last encoded timestamp ${O}`),
console.log("Progress " + O / s),
performance.now() - te > 1e3)
)
return W.flush();
}, 5e3);
for (let e = 0; e < X.length; e++) {
const t = X[e];
(await t, (te = performance.now()));
}
(console.log("All encoded promises resolved, finishing"),
(function () {
(console.log("Finishing"), (ne = !0), clearInterval(Q));
try {
if (b) {
const e = b.encoded_chunks;
for (let t of e) L.addAudioChunk(t);
}
(console.log("Finish"), L.finalize());
const e = U.toBlob("video/mp4");
(console.log(`Blob size: ${e.size}`),
postMessage({ cmd: "finished", data: e }));
try {
(console.log("Closing encoder"), W.close());
} catch (e) {
console.log(`Error Closing encoder ${e}`);
}
try {
(z.close(), console.log("Closing decoder"));
} catch (e) {
(console.log("Closing decoder"), console.log(e));
}
} catch (e) {
(j("error", {
error_message: e.message,
error_stack: e.stack,
error_stage: "process",
}),
postMessage({ cmd: "error", data: e.message }));
}
})());
};
var D = n(219),
z = n(700),
I = n(176),
O = n(709),
W = n(192),
N = n(547),
V = n(689),
X = n(690),
H = n(291);
const K = async function (e) {
const {
currentNetwork: t,
currentWeights: n,
file: r,
duration: s,
handle: o,
adjustedResolution: a,
skipDemuxProgress: u,
websr: c,
gpu: l,
upscaled_canvas: f,
ctx: _,
resolution: d,
progress_preview_ctx: p,
progress_preview_canvas: h,
} = e;
let x = c;
(console.log("Using MediaBunny processor"),
console.log(`Duration ${s}`));
const m = performance.now(),
v = a
? { width: a.adjustedInputWidth, height: a.adjustedInputHeight }
: d;
if (
(a
? (a.adjustedOutputWidth, a.adjustedOutputHeight)
: (d.width, d.height),
t || a)
) {
const e = a ? v : d;
x = new (i())({
network_name: t || "anime4k/cnn-2x-16",
weights: n,
resolution: e,
gpu: l,
canvas: f,
});
}
const g = new D.pC(r),
w = new z.I({ formats: [I.bJ], source: g }),
b = new $(),
y = new WritableStream({
write(e) {
b.write(e.data, e.position);
},
}),
k = new O.Pl(y),
T = performance.now();
console.log("Time to get WebSR: " + (T - m));
const B = new W.r({ format: new N.E1(), target: k }),
E = new V.D0(f, {
codec: "avc",
bitrate: X.n1,
keyFrameInterval: 60,
}),
U = await w.getPrimaryVideoTrack();
if (!U && !U)
return postMessage({
cmd: "error",
data: "The video does not have a video track",
});
if (!(await U.canDecode()))
return postMessage({
cmd: "error",
data: "The video could not be processed, is it a valid video file?",
});
let C, P;
const R = await w.getPrimaryAudioTrack();
R && ((C = new V.p7(R.codec)), B.addAudioTrack(C), (P = new H.a6(R)));
const S = (await U.computePacketStats()).averagePacketRate;
B.addVideoTrack(E, { frameRate: S });
const A = new H.dL(U),
F = performance.now();
function L(e) {
const t = performance.now() - F,
n = Math.floor((e.timestamp / s) * 100);
if ((postMessage({ cmd: "progress", data: n }), t > 1e3)) {
const o = ((e.timestamp / s) * 100) / t,
a = Math.round((100 - n) / o / 1e3);
postMessage({
cmd: "eta",
data:
((r = a),
(i = parseInt(r, 10)),
[Math.floor(i / 3600), Math.floor(i / 60) % 60, i % 60]
.map((e) => (e < 10 ? "0" + e : e))
.filter((e, t) => "00" !== e || t > 0)
.join(":")),
});
} else postMessage({ cmd: "eta", data: "calculating..." });
var r, i;
}
await B.start();
let M = 0;
for await (const e of A.samples()) {
const t = e.toVideoFrame(),
n = await createImageBitmap(t, {
resizeHeight: 2 * t.codedHeight,
resizeWidth: 2 * t.codedWidth,
});
let r;
if (
((r =
!a ||
(t.displayWidth === v.width && t.displayHeight === v.height)
? t
: await createImageBitmap(t, {
resizeWidth: v.width,
resizeHeight: v.height,
})),
x.render(r),
_.transferFromImageBitmap(n),
p && M % 50 == 0)
) {
const e = await createImageBitmap(f, {
resizeWidth: h.width,
resizeHeight: h.height,
resizeQuality: "high",
});
p.transferFromImageBitmap(e);
}
(E.add(e.timestamp, e.duration),
L(e),
t.close(),
e.close(),
n.close(),
M++);
}
if (P) {
const e = await R.getDecoderConfig();
for await (const t of P.packets())
t.timestamp > 0 && C.add(t, { decoderConfig: e });
}
await B.finalize();
const j = b.toBlob("video/mp4");
postMessage({ cmd: "finished", data: j });
};
var Y = n(348);
const Q = async function (e) {
const {
currentNetwork: t,
currentWeights: n,
file: r,
duration: s,
handle: o,
adjustedResolution: a,
skipDemuxProgress: u,
websr: c,
gpu: l,
backend: f,
gl: _,
upscaled_canvas: d,
ctx: p,
resolution: h,
progress_preview_ctx: x,
progress_preview_canvas: m,
} = e;
let v = c;
(console.log("Using MediaBunny firefox processor"),
console.log(`Duration ${s}`));
const g = performance.now(),
w = a
? { width: a.adjustedInputWidth, height: a.adjustedInputHeight }
: h;
if (
(a
? (a.adjustedOutputWidth, a.adjustedOutputHeight)
: (h.width, h.height),
t || a)
) {
const e = a ? w : h;
"webgpu" === f
? (v = new (i())({
network_name: t || "anime4k/cnn-2x-16",
weights: n,
resolution: e,
gpu: l,
canvas: d,
}))
: "webgl" === f &&
((d.width = 2 * e.width),
(d.height = 2 * e.height),
console.log(`Upscled canvas: ${d.width}, ${d.height}`),
(_ && _.canvas === d) || (_ = d.getContext("webgl2")),
(v = new k({
source: { width: e.width, height: e.height },
canvas: d,
gl: _,
network_name: t || "anime4k/cnn-2x-16",
weights: n,
})));
}
const b = new D.pC(r),
y = new z.I({ formats: [I.bJ], source: b }),
T = new $(),
B = new WritableStream({
write(e) {
T.write(e.data, e.position);
},
}),
E = new O.Pl(B),
U = performance.now();
console.log("Time to get WebSR: " + (U - g));
const C = new W.r({ format: new N.E1(), target: E }),
P = new V.Dg({ codec: "avc", bitrate: X.n1, keyFrameInterval: 60 }),
R = await y.getPrimaryVideoTrack();
if (!R && !R)
return postMessage({
cmd: "error",
data: "The video does not have a video track",
});
if (!(await R.canDecode()))
return postMessage({
cmd: "error",
data: "The video could not be processed, is it a valid video file?",
});
let S, A;
const F = await y.getPrimaryAudioTrack();
F && ((S = new V.p7(F.codec)), C.addAudioTrack(S), (A = new H.a6(F)));
const L = (await R.computePacketStats()).averagePacketRate;
C.addVideoTrack(P, { frameRate: L });
const M = new H.dL(R),
j = performance.now();
function G(e) {
const t = performance.now() - j,
n = Math.floor((e.timestamp / s) * 100);
if ((postMessage({ cmd: "progress", data: n }), t > 1e3)) {
const o = ((e.timestamp / s) * 100) / t,
a = Math.round((100 - n) / o / 1e3);
postMessage({
cmd: "eta",
data:
((r = a),
(i = parseInt(r, 10)),
[Math.floor(i / 3600), Math.floor(i / 60) % 60, i % 60]
.map((e) => (e < 10 ? "0" + e : e))
.filter((e, t) => "00" !== e || t > 0)
.join(":")),
});
} else postMessage({ cmd: "eta", data: "calculating..." });
var r, i;
}
await C.start();
let q = 0;
for await (const e of M.samples()) {
const t = e.toVideoFrame(),
n = await createImageBitmap(t, {
resizeHeight: 2 * t.codedHeight,
resizeWidth: 2 * t.codedWidth,
});
let r, i;
if (
((r =
!a ||
(t.displayWidth === w.width && t.displayHeight === w.height)
? t
: await createImageBitmap(t, {
resizeWidth: w.width,
resizeHeight: w.height,
})),
v.render(r),
p.transferFromImageBitmap(n),
"webgl" === f)
) {
const e = v.readPixels();
i = new VideoFrame(e, {
format: "RGBA",
codedWidth: d.width,
codedHeight: d.height,
timestamp: t.timestamp,
duration: t.duration,
});
} else
i = new VideoFrame(d, {
timestamp: t.timestamp,
duration: t.duration,
alpha: "discard",
});
const s = new Y._A(i);
if ((P.add(s), x && q % 50 == 0)) {
const e = await createImageBitmap(i, {
resizeWidth: m.width,
resizeHeight: m.height,
resizeQuality: "high",
});
x.transferFromImageBitmap(e);
}
(G(e), t.close(), e.close(), n.close(), i.close(), s.close(), q++);
}
if (A) {
const e = await F.getDecoderConfig();
for await (const t of A.packets())
t.timestamp > 0 && S.add(t, { decoderConfig: e });
}
await C.finalize();
const K = T.toBlob("video/mp4");
postMessage({ cmd: "finished", data: K });
};
let J, Z, ee, te, ne, re, ie, se, oe, ae, ue, ce;
self.onmessage = async function (e) {
var t;
if (e.data.cmd)
if ("init" === e.data.cmd)
await (async function (e) {
let t;
if (
((ue = e.resolution),
(ne = e.upscaled),
(re = e.original),
(ie = e.progressPreview),
(oe = e.debugCanvas),
ie && (se = ie.getContext("bitmaprenderer")),
oe &&
((ae = oe.getContext("2d")),
(oe.width = 2 * e.resolution.width),
(oe.height = 2 * e.resolution.height)),
e.videoFrame)
) {
console.log("[Worker] Creating bitmap from VideoFrame...");
const n = performance.now();
((t = await createImageBitmap(e.videoFrame)),
console.log(
`[Worker] Bitmap creation from VideoFrame took ${Math.round(performance.now() - n)}ms`,
),
e.videoFrame.close());
} else if (e.imageArrayBuffer) {
console.log(
"[Worker] Creating bitmap from image ArrayBuffer...",
);
const n = performance.now(),
r = new Blob([e.imageArrayBuffer], {
type: e.imageMimeType,
});
((t = await createImageBitmap(r)),
console.log(
`[Worker] Bitmap creation took ${Math.round(performance.now() - n)}ms`,
));
} else e.bitmap && (t = e.bitmap);
if ("webgpu" === ee)
(J || (J = await i().initWebGPU()),
(te = new (i())({
network_name: e.network_name || "anime4k/cnn-2x-16",
weights: e.weights,
resolution: e.resolution,
gpu: J,
canvas: e.upscaled,
})));
else if ("webgl" === ee) {
if (
((e.upscaled.width = 2 * e.resolution.width),
(e.upscaled.height = 2 * e.resolution.height),
!Z)
) {
if (((Z = e.upscaled.getContext("webgl2")), !Z))
return void console.error(
"Failed to get WebGL2 context from canvas",
);
if (!Z.getExtension("EXT_color_buffer_float"))
return void console.error(
"EXT_color_buffer_float not supported",
);
}
const n = await createImageBitmap(t, {
resizeWidth: e.resolution.width,
resizeHeight: e.resolution.height,
});
te = new k({
source: n,
canvas: e.upscaled,
gl: Z,
network_name: e.network_name || "anime4k/cnn-2x-16",
weights: e.weights,
});
}
ce = re.getContext("bitmaprenderer");
const n = await createImageBitmap(t, {
resizeHeight: 2 * e.resolution.height,
resizeWidth: 2 * e.resolution.width,
});
ce.transferFromImageBitmap(n);
})(e.data.data);
else if ("isSupported" === e.data.cmd)
await (async function () {
if (
"undefined" == typeof VideoEncoder ||
"undefined" == typeof VideoDecoder ||
"undefined" == typeof EncodedVideoChunk
)
return (
(ee = null),
postMessage({
cmd: "isSupported",
data: {
supported: !1,
backend: null,
missingFeature: "WebCodecs",
},
})
);
if (
((J = await i().initWebGPU()), J && J.importExternalTexture)
)
return (
(ee = "webgpu"),
postMessage({
cmd: "isSupported",
data: { supported: !0, backend: "webgpu" },
})
);
const e = new OffscreenCanvas(1, 1).getContext("webgl2");
if (e && e.getExtension("EXT_color_buffer_float"))
return (
(ee = "webgl"),
postMessage({
cmd: "isSupported",
data: { supported: !0, backend: "webgl" },
})
);
((ee = null),
postMessage({
cmd: "isSupported",
data: {
supported: !1,
backend: null,
missingFeature: "WebGPU/WebGL",
},
}));
})();
else if ("process" === e.data.cmd) {
const n = performance.now(),
r = e.data.skipDemuxProgress || !1;
if (
(!ue &&
e.data.adjustedResolution &&
(ue = {
width: e.data.adjustedResolution.adjustedInputWidth,
height: e.data.adjustedResolution.adjustedInputHeight,
}),
!ne && e.data.upscaled && (ne = e.data.upscaled),
!re && e.data.original && (re = e.data.original),
!fe && e.data.weights && (fe = e.data.weights),
!le && e.data.network_name && (le = e.data.network_name),
!ce && re)
)
try {
ce = re.getContext("bitmaprenderer");
} catch (e) {
console.error(
"[Worker] Failed to get bitmaprenderer context:",
e,
);
}
const i = {
currentNetwork: le,
currentWeights: fe,
file: e.data.file,
duration: e.data.duration,
handle: e.data.handle,
adjustedResolution: e.data.adjustedResolution,
skipDemuxProgress: r,
websr: te,
gpu: J,
gl: Z,
backend: ee,
upscaled_canvas: ne,
original_canvas: re,
ctx: ce,
resolution: ue,
progress_preview_ctx: se,
progress_preview_canvas: ie,
},
s = T();
let o, a;
(Math.random() < 0
? "firefox" === s || "safari" === s || "webgl" == ee
? ((o = "mediabunny-firefox"),
(a = Q),
postMessage({
cmd: "analytics",
event: "firefox-mediabunny-processor",
}))
: ((o = "mediabunny"),
(a = K),
postMessage({
cmd: "analytics",
event: "mediabunny-processor",
}))
: "firefox" === s || "safari" === s || "webgl" == ee
? ((o = "firefox"),
(a = G),
postMessage({
cmd: "analytics",
event: "firefox-processor",
}))
: ((o = "standard"),
(a = q),
postMessage({
cmd: "analytics",
event: "standard-processor",
})),
(t = {
backend: ee,
processor: o,
network: le,
video_duration_sec: e.data.duration,
video_width: ue.width,
video_height: ue.height,
video_size_bytes: e.data.file ? e.data.file.size : 0,
video_fps: 30,
}),
(R = crypto.randomUUID()),
A.clear(),
(S = {
session_id: R,
browser: F(),
browser_version:
navigator.userAgent.match(
/(?:Chrome|Firefox|Safari|Edge)\/(\d+)/,
)?.[1] || "unknown",
os: L(),
is_mobile: M(),
backend: t.backend,
processor: t.processor,
network: t.network,
video_duration_sec: t.video_duration_sec,
video_width: t.video_width,
video_height: t.video_height,
video_size_bytes: t.video_size_bytes,
video_fps: t.video_fps,
}),
console.log("[Tracking] Session initialized:", R),
j("start"));
const u = performance.now();
(console.log(`Worker: Data ready in ${u - n}ms`),
await a(i),
j("complete", { time_elapsed_ms: performance.now() - n }));
} else if ("realtimeInit" === e.data.cmd) {
const { upscaled, resolution, network_name, weights } =
e.data.data,
baseResolution = {
width: resolution.width,
height: resolution.height,
};
if ("webgpu" === ee) {
if (!J) J = await i().initWebGPU();
te = new (i())({
network_name: network_name || "anime4k/cnn-2x-16",
weights,
resolution: baseResolution,
gpu: J,
canvas: upscaled,
});
realtimeState = {
backend: "webgpu",
upscaled,
resolution: baseResolution,
};
} else {
const ctx = upscaled.getContext("2d");
realtimeState = {
backend: ee || "2d",
upscaled,
ctx,
resolution: baseResolution,
};
}
} else if ("realtimeFrame" === e.data.cmd) {
if (!realtimeState) return;
const { frame } = e.data;
if (!frame) return;
const { backend, upscaled, resolution } = realtimeState;
if ("webgpu" === backend && te) {
try {
const resized = await createImageBitmap(frame, {
resizeWidth: resolution.width,
resizeHeight: resolution.height,
});
await te.render(resized);
if (typeof resized.close === "function") resized.close();
} finally {
if (typeof frame.close === "function") frame.close();
}
} else if (realtimeState.ctx) {
const ctx = realtimeState.ctx;
try {
ctx.clearRect(0, 0, upscaled.width, upscaled.height);
ctx.drawImage(frame, 0, 0, upscaled.width, upscaled.height);
} finally {
if (typeof frame.close === "function") frame.close();
}
}
} else
"getImageBlob" === e.data.cmd
? await (async function (e, t = !1) {
(console.log("Bitmap or Data"),
console.log(e),
console.log("Preview"),
console.log(t));
try {
let n = e;
if (e.imageArrayBuffer) {
console.log(
"[Worker] Creating bitmap from ArrayBuffer for image blob...",
);
const t = new Blob([e.imageArrayBuffer], {
type: e.imageMimeType,
});
n = await createImageBitmap(t);
}
const r = new OffscreenCanvas(
2 * ue.width,
2 * ue.height,
),
s = new OffscreenCanvas(2 * ue.width, 2 * ue.height),
o = new OffscreenCanvas(2 * ue.width, 2 * ue.height),
a = s.getContext("bitmaprenderer"),
u = o.getContext("2d");
if ("webgpu" === ee)
((te = new (i())({
network_name: "anime4k/cnn-2x-16",
weights: fe,
resolution: ue,
gpu: J,
canvas: r,
})),
await te.render(n));
else if ("webgl" === ee) {
const e = await createImageBitmap(n, {
resizeWidth: ue.width,
resizeHeight: ue.height,
}),
t = r.getContext("webgl2");
(t.getExtension("EXT_color_buffer_float"),
(te = new k({
source: e,
canvas: r,
gl: t,
network_name: le || "anime4k/cnn-2x-16",
weights: fe,
})),
await te.render());
}
const c = await createImageBitmap(r);
a.transferFromImageBitmap(c);
const l = await createImageBitmap(s);
u.drawImage(l, 0, 0);
const f = await o.convertToBlob({
type: "image/png",
quality: 1,
});
postMessage({ cmd: "imageBlob", data: f, preview: t });
} catch (e) {
postMessage({ cmd: "error", data: e.message });
}
})(e.data.data, e.data.data.preview)
: "network" === e.data.cmd
? await (async function (e, t, n) {
let r;
if (((le = e), (fe = t), n.videoFrame)) {
console.log(
"[Worker] Creating bitmap from VideoFrame for network switch...",
);
const e = performance.now();
((r = await createImageBitmap(n.videoFrame)),
console.log(
`[Worker] Bitmap creation from VideoFrame took ${Math.round(performance.now() - e)}ms`,
),
n.videoFrame.close());
} else if (n.imageArrayBuffer) {
console.log(
"[Worker] Creating bitmap from ArrayBuffer for network switch...",
);
const e = new Blob([n.imageArrayBuffer], {
type: n.imageMimeType,
});
r = await createImageBitmap(e);
} else n.bitmap && (r = n.bitmap);
if ("webgpu" === ee)
if (
(te.switchNetwork(e, t),
r.width !== te.resolution.width ||
r.height !== te.resolution.height)
) {
const e = await createImageBitmap(r, {
resizeWidth: te.resolution.width,
resizeHeight: te.resolution.height,
});
await te.render(e);
} else await te.render(r);
else if ("webgl" === ee) {
const n = await createImageBitmap(r, {
resizeWidth: ue.width,
resizeHeight: ue.height,
});
((te = new k({
source: n,
canvas: ne,
gl: Z,
network_name: e,
weights: t,
})),
await te.render());
}
self.postMessage({ cmd: "imagePreview" });
})(e.data.data.name, e.data.data.weights, e.data.data)
: "loadImageFile" === e.data.cmd &&
(await (async function (e, t, n, r) {
try {
console.log("[Worker] Loading image file:", t);
const i = performance.now(),
s = await e.arrayBuffer(),
o = performance.now();
console.log(
`[Worker] File read time: ${Math.round(o - i)}ms`,
);
const a = await (async function (e, t, n, r) {
console.log(
"[Worker] Checking if image resize needed...",
);
const i = Math.floor(1 * n),
s = Math.floor(1 * r),
o = new Blob([e], { type: t }),
a = await createImageBitmap(o);
(console.log("Data"),
console.log(e),
console.log("Blog"),
console.log(o));
const u = a.width * a.height,
c = u > i,
l = a.width > s || a.height > s;
if (
(console.log("Iage bitmap"),
console.log(a),
console.log("Max pixels", n),
console.log("Max dimension", r),
console.log(
`[Worker] Image: ${a.width}×${a.height} (${u.toLocaleString()} pixels)`,
),
console.log(
`[Worker] Limits: ${s}px dimension, ${i.toLocaleString()} pixels`,
),
!c && !l)
)
return (
console.log(
"[Worker] Image within limits, no resize needed",
),
a.close(),
{ data: e, mimeType: t }
);
let f = 1;
if (c) {
const e = Math.sqrt(i / u);
f = Math.min(f, e);
}
if (l) {
const e = s / a.width,
t = s / a.height,
n = Math.min(e, t);
f = Math.min(f, n);
}
const _ = Math.floor(a.width * f),
d = Math.floor(a.height * f);
console.log(
`[Worker] Resizing to ${_}×${d} (${(_ * d).toLocaleString()} pixels)`,
);
const p = new OffscreenCanvas(_, d);
(p.getContext("2d").drawImage(a, 0, 0, _, d),
a.close());
const h = await p.convertToBlob({
type: "image/png",
quality: 1,
});
return {
data: await h.arrayBuffer(),
mimeType: "image/png",
};
})(s, e.type, n, r),
u = performance.now();
(console.log(
`[Worker] Total processing time: ${Math.round(u - i)}ms`,
),
postMessage(
{
cmd: "imageFileLoaded",
arrayBuffer: a.data,
mimeType: a.mimeType,
fileName: t,
},
[a.data],
));
} catch (e) {
(console.error("[Worker] Error loading image file:", e),
postMessage({
cmd: "error",
data: `Error loading image: ${e.message}`,
}));
}
})(
e.data.file,
e.data.fileName,
e.data.maxPixels,
e.data.maxDimension,
));
};
let le = null,
fe = null;
},
614: (module) => {
var factory;
(self,
(factory = () =>
(() => {
var __webpack_modules__ = {
"./src/context.ts": function (
__unused_webpack_module,
exports,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nclass WebGPUContext {\n constructor(device, resolution, canvas, scale, debug) {\n this.device = device;\n this.canvas = canvas;\n this.resolution = resolution;\n this.textures = {};\n this.buffers = {};\n this.destroyed = false;\n this.scale = scale;\n this.debug = debug;\n let context = this.canvas.getContext('webgpu');\n if (context instanceof GPUCanvasContext) {\n this.context = context;\n }\n else {\n throw new Error(\"Unable to load WebGPU context\");\n }\n this.textureUsage = GPUTextureUsage.TEXTURE_BINDING | GPUTextureUsage.COPY_DST | GPUTextureUsage.RENDER_ATTACHMENT | GPUTextureUsage.COPY_SRC;\n this.bufferUsage = GPUBufferUsage.STORAGE | GPUBufferUsage.COPY_SRC | GPUBufferUsage.COPY_DST;\n this.context.configure({\n device: this.device,\n format: navigator.gpu.getPreferredCanvasFormat()\n });\n if (this.debug) {\n // Read output pixel value\n this.bufferUsage = this.bufferUsage | GPUBufferUsage.COPY_SRC;\n }\n this.textures['output'] = this.context.getCurrentTexture();\n }\n readBuffer(bufferName) {\n return __awaiter(this, void 0, void 0, function* () {\n if (!this.buffers[bufferName])\n throw new Error(`No buffer with name ${bufferName}`);\n const readEncoder = this.device.createCommandEncoder({\n label: `Read ${bufferName} buffer encoder`,\n });\n const buffer = this.buffers[bufferName];\n const resultBuffer = this.device.createBuffer({\n label: 'result buffer',\n size: buffer.size,\n usage: GPUBufferUsage.MAP_READ | GPUBufferUsage.COPY_DST\n });\n readEncoder.copyBufferToBuffer(buffer, 0, resultBuffer, 0, resultBuffer.size);\n this.device.queue.submit([readEncoder.finish()]);\n yield resultBuffer.mapAsync(GPUMapMode.READ);\n let range = resultBuffer.getMappedRange();\n return new Float32Array(range);\n });\n }\n readTexture(textureName) {\n return __awaiter(this, void 0, void 0, function* () {\n if (!this.textures[textureName])\n throw new Error(`No texture with name ${textureName}`);\n const readEncoder = this.device.createCommandEncoder({\n label: `Read ${textureName} texture encoder`,\n });\n const texture = this.textures[textureName];\n let bitsPerPixel = 16;\n if (texture.format === 'rgba8unorm')\n bitsPerPixel = 4;\n if (texture.format === 'r32float')\n bitsPerPixel = 4;\n const resultBuffer = this.device.createBuffer({\n label: 'result buffer',\n size: texture.width * texture.height * bitsPerPixel,\n usage: GPUBufferUsage.MAP_READ | GPUBufferUsage.COPY_DST\n });\n readEncoder.copyTextureToBuffer({\n texture: this.textures[textureName],\n }, {\n buffer: resultBuffer,\n bytesPerRow: texture.width * bitsPerPixel\n }, {\n width: texture.width,\n height: texture.height,\n depthOrArrayLayers: 1,\n });\n this.device.queue.submit([readEncoder.finish()]);\n yield resultBuffer.mapAsync(GPUMapMode.READ);\n if (texture.format === 'r32float')\n return new Float32Array(resultBuffer.getMappedRange());\n else if (texture.format === 'rgba32float')\n return new Float32Array(resultBuffer.getMappedRange());\n else if (texture.format === 'rgba8unorm')\n return new Uint8ClampedArray(resultBuffer.getMappedRange());\n return new Float32Array(0);\n });\n }\n destroy() {\n this.device.destroy();\n this.destroyed = true;\n }\n buffer(key, options) {\n if (!this.buffers[key]) {\n options = options || {};\n const width = options.width || this.resolution.width;\n const height = options.height || this.resolution.height;\n const channels = options.channels || 4;\n const bitdepth = options.bitdepth || 4;\n this.buffers[key] = this.device.createBuffer({\n label: key,\n size: width * height * channels * bitdepth,\n usage: this.bufferUsage\n });\n }\n return this.buffers[key];\n }\n texture(key, options) {\n if (!this.textures[key]) {\n options = options || {};\n this.textures[key] = this.device.createTexture({\n label: key,\n size: [options.width || this.resolution.width, options.height || this.resolution.height],\n format: options.format || 'rgba32float',\n usage: this.textureUsage\n });\n }\n return this.textures[key];\n }\n}\nexports[\"default\"] = WebGPUContext;\n\n\n//# sourceURL=webpack://WebSR/./src/context.ts?\n}",
);
},
"./src/layers/anime4k/conv2d-112x4.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv112x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights, first) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv112x4";\n const kernels = weights.weights;\n this.createUniform("kernels", "array<mat4x4f, 28>");\n let read_buffers = \'\';\n for (let i = 0; i < 7; i++) {\n if (first) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${4 * i}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${4 * i + 2}]*max(-1.0*pixel_val${i}, vec4f(0.0));\n `;\n }\n else {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${4 * i + 1}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${4 * i + 3}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n }\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n ${read_buffers}\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernels", new Float32Array(kernels));\n this.defaultSetup();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: \'auto\',\n compute: {\n module: this.shader,\n entryPoint: \'main\',\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = Anime4KConv112x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-112x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-16x4.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv16x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv16x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 36>");\n this.createUniform("bias", "vec4f");\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let pixel_loc = coord + vec2<i32>(kernel_offsets[i].xy);\n let buff_ind = pixel_loc.y*${this.resolution.width} + pixel_loc.x;\n \n let pix_val0 = inputBuffer0[buff_ind];\n let pix_val1 = inputBuffer1[buff_ind];\n \n result += kernels[i]*max(pix_val0, vec4f(0.0));\n result += kernels[i+9]*max(pix_val1, vec4f(0.0));\n result += kernels[i+18]*max(-1.0*pix_val0, vec4f(0.0));\n result += kernels[i+27]*max(-1.0*pix_val1, vec4f(0.0));\n } \n \n\n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConv16x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-16x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-224x4.ts": (
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv224x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights, index) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv224x4";\n const kernels = weights.weights;\n this.createUniform("kernels", "array<mat4x4f, 56>");\n let read_buffers = \'\';\n for (let i = 0; i < 7; i++) {\n if (index == 0) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${8 * i}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${8 * i + 4}]*max(-1.0*pixel_val${i}, vec4f(0.0));\n `;\n }\n else if (index == 1) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${8 * i + 1}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${8 * i + 5}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 2) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${8 * i + 2}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${8 * i + 6}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 3) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${8 * i + 3}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${8 * i + 7}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n }\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n ${read_buffers}\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernels", new Float32Array(kernels));\n this.defaultSetup();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: \'auto\',\n compute: {\n module: this.shader,\n entryPoint: \'main\',\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = Anime4KConv224x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-224x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-32x4.ts": (
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv32x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv32x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 72>");\n this.createUniform("bias", "vec4f");\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let pixel_loc = coord + vec2<i32>(kernel_offsets[i].xy);\n let buff_ind = pixel_loc.y*${this.resolution.width} + pixel_loc.x;\n \n let pix_val0 = inputBuffer0[buff_ind];\n let pix_val1 = inputBuffer1[buff_ind];\n let pix_val2 = inputBuffer2[buff_ind];\n let pix_val3 = inputBuffer3[buff_ind];\n \n result += kernels[i]*max(pix_val0, vec4f(0.0));\n result += kernels[i+9]*max(pix_val1, vec4f(0.0));\n result += kernels[i+18]*max(pix_val2, vec4f(0.0));\n result += kernels[i+27]*max(pix_val3, vec4f(0.0));\n \n result += kernels[i+36]*max(-1.0*pix_val0, vec4f(0.0));\n result += kernels[i+45]*max(-1.0*pix_val1, vec4f(0.0));\n result += kernels[i+54]*max(-1.0*pix_val2, vec4f(0.0));\n result += kernels[i+63]*max(-1.0*pix_val3, vec4f(0.0));\n \n } \n \n\n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConv32x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-32x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-336x4.ts": (
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv336x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights, index) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv336x4";\n const kernels = weights.weights;\n this.createUniform("kernels", "array<mat4x4f, 84>");\n let read_buffers = \'\';\n for (let i = 0; i < 7; i++) {\n if (index == 0) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 6}]*max(-1.0*pixel_val${i}, vec4f(0.0));\n `;\n }\n else if (index == 1) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i + 1}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 7}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 2) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i + 2}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 8}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 3) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i + 3}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 9}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 4) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i + 4}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 10}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 5) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${12 * i + 5}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${12 * i + 11}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n }\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n ${read_buffers}\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernels", new Float32Array(kernels));\n this.defaultSetup();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: \'auto\',\n compute: {\n module: this.shader,\n entryPoint: \'main\',\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = Anime4KConv336x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-336x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-392x4.ts": (
__unused_webpack_module,
exports,
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv392x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights, index) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv392x4";\n const kernels = weights.weights;\n this.createUniform("kernels", "array<mat4x4f, 98>");\n let read_buffers = \'\';\n for (let i = 0; i < 7; i++) {\n if (index == 0) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 7}]*max(-1.0*pixel_val${i}, vec4f(0.0));\n `;\n }\n else if (index == 1) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 1}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 8}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 2) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 2}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 9}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 3) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 3}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 10}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 4) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 4}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 11}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 5) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 5}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 12}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n else if (index == 6) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${14 * i + 6}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${14 * i + 13}]*max(-1.0*pixel_val${i}, vec4f(0.0));`;\n }\n }\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n ${read_buffers}\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernels", new Float32Array(kernels));\n this.defaultSetup();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: \'auto\',\n compute: {\n module: this.shader,\n entryPoint: \'main\',\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = Anime4KConv392x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-392x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-3x4.ts": (
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv3x4 extends base_compute_layer_1.default {\n constructor(inputTextures, outputBuffer, weights) {\n super(inputTextures, outputBuffer, weights);\n this.label = "Anime4KConv3x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 9>");\n this.createUniform("bias", "vec4f");\n // Set up pipeline in Lazy Load\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n }\n lazyLoadSetup() {\n const externalTexture = this.inputs[0] instanceof GPUExternalTexture;\n const textureLoad = externalTexture ? \'textureLoad(inputTexture0, coord + offset)\' :\n \'textureLoad(inputTexture0, coord + offset, 0)\';\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let offset = vec2<i32>(kernel_offsets[i].xy);\n result += kernels[i]*vec4f(${textureLoad});\n } \n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.pipeline = this.device.createComputePipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n }\n}\nexports["default"] = Anime4KConv3x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-3x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-48x4.ts": (
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eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv32x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv32x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 108>");\n this.createUniform("bias", "vec4f");\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let pixel_loc = coord + vec2<i32>(kernel_offsets[i].xy);\n let buff_ind = pixel_loc.y*${this.resolution.width} + pixel_loc.x;\n \n let pix_val0 = inputBuffer0[buff_ind];\n let pix_val1 = inputBuffer1[buff_ind];\n let pix_val2 = inputBuffer2[buff_ind];\n let pix_val3 = inputBuffer3[buff_ind];\n let pix_val4 = inputBuffer4[buff_ind];\n let pix_val5 = inputBuffer5[buff_ind];\n \n result += kernels[i]*max(pix_val0, vec4f(0.0));\n result += kernels[i+9]*max(pix_val1, vec4f(0.0));\n result += kernels[i+18]*max(pix_val2, vec4f(0.0));\n result += kernels[i+27]*max(pix_val3, vec4f(0.0));\n result += kernels[i+36]*max(pix_val4, vec4f(0.0));\n result += kernels[i+45]*max(pix_val5, vec4f(0.0));\n \n result += kernels[i+54]*max(-1.0*pix_val0, vec4f(0.0));\n result += kernels[i+63]*max(-1.0*pix_val1, vec4f(0.0));\n result += kernels[i+72]*max(-1.0*pix_val2, vec4f(0.0));\n result += kernels[i+81]*max(-1.0*pix_val3, vec4f(0.0));\n result += kernels[i+90]*max(-1.0*pix_val4, vec4f(0.0));\n result += kernels[i+99]*max(-1.0*pix_val5, vec4f(0.0));\n \n } \n \n\n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConv32x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-48x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-56x4-2.ts": (
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) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv56x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv56x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 126>");\n this.createUniform("bias", "vec4f");\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let pixel_loc = coord + vec2<i32>(kernel_offsets[i].xy);\n let buff_ind = pixel_loc.y*${this.resolution.width} + pixel_loc.x;\n \n let pix_val0 = inputBuffer0[buff_ind];\n let pix_val1 = inputBuffer1[buff_ind];\n let pix_val2 = inputBuffer2[buff_ind];\n let pix_val3 = inputBuffer3[buff_ind];\n let pix_val4 = inputBuffer4[buff_ind];\n let pix_val5 = inputBuffer5[buff_ind];\n let pix_val6 = inputBuffer6[buff_ind];\n \n result += kernels[i]*max(pix_val0, vec4f(0.0));\n result += kernels[i+9]*max(pix_val1, vec4f(0.0));\n result += kernels[i+18]*max(pix_val2, vec4f(0.0));\n result += kernels[i+27]*max(pix_val3, vec4f(0.0));\n result += kernels[i+36]*max(pix_val4, vec4f(0.0));\n result += kernels[i+45]*max(pix_val5, vec4f(0.0));\n result += kernels[i+54]*max(pix_val6, vec4f(0.0));\n \n result += kernels[i+63]*max(-1.0*pix_val0, vec4f(0.0));\n result += kernels[i+72]*max(-1.0*pix_val1, vec4f(0.0));\n result += kernels[i+81]*max(-1.0*pix_val2, vec4f(0.0));\n result += kernels[i+90]*max(-1.0*pix_val3, vec4f(0.0));\n result += kernels[i+99]*max(-1.0*pix_val4, vec4f(0.0));\n result += kernels[i+108]*max(-1.0*pix_val5, vec4f(0.0));\n result += kernels[i+117]*max(-1.0*pix_val6, vec4f(0.0));\n } \n \n\n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConv56x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-56x4-2.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-56x4.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv56x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv56x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernels", "array<mat4x4f, 14>");\n this.createUniform("bias", "vec4f");\n let read_buffers = \'\';\n for (let i = 0; i < 7; i++) {\n read_buffers += `\n let pixel_val${i} = inputBuffer${i}[buff_ind];\n result += kernels[${2 * i}]*max(pixel_val${i}, vec4f(0.0));\n result += kernels[${2 * i + 1}]*max(-1.0*pixel_val${i}, vec4f(0.0));\n `;\n }\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n ${read_buffers}\n \n result += bias;\n \n outputBuffer[buff_ind] = result;\n }\n `);\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: \'auto\',\n compute: {\n module: this.shader,\n entryPoint: \'main\',\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = Anime4KConv56x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-56x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-8x4.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConv8x4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConv8x4";\n const kernels = weights.weights;\n const bias = weights.bias;\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.createUniform("kernels", "array<mat4x4f, 18>");\n this.createUniform("bias", "vec4f");\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n for(var i = 0u; i < 9; i++){\n let pixel_loc = coord + vec2<i32>(kernel_offsets[i].xy);\n let buff_ind = pixel_loc.y*${this.resolution.width} + pixel_loc.x;\n \n let pix_val = inputBuffer0[buff_ind];\n \n result += kernels[i]*max(pix_val, vec4f(0.0));\n result += kernels[i+9]*max(-1.0*pix_val, vec4f(0.0));\n } \n \n result += bias;\n \n outputBuffer[i] = result;\n }\n `);\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n -1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, -1, 0, 0,\n 0, 0, 0, 0,\n 0, 1, 0, 0,\n 1, -1, 0, 0,\n 1, 0, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.setUniform("kernels", new Float32Array(kernels));\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConv8x4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-8x4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-concat2.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConcat2 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConcat2";\n this.createUniform("bias", "vec4f");\n const bias = weights.bias;\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n \n outputBuffer[buff_ind] = inputBuffer0[buff_ind] + inputBuffer1[buff_ind] + bias;\n }\n `);\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConcat2;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-concat2.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-concat4.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConcat4 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConcat4";\n this.createUniform("bias", "vec4f");\n const bias = weights.bias;\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n \n outputBuffer[buff_ind] = inputBuffer0[buff_ind] + inputBuffer1[buff_ind] + inputBuffer2[buff_ind] + inputBuffer3[buff_ind] + bias;\n }\n `);\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConcat4;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-concat4.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-concat6.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConcat6 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConcat6";\n this.createUniform("bias", "vec4f");\n const bias = weights.bias;\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n \n outputBuffer[buff_ind] = inputBuffer0[buff_ind] + inputBuffer1[buff_ind] + inputBuffer2[buff_ind] + inputBuffer3[buff_ind] + inputBuffer4[buff_ind] + inputBuffer5[buff_ind] + bias;\n }\n `);\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConcat6;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-concat6.ts?\n}',
);
},
"./src/layers/anime4k/conv2d-concat7.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_compute_layer_1 = __webpack_require__(/*! ../base_compute_layer */ "./src/layers/base_compute_layer.ts");\nclass Anime4KConcat7 extends base_compute_layer_1.default {\n constructor(inputs, outputBuffer, weights) {\n super(inputs, outputBuffer, weights);\n this.label = "Anime4KConcat7";\n this.createUniform("bias", "vec4f");\n const bias = weights.bias;\n this.shader = this.createStandardShader(`\n \n @compute @workgroup_size(${this.num_work_groups}, ${this.num_work_groups}) fn main( @builtin(global_invocation_id) id: vec3<u32>) {\n \n let x = id.x;\n let y = id.y;\n \n let i = id.y*${this.resolution.width} + x;\n var result = vec4f(0.0, 0.0, 0.0, 0.0);\n \n let coord = vec2<i32>( i32(x), i32(y));\n \n let buff_ind = coord.y*${this.resolution.width} + coord.x;\n \n outputBuffer[buff_ind] = inputBuffer0[buff_ind] + inputBuffer1[buff_ind] + inputBuffer2[buff_ind] + inputBuffer3[buff_ind] + inputBuffer4[buff_ind] + inputBuffer5[buff_ind] + inputBuffer6[buff_ind] + bias;\n }\n `);\n this.setUniform("bias", new Float32Array(bias));\n this.defaultSetup();\n }\n}\nexports["default"] = Anime4KConcat7;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/conv2d-concat7.ts?\n}',
);
},
"./src/layers/anime4k/display.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_render_layer_1 = __webpack_require__(/*! ../base_render_layer */ "./src/layers/base_render_layer.ts");\nclass DisplayLayer extends base_render_layer_1.default {\n constructor(inputs, output) {\n super(inputs, output);\n this.label = "DisplayLayer";\n this.vertexScale = {\n width: 1,\n height: 1\n };\n this.sampler = this.device.createSampler({\n addressModeU: "repeat",\n addressModeV: "repeat",\n magFilter: "linear",\n minFilter: "linear",\n mipmapFilter: "linear",\n });\n }\n lazyLoadSetup() {\n const externalTexture = this.inputs[1] instanceof GPUExternalTexture;\n const textureLoad = externalTexture ? \'textureSampleBaseClampToEdge(inputTexture, ourSampler, input.tex_coord)\' :\n \'textureSample(inputTexture, ourSampler, input.tex_coord)\';\n this.shader = this.device.createShaderModule({\n label: `${this.label}-shader`,\n code: `\n \n ${this.defaultVertexShader()}\n @group(0) @binding(0) var<storage, read_write> inputBuffer0: array<vec4f>;\n @group(0) @binding(1) var inputTexture: ${externalTexture ? \'texture_external\' : \'texture_2d<f32>\'};\n @group(0) @binding(2) var ourSampler: sampler;\n \n @fragment fn fragmentMain(input: VertexShaderOutput) -> @location(0) vec4f {\n \n let x = ${this.resolution.width}.0*(input.tex_coord.x);\n let y = ${this.resolution.height}.0*(input.tex_coord.y);\n \n let y2 = u32(floor(y));\n let x2 = u32(floor(x));\n \n let i = y2*${Math.floor(this.resolution.width)} + x2;\n \n let x_floor = u32(fract(x)*2.0);\n let y_floor = u32(fract(y)*2.0);\n \n //I don t know, I think this is right? I found this by trial and error\n let c_index: u32 = x_floor + y_floor*2; \n \n let value = inputBuffer0[i][c_index];\n \n let bicubic = ${textureLoad};\n \n return bicubic + vec4f(value)*0.001;\n \n } \n `\n });\n this.pipeline = this.device.createRenderPipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n this.renderPassDescriptor = this.defaultRenderPassDescriptor();\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n entries.push({ binding: this.inputs.length, resource: this.sampler });\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = DisplayLayer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/display.ts?\n}',
);
},
"./src/layers/anime4k/display_1x.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_render_layer_1 = __webpack_require__(/*! ../base_render_layer */ "./src/layers/base_render_layer.ts");\nclass DisplayLayer extends base_render_layer_1.default {\n constructor(inputs, output) {\n super(inputs, output);\n this.label = "DisplayLayer";\n this.vertexScale = {\n width: 1,\n height: 1\n };\n this.sampler = this.device.createSampler({\n addressModeU: "repeat",\n addressModeV: "repeat",\n magFilter: "linear",\n minFilter: "linear",\n mipmapFilter: "linear",\n });\n }\n lazyLoadSetup() {\n const externalTexture = this.inputs[1] instanceof GPUExternalTexture;\n const textureLoad = externalTexture ? \'textureSampleBaseClampToEdge(inputTexture, ourSampler, input.tex_coord)\' :\n \'textureSample(inputTexture, ourSampler, input.tex_coord)\';\n this.shader = this.device.createShaderModule({\n label: `${this.label}-shader`,\n code: `\n \n ${this.defaultVertexShader()}\n @group(0) @binding(0) var<storage, read_write> inputBuffer0: array<vec4f>;\n @group(0) @binding(1) var inputTexture: ${externalTexture ? \'texture_external\' : \'texture_2d<f32>\'};\n @group(0) @binding(2) var ourSampler: sampler;\n \n @fragment fn fragmentMain(input: VertexShaderOutput) -> @location(0) vec4f {\n \n let x = ${this.resolution.width}.0*(input.tex_coord.x);\n let y = ${this.resolution.height}.0*(input.tex_coord.y);\n \n let y2 = u32(floor(y));\n let x2 = u32(floor(x));\n \n let i = y2*${Math.floor(this.resolution.width)} + x2;\n \n let bicubic = ${textureLoad};\n \n return bicubic + inputBuffer0[i];\n \n } \n `\n });\n this.pipeline = this.device.createRenderPipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n this.renderPassDescriptor = this.defaultRenderPassDescriptor();\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n entries.push({ binding: this.inputs.length, resource: this.sampler });\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports["default"] = DisplayLayer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/display_1x.ts?\n}',
);
},
"./src/layers/anime4k/display_3c.ts": (
__unused_webpack_module,
exports,
__webpack_require__,
) => {
eval(
"{\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_render_layer_1 = __webpack_require__(/*! ../base_render_layer */ \"./src/layers/base_render_layer.ts\");\nclass DisplayLayer3C extends base_render_layer_1.default {\n constructor(inputs, output) {\n super(inputs, output);\n this.label = \"DisplayLayer3C\";\n this.vertexScale = {\n width: 1,\n height: 1\n };\n // Use nearest neighbor since we'll do manual bicubic sampling in the shader\n this.sampler = this.device.createSampler({\n addressModeU: \"clamp-to-edge\",\n addressModeV: \"clamp-to-edge\",\n magFilter: \"nearest\",\n minFilter: \"nearest\",\n });\n }\n lazyLoadSetup() {\n const externalTexture = this.inputs[3] instanceof GPUExternalTexture;\n // We'll replace this with bicubic sampling function\n const textureLoad = 'sampleBicubic(inputTexture, ourSampler, input.tex_coord)';\n this.shader = this.device.createShaderModule({\n label: `${this.label}-shader`,\n code: `\n ${this.defaultVertexShader()}\n @group(0) @binding(0) var<storage, read_write> inputBuffer0: array<vec4f>;\n @group(0) @binding(1) var<storage, read_write> inputBuffer1: array<vec4f>;\n @group(0) @binding(2) var<storage, read_write> inputBuffer2: array<vec4f>;\n @group(0) @binding(3) var inputTexture: ${externalTexture ? 'texture_external' : 'texture_2d<f32>'};\n @group(0) @binding(4) var ourSampler: sampler;\n \n // Bicubic weight function (Catmull-Rom)\n fn bicubic_weight(t: f32) -> f32 {\n let abs_t = abs(t);\n if (abs_t >= 2.0) {\n return 0.0;\n }\n \n let t2 = t * t;\n let t3 = abs_t * t2;\n \n if (abs_t <= 1.0) {\n return 1.5 * t3 - 2.5 * t2 + 1.0;\n } else {\n return -0.5 * t3 + 2.5 * t2 - 4.0 * abs_t + 2.0;\n }\n }\n \n // Bicubic sampling function\n fn sampleBicubic(texture: ${externalTexture ? 'texture_external' : 'texture_2d<f32>'}, sampler: sampler, tex_coord: vec2<f32>) -> vec4<f32> {\n let tex_size = vec2<f32>(textureDimensions(texture));\n let pixel_coord = tex_coord * tex_size - 0.5;\n let base_coord = floor(pixel_coord);\n let fract_coord = pixel_coord - base_coord;\n \n var result = vec3<f32>(0.0);\n var weight_sum = 0.0;\n \n // Sample 4x4 neighborhood for bicubic\n for (var y = -1; y <= 2; y = y + 1) {\n for (var x = -1; x <= 2; x = x + 1) {\n let sample_coord = (base_coord + vec2<f32>(f32(x), f32(y)) + 0.5) / tex_size;\n let sample_color = ${externalTexture ? 'textureSampleBaseClampToEdge(texture, sampler, sample_coord).rgb' : 'textureSample(texture, sampler, sample_coord).rgb'};\n \n let weight_x = bicubic_weight(fract_coord.x - f32(x));\n let weight_y = bicubic_weight(fract_coord.y - f32(y));\n let weight = weight_x * weight_y;\n \n result += sample_color * weight;\n weight_sum += weight;\n }\n }\n \n // Normalize\n if (weight_sum > 0.0) {\n result = result / weight_sum;\n }\n \n return vec4<f32>(result, 1.0);\n }\n \n @fragment fn fragmentMain(input: VertexShaderOutput) -> @location(0) vec4f {\n \n let x = ${this.resolution.width}.0*(input.tex_coord.x);\n let y = ${this.resolution.height}.0*(input.tex_coord.y);\n \n let y2 = u32(floor(y));\n let x2 = u32(floor(x));\n \n let i = y2*${Math.floor(this.resolution.width)} + x2;\n \n let x_floor = u32(fract(x)*2.0);\n let y_floor = u32(fract(y)*2.0);\n \n //I don t know, I think this is right? I found this by trial and error\n let c_index: u32 = x_floor + y_floor*2; \n \n let value = f32(inputBuffer0[i][c_index]);\n let value1 = f32(inputBuffer1[i][c_index]);\n let value2 = f32(inputBuffer2[i][c_index]);\n \n let bicubic = ${textureLoad};\n \n return bicubic + vec4f(value, value1, value2, 1.0);\n \n } \n `\n });\n this.pipeline = this.device.createRenderPipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n this.renderPassDescriptor = this.defaultRenderPassDescriptor();\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: 'auto',\n vertex: {\n module: this.shader,\n entryPoint: 'vertexMain',\n },\n fragment: {\n module: this.shader,\n entryPoint: 'fragmentMain',\n targets: [{ format: this.output.format }],\n },\n };\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n entries.push({ binding: this.inputs.length, resource: this.sampler });\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n}\nexports[\"default\"] = DisplayLayer3C;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/anime4k/display_3c.ts?\n}",
);
},
"./src/layers/base_compute_layer.ts": (
__unused_webpack_module,
exports,
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) => {
eval(
"{\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_layer_1 = __webpack_require__(/*! ./base_layer */ \"./src/layers/base_layer.ts\");\nclass ComputeLayer extends base_layer_1.default {\n constructor(inputTextures, outputBuffer, weights) {\n super(inputTextures, outputBuffer, weights);\n this.num_work_groups = 8;\n }\n createStandardShader(computeShader) {\n return this.device.createShaderModule({\n label: `${this.label}-shader`,\n code: `\n ${this.computeShaderInputs()}\n \n ${computeShader}\n `\n });\n }\n computeShaderInputs() {\n const inputs = [];\n for (let i = 0; i < this.inputs.length; i++) {\n if (this.inputs[i] instanceof GPUTexture) {\n inputs.push(`@group(0) @binding(${i}) var inputTexture${i}: texture_2d<f32>;`);\n }\n else if (this.inputs[i] instanceof GPUExternalTexture) {\n inputs.push(`@group(0) @binding(${i}) var inputTexture${i}: texture_external;`);\n }\n else if (this.inputs[i] instanceof GPUBuffer) {\n inputs.push(`@group(0) @binding(${i}) var<storage, read_write> inputBuffer${i}: array<vec4f>;`);\n }\n else {\n throw new Error(\"Input is undefined or non of the correct input type\");\n }\n }\n this.uniforms.forEach((uniform, i) => {\n inputs.push(`@group(0) @binding(${i + this.inputs.length}) var <uniform> ${uniform.name}: ${uniform.type};`);\n });\n inputs.push(`@group(0) @binding(${this.inputs.length + this.uniforms.length}) var <storage, read_write> outputBuffer: array<vec4f>;`);\n return inputs.join('\\n');\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: 'auto',\n compute: {\n module: this.shader,\n entryPoint: 'main',\n },\n };\n }\n defaultSetup() {\n this.pipeline = this.device.createComputePipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n }\n lazyLoadSetup() {\n }\n run() {\n const encoder = this.device.createCommandEncoder({ label: this.label });\n if (!this.pipeline)\n this.lazyLoadSetup();\n const pass = encoder.beginComputePass({ label: this.label });\n pass.setPipeline(this.pipeline);\n if (this.hasExternalTexture()) {\n this.bindGroup = this.defaultBindGroup();\n }\n if (this.bindGroup) {\n pass.setBindGroup(0, this.bindGroup);\n }\n // Dividing into work groups speeds up inference. If width or height aren't cleandly divided by work groups, we round to the nearest multiple of work-groups\n // Physically, this means shaving a few pixels (up to num_work_groups-1) off the bottom and right edges of the canvas but users shouldn't notice?\n pass.dispatchWorkgroups(Math.floor(this.resolution.width / this.num_work_groups), Math.floor(this.resolution.height / this.num_work_groups));\n pass.end();\n this.device.queue.submit([encoder.finish()]);\n }\n}\nexports[\"default\"] = ComputeLayer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/base_compute_layer.ts?\n}",
);
},
"./src/layers/base_layer.ts": (
__unused_webpack_module,
exports,
) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nclass Layer {\n constructor(inputs, output, weights) {\n this.context = globalThis.context;\n this.device = this.context.device;\n this.resolution = this.context.resolution;\n this.inputs = inputs;\n this.output = output;\n this.uniforms = [];\n this.buffers = {};\n this.weights = weights;\n }\n createUniform(name, type) {\n this.uniforms.push({ name, type });\n }\n setUniform(name, value) {\n const buffer = this.device.createBuffer({\n label: `layer-${this.label}-buffer-${name}`,\n size: value.byteLength,\n usage: GPUBufferUsage.UNIFORM | GPUBufferUsage.COPY_DST,\n });\n this.device.queue.writeBuffer(buffer, /*bufferOffset=*/ 0, value);\n this.buffers[name] = buffer;\n }\n defaultBindGroup() {\n const entries = [];\n this.inputs.forEach(function (input, i) {\n if (input instanceof GPUExternalTexture) {\n entries.push({ binding: i, resource: input });\n }\n else if (input instanceof GPUTexture) {\n entries.push({ binding: i, resource: input.createView() });\n }\n else if (input instanceof GPUBuffer) {\n entries.push({ binding: i, resource: { buffer: input } });\n }\n });\n this.uniforms.forEach((uniform, i) => {\n entries.push({\n binding: i + this.inputs.length,\n resource: {\n buffer: this.buffers[uniform.name]\n }\n });\n });\n if (this.output instanceof GPUBuffer) {\n entries.push({\n binding: this.inputs.length + this.uniforms.length,\n resource: {\n buffer: this.output\n }\n });\n }\n if (entries.length === 0)\n return null;\n return this.device.createBindGroup({\n layout: this.pipeline.getBindGroupLayout(0),\n entries\n });\n }\n hasExternalTexture() {\n for (const input of this.inputs) {\n if (input instanceof GPUExternalTexture)\n return true;\n }\n return false;\n }\n lazyLoadSetup() { }\n run() { }\n}\nexports["default"] = Layer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/base_layer.ts?\n}',
);
},
"./src/layers/base_render_layer.ts": (
__unused_webpack_module,
exports,
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eval(
"{\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_layer_1 = __webpack_require__(/*! ./base_layer */ \"./src/layers/base_layer.ts\");\nclass RenderLayer extends base_layer_1.default {\n constructor(inputs, output, weights) {\n super(inputs, output, weights);\n this.vertexScale = this.context.resolution;\n }\n defaultVertexShader() {\n return `\n \n struct VertexShaderOutput {\n @builtin(position) position: vec4f,\n @location(0) tex_coord: vec2f,\n };\n\n @vertex\n fn vertexMain( @builtin(vertex_index) vertexIndex : u32) -> VertexShaderOutput{\n let pos = array(\n // 1st triangle\n vec2f( -1.0, -1.0), // center\n vec2f( 1.0, -1.0), // right, center\n vec2f( -1.0, 1.0), // center, top\n \n // 2st triangle\n vec2f( -1.0, 1.0), // center, top\n vec2f( 1.0, -1.0), // right, center\n vec2f( 1.0, 1.0), // right, top\n );\n \n var vsOutput: VertexShaderOutput;\n let xy = pos[vertexIndex];\n vsOutput.position = vec4f(xy, 0.0, 1.0);\n vsOutput.tex_coord = xy*0.5 + 0.5;\n vsOutput.tex_coord.y = - 1.0* vsOutput.tex_coord.y + 1.0;\n vsOutput.tex_coord.x = vsOutput.tex_coord.x*${this.vertexScale.width};\n vsOutput.tex_coord.y = vsOutput.tex_coord.y*${this.vertexScale.height};\n return vsOutput;\n }\n `;\n }\n defaultPipelineConfig() {\n return {\n label: `${this.label}-pipeline`,\n layout: 'auto',\n vertex: {\n module: this.shader,\n entryPoint: 'vertexMain',\n },\n fragment: {\n module: this.shader,\n entryPoint: 'fragmentMain',\n targets: [{ format: this.output.format }],\n },\n };\n }\n defaultSetup() {\n this.pipeline = this.device.createRenderPipeline(this.defaultPipelineConfig());\n this.bindGroup = this.defaultBindGroup();\n this.renderPassDescriptor = this.defaultRenderPassDescriptor();\n }\n defaultRenderPassDescriptor() {\n return {\n label: `${this.label}-render-pass`,\n colorAttachments: [\n {\n view: this.output.createView(),\n clearValue: [0, 0, 0, 1],\n loadOp: 'clear',\n storeOp: 'store',\n },\n ],\n };\n }\n createStandardShader(fragmentShader) {\n return this.device.createShaderModule({\n label: `${this.label}-shader`,\n code: `\n \n ${this.defaultVertexShader()}\n \n ${this.fragmentShaderInputs()}\n \n ${fragmentShader}\n `\n });\n }\n fragmentShaderInputs() {\n const inputs = [];\n for (let i = 0; i < this.inputs.length; i++) {\n let type = (this.inputs[i] instanceof GPUTexture) ? 'texture_2d<f32>' : 'texture_external';\n inputs.push(`@group(0) @binding(0) var inputTexture${i}: ${type};`);\n }\n this.uniforms.forEach((uniform, i) => {\n inputs.push(`@group(0) @binding(${i + this.inputs.length}) var <uniform> ${uniform.name}: ${uniform.type};`);\n });\n return inputs.join('\\n');\n }\n run() {\n const encoder = this.device.createCommandEncoder({ label: this.label });\n if (!this.pipeline)\n this.lazyLoadSetup();\n const pass = encoder.beginRenderPass(this.renderPassDescriptor);\n pass.setPipeline(this.pipeline);\n if (this.hasExternalTexture()) {\n this.bindGroup = this.defaultBindGroup();\n }\n if (this.bindGroup) {\n pass.setBindGroup(0, this.bindGroup);\n }\n pass.draw(6); // call our vertex shader 6 times\n pass.end();\n this.device.queue.submit([encoder.finish()]);\n }\n setOutput(outputTexture) {\n this.output = outputTexture;\n this.renderPassDescriptor = this.defaultRenderPassDescriptor();\n }\n}\nexports[\"default\"] = RenderLayer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/base_render_layer.ts?\n}",
);
},
"./src/layers/utils/gaussian.ts": (
__unused_webpack_module,
exports,
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) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_render_layer_1 = __webpack_require__(/*! ../base_render_layer */ "./src/layers/base_render_layer.ts");\nclass GuassianLayer extends base_render_layer_1.default {\n constructor(inputTextures, outputTexture) {\n super(inputTextures, outputTexture);\n this.label = "Gaussian";\n this.createUniform("gaussian", "array<vec3f, 3>");\n this.createUniform("kernel_offsets", "array<vec4f, 9>");\n this.shader = this.createStandardShader(`\n \n @fragment fn fragmentMain(input: VertexShaderOutput) -> @location(0) vec4f {\n \n var val = 0.0;\n \n for(var i = 0u; i < 3; i++){\n \n let a = vec3f(\n textureLoad(inputTexture0, vec2<i32>(input.tex_coord + kernel_offsets[i*3].xy), 0).x,\n textureLoad(inputTexture0, vec2<i32>(input.tex_coord + kernel_offsets[i*3].xy), 0).x,\n textureLoad(inputTexture0, vec2<i32>(input.tex_coord + kernel_offsets[i*3].xy), 0).x\n );\n \n val += dot(a, gaussian[i]);\n \n } \n \n \n return vec4f(val, val, val, 1.0);\n } \n `);\n this.setUniform("gaussian", new Float32Array([\n 0.0675, 0.125, 0.0675, 0.0,\n 0.125, 0.250, 0.1250, 0.0,\n 0.0675, 0.125, 0.0675, 0.0\n ]));\n this.setUniform("kernel_offsets", new Float32Array([\n -1, -1, 0, 0,\n 0, -1, 0, 0,\n 1, -1, 0, 0,\n -1, 0, 0, 0,\n 0, 0, 0, 0,\n 1, 0, 0, 0,\n -1, 1, 0, 0,\n 0, 1, 0, 0,\n 1, 1, 0, 0,\n ]));\n this.defaultSetup();\n }\n}\nexports["default"] = GuassianLayer;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/utils/gaussian.ts?\n}',
);
},
"./src/layers/utils/rgb_2_yuv.ts": (
__unused_webpack_module,
exports,
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) => {
eval(
'{\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_render_layer_1 = __webpack_require__(/*! ../base_render_layer */ "./src/layers/base_render_layer.ts");\nclass RGB2YUV extends base_render_layer_1.default {\n constructor(inputTextures, outputTexture) {\n super(inputTextures, outputTexture);\n this.createUniform("rgb2yuv", "mat3x3f");\n this.shader = this.createStandardShader(`\n \n @fragment fn fragmentMain(input: VertexShaderOutput) -> @location(0) vec4f {\n \n let color = textureLoad(inputTexture0, vec2<i32>(input.tex_coord), 0); \n let yuv = rgb2yuv*color.xyz;\n \n return vec4f(yuv, 1.0);\n } \n `);\n this.setUniform("rgb2yuv", new Float32Array([\n 0.299, -0.1473, 0.615, 1.0,\n 0.587, -.2886, -.51499, 1.0,\n 0.114, 0.436, -.1001, 1.0\n ]));\n this.defaultSetup();\n }\n}\nexports["default"] = RGB2YUV;\n\n\n//# sourceURL=webpack://WebSR/./src/layers/utils/rgb_2_yuv.ts?\n}',
);
},
"./src/main.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
'{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst context_1 = __webpack_require__(/*! ./context */ "./src/context.ts");\nconst renderer_1 = __webpack_require__(/*! ./renderer */ "./src/renderer.ts");\nconst network_list_1 = __webpack_require__(/*! ./networks/network_list */ "./src/networks/network_list.ts");\nclass WebSR {\n constructor(params) {\n if (!network_list_1.NetworkList[params.network_name])\n throw Error(`Network ${params.network_name} is not defined or implemented`);\n this.source = params.source;\n const source = this.source;\n this.resolution = params.resolution ? params.resolution : {\n width: (source instanceof HTMLVideoElement) ? source.videoWidth : (source instanceof HTMLImageElement) ? source.naturalWidth : source.width,\n height: (source instanceof HTMLVideoElement) ? source.videoHeight : (source instanceof HTMLImageElement) ? source.naturalHeight : source.height\n };\n const scale = network_list_1.NetworkScales[params.network_name];\n if (params.canvas)\n this.canvas = params.canvas;\n else {\n this.canvas = new HTMLCanvasElement();\n this.canvas.width = this.resolution.width * scale;\n this.canvas.height = this.resolution.height * scale;\n }\n this.scale = scale;\n this.context = new context_1.default(params.gpu, this.resolution, this.canvas, this.scale, this.debug);\n globalThis.context = this.context;\n this.network = new network_list_1.NetworkList[params.network_name](params.weights);\n this.renderer = new renderer_1.default(this.network, this.source);\n }\n switchNetwork(network, weights) {\n if (!network_list_1.NetworkList[network])\n throw Error(`Network ${network} is not defined or implemented`);\n this.network = new network_list_1.NetworkList[network](weights);\n this.renderer.switchNetwork(this.network);\n }\n static initWebGPU() {\n return __awaiter(this, void 0, void 0, function* () {\n if (!navigator.gpu)\n return false;\n const adapter = yield navigator.gpu.requestAdapter();\n if (!adapter)\n return false;\n const device = yield adapter.requestDevice({});\n if (!device)\n return false;\n return device;\n });\n }\n start() {\n return __awaiter(this, void 0, void 0, function* () {\n yield this.renderer.start();\n });\n }\n stop() {\n return __awaiter(this, void 0, void 0, function* () {\n yield this.renderer.stop();\n });\n }\n render(source) {\n return __awaiter(this, void 0, void 0, function* () {\n yield this.renderer.render(source);\n });\n }\n destroy() {\n return __awaiter(this, void 0, void 0, function* () {\n yield this.renderer.stop();\n this.context.destroy();\n });\n }\n}\nexports["default"] = WebSR;\n\n\n//# sourceURL=webpack://WebSR/./src/main.ts?\n}',
);
},
"./src/networks/anime4k/cnn-2x-16.ts": function (
__unused_webpack_module,
exports,
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) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst display_3c_1 = __webpack_require__(/*! ../../layers/anime4k/display_3c */ \"./src/layers/anime4k/display_3c.ts\");\nconst conv2d_32x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-32x4 */ \"./src/layers/anime4k/conv2d-32x4.ts\");\nconst conv2d_concat4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-concat4 */ \"./src/layers/anime4k/conv2d-concat4.ts\");\nconst conv2d_224x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-224x4 */ \"./src/layers/anime4k/conv2d-224x4.ts\");\nclass Anime4KCNN2X16 extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf1'), weights['conv2d_tf1']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf2'), weights['conv2d_tf2']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf3'), weights['conv2d_tf3']));\n for (let i = 1; i < 7; i++) {\n let source = (i == 1) ? `conv2d_tf` : `conv2d_${i - 1}_tf`;\n const sources = [];\n for (let j = 0; j < 4; j++) {\n if (j == 0) {\n sources.push(context.buffer(source));\n }\n else {\n sources.push(context.buffer(source + `${j}`));\n }\n }\n for (let j = 0; j < 4; j++) {\n if (j == 0) {\n layers.push(new conv2d_32x4_1.default(sources, context.buffer(`conv2d_${i}_tf`), weights[`conv2d_${i}_tf`]));\n }\n else {\n layers.push(new conv2d_32x4_1.default(sources, context.buffer(`conv2d_${i}_tf${j}`), weights[`conv2d_${i}_tf${j}`]));\n }\n }\n }\n for (let c = 0; c < 3; c++) {\n const sources_0 = [];\n const sources_1 = [];\n const sources_2 = [];\n const sources_3 = [];\n for (let i = 0; i < 7; i++) {\n let source = (i == 0) ? `conv2d_tf` : `conv2d_${i}_tf`;\n sources_0.push(context.buffer(source));\n sources_1.push(context.buffer(source + \"1\"));\n sources_2.push(context.buffer(source + \"2\"));\n sources_3.push(context.buffer(source + \"3\"));\n }\n const dest = (c == 0) ? `conv2d_last_tf` : `conv2d_last_tf${c}`;\n layers.push(new conv2d_224x4_1.default(sources_0, context.buffer(`conv2d_last_${c}_pt1`), weights[dest], 0));\n layers.push(new conv2d_224x4_1.default(sources_1, context.buffer(`conv2d_last_${c}_pt2`), weights[dest], 1));\n layers.push(new conv2d_224x4_1.default(sources_2, context.buffer(`conv2d_last_${c}_pt3`), weights[dest], 2));\n layers.push(new conv2d_224x4_1.default(sources_3, context.buffer(`conv2d_last_${c}_pt4`), weights[dest], 3));\n layers.push(new conv2d_concat4_1.default([context.buffer(`conv2d_last_${c}_pt1`), context.buffer(`conv2d_last_${c}_pt2`), context.buffer(`conv2d_last_${c}_pt3`), context.buffer(`conv2d_last_${c}_pt4`)], context.buffer(dest), weights[dest]));\n }\n const paint = new display_3c_1.default([context.buffer('conv2d_last_tf'), context.buffer('conv2d_last_tf1'), context.buffer('conv2d_last_tf2'), context.input], context.texture('output'));\n layers.push(paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n // const sourceFrame = new VideoFrame(source);\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source.width;\n const height = source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n // this.context.input = this.context.device.importExternalTexture({source: sourceFrame});\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[2].inputs[0] = this.context.input;\n this.layers[3].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[3] = this.context.input;\n this.layers[this.layers.length - 1].output = this.context.context.getCurrentTexture();\n this.layers[0].lazyLoadSetup();\n this.layers[1].lazyLoadSetup();\n this.layers[2].lazyLoadSetup();\n this.layers[3].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNN2X16;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-16.ts?\n}",
);
},
"./src/networks/anime4k/cnn-2x-24.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst display_3c_1 = __webpack_require__(/*! ../../layers/anime4k/display_3c */ \"./src/layers/anime4k/display_3c.ts\");\nconst conv2d_48x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-48x4 */ \"./src/layers/anime4k/conv2d-48x4.ts\");\nconst conv2d_336x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-336x4 */ \"./src/layers/anime4k/conv2d-336x4.ts\");\nconst conv2d_concat6_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-concat6 */ \"./src/layers/anime4k/conv2d-concat6.ts\");\nclass Anime4KCNN2X16 extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf1'), weights['conv2d_tf1']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf2'), weights['conv2d_tf2']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf3'), weights['conv2d_tf3']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf4'), weights['conv2d_tf4']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf5'), weights['conv2d_tf5']));\n for (let i = 1; i < 7; i++) {\n let source = (i == 1) ? `conv2d_tf` : `conv2d_${i - 1}_tf`;\n const sources = [];\n for (let j = 0; j < 6; j++) {\n if (j == 0) {\n sources.push(context.buffer(source));\n }\n else {\n sources.push(context.buffer(source + `${j}`));\n }\n }\n for (let j = 0; j < 6; j++) {\n if (j == 0) {\n layers.push(new conv2d_48x4_1.default(sources, context.buffer(`conv2d_${i}_tf`), weights[`conv2d_${i}_tf`]));\n }\n else {\n layers.push(new conv2d_48x4_1.default(sources, context.buffer(`conv2d_${i}_tf${j}`), weights[`conv2d_${i}_tf${j}`]));\n }\n }\n }\n for (let c = 0; c < 3; c++) {\n const sources_0 = [];\n const sources_1 = [];\n const sources_2 = [];\n const sources_3 = [];\n const sources_4 = [];\n const sources_5 = [];\n for (let i = 0; i < 7; i++) {\n let source = (i == 0) ? `conv2d_tf` : `conv2d_${i}_tf`;\n sources_0.push(context.buffer(source));\n sources_1.push(context.buffer(source + \"1\"));\n sources_2.push(context.buffer(source + \"2\"));\n sources_3.push(context.buffer(source + \"3\"));\n sources_4.push(context.buffer(source + \"4\"));\n sources_5.push(context.buffer(source + \"5\"));\n }\n const dest = (c == 0) ? `conv2d_last_tf` : `conv2d_last_tf${c}`;\n layers.push(new conv2d_336x4_1.default(sources_0, context.buffer(`conv2d_last_${c}_pt1`), weights[dest], 0));\n layers.push(new conv2d_336x4_1.default(sources_1, context.buffer(`conv2d_last_${c}_pt2`), weights[dest], 1));\n layers.push(new conv2d_336x4_1.default(sources_2, context.buffer(`conv2d_last_${c}_pt3`), weights[dest], 2));\n layers.push(new conv2d_336x4_1.default(sources_3, context.buffer(`conv2d_last_${c}_pt4`), weights[dest], 3));\n layers.push(new conv2d_336x4_1.default(sources_4, context.buffer(`conv2d_last_${c}_pt5`), weights[dest], 4));\n layers.push(new conv2d_336x4_1.default(sources_5, context.buffer(`conv2d_last_${c}_pt6`), weights[dest], 5));\n layers.push(new conv2d_concat6_1.default([context.buffer(`conv2d_last_${c}_pt1`), context.buffer(`conv2d_last_${c}_pt2`), context.buffer(`conv2d_last_${c}_pt3`), context.buffer(`conv2d_last_${c}_pt4`), context.buffer(`conv2d_last_${c}_pt5`), context.buffer(`conv2d_last_${c}_pt6`)], context.buffer(dest), weights[dest]));\n }\n const paint = new display_3c_1.default([context.buffer('conv2d_last_tf'), context.buffer('conv2d_last_tf1'), context.buffer('conv2d_last_tf2'), context.input], context.texture('output'));\n layers.push(paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n // const sourceFrame = new VideoFrame(source);\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source.width;\n const height = source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n // this.context.input = this.context.device.importExternalTexture({source: sourceFrame});\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[2].inputs[0] = this.context.input;\n this.layers[3].inputs[0] = this.context.input;\n this.layers[4].inputs[0] = this.context.input;\n this.layers[5].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[3] = this.context.input;\n this.layers[this.layers.length - 1].output = this.context.context.getCurrentTexture();\n this.layers[0].lazyLoadSetup();\n this.layers[1].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNN2X16;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-24.ts?\n}",
);
},
"./src/networks/anime4k/cnn-2x-28.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst display_3c_1 = __webpack_require__(/*! ../../layers/anime4k/display_3c */ \"./src/layers/anime4k/display_3c.ts\");\nconst conv2d_56x4_2_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-56x4-2 */ \"./src/layers/anime4k/conv2d-56x4-2.ts\");\nconst conv2d_392x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-392x4 */ \"./src/layers/anime4k/conv2d-392x4.ts\");\nconst conv2d_concat7_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-concat7 */ \"./src/layers/anime4k/conv2d-concat7.ts\");\nclass Anime4KCNN2X28 extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf1'), weights['conv2d_tf1']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf2'), weights['conv2d_tf2']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf3'), weights['conv2d_tf3']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf4'), weights['conv2d_tf4']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf5'), weights['conv2d_tf5']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf6'), weights['conv2d_tf6']));\n for (let i = 1; i < 7; i++) {\n let source = (i == 1) ? `conv2d_tf` : `conv2d_${i - 1}_tf`;\n const sources = [];\n for (let j = 0; j < 7; j++) {\n if (j == 0) {\n sources.push(context.buffer(source));\n }\n else {\n sources.push(context.buffer(source + `${j}`));\n }\n }\n for (let j = 0; j < 7; j++) {\n if (j == 0) {\n layers.push(new conv2d_56x4_2_1.default(sources, context.buffer(`conv2d_${i}_tf`), weights[`conv2d_${i}_tf`]));\n }\n else {\n layers.push(new conv2d_56x4_2_1.default(sources, context.buffer(`conv2d_${i}_tf${j}`), weights[`conv2d_${i}_tf${j}`]));\n }\n }\n }\n for (let c = 0; c < 3; c++) {\n const sources_0 = [];\n const sources_1 = [];\n const sources_2 = [];\n const sources_3 = [];\n const sources_4 = [];\n const sources_5 = [];\n const sources_6 = [];\n for (let i = 0; i < 7; i++) {\n let source = (i == 0) ? `conv2d_tf` : `conv2d_${i}_tf`;\n sources_0.push(context.buffer(source));\n sources_1.push(context.buffer(source + \"1\"));\n sources_2.push(context.buffer(source + \"2\"));\n sources_3.push(context.buffer(source + \"3\"));\n sources_4.push(context.buffer(source + \"4\"));\n sources_5.push(context.buffer(source + \"5\"));\n sources_6.push(context.buffer(source + \"6\"));\n }\n const dest = (c == 0) ? `conv2d_last_tf` : `conv2d_last_tf${c}`;\n layers.push(new conv2d_392x4_1.default(sources_0, context.buffer(`conv2d_last_${c}_pt1`), weights[dest], 0));\n layers.push(new conv2d_392x4_1.default(sources_1, context.buffer(`conv2d_last_${c}_pt2`), weights[dest], 1));\n layers.push(new conv2d_392x4_1.default(sources_2, context.buffer(`conv2d_last_${c}_pt3`), weights[dest], 2));\n layers.push(new conv2d_392x4_1.default(sources_3, context.buffer(`conv2d_last_${c}_pt4`), weights[dest], 3));\n layers.push(new conv2d_392x4_1.default(sources_4, context.buffer(`conv2d_last_${c}_pt5`), weights[dest], 4));\n layers.push(new conv2d_392x4_1.default(sources_5, context.buffer(`conv2d_last_${c}_pt6`), weights[dest], 5));\n layers.push(new conv2d_392x4_1.default(sources_6, context.buffer(`conv2d_last_${c}_pt7`), weights[dest], 6));\n layers.push(new conv2d_concat7_1.default([context.buffer(`conv2d_last_${c}_pt1`), context.buffer(`conv2d_last_${c}_pt2`), context.buffer(`conv2d_last_${c}_pt3`), context.buffer(`conv2d_last_${c}_pt4`), context.buffer(`conv2d_last_${c}_pt5`), context.buffer(`conv2d_last_${c}_pt6`), context.buffer(`conv2d_last_${c}_pt7`)], context.buffer(dest), weights[dest]));\n }\n const paint = new display_3c_1.default([context.buffer('conv2d_last_tf'), context.buffer('conv2d_last_tf1'), context.buffer('conv2d_last_tf2'), context.input], context.texture('output'));\n layers.push(paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n // const sourceFrame = new VideoFrame(source);\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source.width;\n const height = source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n // this.context.input = this.context.device.importExternalTexture({source: sourceFrame});\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[2].inputs[0] = this.context.input;\n this.layers[3].inputs[0] = this.context.input;\n this.layers[4].inputs[0] = this.context.input;\n this.layers[5].inputs[0] = this.context.input;\n this.layers[6].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[3] = this.context.input;\n this.layers[this.layers.length - 1].output = this.context.context.getCurrentTexture();\n this.layers[0].lazyLoadSetup();\n this.layers[1].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNN2X28;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-28.ts?\n}",
);
},
"./src/networks/anime4k/cnn-2x-l.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
'{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, "__esModule", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ "./src/networks/base_network.ts");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ "./src/layers/anime4k/conv2d-3x4.ts");\nconst display_3c_1 = __webpack_require__(/*! ../../layers/anime4k/display_3c */ "./src/layers/anime4k/display_3c.ts");\nconst conv2d_16x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-16x4 */ "./src/layers/anime4k/conv2d-16x4.ts");\nconst conv2d_112x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-112x4 */ "./src/layers/anime4k/conv2d-112x4.ts");\nconst conv2d_concat2_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-concat2 */ "./src/layers/anime4k/conv2d-concat2.ts");\nclass Anime4KCNN2XL extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer(\'conv2d_tf\'), weights[\'conv2d_tf\']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer(\'conv2d_tf1\'), weights[\'conv2d_tf1\']));\n for (let i = 1; i < 7; i++) {\n let source = (i == 1) ? `conv2d_tf` : `conv2d_${i - 1}_tf`;\n layers.push(new conv2d_16x4_1.default([context.buffer(source), context.buffer(source + "1")], context.buffer(`conv2d_${i}_tf`), weights[`conv2d_${i}_tf`]));\n layers.push(new conv2d_16x4_1.default([context.buffer(source), context.buffer(source + "1")], context.buffer(`conv2d_${i}_tf1`), weights[`conv2d_${i}_tf1`]));\n }\n for (let c = 0; c < 3; c++) {\n const sources_0 = [];\n const sources_1 = [];\n for (let i = 0; i < 7; i++) {\n let source = (i == 0) ? `conv2d_tf` : `conv2d_${i}_tf`;\n sources_0.push(context.buffer(source));\n sources_1.push(context.buffer(source + "1"));\n }\n const dest = (c == 0) ? `conv2d_last_tf` : `conv2d_last_tf${c}`;\n layers.push(new conv2d_112x4_1.default(sources_0, context.buffer(`conv2d_last_${c}_pt1`), weights[dest], true));\n layers.push(new conv2d_112x4_1.default(sources_1, context.buffer(`conv2d_last_${c}_pt2`), weights[dest], false));\n layers.push(new conv2d_concat2_1.default([context.buffer(`conv2d_last_${c}_pt1`), context.buffer(`conv2d_last_${c}_pt2`)], context.buffer(dest), weights[dest]));\n }\n const paint = new display_3c_1.default([context.buffer(\'conv2d_last_tf\'), context.buffer(\'conv2d_last_tf1\'), context.buffer(\'conv2d_last_tf2\'), context.input], context.texture(\'output\'));\n layers.push(paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n // const sourceFrame = new VideoFrame(source);\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source.width;\n const height = source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture(\'input\', { format: "rgba8unorm" }) }, [width, height]);\n this.context.input = this.context.texture(\'input\');\n // this.context.input = this.context.device.importExternalTexture({source: sourceFrame});\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[3] = this.context.input;\n this.layers[this.layers.length - 1].output = this.context.context.getCurrentTexture();\n this.layers[0].lazyLoadSetup();\n this.layers[1].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports["default"] = Anime4KCNN2XL;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-l.ts?\n}',
);
},
"./src/networks/anime4k/cnn-2x-m.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst conv2d_8x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-8x4 */ \"./src/layers/anime4k/conv2d-8x4.ts\");\nconst conv2d_56x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-56x4 */ \"./src/layers/anime4k/conv2d-56x4.ts\");\nconst display_3c_1 = __webpack_require__(/*! ../../layers/anime4k/display_3c */ \"./src/layers/anime4k/display_3c.ts\");\nclass Anime4KCNN2XM extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n const conv2d_tf = new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']);\n const conv2d_1_tf = new conv2d_8x4_1.default([context.buffer('conv2d_tf')], context.buffer('conv2d_1_tf'), weights['conv2d_1_tf']);\n const conv2d_2_tf = new conv2d_8x4_1.default([context.buffer('conv2d_1_tf')], context.buffer('conv2d_2_tf'), weights['conv2d_2_tf']);\n const conv2d_3_tf = new conv2d_8x4_1.default([context.buffer('conv2d_2_tf')], context.buffer('conv2d_3_tf'), weights['conv2d_3_tf']);\n const conv2d_4_tf = new conv2d_8x4_1.default([context.buffer('conv2d_3_tf')], context.buffer('conv2d_4_tf'), weights['conv2d_4_tf']);\n const conv2d_5_tf = new conv2d_8x4_1.default([context.buffer('conv2d_4_tf')], context.buffer('conv2d_5_tf'), weights['conv2d_5_tf']);\n const conv2d_6_tf = new conv2d_8x4_1.default([context.buffer('conv2d_5_tf')], context.buffer('conv2d_6_tf'), weights['conv2d_6_tf']);\n const conv2d_7_tf = new conv2d_56x4_1.default([context.buffer('conv2d_tf'), context.buffer('conv2d_1_tf'), context.buffer('conv2d_2_tf'), context.buffer('conv2d_3_tf'), context.buffer('conv2d_4_tf'), context.buffer('conv2d_5_tf'), context.buffer('conv2d_6_tf')], context.buffer('conv2d_7_tf'), weights['conv2d_7_tf']);\n const conv2d_7_tf1 = new conv2d_56x4_1.default([context.buffer('conv2d_tf'), context.buffer('conv2d_1_tf'), context.buffer('conv2d_2_tf'), context.buffer('conv2d_3_tf'), context.buffer('conv2d_4_tf'), context.buffer('conv2d_5_tf'), context.buffer('conv2d_6_tf')], context.buffer('conv2d_7_tf1'), weights['conv2d_7_tf1']);\n const conv2d_7_tf2 = new conv2d_56x4_1.default([context.buffer('conv2d_tf'), context.buffer('conv2d_1_tf'), context.buffer('conv2d_2_tf'), context.buffer('conv2d_3_tf'), context.buffer('conv2d_4_tf'), context.buffer('conv2d_5_tf'), context.buffer('conv2d_6_tf')], context.buffer('conv2d_7_tf2'), weights['conv2d_7_tf2']);\n const paint = new display_3c_1.default([context.buffer('conv2d_7_tf'), context.buffer('conv2d_7_tf1'), context.buffer('conv2d_7_tf2'), context.input], context.texture('output'));\n layers.push(conv2d_tf, conv2d_1_tf, conv2d_2_tf, conv2d_3_tf, conv2d_4_tf, conv2d_5_tf, conv2d_6_tf, conv2d_7_tf, conv2d_7_tf1, conv2d_7_tf2, paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source.width;\n const height = source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[3] = this.context.input;\n this.layers[this.layers.length - 1].output = this.context.context.getCurrentTexture();\n this.layers[0].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNN2XM;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-m.ts?\n}",
);
},
"./src/networks/anime4k/cnn-2x-s.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst conv2d_8x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-8x4 */ \"./src/layers/anime4k/conv2d-8x4.ts\");\nconst display_1 = __webpack_require__(/*! ../../layers/anime4k/display */ \"./src/layers/anime4k/display.ts\");\nclass Anime4KCNN2XS extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n const conv2d_tf = new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']);\n const conv2d_1_tf = new conv2d_8x4_1.default([context.buffer('conv2d_tf')], context.buffer('conv2d_1_tf'), weights['conv2d_1_tf']);\n const conv2d_2_tf = new conv2d_8x4_1.default([context.buffer('conv2d_1_tf')], context.buffer('conv2d_2_tf'), weights['conv2d_2_tf']);\n const conv2d_last_tf = new conv2d_8x4_1.default([context.buffer('conv2d_2_tf')], context.buffer('conv2d_last_tf'), weights['conv2d_last_tf']);\n const paint = new display_1.default([context.buffer('conv2d_last_tf'), context.input], context.texture('output'));\n layers.push(conv2d_tf, conv2d_1_tf, conv2d_2_tf, conv2d_last_tf, paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n let frame = null;\n if (source instanceof VideoFrame) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n let bitmap;\n if (source instanceof ImageBitmap) {\n bitmap = source;\n }\n else if (source) {\n bitmap = yield createImageBitmap(source);\n }\n const width = bitmap.width;\n const height = bitmap.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap, origin: { x: 0, y: 0 } }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, { width, height, depthOrArrayLayers: 1 });\n this.context.input = this.context.texture('input');\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[1] = this.context.input;\n this.layers[0].lazyLoadSetup();\n this.layers[this.layers.length - 1].lazyLoadSetup();\n this.layers.forEach(function (layer) {\n layer.run();\n });\n if (frame) {\n frame.close();\n frame = null;\n }\n });\n }\n}\nexports[\"default\"] = Anime4KCNN2XS;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-2x-s.ts?\n}",
);
},
"./src/networks/anime4k/cnn-restore-l.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst conv2d_16x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-16x4 */ \"./src/layers/anime4k/conv2d-16x4.ts\");\nconst display_1x_1 = __webpack_require__(/*! ../../layers/anime4k/display_1x */ \"./src/layers/anime4k/display_1x.ts\");\nclass Anime4KCNNRL extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']));\n layers.push(new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf1'), weights['conv2d_tf1']));\n for (let i = 1; i < 4; i++) {\n let source = (i == 1) ? `conv2d_tf` : `conv2d_${i - 1}_tf`;\n layers.push(new conv2d_16x4_1.default([context.buffer(source), context.buffer(source + \"1\")], context.buffer(`conv2d_${i}_tf`), weights[`conv2d_${i}_tf`]));\n layers.push(new conv2d_16x4_1.default([context.buffer(source), context.buffer(source + \"1\")], context.buffer(`conv2d_${i}_tf1`), weights[`conv2d_${i}_tf1`]));\n }\n layers.push(new conv2d_16x4_1.default([context.buffer('conv2d_3_tf'), context.buffer('conv2d_3_tf1')], context.buffer(`conv2d_out_tf`), weights[`conv2d_out_tf`]));\n const paint = new display_1x_1.default([context.buffer('conv2d_out_tf'), context.input], context.texture('output'));\n layers.push(paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof HTMLVideoElement) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source instanceof HTMLImageElement ? source.naturalWidth : source.width;\n const height = source instanceof HTMLImageElement ? source.naturalHeight : source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[1] = this.context.input;\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNNRL;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-restore-l.ts?\n}",
);
},
"./src/networks/anime4k/cnn-restore-m.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
) {
eval(
"{\nvar __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {\n function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\n return new (P || (P = Promise))(function (resolve, reject) {\n function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\n function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\n function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\n step((generator = generator.apply(thisArg, _arguments || [])).next());\n });\n};\nObject.defineProperty(exports, \"__esModule\", ({ value: true }));\nconst base_network_1 = __webpack_require__(/*! ../base_network */ \"./src/networks/base_network.ts\");\nconst conv2d_3x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-3x4 */ \"./src/layers/anime4k/conv2d-3x4.ts\");\nconst conv2d_8x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-8x4 */ \"./src/layers/anime4k/conv2d-8x4.ts\");\nconst conv2d_56x4_1 = __webpack_require__(/*! ../../layers/anime4k/conv2d-56x4 */ \"./src/layers/anime4k/conv2d-56x4.ts\");\nconst display_1x_1 = __webpack_require__(/*! ../../layers/anime4k/display_1x */ \"./src/layers/anime4k/display_1x.ts\");\nclass Anime4KCNNRM extends base_network_1.default {\n constructor(weights) {\n super(weights);\n }\n model() {\n const layers = [];\n const weights = this.weights.layers;\n const context = this.context;\n const conv2d_tf = new conv2d_3x4_1.default([context.input], context.buffer('conv2d_tf'), weights['conv2d_tf']);\n const conv2d_1_tf = new conv2d_8x4_1.default([context.buffer('conv2d_tf')], context.buffer('conv2d_1_tf'), weights['conv2d_1_tf']);\n const conv2d_2_tf = new conv2d_8x4_1.default([context.buffer('conv2d_1_tf')], context.buffer('conv2d_2_tf'), weights['conv2d_2_tf']);\n const conv2d_3_tf = new conv2d_8x4_1.default([context.buffer('conv2d_2_tf')], context.buffer('conv2d_3_tf'), weights['conv2d_3_tf']);\n const conv2d_4_tf = new conv2d_8x4_1.default([context.buffer('conv2d_3_tf')], context.buffer('conv2d_4_tf'), weights['conv2d_4_tf']);\n const conv2d_5_tf = new conv2d_8x4_1.default([context.buffer('conv2d_4_tf')], context.buffer('conv2d_5_tf'), weights['conv2d_5_tf']);\n const conv2d_6_tf = new conv2d_8x4_1.default([context.buffer('conv2d_5_tf')], context.buffer('conv2d_6_tf'), weights['conv2d_6_tf']);\n const conv2d_out_tf = new conv2d_56x4_1.default([context.buffer('conv2d_tf'), context.buffer('conv2d_1_tf'), context.buffer('conv2d_2_tf'), context.buffer('conv2d_3_tf'), context.buffer('conv2d_4_tf'), context.buffer('conv2d_5_tf'), context.buffer('conv2d_6_tf')], context.buffer('conv2d_out_tf'), weights['conv2d_out_tf']);\n const paint = new display_1x_1.default([context.buffer('conv2d_out_tf'), context.input], context.texture('output'));\n layers.push(conv2d_tf, conv2d_1_tf, conv2d_2_tf, conv2d_3_tf, conv2d_4_tf, conv2d_5_tf, conv2d_6_tf, conv2d_out_tf, paint);\n return layers;\n }\n feedForward(source) {\n return __awaiter(this, void 0, void 0, function* () {\n if (source instanceof HTMLVideoElement) {\n this.context.input = this.context.device.importExternalTexture({ source });\n }\n else {\n const bitmap = source instanceof ImageBitmap ? source : yield createImageBitmap(source);\n const width = source instanceof HTMLImageElement ? source.naturalWidth : source.width;\n const height = source instanceof HTMLImageElement ? source.naturalHeight : source.height;\n this.context.device.queue.copyExternalImageToTexture({ source: bitmap }, { texture: this.context.texture('input', { format: \"rgba8unorm\" }) }, [width, height]);\n this.context.input = this.context.texture('input');\n }\n this.layers[0].inputs[0] = this.context.input;\n this.layers[1].inputs[0] = this.context.input;\n this.layers[this.layers.length - 1].inputs[1] = this.context.input;\n this.layers.forEach(function (layer) {\n layer.run();\n });\n });\n }\n}\nexports[\"default\"] = Anime4KCNNRM;\n\n\n//# sourceURL=webpack://WebSR/./src/networks/anime4k/cnn-restore-m.ts?\n}",
);
},
"./src/networks/anime4k/cnn-restore-s.ts": function (
__unused_webpack_module,
exports,
__webpack_require__,
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