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|
- var view = view || {};
- var base = base || require('./base');
- var zip = zip || require('./zip');
- var gzip = gzip || require('./gzip');
- var tar = tar || require('./tar');
- var json = json || require('./json');
- var xml = xml || require('./xml');
- var protobuf = protobuf || require('./protobuf');
- var flatbuffers = flatbuffers || require('./flatbuffers');
- var python = python || require('./python');
- var sidebar = sidebar || require('./view-sidebar');
- var grapher = grapher || require('./view-grapher');
- view.View = class {
- constructor(host, id) {
- this._host = host;
- this._id = id ? ('-' + id) : '';
- this._options = {
- initializers: true,
- attributes: false,
- names: false,
- direction: 'vertical',
- mousewheel: 'scroll'
- };
- this._host.initialize(this).then(() => {
- this._model = null;
- this._graphs = [];
- this._selection = [];
- this._sidebar = new sidebar.Sidebar(this._host, id);
- this._searchText = '';
- this._modelFactoryService = new view.ModelFactoryService(this._host);
- this._getElementById('zoom-in-button').addEventListener('click', () => {
- this.zoomIn();
- });
- this._getElementById('zoom-out-button').addEventListener('click', () => {
- this.zoomOut();
- });
- this._getElementById('back-button').addEventListener('click', () => {
- this.popGraph();
- });
- this._getElementById('name-button').addEventListener('click', () => {
- this.showDocumentation(this.activeGraph);
- });
- this._getElementById('sidebar').addEventListener('mousewheel', (e) => {
- this._preventDefault(e);
- }, { passive: true });
- this._host.document.addEventListener('keydown', () => {
- this.clearSelection();
- });
- this._host.start();
- const container = this._getElementById('graph');
- container.addEventListener('scroll', (e) => this._scrollHandler(e));
- container.addEventListener('wheel', (e) => this._wheelHandler(e), { passive: false });
- container.addEventListener('mousedown', (e) => this._mouseDownHandler(e));
- switch (this._host.agent) {
- case 'safari':
- container.addEventListener('gesturestart', (e) => this._gestureStartHandler(e), false);
- break;
- default:
- container.addEventListener('touchstart', (e) => this._touchStartHandler(e), { passive: true });
- break;
- }
- }).catch((err) => {
- this.error(err, null, null);
- });
- }
- show(page) {
- if (!page) {
- page = (!this._model && !this.activeGraph) ? 'welcome' : 'default';
- }
- this._host.screen(page);
- if (this._sidebar) {
- this._sidebar.close();
- }
- this._host.document.body.setAttribute('class', page);
- if (page === 'default') {
- const container = this._getElementById('graph');
- if (container) {
- container.focus();
- }
- }
- if (page === 'welcome') {
- const element = this._getElementById('open-file-button');
- if (element) {
- element.focus();
- }
- }
- this._page = page;
- }
- cut() {
- this._host.document.execCommand('cut');
- }
- copy() {
- this._host.document.execCommand('copy');
- }
- paste() {
- this._host.document.execCommand('paste');
- }
- selectAll() {
- this._host.document.execCommand('selectall');
- }
- find() {
- if (this._graph) {
- this.clearSelection();
- const graphElement = this._getElementById('canvas');
- const view = new sidebar.FindSidebar(this._host, graphElement, this._graph);
- view.on('search-text-changed', (sender, text) => {
- this._searchText = text;
- });
- view.on('select', (sender, selection) => {
- this.select(selection);
- });
- this._sidebar.open(view.content, 'Find');
- view.focus(this._searchText);
- }
- }
- get model() {
- return this._model;
- }
- get options() {
- return this._options;
- }
- toggle(name) {
- switch (name) {
- case 'names':
- case 'attributes':
- case 'initializers':
- this._options[name] = !this._options[name];
- this._reload();
- break;
- case 'direction':
- this._options.direction = this._options.direction === 'vertical' ? 'horizontal' : 'vertical';
- this._reload();
- break;
- case 'mousewheel':
- this._options.mousewheel = this._options.mousewheel === 'scroll' ? 'zoom' : 'scroll';
- break;
- default:
- throw new view.Error("Unsupported toogle '" + name + "'.");
- }
- }
- _reload() {
- this.show('welcome spinner');
- if (this._model && this._graphs.length > 0) {
- this._updateGraph(this._model, this._graphs).catch((error) => {
- if (error) {
- this.error(error, 'Graph update failed.', 'welcome');
- }
- });
- }
- }
- _timeout(time) {
- return new Promise((resolve) => {
- setTimeout(() => { resolve(); }, time);
- });
- }
- _getElementById(id) {
- return this._host.document.getElementById(id + this._id);
- }
- zoomIn() {
- this._updateZoom(this._zoom * 1.1);
- }
- zoomOut() {
- this._updateZoom(this._zoom * 0.9);
- }
- resetZoom() {
- this._updateZoom(1);
- }
- _preventDefault(e) {
- if (e.shiftKey || e.ctrlKey) {
- e.preventDefault();
- }
- }
- _updateZoom(zoom, e) {
- const container = this._getElementById('graph');
- const canvas = this._getElementById('canvas');
- const limit = this._options.direction === 'vertical' ?
- container.clientHeight / this._height :
- container.clientWidth / this._width;
- const min = Math.min(Math.max(limit, 0.15), 1);
- zoom = Math.max(min, Math.min(zoom, 1.4));
- const scrollLeft = this._scrollLeft || container.scrollLeft;
- const scrollTop = this._scrollTop || container.scrollTop;
- const x = (e ? e.pageX : (container.clientWidth / 2)) + scrollLeft;
- const y = (e ? e.pageY : (container.clientHeight / 2)) + scrollTop;
- const width = zoom * this._width;
- const height = zoom * this._height;
- canvas.style.width = width + 'px';
- canvas.style.height = height + 'px';
- this._scrollLeft = Math.max(0, ((x * zoom) / this._zoom) - (x - scrollLeft));
- this._scrollTop = Math.max(0, ((y * zoom) / this._zoom) - (y - scrollTop));
- container.scrollLeft = this._scrollLeft;
- container.scrollTop = this._scrollTop;
- this._zoom = zoom;
- }
- _mouseDownHandler(e) {
- if (e.buttons === 1) {
- const document = this._host.document.documentElement;
- document.style.cursor = 'grabbing';
- const container = this._getElementById('graph');
- this._mousePosition = {
- left: container.scrollLeft,
- top: container.scrollTop,
- x: e.clientX,
- y: e.clientY
- };
- e.stopImmediatePropagation();
- const mouseMoveHandler = (e) => {
- e.preventDefault();
- e.stopImmediatePropagation();
- const dx = e.clientX - this._mousePosition.x;
- const dy = e.clientY - this._mousePosition.y;
- this._mousePosition.moved = dx * dx + dy * dy > 0;
- if (this._mousePosition.moved) {
- const container = this._getElementById('graph');
- container.scrollTop = this._mousePosition.top - dy;
- container.scrollLeft = this._mousePosition.left - dx;
- }
- };
- const mouseUpHandler = () => {
- document.style.cursor = null;
- container.removeEventListener('mouseup', mouseUpHandler);
- container.removeEventListener('mouseleave', mouseUpHandler);
- container.removeEventListener('mousemove', mouseMoveHandler);
- if (this._mousePosition && this._mousePosition.moved) {
- e.preventDefault();
- e.stopImmediatePropagation();
- delete this._mousePosition;
- document.addEventListener('click', clickHandler, true);
- }
- };
- const clickHandler = (e) => {
- e.stopPropagation();
- document.removeEventListener('click', clickHandler, true);
- };
- container.addEventListener('mousemove', mouseMoveHandler);
- container.addEventListener('mouseup', mouseUpHandler);
- container.addEventListener('mouseleave', mouseUpHandler);
- }
- }
- _touchStartHandler(e) {
- if (e.touches.length === 2) {
- this._touchPoints = Array.from(e.touches);
- this._touchZoom = this._zoom;
- }
- const touchMoveHandler = (e) => {
- if (Array.isArray(this._touchPoints) && this._touchPoints.length === 2 && e.touches.length === 2) {
- const distance = (points) => {
- const dx =(points[1].clientX - points[0].clientX);
- const dy =(points[1].clientY - points[0].clientY);
- return Math.sqrt(dx * dx + dy * dy);
- };
- const d1 = distance(Array.from(e.touches));
- const d2 = distance(this._touchPoints);
- if (d2 !== 0) {
- const points = this._touchPoints;
- const e = {
- pageX: (points[1].pageX + points[0].pageX) / 2,
- pageY: (points[1].pageY + points[0].pageY) / 2
- };
- const zoom = d2 === 0 ? d1 : d1 / d2;
- this._updateZoom(this._touchZoom * zoom, e);
- }
- }
- };
- const touchEndHandler = () => {
- container.removeEventListener('touchmove', touchMoveHandler, { passive: true });
- container.removeEventListener('touchcancel', touchEndHandler, { passive: true });
- container.removeEventListener('touchend', touchEndHandler, { passive: true });
- delete this._touchPoints;
- delete this._touchZoom;
- };
- const container = this._getElementById('graph');
- container.addEventListener('touchmove', touchMoveHandler, { passive: true });
- container.addEventListener('touchcancel', touchEndHandler, { passive: true });
- container.addEventListener('touchend', touchEndHandler, { passive: true });
- }
- _gestureStartHandler(e) {
- e.preventDefault();
- this._gestureZoom = this._zoom;
- const container = this._getElementById('graph');
- const gestureChangeHandler = (e) => {
- e.preventDefault();
- this._updateZoom(this._gestureZoom * e.scale, e);
- };
- const gestureEndHandler = (e) => {
- container.removeEventListener('gesturechange', gestureChangeHandler, false);
- container.removeEventListener('gestureend', gestureEndHandler, false);
- e.preventDefault();
- if (this._gestureZoom) {
- this._updateZoom(this._gestureZoom * e.scale, e);
- delete this._gestureZoom;
- }
- };
- container.addEventListener('gesturechange', gestureChangeHandler, false);
- container.addEventListener('gestureend', gestureEndHandler, false);
- }
- _scrollHandler(e) {
- if (this._scrollLeft && e.target.scrollLeft !== Math.floor(this._scrollLeft)) {
- delete this._scrollLeft;
- }
- if (this._scrollTop && e.target.scrollTop !== Math.floor(this._scrollTop)) {
- delete this._scrollTop;
- }
- }
- _wheelHandler(e) {
- if (e.shiftKey || e.ctrlKey || this._options.mousewheel === 'zoom') {
- const delta = -e.deltaY * (e.deltaMode === 1 ? 0.05 : e.deltaMode ? 1 : 0.002) * (e.ctrlKey ? 10 : 1);
- this._updateZoom(this._zoom * Math.pow(2, delta), e);
- e.preventDefault();
- }
- }
- select(selection) {
- this.clearSelection();
- if (selection && selection.length > 0) {
- const container = this._getElementById('graph');
- let x = 0;
- let y = 0;
- for (const element of selection) {
- element.classList.add('select');
- this._selection.push(element);
- const rect = element.getBoundingClientRect();
- x += rect.left + (rect.width / 2);
- y += rect.top + (rect.height / 2);
- }
- x = x / selection.length;
- y = y / selection.length;
- const rect = container.getBoundingClientRect();
- const left = (container.scrollLeft + x - rect.left) - (rect.width / 2);
- const top = (container.scrollTop + y - rect.top) - (rect.height / 2);
- container.scrollTo({ left: left, top: top, behavior: 'smooth' });
- }
- }
- clearSelection() {
- while (this._selection.length > 0) {
- const element = this._selection.pop();
- element.classList.remove('select');
- }
- }
- error(err, name, screen) {
- if (this._sidebar) {
- this._sidebar.close();
- }
- this._host.exception(err, false);
- const knowns = [
- { name: '', message: /^Invalid argument identifier/, url: 'https://github.com/lutzroeder/netron/issues/540' },
- { name: '', message: /^Cannot read property/, url: 'https://github.com/lutzroeder/netron/issues/647' },
- { name: '', message: /^Failed to render tensor/, url: 'https://github.com/lutzroeder/netron/issues/681' },
- { name: 'Error', message: /^EPERM: operation not permitted/, url: 'https://github.com/lutzroeder/netron/issues/551' },
- { name: 'Error', message: /^EACCES: permission denied/, url: 'https://github.com/lutzroeder/netron/issues/504' },
- { name: 'RangeError', message: /^Offset is outside the bounds of the DataView/, url: 'https://github.com/lutzroeder/netron/issues/563' },
- { name: 'RangeError', message: /^start offset of Int32Array/, url: 'https://github.com/lutzroeder/netron/issues/565' },
- { name: 'RangeError', message: /^Maximum call stack size exceeded/, url: 'https://github.com/lutzroeder/netron/issues/589' },
- { name: 'RangeError', message: /^Invalid string length/, url: 'https://github.com/lutzroeder/netron/issues/648' },
- { name: 'Error loading model.', message: /^Unsupported file content \(/, url: 'https://github.com/lutzroeder/netron/issues/550' },
- { name: 'Error loading model.', message: /^Unsupported Protocol Buffers content/, url: 'https://github.com/lutzroeder/netron/issues/593' },
- { name: 'Error loading model.', message: /^Unsupported Protocol Buffers text content/, url: 'https://github.com/lutzroeder/netron/issues/594' },
- { name: 'Error loading model.', message: /^Unsupported JSON content/, url: 'https://github.com/lutzroeder/netron/issues/595' },
- { name: 'Error loading Caffe model.', message: /^File format is not caffe\.NetParameter/, url: 'https://github.com/lutzroeder/netron/issues/563' },
- { name: 'Error loading Darknet model.', message: /^Invalid tensor shape/, url: 'https://github.com/lutzroeder/netron/issues/541' },
- { name: 'Error loading Keras model.', message: /^Unsupported data object header version/, url: 'https://github.com/lutzroeder/netron/issues/548' },
- { name: 'Error loading MNN model.', message: /^File format is not mnn\.Net/, url: 'https://github.com/lutzroeder/netron/issues/746' },
- { name: 'Error loading PyTorch model.', message: /^File does not contain root module or state dictionary/, url: 'https://github.com/lutzroeder/netron/issues/543' },
- { name: 'Error loading PyTorch model.', message: /^Module does not contain modules/, url: 'https://github.com/lutzroeder/netron/issues/544' },
- { name: 'Error loading PyTorch model.', message: /^Failed to resolve module/, url: 'https://github.com/lutzroeder/netron/issues/545' },
- { name: 'Error loading PyTorch model.', message: /^Unsupported function/, url: 'https://github.com/lutzroeder/netron/issues/546' },
- { name: 'Error loading PyTorch model.', message: /^Unsupported uninitialized argument/, url: 'https://github.com/lutzroeder/netron/issues/547' },
- { name: 'Error loading ONNX model.', message: /^File format is not onnx\.ModelProto/, url: 'https://github.com/lutzroeder/netron/issues/549' },
- { name: 'Error loading TensorFlow model.', message: /^File text format is not TensorFlow\.js graph-model/, url: 'https://github.com/lutzroeder/netron/issues/764' },
- { name: 'Error loading TensorFlow Lite model.', message: /^Offset is outside the bounds of the DataView/, url: 'https://github.com/lutzroeder/netron/issues/563' },
- { name: 'Error loading UFF model.', message: /^Unknown attribute/, url: 'https://github.com/lutzroeder/netron/issues/649' }
- ];
- const known = knowns.find((known) => (known.name.length === 0 || known.name === err.name) && err.message.match(known.message));
- const message = err.message + (known ? '\n\nPlease provide information about this issue at ' + known.url + '.' : '');
- name = name || err.name;
- this._host.error(name, message);
- this.show(screen !== undefined ? screen : 'welcome');
- if (known) {
- this._host.openURL(known.url);
- }
- }
- accept(file) {
- return this._modelFactoryService.accept(file);
- }
- open(context) {
- this._host.event('Model', 'Open', 'Size', context.stream ? context.stream.length : 0);
- this._sidebar.close();
- return this._timeout(2).then(() => {
- return this._modelFactoryService.open(context).then((model) => {
- const format = [];
- if (model.format) {
- format.push(model.format);
- }
- if (model.producer) {
- format.push('(' + model.producer + ')');
- }
- if (format.length > 0) {
- this._host.event('Model', 'Format', format.join(' '));
- }
- return this._timeout(20).then(() => {
- const graphs = Array.isArray(model.graphs) && model.graphs.length > 0 ? [ model.graphs[0] ] : [];
- return this._updateGraph(model, graphs);
- });
- });
- });
- }
- _updateActiveGraph(graph) {
- this._sidebar.close();
- if (this._model) {
- const model = this._model;
- this.show('welcome spinner');
- this._timeout(200).then(() => {
- return this._updateGraph(model, [ graph ]).catch((error) => {
- if (error) {
- this.error(error, 'Graph update failed.', 'welcome');
- }
- });
- });
- }
- }
- get activeGraph() {
- return Array.isArray(this._graphs) && this._graphs.length > 0 ? this._graphs[0] : null;
- }
- _updateGraph(model, graphs) {
- return this._timeout(100).then(() => {
- const graph = Array.isArray(graphs) && graphs.length > 0 ? graphs[0] : null;
- if (graph && graph != this._graphs[0]) {
- const nodes = graph.nodes;
- if (nodes.length > 2048) {
- if (!this._host.confirm('Large model detected.', 'This graph contains a large number of nodes and might take a long time to render. Do you want to continue?')) {
- this._host.event('Graph', 'Render', 'Skip', nodes.length);
- this.show(null);
- return null;
- }
- }
- }
- const update = () => {
- const nameButton = this._getElementById('name-button');
- const backButton = this._getElementById('back-button');
- if (this._graphs.length > 1) {
- const graph = this.activeGraph;
- nameButton.innerHTML = graph ? graph.name : '';
- backButton.style.opacity = 1;
- nameButton.style.opacity = 1;
- }
- else {
- backButton.style.opacity = 0;
- nameButton.style.opacity = 0;
- }
- };
- const lastModel = this._model;
- const lastGraphs = this._graphs;
- this._model = model;
- this._graphs = graphs;
- return this.renderGraph(this._model, this.activeGraph).then(() => {
- if (this._page !== 'default') {
- this.show('default');
- }
- update();
- return this._model;
- }).catch((error) => {
- this._model = lastModel;
- this._graphs = lastGraphs;
- return this.renderGraph(this._model, this.activeGraph).then(() => {
- if (this._page !== 'default') {
- this.show('default');
- }
- update();
- throw error;
- });
- });
- });
- }
- pushGraph(graph) {
- if (graph !== this.activeGraph) {
- this._sidebar.close();
- this._updateGraph(this._model, [ graph ].concat(this._graphs));
- }
- }
- popGraph() {
- if (this._graphs.length > 1) {
- this._sidebar.close();
- return this._updateGraph(this._model, this._graphs.slice(1));
- }
- return null;
- }
- renderGraph(model, graph) {
- try {
- this._graph = null;
- const canvas = this._getElementById('canvas');
- while (canvas.lastChild) {
- canvas.removeChild(canvas.lastChild);
- }
- if (!graph) {
- return Promise.resolve();
- }
- this._zoom = 1;
- const groups = graph.groups;
- const nodes = graph.nodes;
- this._host.event('Graph', 'Render', 'Size', nodes.length);
- const options = {};
- options.nodesep = 20;
- options.ranksep = 20;
- const rotate = graph.nodes.every((node) => node.inputs.filter((input) => input.arguments.every((argument) => !argument.initializer)).length === 0 && node.outputs.length === 0);
- const horizontal = rotate ? this._options.direction === 'vertical' : this._options.direction !== 'vertical';
- if (horizontal) {
- options.rankdir = "LR";
- }
- if (nodes.length > 3000) {
- options.ranker = 'longest-path';
- }
- const viewGraph = new view.Graph(this, model, groups, options);
- viewGraph.add(graph);
- // Workaround for Safari background drag/zoom issue:
- // https://stackoverflow.com/questions/40887193/d3-js-zoom-is-not-working-with-mousewheel-in-safari
- const background = this._host.document.createElementNS('http://www.w3.org/2000/svg', 'rect');
- background.setAttribute('id', 'background');
- background.setAttribute('fill', 'none');
- background.setAttribute('pointer-events', 'all');
- canvas.appendChild(background);
- const origin = this._host.document.createElementNS('http://www.w3.org/2000/svg', 'g');
- origin.setAttribute('id', 'origin');
- canvas.appendChild(origin);
- viewGraph.build(this._host.document, origin);
- this._zoom = 1;
- return this._timeout(20).then(() => {
- viewGraph.update();
- const elements = Array.from(canvas.getElementsByClassName('graph-input') || []);
- if (elements.length === 0) {
- const nodeElements = Array.from(canvas.getElementsByClassName('graph-node') || []);
- if (nodeElements.length > 0) {
- elements.push(nodeElements[0]);
- }
- }
- const size = canvas.getBBox();
- const margin = 100;
- const width = Math.ceil(margin + size.width + margin);
- const height = Math.ceil(margin + size.height + margin);
- origin.setAttribute('transform', 'translate(' + margin.toString() + ', ' + margin.toString() + ') scale(1)');
- background.setAttribute('width', width);
- background.setAttribute('height', height);
- this._width = width;
- this._height = height;
- delete this._scrollLeft;
- delete this._scrollRight;
- canvas.setAttribute('viewBox', '0 0 ' + width + ' ' + height);
- canvas.setAttribute('width', width);
- canvas.setAttribute('height', height);
- this._zoom = 1;
- this._updateZoom(this._zoom);
- const container = this._getElementById('graph');
- if (elements && elements.length > 0) {
- // Center view based on input elements
- const xs = [];
- const ys = [];
- for (let i = 0; i < elements.length; i++) {
- const element = elements[i];
- const rect = element.getBoundingClientRect();
- xs.push(rect.left + (rect.width / 2));
- ys.push(rect.top + (rect.height / 2));
- }
- let x = xs[0];
- const y = ys[0];
- if (ys.every(y => y === ys[0])) {
- x = xs.reduce((a, b) => a + b, 0) / xs.length;
- }
- const graphRect = container.getBoundingClientRect();
- const left = (container.scrollLeft + x - graphRect.left) - (graphRect.width / 2);
- const top = (container.scrollTop + y - graphRect.top) - (graphRect.height / 2);
- container.scrollTo({ left: left, top: top, behavior: 'auto' });
- }
- else {
- const canvasRect = canvas.getBoundingClientRect();
- const graphRect = container.getBoundingClientRect();
- const left = (container.scrollLeft + (canvasRect.width / 2) - graphRect.left) - (graphRect.width / 2);
- const top = (container.scrollTop + (canvasRect.height / 2) - graphRect.top) - (graphRect.height / 2);
- container.scrollTo({ left: left, top: top, behavior: 'auto' });
- }
- this._graph = viewGraph;
- return;
- });
- }
- catch (error) {
- return Promise.reject(error);
- }
- }
- applyStyleSheet(element, name) {
- let rules = [];
- for (const styleSheet of this._host.document.styleSheets) {
- if (styleSheet && styleSheet.href && styleSheet.href.endsWith('/' + name)) {
- rules = styleSheet.cssRules;
- break;
- }
- }
- const nodes = element.getElementsByTagName('*');
- for (const node of nodes) {
- for (const rule of rules) {
- if (node.matches(rule.selectorText)) {
- for (const item of rule.style) {
- node.style[item] = rule.style[item];
- }
- }
- }
- }
- }
- export(file) {
- const lastIndex = file.lastIndexOf('.');
- const extension = (lastIndex != -1) ? file.substring(lastIndex + 1) : '';
- if (this.activeGraph && (extension === 'png' || extension === 'svg')) {
- const canvas = this._getElementById('canvas');
- const clone = canvas.cloneNode(true);
- this.applyStyleSheet(clone, 'view-grapher.css');
- clone.setAttribute('id', 'export');
- clone.removeAttribute('viewBox');
- clone.removeAttribute('width');
- clone.removeAttribute('height');
- clone.style.removeProperty('opacity');
- clone.style.removeProperty('display');
- clone.style.removeProperty('width');
- clone.style.removeProperty('height');
- const background = clone.querySelector('#background');
- const origin = clone.querySelector('#origin');
- origin.setAttribute('transform', 'translate(0,0) scale(1)');
- background.removeAttribute('width');
- background.removeAttribute('height');
- const parent = canvas.parentElement;
- parent.insertBefore(clone, canvas);
- const size = clone.getBBox();
- parent.removeChild(clone);
- parent.removeChild(canvas);
- parent.appendChild(canvas);
- const delta = (Math.min(size.width, size.height) / 2.0) * 0.1;
- const width = Math.ceil(delta + size.width + delta);
- const height = Math.ceil(delta + size.height + delta);
- origin.setAttribute('transform', 'translate(' + (delta - size.x).toString() + ', ' + (delta - size.y).toString() + ') scale(1)');
- clone.setAttribute('width', width);
- clone.setAttribute('height', height);
- background.setAttribute('width', width);
- background.setAttribute('height', height);
- background.setAttribute('fill', '#fff');
- const data = new XMLSerializer().serializeToString(clone);
- if (extension === 'svg') {
- const blob = new Blob([ data ], { type: 'image/svg' });
- this._host.export(file, blob);
- }
- if (extension === 'png') {
- const image = new Image();
- image.onload = () => {
- const max = Math.max(width, height);
- const scale = Math.min(24000.0 / max, 2.0);
- const canvas = this._host.document.createElement('canvas');
- canvas.width = Math.ceil(width * scale);
- canvas.height = Math.ceil(height * scale);
- const context = canvas.getContext('2d');
- context.scale(scale, scale);
- context.drawImage(image, 0, 0);
- canvas.toBlob((blob) => {
- if (blob) {
- this._host.export(file, blob);
- }
- else {
- const err = new Error();
- err.name = 'Error exporting image.';
- err.message = 'Image may be too large to render as PNG.';
- this._host.exception(err, false);
- this._host.error(err.name, err.message);
- }
- }, 'image/png');
- };
- image.src = 'data:image/svg+xml;base64,' + this._host.window.btoa(unescape(encodeURIComponent(data)));
- }
- }
- }
- showModelProperties() {
- if (this._model) {
- try {
- const modelSidebar = new sidebar.ModelSidebar(this._host, this._model, this.activeGraph);
- modelSidebar.on('update-active-graph', (sender, graph) => {
- this._updateActiveGraph(graph);
- });
- const content = modelSidebar.render();
- this._sidebar.open(content, 'Model Properties');
- }
- catch (error) {
- const content = " in '" + this._model.identifier + "'.";
- if (error && !error.message.endsWith(content) && (error.context === undefined || error.context === true)) {
- error.message = error.message.replace(/\.$/, '') + content;
- }
- this.error(error, 'Error showing model properties.', null);
- }
- }
- }
- showNodeProperties(node, input) {
- if (node) {
- try {
- const nodeSidebar = new sidebar.NodeSidebar(this._host, node);
- nodeSidebar.on('show-documentation', (/* sender, e */) => {
- this.showDocumentation(node.type);
- });
- nodeSidebar.on('show-graph', (sender, graph) => {
- this.pushGraph(graph);
- });
- nodeSidebar.on('export-tensor', (sender, tensor) => {
- const defaultPath = tensor.name ? tensor.name.split('/').join('_').split(':').join('_').split('.').join('_') : 'tensor';
- this._host.save('NumPy Array', 'npy', defaultPath, (file) => {
- try {
- let data_type = tensor.type.dataType;
- if (data_type === 'boolean') {
- data_type = 'bool';
- }
- const execution = new python.Execution(null);
- const bytes = execution.invoke('io.BytesIO', []);
- const dtype = execution.invoke('numpy.dtype', [ data_type ]);
- const array = execution.invoke('numpy.asarray', [ tensor.value, dtype ]);
- execution.invoke('numpy.save', [ bytes, array ]);
- bytes.seek(0);
- const blob = new Blob([ bytes.read() ], { type: 'application/octet-stream' });
- this._host.export(file, blob);
- }
- catch (error) {
- this.error(error, 'Error saving NumPy tensor.', null);
- }
- });
- });
- nodeSidebar.on('error', (sender, error) => {
- if (this._model) {
- error.message = error.message.replace(/\.$/, '') + " in '" + this._model.identifier + "'.";
- }
- this.error(error, null, null);
- });
- if (input) {
- nodeSidebar.toggleInput(input.name);
- }
- this._sidebar.open(nodeSidebar.render(), 'Node Properties');
- }
- catch (error) {
- const content = " in '" + this._model.identifier + "'.";
- if (error && !error.message.endsWith(content) && (error.context === undefined || error.context === true)) {
- error.message = error.message.replace(/\.$/, '') + content;
- }
- this.error(error, 'Error showing node properties.', null);
- }
- }
- }
- showDocumentation(type) {
- if (type && (type.description || type.inputs || type.outputs || type.attributes)) {
- if (type.nodes && type.nodes.length > 0) {
- this.pushGraph(type);
- }
- const documentationSidebar = new sidebar.DocumentationSidebar(this._host, type);
- documentationSidebar.on('navigate', (sender, e) => {
- this._host.openURL(e.link);
- });
- const title = type.type === 'function' ? 'Function' : 'Documentation';
- this._sidebar.push(documentationSidebar.render(), title);
- }
- }
- };
- view.Graph = class extends grapher.Graph {
- constructor(view, model, compound, options) {
- super(compound, options);
- this.view = view;
- this.model = model;
- this._arguments = new Map();
- this._nodeKey = 0;
- }
- createNode(node) {
- const value = new view.Node(this, node);
- value.name = (this._nodeKey++).toString();
- // value.name = node.name;
- this.setNode(value);
- return value;
- }
- createInput(input) {
- const value = new view.Input(this, input);
- value.name = (this._nodeKey++).toString();
- this.setNode(value);
- return value;
- }
- createOutput(output) {
- const value = new view.Output(this, output);
- value.name = (this._nodeKey++).toString();
- this.setNode(value);
- return value;
- }
- createArgument(argument) {
- const name = argument.name;
- if (!this._arguments.has(name)) {
- this._arguments.set(name, new view.Argument(this, argument));
- }
- return this._arguments.get(name);
- }
- createEdge(from, to) {
- const value = new view.Edge(from, to);
- return value;
- }
- add(graph) {
- const clusters = new Set();
- const clusterParentMap = new Map();
- const groups = graph.groups;
- if (groups) {
- for (const node of graph.nodes) {
- if (node.group) {
- const path = node.group.split('/');
- while (path.length > 0) {
- const name = path.join('/');
- path.pop();
- clusterParentMap.set(name, path.join('/'));
- }
- }
- }
- }
- for (const input of graph.inputs) {
- const viewInput = this.createInput(input);
- for (const argument of input.arguments) {
- this.createArgument(argument).from(viewInput);
- }
- }
- for (const node of graph.nodes) {
- const viewNode = this.createNode(node);
- const inputs = node.inputs;
- for (const input of inputs) {
- for (const argument of input.arguments) {
- if (argument.name != '' && !argument.initializer) {
- this.createArgument(argument).to(viewNode);
- }
- }
- }
- let outputs = node.outputs;
- if (node.chain && node.chain.length > 0) {
- const chainOutputs = node.chain[node.chain.length - 1].outputs;
- if (chainOutputs.length > 0) {
- outputs = chainOutputs;
- }
- }
- for (const output of outputs) {
- for (const argument of output.arguments) {
- if (!argument) {
- throw new view.Error("Invalid null argument in '" + this.model.identifier + "'.");
- }
- if (argument.name != '') {
- this.createArgument(argument).from(viewNode);
- }
- }
- }
- if (node.controlDependencies && node.controlDependencies.length > 0) {
- for (const argument of node.controlDependencies) {
- this.createArgument(argument).to(viewNode, true);
- }
- }
- const createCluster = (name) => {
- if (!clusters.has(name)) {
- this.setNode({ name: name, rx: 5, ry: 5});
- clusters.add(name);
- const parent = clusterParentMap.get(name);
- if (parent) {
- createCluster(parent);
- this.setParent(name, parent);
- }
- }
- };
- if (groups) {
- let groupName = node.group;
- if (groupName && groupName.length > 0) {
- if (!clusterParentMap.has(groupName)) {
- const lastIndex = groupName.lastIndexOf('/');
- if (lastIndex != -1) {
- groupName = groupName.substring(0, lastIndex);
- if (!clusterParentMap.has(groupName)) {
- groupName = null;
- }
- }
- else {
- groupName = null;
- }
- }
- if (groupName) {
- createCluster(groupName);
- this.setParent(viewNode.name, groupName);
- }
- }
- }
- }
- for (const output of graph.outputs) {
- const viewOutput = this.createOutput(output);
- for (const argument of output.arguments) {
- this.createArgument(argument).to(viewOutput);
- }
- }
- }
- build(document, origin) {
- for (const argument of this._arguments.values()) {
- argument.build();
- }
- super.build(document, origin);
- }
- };
- view.Node = class extends grapher.Node {
- constructor(context, value) {
- super();
- this.context = context;
- this.value = value;
- view.Node.counter = view.Node.counter || 0;
- this.id = 'node-' + (value.name ? 'name-' + value.name : 'id-' + (view.Node.counter++).toString());
- this._add(this.value);
- }
- get class() {
- return 'graph-node';
- }
- get inputs() {
- return this.value.inputs;
- }
- get outputs() {
- return this.value.outputs;
- }
- _add(node) {
- const header = this.header();
- const styles = [ 'node-item-type' ];
- const type = node.type;
- const category = type && type.category ? type.category : '';
- if (category) {
- styles.push('node-item-type-' + category.toLowerCase());
- }
- if (typeof type.name !== 'string' || !type.name.split) { // #416
- const identifier = this.context.model && this.context.model.identifier ? this.context.model.identifier : '?';
- throw new view.Error("Unsupported node type '" + JSON.stringify(type.name) + "' in '" + identifier + "'.");
- }
- const content = this.context.view.options.names && (node.name || node.location) ? (node.name || node.location) : type.name.split('.').pop();
- const tooltip = this.context.view.options.names && (node.name || node.location) ? type.name : (node.name || node.location);
- const title = header.add(null, styles, content, tooltip);
- title.on('click', () => this.context.view.showNodeProperties(node, null));
- if (node.type.nodes && node.type.nodes.length > 0) {
- const definition = header.add(null, styles, '\u0192', 'Show Function Definition');
- definition.on('click', () => this.context.view.pushGraph(node.type));
- }
- if (node.nodes) {
- // this._expand = header.add(null, styles, '+', null);
- // this._expand.on('click', () => this.toggle());
- }
- const initializers = [];
- let hiddenInitializers = false;
- if (this.context.view.options.initializers) {
- for (const input of node.inputs) {
- if (input.visible && input.arguments.length === 1 && input.arguments[0].initializer != null) {
- initializers.push(input);
- }
- if ((!input.visible || input.arguments.length > 1) &&
- input.arguments.some((argument) => argument.initializer != null)) {
- hiddenInitializers = true;
- }
- }
- }
- let sortedAttributes = [];
- const attributes = node.attributes || [];
- if (this.context.view.options.attributes) {
- sortedAttributes = attributes.filter((attribute) => attribute.visible).slice();
- }
- sortedAttributes.sort((a, b) => {
- const au = a.name.toUpperCase();
- const bu = b.name.toUpperCase();
- return (au < bu) ? -1 : (au > bu) ? 1 : 0;
- });
- if (initializers.length > 0 || hiddenInitializers || sortedAttributes.length > 0) {
- const list = this.list();
- list.on('click', () => this.context.view.showNodeProperties(node));
- for (const initializer of initializers) {
- const argument = initializer.arguments[0];
- const type = argument.type;
- let shape = '';
- let separator = '';
- if (type && type.shape && type.shape.dimensions && Array.isArray(type.shape.dimensions)) {
- shape = '\u3008' + type.shape.dimensions.map((d) => d ? d : '?').join('\u00D7') + '\u3009';
- if (type.shape.dimensions.length === 0 && argument.initializer && !argument.initializer.state) {
- try {
- shape = argument.initializer.toString();
- if (shape && shape.length > 10) {
- shape = shape.substring(0, 10) + '\u2026';
- }
- separator = ' = ';
- }
- catch (err) {
- let type = '?';
- try {
- type = argument.initializer.type.toString();
- }
- catch (error) {
- // continue regardless of error
- }
- const identifier = this.context.view.model && this.context.view.model.identifier ? this.context.view.model.identifier : '?';
- throw new view.Error("Failed to render tensor of type '" + type + "' in '" + identifier + "' (" + err.message + ").");
- }
- }
- }
- list.add(argument.name ? 'initializer-' + argument.name : '', initializer.name, shape, type ? type.toString() : '', separator);
- }
- if (hiddenInitializers) {
- list.add(null, '\u3008' + '\u2026' + '\u3009', '', null, '');
- }
- for (const attribute of sortedAttributes) {
- if (attribute.visible) {
- let value = new sidebar.Formatter(attribute.value, attribute.type).toString();
- if (value && value.length > 25) {
- value = value.substring(0, 25) + '\u2026';
- }
- list.add(null, attribute.name, value, attribute.type, ' = ');
- }
- }
- }
- if (Array.isArray(node.chain) && node.chain.length > 0) {
- for (const innerNode of node.chain) {
- this._add(innerNode);
- }
- }
- if (node.inner) {
- this._add(node.inner);
- }
- if (node.nodes) {
- this.canvas = this.canvas();
- }
- }
- toggle() {
- this._expand.content = '-';
- this._graph = new view.Graph(this.context.view, this.context.model, false, {});
- this._graph.add(this.value);
- // const document = this.element.ownerDocument;
- // const parent = this.element.parentElement;
- // this._graph.build(document, parent);
- // this._graph.update();
- this.canvas.width = 300;
- this.canvas.height = 300;
- this.layout();
- this.context.update();
- }
- };
- view.Input = class extends grapher.Node {
- constructor(context, value) {
- super();
- this.context = context;
- this.value = value;
- view.Input.counter = view.Input.counter || 0;
- const types = value.arguments.map((argument) => argument.type || '').join('\n');
- let name = value.name || '';
- if (name.length > 16) {
- name = name.split('/').pop();
- }
- const header = this.header();
- const title = header.add(null, [ 'graph-item-input' ], name, types);
- title.on('click', () => this.context.view.showModelProperties());
- this.id = 'input-' + (name ? 'name-' + name : 'id-' + (view.Input.counter++).toString());
- }
- get class() {
- return 'graph-input';
- }
- get inputs() {
- return [];
- }
- get outputs() {
- return [ this.value ];
- }
- };
- view.Output = class extends grapher.Node {
- constructor(context, value) {
- super();
- this.context = context;
- this.value = value;
- const types = value.arguments.map((argument) => argument.type || '').join('\n');
- let name = value.name || '';
- if (name.length > 16) {
- name = name.split('/').pop();
- }
- const header = this.header();
- const title = header.add(null, [ 'graph-item-output' ], name, types);
- title.on('click', () => this.context.view.showModelProperties());
- }
- get inputs() {
- return [ this.value ];
- }
- get outputs() {
- return [];
- }
- };
- view.Argument = class {
- constructor(context, argument) {
- this.context = context;
- this._argument = argument;
- }
- from(node) {
- this._from = node;
- }
- to(node, controlDependency) {
- this._to = this._to || [];
- if (controlDependency) {
- this._controlDependencies = this._controlDependencies || new Set();
- this._controlDependencies.add(this._to.length);
- }
- this._to.push(node);
- }
- build() {
- this._edges = this._edges || [];
- if (this._from && this._to) {
- for (let i = 0; i < this._to.length; i++) {
- const to = this._to[i];
- let content = '';
- const type = this._argument.type;
- if (type &&
- type.shape &&
- type.shape.dimensions &&
- type.shape.dimensions.length > 0 &&
- type.shape.dimensions.every((dim) => !dim || Number.isInteger(dim) || dim instanceof base.Int64 || (typeof dim === 'string'))) {
- content = type.shape.dimensions.map((dim) => dim || '?').join('\u00D7');
- content = content.length > 16 ? '' : content;
- }
- if (this.context.view.options.names) {
- content = this._argument.name.split('\n').shift(); // custom argument id
- }
- const edge = this.context.createEdge(this._from, to);
- edge.v = this._from.name;
- edge.w = to.name;
- if (content) {
- edge.label = content;
- }
- edge.id = 'edge-' + this._argument.name;
- if (this._controlDependencies && this._controlDependencies.has(i)) {
- edge.class = 'edge-path-control-dependency';
- }
- this.context.setEdge(edge);
- this._edges.push(edge);
- }
- }
- }
- };
- view.Edge = class extends grapher.Edge {
- constructor(from, to) {
- super(from, to);
- }
- get minlen() {
- if (this.from.inputs.every((parameter) => parameter.arguments.every((argument) => argument.initializer))) {
- return 2;
- }
- return 1;
- }
- };
- view.ModelContext = class {
- constructor(context) {
- this._context = context;
- this._tags = new Map();
- this._content = new Map();
- let stream = context.stream;
- const entries = context.entries;
- if (!stream && entries && entries.size > 0) {
- this._entries = entries;
- this._format = '';
- }
- else {
- this._entries = new Map();
- const entry = context instanceof view.EntryContext;
- const identifier = context.identifier;
- try {
- const archive = gzip.Archive.open(stream);
- if (archive) {
- this._entries = archive.entries;
- this._format = 'gzip';
- if (this._entries.size === 1) {
- stream = this._entries.values().next().value;
- }
- }
- }
- catch (error) {
- if (!entry) {
- const message = error && error.message ? error.message : error.toString();
- throw new view.ArchiveError(message.replace(/\.$/, '') + " in '" + identifier + "'.");
- }
- }
- try {
- const formats = new Map([ [ 'zip', zip ], [ 'tar', tar ] ]);
- for (const pair of formats) {
- const format = pair[0];
- const module = pair[1];
- const archive = module.Archive.open(stream);
- if (archive) {
- this._entries = archive.entries;
- this._format = format;
- break;
- }
- }
- }
- catch (error) {
- if (!entry) {
- const message = error && error.message ? error.message : error.toString();
- throw new view.ArchiveError(message.replace(/\.$/, '') + " in '" + identifier + "'.");
- }
- }
- }
- }
- get identifier() {
- return this._context.identifier;
- }
- get stream() {
- return this._context.stream;
- }
- request(file, encoding, base) {
- return this._context.request(file, encoding, base);
- }
- require(id) {
- return this._context.require(id);
- }
- exception(error, fatal) {
- this._context.exception(error, fatal);
- }
- entries(format) {
- if (format !== undefined && format !== this._format) {
- return new Map();
- }
- return this._entries;
- }
- open(type) {
- if (!this._content.has(type)) {
- this._content.set(type, undefined);
- const stream = this.stream;
- const position = stream.position;
- const signatures = [
- [ 0x89, 0x48, 0x44, 0x46, 0x0D, 0x0A, 0x1A, 0x0A ], // HDF5
- [ 0x80, undefined, 0x8a, 0x0a, 0x6c, 0xfc, 0x9c, 0x46, 0xf9, 0x20, 0x6a, 0xa8, 0x50, 0x19 ] // PyTorch
- ];
- const skip =
- signatures.some((signature) => signature.length <= stream.length && stream.peek(signature.length).every((value, index) => signature[index] === undefined || signature[index] === value)) ||
- Array.from(this._tags).some((pair) => pair[0] !== 'flatbuffers' && pair[1].size > 0) ||
- Array.from(this._content.values()).some((obj) => obj !== undefined);
- if (!skip) {
- switch (type) {
- case 'json': {
- try {
- const reader = json.TextReader.open(this.stream);
- if (reader) {
- const obj = reader.read();
- this._content.set(type, obj);
- }
- }
- catch (err) {
- // continue regardless of error
- }
- break;
- }
- case 'json.gz': {
- try {
- const archive = gzip.Archive.open(this.stream);
- if (archive) {
- const entries = archive.entries;
- if (entries.size === 1) {
- const stream = entries.values().next().value;
- const reader = json.TextReader.open(stream);
- if (reader) {
- const obj = reader.read();
- this._content.set(type, obj);
- }
- }
- }
- }
- catch (err) {
- // continue regardless of error
- }
- break;
- }
- case 'pkl': {
- let unpickler = null;
- try {
- if (stream.length > 2) {
- const zlib = (stream) => {
- const buffer = stream.peek(2);
- if (buffer[0] === 0x78) {
- const check = (buffer[0] << 8) + buffer[1];
- if (check % 31 === 0) {
- const archive = zip.Archive.open(stream);
- return archive.entries.get('');
- }
- }
- return stream;
- };
- unpickler = python.Unpickler.open(zlib(stream));
- }
- }
- catch (err) {
- // continue regardless of error
- }
- if (unpickler) {
- const execution = new python.Execution(null, (error, fatal) => {
- const message = error && error.message ? error.message : error.toString();
- this.exception(new view.Error(message.replace(/\.$/, '') + " in '" + this.identifier + "'."), fatal);
- });
- const persistent_load = (saved_id) => {
- return saved_id;
- };
- const obj = unpickler.load((name, args) => execution.invoke(name, args), persistent_load);
- this._content.set(type, obj);
- }
- break;
- }
- default: {
- throw new view.Error("Unsupported open format type '" + type + "'.");
- }
- }
- }
- if (stream.position !== position) {
- stream.seek(0);
- }
- }
- return this._content.get(type);
- }
- tags(type) {
- if (!this._tags.has(type)) {
- let tags = new Map();
- const stream = this.stream;
- const position = stream.position;
- if (stream) {
- const signatures = [
- [ 0x89, 0x48, 0x44, 0x46, 0x0D, 0x0A, 0x1A, 0x0A ], // HDF5
- [ 0x80, undefined, 0x8a, 0x0a, 0x6c, 0xfc, 0x9c, 0x46, 0xf9, 0x20, 0x6a, 0xa8, 0x50, 0x19 ], // PyTorch
- [ 0x50, 0x4b ], // Zip
- [ 0x1f, 0x8b ] // Gzip
- ];
- const skip =
- signatures.some((signature) => signature.length <= stream.length && stream.peek(signature.length).every((value, index) => signature[index] === undefined || signature[index] === value)) ||
- (Array.from(this._tags).some((pair) => pair[0] !== 'flatbuffers' && pair[1].size > 0) && type !== 'pb+') ||
- Array.from(this._content.values()).some((obj) => obj !== undefined);
- if (!skip) {
- try {
- switch (type) {
- case 'pbtxt': {
- const reader = protobuf.TextReader.open(stream);
- tags = reader ? reader.signature() : tags;
- break;
- }
- case 'pb': {
- const reader = protobuf.BinaryReader.open(stream);
- tags = reader.signature();
- break;
- }
- case 'pb+': {
- const reader = protobuf.BinaryReader.open(stream);
- tags = reader.decode();
- break;
- }
- case 'flatbuffers': {
- if (stream.length >= 8) {
- const buffer = stream.peek(Math.min(32, stream.length));
- const reader = flatbuffers.BinaryReader.open(buffer);
- const identifier = reader.identifier;
- if (identifier.length > 0) {
- tags.set('file_identifier', identifier);
- }
- }
- break;
- }
- case 'xml': {
- const reader = xml.TextReader.open(stream);
- if (reader) {
- const document = reader.peek();
- const element = document.documentElement;
- const namespaceURI = element.namespaceURI;
- const localName = element.localName;
- const name = namespaceURI ? namespaceURI + ':' + localName : localName;
- tags.set(name, element);
- }
- break;
- }
- default: {
- throw new view.Error("Unsupported tags format type '" + type + "'.");
- }
- }
- }
- catch (error) {
- tags.clear();
- }
- }
- }
- if (stream.position !== position) {
- stream.seek(position);
- }
- this._tags.set(type, tags);
- }
- return this._tags.get(type);
- }
- metadata(name) {
- return base.Metadata.open(this, name);
- }
- };
- view.EntryContext = class {
- constructor(host, entries, rootFolder, identifier, stream) {
- this._host = host;
- this._entries = new Map();
- if (entries) {
- for (const entry of entries) {
- if (entry[0].startsWith(rootFolder)) {
- const name = entry[0].substring(rootFolder.length);
- this._entries.set(name, entry[1]);
- }
- }
- }
- this._identifier = identifier.substring(rootFolder.length);
- this._stream = stream;
- }
- get identifier() {
- return this._identifier;
- }
- get stream() {
- return this._stream;
- }
- request(file, encoding, base) {
- if (base === undefined) {
- const stream = this._entries.get(file);
- if (!stream) {
- return Promise.reject(new Error('File not found.'));
- }
- if (encoding) {
- const decoder = new TextDecoder(encoding);
- const buffer = stream.peek();
- const value = decoder.decode(buffer);
- return Promise.resolve(value);
- }
- return Promise.resolve(stream);
- }
- return this._host.request(file, encoding, base);
- }
- require(id) {
- return this._host.require(id);
- }
- exception(error, fatal) {
- this._host.exception(error, fatal);
- }
- };
- view.ArchiveError = class extends Error {
- constructor(message) {
- super(message);
- this.name = 'Error loading archive.';
- }
- };
- view.ModelFactoryService = class {
- constructor(host) {
- this._host = host;
- this._extensions = new Set([ '.zip', '.tar', '.tar.gz', '.tgz', '.gz' ]);
- this._factories = [];
- this.register('./pytorch', [ '.pt', '.pth', '.ptl', '.pt1', '.pyt', '.pyth', '.pkl', '.pickle', '.h5', '.t7', '.model', '.dms', '.tar', '.ckpt', '.chkpt', '.tckpt', '.bin', '.pb', '.zip', '.nn', '.torchmodel', '.torchscript', '.pytorch', '.ot', '.params', '.trt' ], [ '.model' ]);
- this.register('./onnx', [ '.onnx', '.onn', '.pb', '.onnxtxt', '.pbtxt', '.prototxt', '.txt', '.model', '.pt', '.pth', '.pkl', '.ort', '.ort.onnx', 'onnxmodel' ]);
- this.register('./mxnet', [ '.json', '.params' ], [ '.mar'] );
- this.register('./coreml', [ '.mlmodel', '.bin', 'manifest.json', 'metadata.json', 'featuredescriptions.json', '.pb' ], [ '.mlpackage' ]);
- this.register('./caffe', [ '.caffemodel', '.pbtxt', '.prototxt', '.pt', '.txt' ]);
- this.register('./caffe2', [ '.pb', '.pbtxt', '.prototxt' ]);
- this.register('./torch', [ '.t7', '.net' ]);
- this.register('./tflite', [ '.tflite', '.lite', '.tfl', '.bin', '.pb', '.tmfile', '.h5', '.model', '.json', '.txt' ]);
- this.register('./circle', [ '.circle' ]);
- this.register('./tf', [ '.pb', '.meta', '.pbtxt', '.prototxt', '.txt', '.pt', '.json', '.index', '.ckpt', '.graphdef', '.pbmm', /.data-[0-9][0-9][0-9][0-9][0-9]-of-[0-9][0-9][0-9][0-9][0-9]$/, /^events.out.tfevents./ ], [ '.zip' ]);
- this.register('./mediapipe', [ '.pbtxt' ]);
- this.register('./uff', [ '.uff', '.pb', '.pbtxt', '.uff.txt', '.trt', '.engine' ]);
- this.register('./tensorrt', [ '.trt', '.engine', '.model', '.txt', '.uff', '.pb', '.tmfile', '.onnx', '.pth', '.dnn', '.plan' ]);
- this.register('./numpy', [ '.npz', '.npy', '.pkl', '.pickle' ]);
- this.register('./lasagne', [ '.pkl', '.pickle', '.joblib', '.model', '.pkl.z', '.joblib.z' ]);
- this.register('./lightgbm', [ '.txt', '.pkl', '.model' ]);
- this.register('./keras', [ '.h5', '.hd5', '.hdf5', '.keras', '.json', '.cfg', '.model', '.pb', '.pth', '.weights', '.pkl', '.lite', '.tflite', '.ckpt' ], [ '.zip' ]);
- this.register('./sklearn', [ '.pkl', '.pickle', '.joblib', '.model', '.meta', '.pb', '.pt', '.h5', '.pkl.z', '.joblib.z' ]);
- this.register('./pickle', [ '.pkl', '.pickle', '.joblib', '.model', '.meta', '.pb', '.pt', '.h5', '.pkl.z', '.joblib.z', '.pdstates' ]);
- this.register('./cntk', [ '.model', '.cntk', '.cmf', '.dnn' ]);
- this.register('./paddle', [ '.pdmodel', '.pdiparams', '.pdparams', '.pdopt', '.paddle', '__model__', '.__model__', '.pbtxt', '.txt', '.tar', '.tar.gz', '.nb' ]);
- this.register('./bigdl', [ '.model', '.bigdl' ]);
- this.register('./darknet', [ '.cfg', '.model', '.txt', '.weights' ]);
- this.register('./weka', [ '.model' ]);
- this.register('./rknn', [ '.rknn', '.nb', '.onnx' ]);
- this.register('./dlc', [ '.dlc', 'model', '.params' ]);
- this.register('./armnn', [ '.armnn', '.json' ]);
- this.register('./mnn', ['.mnn']);
- this.register('./ncnn', [ '.param', '.bin', '.cfg.ncnn', '.weights.ncnn', '.ncnnmodel' ]);
- this.register('./tnn', [ '.tnnproto', '.tnnmodel' ]);
- this.register('./tengine', ['.tmfile']);
- this.register('./mslite', [ '.ms']);
- this.register('./barracuda', [ '.nn' ]);
- this.register('./dnn', [ '.dnn' ]);
- this.register('./xmodel', [ '.xmodel' ]);
- this.register('./kmodel', [ '.kmodel' ]);
- this.register('./flux', [ '.bson' ]);
- this.register('./dl4j', [ '.json', '.bin' ]);
- this.register('./openvino', [ '.xml', '.bin' ]);
- this.register('./mlnet', [ '.zip' ]);
- this.register('./acuity', [ '.json' ]);
- this.register('./imgdnn', [ '.dnn', 'params', '.json' ]);
- this.register('./flax', [ '.msgpack' ]);
- this.register('./om', [ '.om', '.onnx', '.pb', '.engine' ]);
- this.register('./nnabla', [ '.nntxt' ], [ '.nnp' ]);
- this.register('./cambricon', [ '.cambricon' ]);
- this.register('./message', [ '.json']);
- }
- register(id, factories, containers) {
- for (const extension of factories) {
- this._factories.push({ extension: extension, id: id });
- this._extensions.add(extension);
- }
- for (const extension of containers || []) {
- this._extensions.add(extension);
- }
- }
- open(context) {
- return this._openSignature(context).then((context) => {
- const modelContext = new view.ModelContext(context);
- /* eslint-disable consistent-return */
- return this._openContext(modelContext).then((model) => {
- if (model) {
- return model;
- }
- const entries = modelContext.entries();
- if (entries && entries.size > 0) {
- return this._openEntries(entries).then((context) => {
- if (context) {
- return this._openContext(context);
- }
- this._unsupported(modelContext);
- });
- }
- this._unsupported(modelContext);
- });
- /* eslint-enable consistent-return */
- });
- }
- _unsupported(context) {
- const identifier = context.identifier;
- const extension = identifier.split('.').pop().toLowerCase();
- const stream = context.stream;
- for (const module of [ zip, tar, gzip ]) {
- let archive = null;
- try {
- archive = module.Archive.open(stream);
- }
- catch (error) {
- // continue regardless of error
- }
- if (archive) {
- throw new view.Error("Archive contains no model files in '" + identifier + "'.", true);
- }
- }
- const skip = () => {
- const knownUnsupportedIdentifiers = new Set([
- 'natives_blob.bin',
- 'v8_context_snapshot.bin',
- 'snapshot_blob.bin',
- 'image_net_labels.json',
- 'package.json',
- 'models.json',
- 'LICENSE.meta',
- 'input_0.pb',
- 'output_0.pb'
- ]);
- return knownUnsupportedIdentifiers.has(context.identifier);
- };
- const json = () => {
- const obj = context.open('json');
- if (obj) {
- const formats = [
- { name: 'Netron metadata', tags: [ '[].name', '[].schema' ] },
- { name: 'Netron metadata', tags: [ '[].name', '[].attributes' ] },
- { name: 'Netron metadata', tags: [ '[].name', '[].category' ] },
- { name: 'Darkflow metadata', tags: [ 'net', 'type', 'model' ] },
- { name: 'keras-yolo2 configuration', tags: [ 'model', 'train', 'valid' ] },
- { name: 'Vulkan SwiftShader ICD manifest', tags: [ 'file_format_version', 'ICD' ] },
- { name: 'DeepLearningExamples configuration', tags: [ 'attention_probs_dropout_prob', 'hidden_act', 'hidden_dropout_prob', 'hidden_size', ] },
- { name: 'NuGet assets', tags: [ 'version', 'targets', 'packageFolders' ] },
- { name: 'NuGet data', tags: [ 'format', 'restore', 'projects' ] },
- { name: 'NPM package', tags: [ 'name', 'version', 'dependencies' ] },
- { name: 'NetworkX adjacency_data', tags: [ 'directed', 'graph', 'nodes' ] },
- { name: 'Waifu2x data', tags: [ 'name', 'arch_name', 'channels' ] },
- { name: 'Waifu2x data', tags: [ '[].nInputPlane', '[].nOutputPlane', '[].weight', '[].bias' ] },
- { name: 'Brain.js data', tags: [ 'type', 'sizes', 'layers' ] },
- { name: 'Custom Vision metadata', tags: [ 'CustomVision.Metadata.Version' ] },
- { name: 'W&B metadata', tags: [ 'program', 'host', 'executable' ] }
- ];
- const match = (obj, tag) => {
- if (tag.startsWith('[].')) {
- tag = tag.substring(3);
- return (Array.isArray(obj) && obj.some((item) => Object.prototype.hasOwnProperty.call(item, tag)));
- }
- return Object.prototype.hasOwnProperty.call(obj, tag);
- };
- for (const format of formats) {
- if (format.tags.every((tag) => match(obj, tag))) {
- throw new view.Error('Invalid file content. File contains ' + format.name + '.', true);
- }
- }
- const content = JSON.stringify(obj).substring(0, 100).replace(/\s/, '').substr(0, 48) + '...';
- throw new view.Error("Unsupported JSON content '" + (content.length > 64 ? content.substring(0, 100) + '...' : content) + "' for extension '." + extension + "' in '" + identifier + "'.", !skip());
- }
- };
- const pbtxt = () => {
- const formats = [
- { name: 'ImageNet LabelMap data', tags: [ 'entry', 'entry.target_class' ] },
- { name: 'StringIntLabelMapProto data', tags: [ 'item', 'item.id', 'item.name' ] },
- { name: 'caffe.LabelMap data', tags: [ 'item', 'item.name', 'item.label' ] },
- { name: 'Triton Inference Server configuration', tags: [ 'name', 'platform', 'input', 'output' ] },
- { name: 'TensorFlow OpList data', tags: [ 'op', 'op.name', 'op.input_arg' ] },
- { name: 'vitis.ai.proto.DpuModelParamList data', tags: [ 'model', 'model.name', 'model.kernel' ] },
- { name: 'object_detection.protos.DetectionModel data', tags: [ 'model', 'model.ssd' ] },
- { name: 'object_detection.protos.DetectionModel data', tags: [ 'model', 'model.faster_rcnn' ] },
- { name: 'tensorflow.CheckpointState data', tags: [ 'model_checkpoint_path', 'all_model_checkpoint_paths' ] },
- { name: 'apollo.perception.camera.traffic_light.detection.DetectionParam data', tags: [ 'min_crop_size', 'crop_method' ] },
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'caffe_ssd' ] }, // https://github.com/TexasInstruments/edgeai-mmdetection/blob/master/mmdet/utils/proto/mmdet_meta_arch.proto
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'tf_od_api_ssd' ] },
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'tidl_ssd' ] },
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'tidl_faster_rcnn' ] },
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'tidl_yolo' ] },
- { name: 'tidl_meta_arch.TIDLMetaArch data', tags: [ 'tidl_retinanet' ] },
- { name: 'domi.InsertNewOps data', tags: [ 'aipp_op' ] } // https://github.com/Ascend/parser/blob/development/parser/proto/insert_op.proto
- ];
- const tags = context.tags('pbtxt');
- if (tags.size > 0) {
- for (const format of formats) {
- if (format.tags.every((tag) => tags.has(tag))) {
- throw new view.Error('Invalid file content. File contains ' + format.name + '.', true);
- }
- }
- const entries = [];
- entries.push(...Array.from(tags).filter((pair) => pair[0].toString().indexOf('.') === -1));
- entries.push(...Array.from(tags).filter((pair) => pair[0].toString().indexOf('.') !== -1));
- const content = entries.map((pair) => pair[1] === true ? pair[0] : pair[0] + ':' + JSON.stringify(pair[1])).join(',');
- throw new view.Error("Unsupported Protocol Buffers text content '" + (content.length > 64 ? content.substring(0, 100) + '...' : content) + "' for extension '." + extension + "' in '" + identifier + "'.", !skip());
- }
- };
- const pb = () => {
- const tags = context.tags('pb+');
- if (Object.keys(tags).length > 0) {
- const formats = [
- { name: 'sentencepiece.ModelProto data', tags: [[1,[[1,2],[2,5],[3,0]]],[2,[[1,2],[2,2],[3,0],[4,0],[5,2],[6,0],[7,2],[10,5],[16,0],[40,0],[41,0],[42,0],[43,0]]],[3,[]],[4,[]],[5,[]]] },
- { name: 'mediapipe.BoxDetectorIndex data', tags: [[1,[[1,[[1,[[1,5],[2,5],[3,5],[4,5],[6,0],[7,5],[8,5],[10,5],[11,0],[12,0]]],[2,5],[3,[]]]],[2,false],[3,false],[4,false],[5,false]]],[2,false],[3,false]] },
- { name: 'third_party.tensorflow.python.keras.protobuf.SavedMetadata data', tags: [[1,[[1,[[1,0],[2,0]]],[2,0],[3,2],[4,2],[5,2]]]] },
- { name: 'pblczero.Net data', tags: [[1,5],[2,2],[3,[[1,0],[2,0],[3,0]],[10,[[1,[]],[2,[]],[3,[]],[4,[]],[5,[]],[6,[]]]],[11,[]]]] } // https://github.com/LeelaChessZero/lczero-common/blob/master/proto/net.proto
- ];
- const match = (tags, schema) => {
- for (const pair of schema) {
- const key = pair[0];
- const inner = pair[1];
- const value = tags[key];
- if (value === undefined) {
- continue;
- }
- if (inner === false) {
- return false;
- }
- if (Array.isArray(inner)) {
- if (typeof value !== 'object' || !match(value, inner)) {
- return false;
- }
- }
- else if (inner !== value) {
- if (inner === 2 && !Array.isArray(value) && Object(value) === (value) && Object.keys(value).length === 0) {
- return true;
- }
- return false;
- }
- }
- return true;
- };
- const tags = context.tags('pb+');
- for (const format of formats) {
- if (match(tags, format.tags)) {
- throw new view.Error('Invalid file content. File contains ' + format.name + '.', true);
- }
- }
- const format = (tags) => {
- const content = Object.entries(tags).map((pair) => {
- const key = pair[0];
- const value = pair[1];
- return key.toString() + ':' + (Object(value) === value ? '{' + format(value) + '}' : value.toString());
- });
- return content.join(',');
- };
- const content = format(tags);
- throw new view.Error("Unsupported Protocol Buffers content '" + (content.length > 64 ? content.substring(0, 100) + '...' : content) + "' for extension '." + extension + "' in '" + identifier + "'.", !skip());
- }
- };
- const flatbuffers = () => {
- const tags = context.tags('flatbuffers');
- if (tags.has('file_identifier')) {
- const file_identifier = tags.get('file_identifier');
- const formats = [
- { name: 'onnxruntime.experimental.fbs.InferenceSession data', identifier: 'ORTM' },
- { name: 'tflite.Model data', identifier: 'TFL3' },
- { name: 'FlatBuffers ENNC data', identifier: 'ENNC' },
- ];
- for (const format of formats) {
- if (file_identifier === format.identifier) {
- throw new view.Error('Invalid file content. File contains ' + format.name + '.', true);
- }
- }
- }
- };
- const xml = () => {
- const tags = context.tags('xml');
- if (tags.size > 0) {
- const formats = [
- { name: 'OpenCV storage data', tags: [ 'opencv_storage' ] },
- { name: 'XHTML markup', tags: [ 'http://www.w3.org/1999/xhtml:html' ]}
- ];
- for (const format of formats) {
- if (format.tags.some((tag) => tags.has(tag))) {
- throw new view.Error('Invalid file content. File contains ' + format.name + '.', true);
- }
- }
- throw new view.Error("Unsupported XML content '" + tags.keys().next().value + "' in '" + identifier + "'.", !skip());
- }
- };
- const unknown = () => {
- stream.seek(0);
- const buffer = stream.peek(Math.min(16, stream.length));
- const bytes = Array.from(buffer).map((c) => (c < 16 ? '0' : '') + c.toString(16)).join('');
- const content = stream.length > 268435456 ? '(' + bytes + ') [' + stream.length.toString() + ']': '(' + bytes + ')';
- throw new view.Error("Unsupported file content " + content + " for extension '." + extension + "' in '" + identifier + "'.", !skip());
- };
- json();
- pbtxt();
- pb();
- flatbuffers();
- xml();
- unknown();
- }
- _openContext(context) {
- const modules = this._filter(context).filter((module) => module && module.length > 0);
- const errors = [];
- let success = false;
- const nextModule = () => {
- if (modules.length > 0) {
- const id = modules.shift();
- return this._host.require(id).then((module) => {
- const updateErrorContext = (error, context) => {
- const content = " in '" + context.identifier + "'.";
- if (error && typeof error.message === 'string' && !error.message.endsWith(content) && (error.context === undefined || error.context === true)) {
- error.message = error.message.replace(/\.$/, '') + content;
- }
- };
- if (!module.ModelFactory) {
- throw new view.Error("Failed to load module '" + id + "'.");
- }
- const modelFactory = new module.ModelFactory();
- let match = undefined;
- try {
- match = modelFactory.match(context);
- if (!match) {
- return nextModule();
- }
- }
- catch (error) {
- updateErrorContext(error, context);
- return Promise.reject(error);
- }
- success = true;
- return modelFactory.open(context, match).then((model) => {
- if (!model.identifier) {
- model.identifier = context.identifier;
- }
- return model;
- }).catch((error) => {
- updateErrorContext(error, context);
- errors.push(error);
- return nextModule();
- });
- });
- }
- if (success) {
- if (errors.length === 1) {
- const error = errors[0];
- return Promise.reject(error);
- }
- return Promise.reject(new view.Error(errors.map((err) => err.message).join('\n')));
- }
- return Promise.resolve(null);
- };
- return nextModule();
- }
- _openEntries(entries) {
- try {
- const rootFolder = (files) => {
- const map = files.map((file) => file.split('/').slice(0, -1));
- const at = index => list => list[index];
- const rotate = list => list.length === 0 ? [] : list[0].map((item, index) => list.map(at(index)));
- const equals = list => list.every((item) => item === list[0]);
- const folder = rotate(map).filter(equals).map(at(0)).join('/');
- return folder.length === 0 ? folder : folder + '/';
- };
- const filter = (queue) => {
- let matches = [];
- const nextEntry = () => {
- if (queue.length > 0) {
- const entry = queue.shift();
- const context = new view.ModelContext(new view.EntryContext(this._host, null, folder, entry.name, entry.stream));
- let modules = this._filter(context);
- const nextModule = () => {
- if (modules.length > 0) {
- const id = modules.shift();
- return this._host.require(id).then((module) => {
- if (!module.ModelFactory) {
- throw new view.ArchiveError("Failed to load module '" + id + "'.", null);
- }
- const factory = new module.ModelFactory();
- if (factory.match(context)) {
- matches.push(entry);
- modules = [];
- }
- return nextModule();
- });
- }
- return nextEntry();
- };
- return nextModule();
- }
- if (matches.length === 0) {
- return Promise.resolve(null);
- }
- // MXNet
- if (matches.length === 2 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.params')) &&
- matches.some((e) => e.name.toLowerCase().endsWith('-symbol.json'))) {
- matches = matches.filter((e) => e.name.toLowerCase().endsWith('.params'));
- }
- // TensorFlow.js
- if (matches.length > 0 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.bin')) &&
- matches.some((e) => e.name.toLowerCase().endsWith('.json'))) {
- matches = matches.filter((e) => e.name.toLowerCase().endsWith('.json'));
- }
- // ncnn
- if (matches.length > 0 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.bin')) &&
- matches.some((e) => e.name.toLowerCase().endsWith('.param'))) {
- matches = matches.filter((e) => e.name.toLowerCase().endsWith('.param'));
- }
- // ncnn
- if (matches.length > 0 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.bin')) &&
- matches.some((e) => e.name.toLowerCase().endsWith('.param.bin'))) {
- matches = matches.filter((e) => e.name.toLowerCase().endsWith('.param.bin'));
- }
- // Paddle
- if (matches.length > 0 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.pdmodel')) &&
- (matches.some((e) => e.name.toLowerCase().endsWith('.pdparams')) ||
- matches.some((e) => e.name.toLowerCase().endsWith('.pdopt')) ||
- matches.some((e) => e.name.toLowerCase().endsWith('.pdiparams')))) {
- matches = matches.filter((e) => e.name.toLowerCase().endsWith('.pdmodel'));
- }
- // Paddle Lite
- if (matches.length > 0 &&
- matches.some((e) => e.name.toLowerCase().split('/').pop() === '__model__.nb') &&
- matches.some((e) => e.name.toLowerCase().split('/').pop() === 'param.nb')) {
- matches = matches.filter((e) => e.name.toLowerCase().split('/').pop() == '__model__.nb');
- }
- // TensorFlow Bundle
- if (matches.length > 1 &&
- matches.some((e) => e.name.toLowerCase().endsWith('.data-00000-of-00001'))) {
- matches = matches.filter((e) => !e.name.toLowerCase().endsWith('.data-00000-of-00001'));
- }
- // TensorFlow SavedModel
- if (matches.length === 2 &&
- matches.some((e) => e.name.toLowerCase().split('/').pop() === 'keras_metadata.pb')) {
- matches = matches.filter((e) => e.name.toLowerCase().split('/').pop() !== 'keras_metadata.pb');
- }
- if (matches.length > 1) {
- return Promise.reject(new view.ArchiveError('Archive contains multiple model files.'));
- }
- const match = matches.shift();
- return Promise.resolve(new view.ModelContext(new view.EntryContext(this._host, entries, folder, match.name, match.stream)));
- };
- return nextEntry();
- };
- const list = Array.from(entries).map((entry) => {
- return { name: entry[0], stream: entry[1] };
- });
- const files = list.filter((entry) => {
- if (entry.name.endsWith('/')) {
- return false;
- }
- if (entry.name.split('/').pop().startsWith('.')) {
- return false;
- }
- if (!entry.name.startsWith('./') && entry.name.startsWith('.')) {
- return false;
- }
- return true;
- });
- const folder = rootFolder(files.map((entry) => entry.name));
- const queue = files.slice(0).filter((entry) => entry.name.substring(folder.length).indexOf('/') < 0);
- return filter(queue).then((context) => {
- if (context) {
- return Promise.resolve(context);
- }
- const queue = files.slice(0).filter((entry) => entry.name.substring(folder.length).indexOf('/') >= 0);
- return filter(queue);
- });
- }
- catch (error) {
- return Promise.reject(new view.ArchiveError(error.message));
- }
- }
- accept(identifier) {
- const extension = identifier.indexOf('.') === -1 ? '' : identifier.split('.').pop().toLowerCase();
- identifier = identifier.toLowerCase().split('/').pop();
- for (const extension of this._extensions) {
- if ((typeof extension === 'string' && identifier.endsWith(extension)) || (extension instanceof RegExp && extension.exec(identifier))) {
- this._host.event('File', 'Accept', extension, 1);
- return true;
- }
- }
- this._host.event('File', 'Reject', extension, 1);
- return false;
- }
- _filter(context) {
- const identifier = context.identifier.toLowerCase().split('/').pop();
- const list = this._factories.filter((entry) =>
- (typeof entry.extension === 'string' && identifier.endsWith(entry.extension)) ||
- (entry.extension instanceof RegExp && entry.extension.exec(identifier)));
- return Array.from(new Set(list.map((entry) => entry.id)));
- }
- _openSignature(context) {
- const stream = context.stream;
- if (stream) {
- let empty = true;
- let position = 0;
- while (empty && position < stream.length) {
- const buffer = stream.read(Math.min(4096, stream.length - position));
- position += buffer.length;
- if (!buffer.every((value) => value === 0x00)) {
- empty = false;
- break;
- }
- }
- stream.seek(0);
- if (empty) {
- return Promise.reject(new view.Error('File has no content.', true));
- }
- /* eslint-disable no-control-regex */
- const entries = [
- { name: 'ELF executable', value: /^\x7FELF/ },
- { name: 'PNG image', value: /^\x89PNG/ },
- { name: 'Git LFS header', value: /^version https:\/\/git-lfs.github.com/ },
- { name: 'Git LFS header', value: /^\s*oid sha256:/ },
- { name: 'HTML markup', value: /^\s*<html>/ },
- { name: 'HTML markup', value: /^\s*<!doctype\s*html>/ },
- { name: 'HTML markup', value: /^\s*<!DOCTYPE\s*html>/ },
- { name: 'HTML markup', value: /^\s*<!DOCTYPE\s*HTML>/ },
- { name: 'HTML markup', value: /^\s*<!DOCTYPE\s*HTML\s+(PUBLIC|SYSTEM)?/ },
- { name: 'Unity metadata', value: /^fileFormatVersion:/ },
- { name: 'Python source code', value: /^\s*import[ ]+(os|sys|types|torch|argparse|onnx|numpy|tensorflow)(,|;|\s)/ },
- { name: 'Python source code', value: /^\s*import[ ]+([a-z])+[ ]+as[ ]+/ },
- { name: 'Python source code', value: /^\s*from[ ]+(torch)[ ]+import[ ]+/ },
- { name: 'Python source code', value: /^\s*from[ ]+(keras)[ ]+import[ ]+/ },
- { name: 'Bash script', value: /^#!\/usr\/bin\/env\s/ },
- { name: 'Bash script', value: /^#!\/bin\/bash\s/ },
- { name: 'TSD header', value: /^%TSD-Header-###%/ },
- { name: 'AppleDouble data', value: /^\x00\x05\x16\x07/ },
- { name: 'TensorFlow Hub module', value: /^\x08\x03$/, identifier: 'tfhub_module.pb' },
- { name: 'ViSQOL model', value: /^svm_type\snu_svr/ }
- ];
- /* eslint-enable no-control-regex */
- const buffer = stream.peek(Math.min(4096, stream.length));
- const content = String.fromCharCode.apply(null, buffer);
- for (const entry of entries) {
- if (content.match(entry.value) && (!entry.identifier || entry.identifier === context.identifier)) {
- return Promise.reject(new view.Error('Invalid file content. File contains ' + entry.name + '.', true));
- }
- }
- }
- return Promise.resolve(context);
- }
- };
- view.Error = class extends Error {
- constructor(message, telemetry) {
- super(message);
- this.name = 'Error loading model.';
- this.telemetry = telemetry;
- this.stack = undefined;
- }
- };
- if (typeof module !== 'undefined' && typeof module.exports === 'object') {
- module.exports.View = view.View;
- module.exports.ModelFactoryService = view.ModelFactoryService;
- }
|