diff --git a/Makefile b/Makefile index 4759d56c34..1ced673d66 100644 --- a/Makefile +++ b/Makefile @@ -70,6 +70,8 @@ build: cp -rf src/nni_manager/config src/nni_manager/dist/ #$(_INFO) Building WebUI $(_END) cd src/webui && $(NNI_YARN) && $(NNI_YARN) build + #$(_INFO) Building NAS UI $(_END) + cd src/nasui && $(NNI_YARN) && $(NNI_YARN) build # All-in-one target for non-expert users # Installs NNI as well as its dependencies, and update bashrc to set PATH diff --git a/src/nasui/.gitignore b/src/nasui/.gitignore new file mode 100644 index 0000000000..4d29575de8 --- /dev/null +++ b/src/nasui/.gitignore @@ -0,0 +1,23 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.js + +# testing +/coverage + +# production +/build + +# misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/src/nasui/package.json b/src/nasui/package.json new file mode 100644 index 0000000000..ce730a75a7 --- /dev/null +++ b/src/nasui/package.json @@ -0,0 +1,52 @@ +{ + "name": "nasnni-vis-ts", + "version": "0.1.0", + "private": true, + "dependencies": { + "@material-ui/core": "^4.9.3", + "@material-ui/icons": "^4.9.1", + "cytoscape": "^3.14.0", + "cytoscape-dagre": "^2.2.2", + "cytoscape-panzoom": "^2.5.3", + "express": "^4.17.1", + "lodash": "^4.17.15", + "react": "^16.12.0", + "react-dom": "^16.12.0", + "react-scripts": "3.4.0", + "typeface-roboto": "^0.0.75", + "typescript": "~3.7.2" + }, + "scripts": { + "start": "react-scripts start", + "build": "react-scripts build", + "eject": "react-scripts eject", + "backend": "node server.js" + }, + "eslintConfig": { + "extends": "react-app" + }, + "browserslist": { + "production": [ + ">0.2%", + "not dead", + "not op_mini all" + ], + "development": [ + "last 1 chrome version", + "last 1 firefox version", + "last 1 safari version" + ] + }, + "devDependencies": { + "@testing-library/jest-dom": "^4.2.4", + "@testing-library/react": "^9.3.2", + "@testing-library/user-event": "^7.1.2", + "@types/cytoscape": "^3.14.0", + "@types/jest": "^24.0.0", + "@types/lodash": "^4.14.149", + "@types/node": "^12.0.0", + "@types/react": "^16.9.0", + "@types/react-dom": "^16.9.0" + }, + "proxy": "http://localhost:8080" +} diff --git a/src/nasui/public/icon.png b/src/nasui/public/icon.png new file mode 100644 index 0000000000..60d73744b3 Binary files /dev/null and b/src/nasui/public/icon.png differ diff --git a/src/nasui/public/index.html b/src/nasui/public/index.html new file mode 100644 index 0000000000..1b74f4b6c8 --- /dev/null +++ b/src/nasui/public/index.html @@ -0,0 +1,24 @@ + + + + + + + + NNI NAS Board + + + +
+ + + diff --git a/src/nasui/server.js b/src/nasui/server.js new file mode 100644 index 0000000000..df5d438da8 --- /dev/null +++ b/src/nasui/server.js @@ -0,0 +1,27 @@ +const express = require('express'); +const path = require('path'); +const fs = require('fs'); +const app = express(); +const argv = require('minimist')(process.argv.slice(2)); +const port = argv.port || 8080; +const logdir = argv.logdir || './mockdata'; + +app.use(express.static(path.join(__dirname, 'build'))); +app.get('/', (req, res) => { + res.sendFile(path.join(__dirname, 'build', 'index.html')); +}); +app.get('/refresh', (req, res) => { + const graph = fs.readFileSync(path.join(logdir, 'graph.json'), 'utf8'); + const log = fs.readFileSync(path.join(logdir, 'log'), 'utf-8') + .split('\n') + .filter(Boolean) + .map(JSON.parse); + res.send({ + 'graph': JSON.parse(graph), + 'log': log, + }); +}); + +app.listen(port, '0.0.0.0', () => { + console.log(`NNI NAS board is running on port ${port}, logdir is ${logdir}.`); +}); diff --git a/src/nasui/src/App.css b/src/nasui/src/App.css new file mode 100644 index 0000000000..b355786907 --- /dev/null +++ b/src/nasui/src/App.css @@ -0,0 +1,38 @@ +svg { + overflow: hidden; +} + +.node { + white-space: nowrap; +} + +.node.input rect, .node.output rect { + fill: #9d0f0f; +} + +.node.hub rect { + fill: #0f309d; +} + +.node.blob rect { + fill: #0F9D58; +} + +.node text { + fill: #fff; + font-family: "Roboto", "Helvetica", "Arial", sans-serif; + font-weight: 500; +} + +.cluster rect { + stroke: #333; + fill: #000; + fill-opacity: 0.1; + stroke-width: 1.5px; +} + +.edgePath path.path { + stroke: #333; + stroke-width: 1.5px; + fill: none; +} diff --git a/src/nasui/src/App.tsx b/src/nasui/src/App.tsx new file mode 100644 index 0000000000..31e35bfbca --- /dev/null +++ b/src/nasui/src/App.tsx @@ -0,0 +1,359 @@ +import React, { ChangeEvent } from 'react'; +import './App.css'; +import 'typeface-roboto'; +import { createStyles, withStyles } from '@material-ui/core/styles'; +import AppBar from '@material-ui/core/AppBar'; +import Button from '@material-ui/core/Button'; +import Grid from '@material-ui/core/Grid'; +import IconButton from '@material-ui/core/IconButton'; +import Slider from '@material-ui/core/Slider'; +import Toolbar from '@material-ui/core/Toolbar'; +import Typography from '@material-ui/core/Typography'; +import RefreshIcon from '@material-ui/icons/Refresh'; +import SettingsIcon from '@material-ui/icons/Settings'; +import CloseIcon from '@material-ui/icons/Close'; +import ShuffleIcon from '@material-ui/icons/Shuffle'; +import Snackbar from '@material-ui/core/Snackbar'; +import FormControl from '@material-ui/core/FormControl'; +import FormControlLabel from '@material-ui/core/FormControlLabel'; +import FormGroup from '@material-ui/core/FormGroup'; +import Checkbox from '@material-ui/core/Checkbox'; +import Dialog from '@material-ui/core/Dialog'; +import DialogTitle from '@material-ui/core/DialogTitle'; +import DialogContent from '@material-ui/core/DialogContent'; +import DialogActions from '@material-ui/core/DialogActions'; +import MuiExpansionPanel from '@material-ui/core/ExpansionPanel'; +import MuiExpansionPanelSummary from '@material-ui/core/ExpansionPanelSummary'; +import MuiExpansionPanelDetails from '@material-ui/core/ExpansionPanelDetails'; +import ExpandMoreIcon from '@material-ui/icons/ExpandMore'; +import List from '@material-ui/core/List'; +import ListItem from '@material-ui/core/ListItem'; +import Backdrop from '@material-ui/core/Backdrop'; +import Chart from './Chart'; +import { Graph } from './graphUtils'; + +const styles = createStyles({ + bottomAppBar: { + top: 'auto', + bottom: 0, + zIndex: 'auto', + }, + title: { + flexGrow: 1, + textAlign: 'left' + }, + panel: { + position: 'absolute', + top: 76, + right: 16, + width: 400, + }, + listItem: { + paddingLeft: 0, + paddingRight: 0, + paddingTop: 2, + paddingBottom: 2, + fontSize: '0.8em', + wordBreak: 'break-all', + }, + listSubtitle: { + fontWeight: 600, + paddingLeft: 0, + paddingRight: 0, + fontSize: '0.9em', + }, + listTitle: { + lineHeight: 1.1, + wordBreak: 'break-all' + }, + backdrop: { + color: '#fff', + zIndex: 100, + }, + snackbar: { + bottom: 76 + } +}); + +const ExpansionPanel = withStyles({ + root: { + '&$expanded': { + margin: 'auto', + }, + }, + expanded: {}, +})(MuiExpansionPanel); + +const ExpansionPanelSummary = withStyles({ + root: {}, + content: { + '&$expanded': { + margin: '12px 0', + }, + }, + expanded: {}, +})(MuiExpansionPanelSummary); + +const ExpansionPanelDetails = withStyles(theme => ({ + root: { + paddingTop: 0, + paddingBottom: theme.spacing(1), + }, +}))(MuiExpansionPanelDetails); + +type AppState = { + graph: Graph | undefined, + graphData: any, + logData: any[], + sliderValue: number, + maxSliderValue: number, + sliderStep: number, + settingsOpen: boolean, + hideSidechainNodes: boolean, + hidePrimitiveNodes: boolean, + snackbarOpen: boolean, + selectedNode: string, + loading: boolean, + layout: boolean, +} + +type AppProps = { + classes: any +} + +class App extends React.Component { + constructor(props: any) { + super(props); + this.state = { + graph: undefined, + graphData: undefined, + logData: [], + sliderValue: 0, + maxSliderValue: 0, + sliderStep: 1, + settingsOpen: false, + hideSidechainNodes: true, + hidePrimitiveNodes: true, + selectedNode: '', + loading: false, + snackbarOpen: false, + layout: false, + }; + this.refresh = this.refresh.bind(this); + } + + componentDidMount() { + this.refresh(); + } + + refresh() { + this.setState({ loading: true }); + fetch('/refresh') + .then((response) => { return response.json() }) + .then((data) => { + const graph = new Graph(data.graph, this.state.hideSidechainNodes); + this.setState({ + graphData: data.graph, + graph: graph, + logData: data.log, + maxSliderValue: data.log.length - 1, + sliderStep: Math.max(1, Math.floor(data.log.length / 20)), + sliderValue: Math.min(data.log.length, this.state.sliderValue), + loading: false, + snackbarOpen: graph.nodes.length > 100 + }); + }); + } + + private renderExpansionPanel() { + const { classes } = this.props; + const { selectedNode, graph } = this.state; + if (graph === undefined) + return null; + const info = graph.nodeSummary(selectedNode); + if (info === undefined) + return null; + const subtitle = info.op ? + (info.op === 'IO Node' ? info.op : `Operation: ${info.op}`) : + `Subgraph: ${info.nodeCount} nodes, ${info.edgeCount} edges`; + return ( + + } + > + {info.name}
{subtitle} + + + + { + info.attributes && + + Attributes + {info.attributes} + + } + { + info.inputs.length > 0 && + + Inputs ({info.inputs.length}) + { + info.inputs.map((item, i) => {item}) + } + + } + { + info.outputs.length > 0 && + + Outputs ({info.outputs.length}) + { + info.outputs.map((item, i) => {item}) + } + + } + + + + ); + } + + render() { + const { classes } = this.props; + const { sliderValue, maxSliderValue, sliderStep, settingsOpen, loading, snackbarOpen } = this.state; + const handleSliderChange = (event: ChangeEvent<{}>, value: number | number[]) => { + this.setState({ sliderValue: value as number }); + }; + const handleSettingsDialogToggle = (value: boolean) => () => { + this.setState({ settingsOpen: value }); + }; + const handleSettingsChange = (name: string) => (event: React.ChangeEvent) => { + this.setState({ + ...this.state, + [name]: event.target.checked + }, () => { + this.setState({ + graph: new Graph(this.state.graphData, this.state.hideSidechainNodes), + }) + }); + }; + const handleSelectionChange = (node: string) => { + this.setState({ + selectedNode: node + }); + }; + const handleLoadingState = (state: boolean) => () => { + this.setState({ loading: state }); + }; + const handleSnackbarClose = () => { + this.setState({ snackbarOpen: false }); + }; + const handleLayoutStateChanged = (state: boolean) => () => { + this.setState({ layout: state }); + }; + return ( +
+ + + + + NNI NAS Board + + + + + + + + + + + + + + + + + + + + + {sliderValue}/{maxSliderValue} + + + + + + + Settings + + + + } + label='Hide sidechain nodes' + /> + { // TODO: hide primitive nodes + /* } + label='Hide primitive nodes' + /> */} + + + + + + + + {this.renderExpansionPanel()} + + + + } + /> + { + loading && + Loading... + + } +
+ ); + } +} + +export default withStyles(styles)(App); diff --git a/src/nasui/src/Chart.tsx b/src/nasui/src/Chart.tsx new file mode 100644 index 0000000000..9bed42ed88 --- /dev/null +++ b/src/nasui/src/Chart.tsx @@ -0,0 +1,305 @@ +import React, { createRef } from 'react'; +import cytoscape from 'cytoscape'; +import dagre from 'cytoscape-dagre'; +import lodash from 'lodash'; +import { Graph, NodeTs } from './graphUtils'; + +cytoscape.use(dagre); + +type ChartProps = { + width: number, + height: number, + graph: Graph | undefined, + activation: any, + handleSelectionChange: (_: string) => void, + onRefresh: () => void, + onRefreshComplete: () => void, + layout: boolean, + onLayoutComplete: () => void, +} + +const styles = [ + { + selector: ':active', + style: { + 'overlay-opacity': 0.1, + } + }, + { + selector: 'node', + style: { + 'shape': 'round-rectangle', + 'width': 'label', + 'height': 'label', + 'content': 'data(label)', + 'text-wrap': 'wrap', + 'text-valign': 'center', + 'text-halign': 'center', + 'font-family': '"Roboto", "Helvetica", "Arial", sans-serif', + 'font-size': 20, + 'padding-left': '8px', + 'padding-right': '8px', + 'padding-top': '8px', + 'padding-bottom': '8px', + 'background-color': '#000', + 'background-opacity': 0.02, + 'border-color': '#555', + 'border-width': '2px', + } + }, + { + selector: 'node.op', + style: { + 'background-color': '#fafafa', + 'background-opacity': 1, + } + }, + { + selector: 'node:selected', + style: { + 'border-width': '4px', + 'border-color': '#101010', + } + }, + { + selector: 'edge', + style: { + 'curve-style': 'bezier', + 'target-arrow-shape': 'triangle', + 'line-color': '#555', + 'target-arrow-color': '#555' + } + }, + { + selector: 'node.compound', + style: { + 'shape': 'roundrectangle', + 'text-valign': 'top', + 'padding-top': '30px', + 'padding-bottom': '10px', + 'padding-right': '10px', + 'padding-left': '10px', + } + } +]; + +export default class Chart extends React.Component { + container = createRef(); + zoom: any; + collapseInstance: any; + cyInstance: cytoscape.Core | null = null; + expandSet: Set = new Set(); + elemWeight: Map = new Map(); + graphEl: any[] = []; + + componentDidMount() { + this.cyInstance = cytoscape({ + container: this.container.current, + elements: [], + style: styles as any, + wheelSensitivity: 0.1, + }); + let singleClickedNodes = new Set(); + this.cyInstance!.off('click'); + this.cyInstance!.on('click', (e: cytoscape.EventObject) => { + if (e.target.id) { + let nodeId = e.target.id(); + if (singleClickedNodes.has(nodeId)) { + singleClickedNodes.delete(nodeId); + e.target.trigger('dblclick'); + } else { + singleClickedNodes.add(nodeId); + setTimeout(() => { singleClickedNodes.delete(nodeId); }, 300); + } + } + }); + this.cyInstance!.on('dblclick', (e: cytoscape.EventObject) => { + const nodeId = e.target.id(); + const node = this.props.graph!.getNodeById(nodeId); + if (node !== undefined && node.isParent()) { + if (this.expandSet.has(nodeId)) { + this.expandSet.delete(nodeId); + } else { + this.expandSet.add(nodeId); + } + this.renderGraph(false); + } + }); + this.cyInstance!.on('select', (e: cytoscape.EventObject) => { + this.props.handleSelectionChange(e.target.id()); + }); + this.renderGraph(true); + } + + componentDidUpdate(prevProps: ChartProps) { + if (prevProps.graph === this.props.graph) { + if (prevProps.width === this.props.width && + prevProps.height === this.props.height) { + if (this.props.layout) { + this.props.onLayoutComplete(); + this.reLayout(); + } + if (prevProps.activation !== this.props.activation) { + // perhaps only display step is changed + this.applyMutableWeight(); + } + } else { + // something changed, re-render + this.renderGraph(false); + } + } else { + // re-calculate collapse + this.renderGraph(true); + } + } + + private graphElements() { + let graphElements: any[] = []; + const { graph } = this.props; + if (graph === undefined) + return []; + + const collapseMap = new Map(); + const traverse = (node: NodeTs, top: NodeTs | undefined) => { + collapseMap.set(node.id, top === undefined ? node.id : top.id); + if (node.id && (top === undefined || node === top)) { + // not root and will display + const isCompound = node.isParent() && this.expandSet.has(node.id); + let data: any = { + id: node.id, + label: node.op ? node.op : node.tail, + }; + if (node.parent !== undefined) + data.parent = node.parent.id; + const classes = []; + if (isCompound) classes.push('compound'); + if (node.op) classes.push('op'); + graphElements.push({ + data: data, + classes: classes + }); + } + for (const child of node.children) + traverse(child, node.id && top === undefined && !this.expandSet.has(node.id) ? node : top); + } + traverse(graph.root, undefined); + graph.edges.forEach(edge => { + const [srcCollapse, trgCollapse] = [edge.source, edge.target].map((node) => collapseMap.get(node.id)!); + if (edge.source !== edge.target && srcCollapse === trgCollapse) { + return; + } + graphElements.push({ + data: { + id: edge.id, + source: srcCollapse, + target: trgCollapse + } + }); + }); + return graphElements; + } + + private applyMutableWeight() { + const { graph, activation } = this.props; + if (graph === undefined || activation === undefined) + return; + const weights = graph.weightFromMutables(activation); + weights.forEach((weight, elem) => { + if (this.elemWeight.get(elem) !== weight) { + this.cyInstance!.getElementById(elem).style({ + opacity: 0.2 + 0.8 * weight + }); + } + }); + this.elemWeight = weights; + } + + private graphElDifference(prev: any[], next: any[]): [Set, any] { + const tracedElements = new Set(prev.map(ele => ele.data.id)); + const prevMap = new Map(prev.map(ele => [ele.data.id, ele])); + const nextMap = new Map(next.map(ele => [ele.data.id, ele])); + const addedEles: any = []; + nextMap.forEach((val, k) => { + const prevEle = prevMap.get(k); + if (prevEle === undefined) { + addedEles.push(val); + } else if (!lodash.isEqual(val, prevEle)) { + tracedElements.delete(k); + addedEles.push(val); + } else { + tracedElements.delete(k); + } + }); + return [tracedElements, addedEles]; + } + + private reLayout() { + this.props.onRefresh(); + const _render = () => { + const layout: any = { + name: 'dagre' + }; + this.cyInstance!.layout(layout).run(); + this.props.onRefreshComplete(); + }; + setTimeout(_render, 100); + } + + private renderGraph(graphChanged: boolean) { + const { graph } = this.props; + if (graph === undefined) + return; + + this.props.onRefresh(); + const _render = () => { + if (graphChanged) + this.expandSet = lodash.cloneDeep(graph.defaultExpandSet); + const graphEl = this.graphElements(); + const [remove, add] = this.graphElDifference(this.graphEl, graphEl); + const layout: any = { + name: 'dagre' + }; + if (graphEl.length > 100) { + if (remove.size > 0) { + const removedEles = this.cyInstance!.elements().filter(ele => remove.has(ele.id())); + this.cyInstance!.remove(removedEles); + } + if (add.length > 0) { + const eles = this.cyInstance!.add(add); + this.cyInstance!.json({ + elements: graphEl + }); + layout.fit = false; + eles.layout(layout).run(); + } + } else { + this.cyInstance!.json({ + elements: graphEl + }); + this.cyInstance!.layout(layout).run(); + } + this.applyMutableWeight(); + this.graphEl = graphEl; + this.props.onRefreshComplete(); + }; + if (graph.nodes.length > 100) + setTimeout(_render, 100); + else + _render(); + } + + render() { + return ( +
+
+ ); + } +} diff --git a/src/nasui/src/graphUtils.ts b/src/nasui/src/graphUtils.ts new file mode 100644 index 0000000000..35b31b3647 --- /dev/null +++ b/src/nasui/src/graphUtils.ts @@ -0,0 +1,410 @@ +function path2module(path: any[]): string { + return path.map(p => p.name ? `${p.type}[${p.name}]` : p.type).join('/'); +} + +function opName(rawName: string): string { + if (rawName.includes('::')) { + return rawName.split('::')[1]; + } else { + return rawName; + } +} + +export class NodeTs { + readonly id: string; + readonly tail: string; + parent: NodeTs | undefined; + children: NodeTs[]; + op: string; + attributes: string; + + constructor(id: string, tail: string, op: string, attributes: string) { + this.children = []; + this.id = id; + this.tail = tail; + this.parent = undefined; + this.op = op; + this.attributes = attributes; + } + + descendants(leafOnly: boolean): NodeTs[] { + // return all descendants includinng itself + const result: NodeTs[] = []; + if (!leafOnly || this.isChildless()) + result.push(this); + for (const child of this.children) { + const childDesc = child.descendants(leafOnly); + if (childDesc.length > 0) + result.push(...childDesc); + } + return result; + } + + isChildless(): boolean { + return this.children.length === 0; + } + + isParent(): boolean { + return this.children.length > 0; + } +}; + +export class Edge { + readonly source: NodeTs; + readonly target: NodeTs; + readonly id: string; + + constructor(source: NodeTs, target: NodeTs) { + this.source = source; + this.target = target; + this.id = JSON.stringify([this.source.id, this.target.id]); + } +}; + +interface NodeSummary { + name: string, + nodeCount: number, + edgeCount: number, + inputs: string[], + outputs: string[], + attributes: string, + op: string +}; + +export class Graph { + root: NodeTs; + nodes: NodeTs[]; + edges: Edge[]; + defaultExpandSet: Set; + private id2idx: Map; + private edgeId2idx: Map; + private forwardGraph: Map; + private backwardGraph: Map; + private node2edge: Map; + private mutableEdges: Map; + + private build() { + this.id2idx.clear(); + this.nodes.forEach((node, i) => { + this.id2idx.set(node.id, i); + }); + this.edgeId2idx.clear(); + this.edges.forEach((edge, i) => { + this.edgeId2idx.set(edge.id, i); + }); + + this.forwardGraph.clear(); + this.backwardGraph.clear(); + this.node2edge.clear(); + this.edges.forEach(edge => { + if (!this.forwardGraph.has(edge.source.id)) + this.forwardGraph.set(edge.source.id, []); + this.forwardGraph.get(edge.source.id)!.push(edge.target.id); + if (!this.backwardGraph.has(edge.target.id)) + this.backwardGraph.set(edge.target.id, []); + this.backwardGraph.get(edge.target.id)!.push(edge.source.id); + if (!this.node2edge.has(edge.source.id)) + this.node2edge.set(edge.source.id, []); + if (!this.node2edge.has(edge.target.id)) + this.node2edge.set(edge.target.id, []); + this.node2edge.get(edge.source.id)!.push(edge); + this.node2edge.get(edge.target.id)!.push(edge); + }); + + this.root.children = this.nodes.filter(node => node.parent === undefined); + // won't set parent for these nodes, leave them as undefined + this.nodes.forEach(node => { + node.children = node.children.filter(child => this.getNodeById(child.id) !== undefined); + }); + } + + getNodeById(id: string): NodeTs | undefined { + const idx = this.id2idx.get(id); + if (idx === undefined) return undefined; + return this.nodes[idx]; + } + + getEdgeById(source: string, target: string): Edge | undefined { + const idx = this.edgeId2idx.get(JSON.stringify([source, target])); + if (idx === undefined) return undefined; + return this.edges[idx]; + } + + constructor(graphData: any, eliminateSidechains: boolean) { + this.id2idx = new Map(); + this.edgeId2idx = new Map(); + this.forwardGraph = new Map(); + this.backwardGraph = new Map(); + this.node2edge = new Map(); + this.root = new NodeTs('', '', '', ''); + const cluster = new Map(); + const parentMap = new Map(); + this.nodes = graphData.node.map((node: any): NodeTs => { + const split = node.name.split('/'); + const attr = node.hasOwnProperty('attr') ? atob(node.attr.attr.s) : ''; + if (split.length === 1) { + return new NodeTs(node.name, node.name, opName(node.op), attr); + } else { + parentMap.set(node.name, split.slice(0, -1).join('/')); + // create clusters + for (let i = 1; i < split.length; ++i) { + const name = split.slice(0, i).join('/'); + if (!cluster.has(name)) { + const parent = i > 1 ? split.slice(0, i - 1).join('/') : ''; + const tail = split[i - 1]; + cluster.set(name, new NodeTs(name, tail, '', '')); + parentMap.set(name, parent); + } + } + return new NodeTs(node.name, split.slice(-1)[0], opName(node.op), attr); + } + }); + cluster.forEach(node => this.nodes.push(node)); + this.nodes.forEach((node, i) => { + this.id2idx.set(node.id, i); + }); + parentMap.forEach((parent, child) => { + const [childNode, parentNode] = [child, parent].map(this.getNodeById.bind(this)); + if (childNode !== undefined && parentNode !== undefined) { + childNode.parent = parentNode; + parentNode.children.push(childNode); + } + }); + + // build edges + this.edges = []; + graphData.node.forEach((node: any) => { + if (!node.hasOwnProperty('input')) return; + const target = this.getNodeById(node.name); + if (target === undefined) return; + node.input.forEach((input: string) => { + const source = this.getNodeById(input); + if (source !== undefined) { + this.edges.push(new Edge(source, target)); + } + }) + }) + this.build(); + + if (eliminateSidechains) { + this.eliminateSidechains(); + } + this.defaultExpandSet = this.getDefaultExpandSet(graphData.mutable); + this.mutableEdges = this.inferMutableEdges(graphData.mutable); + } + + private eliminateSidechains(): void { + const sources = this.nodes + .map(node => node.id) + .filter(id => id.startsWith('input')); + + const visitedNodes = new Set(sources); + const dfsStack = sources; + while (dfsStack.length > 0) { + const u = dfsStack.pop()!; + if (this.forwardGraph.has(u)) { + this.forwardGraph.get(u)!.forEach((v: string) => { + if (!visitedNodes.has(v)) { + visitedNodes.add(v); + dfsStack.push(v); + } + }); + } + } + const compoundCheck = (node: NodeTs) => { + if (node.isChildless()) + return visitedNodes.has(node.id); + for (const child of node.children) + if (compoundCheck(child)) + visitedNodes.add(node.id); + return visitedNodes.has(node.id); + } + compoundCheck(this.root); + this.nodes = this.nodes.filter(node => visitedNodes.has(node.id)); + this.edges = this.edges.filter(edge => + visitedNodes.has(edge.source.id) && visitedNodes.has(edge.target.id)); + this.build(); + } + + private getDefaultExpandSet(graphDataMutable: any): Set { + // if multiple, only expand first + const whitelistModuleList = Object.values(graphDataMutable) + .filter(Boolean) + .map((paths: any) => path2module(paths[0])); + const whitelistModule = new Set(whitelistModuleList); + + const result = new Set(); + const dfs = (node: NodeTs): number => { + // node with mutableCount greater than 0 won't be collapsed + let mutableCount = 0; + if (node.id === '') { + // root node + mutableCount++; + } else if (whitelistModule.has(node.id)) { + mutableCount++; + } else if (node.parent !== undefined && whitelistModule.has(node.parent.id)) { + mutableCount++; + } + mutableCount += node.children.map(child => dfs(child)).reduce((a, b) => a + b, 0); + if (mutableCount > 0 && node.isParent()) + result.add(node.id); + return mutableCount; + }; + dfs(this.root); + return result; + } + + private inferMutableModule(moduleName: string): Edge[][] { + let inputs: string[] | undefined = undefined; + let listConstructNode: string | undefined = undefined; + const moduleNode = this.getNodeById(moduleName); + if (moduleNode === undefined) return []; + for (const node of moduleNode.children) + if (node.op === 'ListConstruct') { + inputs = this.backwardGraph.get(node.id); + listConstructNode = node.id; + break; + } + if (inputs === undefined || listConstructNode === undefined) + return []; + return inputs.map((input: string): Edge[] => { + const visitedNodes = new Set(); + const edgeSet: Edge[] = []; + const dfs = (node: string, backward: boolean) => { + const nodeData = this.getNodeById(node)!; + if (visitedNodes.has(node)) return; + visitedNodes.add(node); + if (nodeData.parent === undefined || !nodeData.parent.id.startsWith(moduleName)) { + // in another module now + return; + } + const g = backward ? this.backwardGraph : this.forwardGraph; + const glist = g.get(node); + if (glist !== undefined) { + glist + .forEach((to: string) => { + edgeSet.push(backward ? + this.getEdgeById(to, node)! : + this.getEdgeById(node, to)!); + dfs(to, backward); + }); + } + }; + edgeSet.push(this.getEdgeById(input, listConstructNode!)!); + dfs(input, true); + visitedNodes.clear(); + dfs(listConstructNode!, false); + return edgeSet; + }); + } + + private inferMutableEdges(graphDataMutable: any): Map { + const result = new Map(); + Object.entries(graphDataMutable).forEach(obj => { + const [key, paths] = obj; + const modules = (paths as any[]).map(path2module); + const moduleEdge = modules.map(this.inferMutableModule.bind(this)); + const edges: Edge[][] = []; + for (let i = 0; ; ++i) { + if (moduleEdge.filter(me => i < me.length).length === 0) + break; + edges.push([]); + moduleEdge + .filter(me => i < me.length) + .forEach(me => edges[i].push(...me[i])); + } + result.set(key, edges); + }); + return result; + } + + private connectedEdges(node: string): Edge[] { + const result = this.node2edge.get(node); + if (result === undefined) + return []; + return result; + } + + nodeSummary(node: NodeTs | string): NodeSummary | undefined { + if (typeof node === 'string') { + const nodeData = this.getNodeById(node); + if (nodeData === undefined) return undefined; + return this.nodeSummary(nodeData); + } + const descendants = node.descendants(false); + const descendantSet = new Set(descendants.map(node => node.id)); + const inputs = new Set(); + const outputs = new Set(); + let domesticEdges = 0; + for (const edge of this.edges) { + const [source, target] = [edge.source.id, edge.target.id]; + if (descendantSet.has(target) && !descendantSet.has(source)) + inputs.add(source); + if (descendantSet.has(source) && !descendantSet.has(target)) + outputs.add(target); + if (descendantSet.has(source) && descendantSet.has(target)) + domesticEdges++; + } + return { + name: node.id, + nodeCount: descendants.length, + edgeCount: domesticEdges, + inputs: Array.from(inputs), + outputs: Array.from(outputs), + attributes: node.attributes, + op: node.op + } + } + + weightFromMutables(mutable: any): Map { + const elemWeight = new Map(); + Object.entries(mutable).forEach(entry => { + const key = entry[0]; + const weights = entry[1] as number[]; + this.mutableEdges.get(key)!.forEach((edges: any, i: number) => { + edges.forEach((edge: any) => { + if (elemWeight.has(edge.id)) { + elemWeight.set(edge.id, elemWeight.get(edge.id)! + weights[i]); + } else { + elemWeight.set(edge.id, weights[i]); + } + }) + }); + }); + this.nodes.forEach(node => { + const edges = this.connectedEdges(node.id); + const relatedEdges = edges.filter(edge => elemWeight.has(edge.id)); + if (relatedEdges.length > 0) { + if (relatedEdges.length < edges.length) { + elemWeight.set(node.id, 1.); + } else { + // all related edge + const nw = edges.map(edge => elemWeight.get(edge.id)!) + .reduce((a, b) => Math.max(a, b)); + elemWeight.set(node.id, nw); + } + } + }); + elemWeight.forEach((v, k) => elemWeight.set(k, Math.min(v, 1.))); + + // set compound weight + const gatherWeightsFromChildren = (node: NodeTs): number | undefined => { + if (node.isParent()) { + const childrenWeights = + node.children.map(gatherWeightsFromChildren) + .filter(val => val !== undefined); + if (childrenWeights.length > 0) { + const nw = childrenWeights.reduce((a, b) => Math.max(a!, b!)); + elemWeight.set(node.id, nw!); + return nw; + } else { + return undefined; + } + } else { + return elemWeight.get(node.id); + } + }; + gatherWeightsFromChildren(this.root); + return elemWeight; + } +}; diff --git a/src/nasui/src/index.css b/src/nasui/src/index.css new file mode 100644 index 0000000000..ec2585e8c0 --- /dev/null +++ b/src/nasui/src/index.css @@ -0,0 +1,13 @@ +body { + margin: 0; + font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen', + 'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue', + sans-serif; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} + +code { + font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New', + monospace; +} diff --git a/src/nasui/src/index.tsx b/src/nasui/src/index.tsx new file mode 100644 index 0000000000..87d1be5518 --- /dev/null +++ b/src/nasui/src/index.tsx @@ -0,0 +1,12 @@ +import React from 'react'; +import ReactDOM from 'react-dom'; +import './index.css'; +import App from './App'; +import * as serviceWorker from './serviceWorker'; + +ReactDOM.render(, document.getElementById('root')); + +// If you want your app to work offline and load faster, you can change +// unregister() to register() below. Note this comes with some pitfalls. +// Learn more about service workers: https://bit.ly/CRA-PWA +serviceWorker.unregister(); diff --git a/src/nasui/src/react-app-env.d.ts b/src/nasui/src/react-app-env.d.ts new file mode 100644 index 0000000000..6431bc5fc6 --- /dev/null +++ b/src/nasui/src/react-app-env.d.ts @@ -0,0 +1 @@ +/// diff --git a/src/nasui/src/serviceWorker.ts b/src/nasui/src/serviceWorker.ts new file mode 100644 index 0000000000..b09523f155 --- /dev/null +++ b/src/nasui/src/serviceWorker.ts @@ -0,0 +1,149 @@ +// This optional code is used to register a service worker. +// register() is not called by default. + +// This lets the app load faster on subsequent visits in production, and gives +// it offline capabilities. However, it also means that developers (and users) +// will only see deployed updates on subsequent visits to a page, after all the +// existing tabs open on the page have been closed, since previously cached +// resources are updated in the background. + +// To learn more about the benefits of this model and instructions on how to +// opt-in, read https://bit.ly/CRA-PWA + +const isLocalhost = Boolean( + window.location.hostname === 'localhost' || + // [::1] is the IPv6 localhost address. + window.location.hostname === '[::1]' || + // 127.0.0.0/8 are considered localhost for IPv4. + window.location.hostname.match( + /^127(?:\.(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)){3}$/ + ) +); + +type Config = { + onSuccess?: (registration: ServiceWorkerRegistration) => void; + onUpdate?: (registration: ServiceWorkerRegistration) => void; +}; + +export function register(config?: Config) { + if (process.env.NODE_ENV === 'production' && 'serviceWorker' in navigator) { + // The URL constructor is available in all browsers that support SW. + const publicUrl = new URL( + process.env.PUBLIC_URL, + window.location.href + ); + if (publicUrl.origin !== window.location.origin) { + // Our service worker won't work if PUBLIC_URL is on a different origin + // from what our page is served on. This might happen if a CDN is used to + // serve assets; see https://github.com/facebook/create-react-app/issues/2374 + return; + } + + window.addEventListener('load', () => { + const swUrl = `${process.env.PUBLIC_URL}/service-worker.js`; + + if (isLocalhost) { + // This is running on localhost. Let's check if a service worker still exists or not. + checkValidServiceWorker(swUrl, config); + + // Add some additional logging to localhost, pointing developers to the + // service worker/PWA documentation. + navigator.serviceWorker.ready.then(() => { + console.log( + 'This web app is being served cache-first by a service ' + + 'worker. To learn more, visit https://bit.ly/CRA-PWA' + ); + }); + } else { + // Is not localhost. Just register service worker + registerValidSW(swUrl, config); + } + }); + } +} + +function registerValidSW(swUrl: string, config?: Config) { + navigator.serviceWorker + .register(swUrl) + .then(registration => { + registration.onupdatefound = () => { + const installingWorker = registration.installing; + if (installingWorker == null) { + return; + } + installingWorker.onstatechange = () => { + if (installingWorker.state === 'installed') { + if (navigator.serviceWorker.controller) { + // At this point, the updated precached content has been fetched, + // but the previous service worker will still serve the older + // content until all client tabs are closed. + console.log( + 'New content is available and will be used when all ' + + 'tabs for this page are closed. See https://bit.ly/CRA-PWA.' + ); + + // Execute callback + if (config && config.onUpdate) { + config.onUpdate(registration); + } + } else { + // At this point, everything has been precached. + // It's the perfect time to display a + // "Content is cached for offline use." message. + console.log('Content is cached for offline use.'); + + // Execute callback + if (config && config.onSuccess) { + config.onSuccess(registration); + } + } + } + }; + }; + }) + .catch(error => { + console.error('Error during service worker registration:', error); + }); +} + +function checkValidServiceWorker(swUrl: string, config?: Config) { + // Check if the service worker can be found. If it can't reload the page. + fetch(swUrl, { + headers: { 'Service-Worker': 'script' } + }) + .then(response => { + // Ensure service worker exists, and that we really are getting a JS file. + const contentType = response.headers.get('content-type'); + if ( + response.status === 404 || + (contentType != null && contentType.indexOf('javascript') === -1) + ) { + // No service worker found. Probably a different app. Reload the page. + navigator.serviceWorker.ready.then(registration => { + registration.unregister().then(() => { + window.location.reload(); + }); + }); + } else { + // Service worker found. Proceed as normal. + registerValidSW(swUrl, config); + } + }) + .catch(() => { + console.log( + 'No internet connection found. App is running in offline mode.' + ); + }); +} + +export function unregister() { + if ('serviceWorker' in navigator) { + navigator.serviceWorker.ready + .then(registration => { + registration.unregister(); + }) + .catch(error => { + console.error(error.message); + }); + } +} diff --git a/src/nasui/tsconfig.json b/src/nasui/tsconfig.json new file mode 100644 index 0000000000..a8ead4192b --- /dev/null +++ b/src/nasui/tsconfig.json @@ -0,0 +1,29 @@ +{ + "compilerOptions": { + "target": "es5", + "lib": [ + "dom", + "dom.iterable", + "esnext" + ], + "typeRoots": [ + "./types", + "./node_modules/@types" + ], + "allowJs": true, + "skipLibCheck": true, + "esModuleInterop": true, + "allowSyntheticDefaultImports": true, + "strict": true, + "forceConsistentCasingInFileNames": true, + "module": "esnext", + "moduleResolution": "node", + "resolveJsonModule": true, + "isolatedModules": true, + "noEmit": true, + "jsx": "react" + }, + "include": [ + "src" + ] +} diff --git a/src/nasui/types/cytoscape-dagre/index.d.ts b/src/nasui/types/cytoscape-dagre/index.d.ts new file mode 100644 index 0000000000..ee3ab5d0cc --- /dev/null +++ b/src/nasui/types/cytoscape-dagre/index.d.ts @@ -0,0 +1 @@ +declare module 'cytoscape-dagre'; diff --git a/src/nasui/yarn.lock b/src/nasui/yarn.lock new file mode 100644 index 0000000000..9c1270d20f --- /dev/null +++ b/src/nasui/yarn.lock @@ -0,0 +1,11085 @@ +# THIS IS AN AUTOGENERATED FILE. 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"https://registry.yarnpkg.com/yargs/-/yargs-13.3.0.tgz#4c657a55e07e5f2cf947f8a366567c04a0dedc83" + integrity sha512-2eehun/8ALW8TLoIl7MVaRUrg+yCnenu8B4kBlRxj3GJGDKU1Og7sMXPNm1BYyM1DOJmTZ4YeN/Nwxv+8XJsUA== + dependencies: + cliui "^5.0.0" + find-up "^3.0.0" + get-caller-file "^2.0.1" + require-directory "^2.1.1" + require-main-filename "^2.0.0" + set-blocking "^2.0.0" + string-width "^3.0.0" + which-module "^2.0.0" + y18n "^4.0.0" + yargs-parser "^13.1.1" diff --git a/src/sdk/pynni/nni/nas/pytorch/_graph_utils.py b/src/sdk/pynni/nni/nas/pytorch/_graph_utils.py new file mode 100644 index 0000000000..e4f285a608 --- /dev/null +++ b/src/sdk/pynni/nni/nas/pytorch/_graph_utils.py @@ -0,0 +1,134 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT license. + +# pylint: skip-file + +# This file is copied from PyTorch 1.4, with bug fixes. +# Likely to be removed in future. + +import torch +from tensorboard.compat.proto.config_pb2 import RunMetadata +from tensorboard.compat.proto.graph_pb2 import GraphDef +from tensorboard.compat.proto.step_stats_pb2 import StepStats, DeviceStepStats +from tensorboard.compat.proto.versions_pb2 import VersionDef +from torch.utils.tensorboard._pytorch_graph import GraphPy, CLASSTYPE_KIND, GETATTR_KIND, NodePyIO, NodePyOP + + +def parse(graph, trace, args=None, omit_useless_nodes=True): + """This method parses an optimized PyTorch model graph and produces + a list of nodes and node stats for eventual conversion to TensorBoard + protobuf format. + + Args: + graph (PyTorch module): The model graph to be parsed. + trace (PyTorch JIT TracedModule): The model trace to be parsed. + args (tuple): input tensor[s] for the model. + omit_useless_nodes (boolean): Whether to remove nodes from the graph. + """ + n_inputs = len(args) + + scope = {} + nodes_py = GraphPy() + for node in graph.inputs(): + if omit_useless_nodes: + if len(node.uses()) == 0: # number of user of the node (= number of outputs/ fanout) + continue + + if node.type().kind() != CLASSTYPE_KIND: + nodes_py.append(NodePyIO(node, 'input')) + + attr_to_scope = dict() + node_to_name = lambda d: str(d).split(":")[0].strip() + for node in graph.nodes(): + if node.kind() == GETATTR_KIND: + attr_name = node.s('name') + node_name = node_to_name(node) + parent = node.input().node() + if parent.kind() == GETATTR_KIND: # If the parent node is not the top-level "self" node + parent_attr_name = parent.s('name') + parent_scope = attr_to_scope[node_to_name(parent)] + attr_scope = parent_scope.split('/')[-1] + attr_to_scope[node_name] = '{}/{}.{}'.format(parent_scope, attr_scope, attr_name) + else: + attr_to_scope[node_name] = '__module.{}'.format(attr_name) + # We don't need classtype nodes; scope will provide this information + if node.output().type().kind() != CLASSTYPE_KIND: + node_py = NodePyOP(node) + node_py.scopeName = attr_to_scope[node_name] + nodes_py.append(node_py) + else: + nodes_py.append(NodePyOP(node)) + + for i, node in enumerate(graph.outputs()): # Create sink nodes for output ops + node_py = NodePyIO(node, 'output') + node_py.debugName = "output.{}".format(i + 1) + node_py.inputs = [node.debugName()] + nodes_py.append(node_py) + + def parse_traced_name(module_name): + prefix = 'TracedModule[' + suffix = ']' + if module_name.startswith(prefix) and module_name.endswith(suffix): + module_name = module_name[len(prefix):-len(suffix)] + return module_name + + alias_to_name = dict() + base_name = parse_traced_name(trace._name) + for name, module in trace.named_modules(prefix='__module'): + mod_name = parse_traced_name(module._name) + attr_name = name.split('.')[-1] + alias_to_name[name] = '{}[{}]'.format(mod_name, attr_name) + + for node in nodes_py.nodes_op: + module_aliases = node.scopeName.split('/')[-1].split('.') + module_name = '' + for i, alias in enumerate(module_aliases): + if i == 0: + module_name = alias + node.scopeName = base_name + else: + module_name += '.' + alias + node.scopeName += '/' + (alias_to_name[module_name] if module_name in alias_to_name else alias) + + nodes_py.populate_namespace_from_OP_to_IO() + return nodes_py.to_proto() + + +def graph(model, args, verbose=False): + """ + This method processes a PyTorch model and produces a `GraphDef` proto + that can be logged to TensorBoard. + + Args: + model (PyTorch module): The model to be parsed. + args (tuple): input tensor[s] for the model. + verbose (bool): Whether to print out verbose information while + processing. + """ + with torch.onnx.set_training(model, False): # TODO: move outside of torch.onnx? + try: + trace = torch.jit.trace(model, args) + graph = trace.graph + torch._C._jit_pass_inline(graph) + except RuntimeError as e: + print(e) + print('Error occurs, No graph saved') + raise e + + if verbose: + print(graph) + list_of_nodes = parse(graph, trace, args) + # We are hardcoding that this was run on CPU even though it might have actually + # run on GPU. Note this is what is shown in TensorBoard and has no bearing + # on actual execution. + # TODO: See if we can extract GPU vs CPU information from the PyTorch model + # and pass it correctly to TensorBoard. + # + # Definition of StepStats and DeviceStepStats can be found at + # https://github.com/tensorflow/tensorboard/blob/master/tensorboard/plugins/graph/tf_graph_common/test/graph-test.ts + # and + # https://github.com/tensorflow/tensorboard/blob/master/tensorboard/compat/proto/step_stats.proto + stepstats = RunMetadata(step_stats=StepStats(dev_stats=[DeviceStepStats(device="/device:CPU:0")])) + return GraphDef(node=list_of_nodes, versions=VersionDef(producer=22)), stepstats + # The producer version has been reverse engineered from standard + # TensorBoard logged data. diff --git a/src/sdk/pynni/nni/nas/pytorch/mutator.py b/src/sdk/pynni/nni/nas/pytorch/mutator.py index 951b4437d8..c15bce47fa 100644 --- a/src/sdk/pynni/nni/nas/pytorch/mutator.py +++ b/src/sdk/pynni/nni/nas/pytorch/mutator.py @@ -2,7 +2,9 @@ # Licensed under the MIT license. import logging +from collections import defaultdict +import numpy as np import torch from nni.nas.pytorch.base_mutator import BaseMutator @@ -15,6 +17,7 @@ class Mutator(BaseMutator): def __init__(self, model): super().__init__(model) self._cache = dict() + self._connect_all = False def sample_search(self): """ @@ -57,6 +60,74 @@ def export(self): """ return self.sample_final() + def status(self): + """ + Return current selection status of mutator. + + Returns + ------- + dict + A mapping from key of mutables to decisions. All weights (boolean type and float type) + are converted into real number values. Numpy arrays and tensors are converted into list. + """ + data = dict() + for k, v in self._cache.items(): + if torch.is_tensor(v): + v = v.detach().cpu().numpy() + if isinstance(v, np.ndarray): + v = v.astype(np.float32).tolist() + data[k] = v + return data + + def graph(self, inputs): + """ + Return model supernet graph. + + Parameters + ---------- + inputs: tuple of tensor + Inputs that will be feeded into the network. + + Returns + ------- + dict + Containing ``node``, in Tensorboard GraphDef format. + Additional key ``mutable`` is a map from key to list of modules. + """ + if not torch.__version__.startswith("1.4"): + logger.warning("Graph is only tested with PyTorch 1.4. Other versions might not work.") + from ._graph_utils import graph + from google.protobuf import json_format + # protobuf should be installed as long as tensorboard is installed + try: + self._connect_all = True + graph_def, _ = graph(self.model, inputs, verbose=False) + result = json_format.MessageToDict(graph_def) + finally: + self._connect_all = False + + # `mutable` is to map the keys to a list of corresponding modules. + # A key can be linked to multiple modules, use `dedup=False` to find them all. + result["mutable"] = defaultdict(list) + for mutable in self.mutables.traverse(deduplicate=False): + # A module will be represent in the format of + # [{"type": "Net", "name": ""}, {"type": "Cell", "name": "cell1"}, {"type": "Conv2d": "name": "conv"}] + # which will be concatenated into Net/Cell[cell1]/Conv2d[conv] in frontend. + # This format is aligned with the scope name jit gives. + modules = mutable.name.split(".") + path = [ + {"type": self.model.__class__.__name__, "name": ""} + ] + m = self.model + for module in modules: + m = getattr(m, module) + path.append({ + "type": m.__class__.__name__, + "name": module + }) + result["mutable"][mutable.key].append(path) + return result + def on_forward_layer_choice(self, mutable, *inputs): """ On default, this method retrieves the decision obtained previously, and select certain operations. @@ -75,6 +146,11 @@ def on_forward_layer_choice(self, mutable, *inputs): tuple of torch.Tensor and torch.Tensor Output and mask. """ + if self._connect_all: + return self._all_connect_tensor_reduction(mutable.reduction, + [op(*inputs) for op in mutable.choices]), \ + torch.ones(mutable.length) + def _map_fn(op, *inputs): return op(*inputs) @@ -101,6 +177,9 @@ def on_forward_input_choice(self, mutable, tensor_list): tuple of torch.Tensor and torch.Tensor Output and mask. """ + if self._connect_all: + return self._all_connect_tensor_reduction(mutable.reduction, tensor_list), \ + torch.ones(mutable.n_candidates) mask = self._get_decision(mutable) assert len(mask) == mutable.n_candidates, \ "Invalid mask, expected {} to be of length {}.".format(mask, mutable.n_candidates) @@ -131,6 +210,13 @@ def _tensor_reduction(self, reduction_type, tensor_list): return torch.cat(tensor_list, dim=1) raise ValueError("Unrecognized reduction policy: \"{}\"".format(reduction_type)) + def _all_connect_tensor_reduction(self, reduction_type, tensor_list): + if reduction_type == "none": + return tensor_list + if reduction_type == "concat": + return torch.cat(tensor_list, dim=1) + return torch.stack(tensor_list).sum(0) + def _get_decision(self, mutable): """ By default, this method checks whether `mutable.key` is already in the decision cache, diff --git a/tools/nni_cmd/nnictl.py b/tools/nni_cmd/nnictl.py index 9514f1efc5..030c9f9352 100644 --- a/tools/nni_cmd/nnictl.py +++ b/tools/nni_cmd/nnictl.py @@ -11,7 +11,7 @@ from .nnictl_utils import stop_experiment, trial_ls, trial_kill, list_experiment, experiment_status,\ log_trial, experiment_clean, platform_clean, experiment_list, \ monitor_experiment, export_trials_data, trial_codegen, webui_url, \ - get_config, log_stdout, log_stderr, search_space_auto_gen + get_config, log_stdout, log_stderr, search_space_auto_gen, webui_nas from .package_management import package_install, package_show from .constants import DEFAULT_REST_PORT from .tensorboard_utils import start_tensorboard, stop_tensorboard @@ -158,6 +158,10 @@ def parse_args(): parser_webui_url = parser_webui_subparsers.add_parser('url', help='show the url of web ui') parser_webui_url.add_argument('id', nargs='?', help='the id of experiment') parser_webui_url.set_defaults(func=webui_url) + parser_webui_nas = parser_webui_subparsers.add_parser('nas', help='show nas ui') + parser_webui_nas.add_argument('--port', default=6060, type=int, help='port of nas ui') + parser_webui_nas.add_argument('--logdir', default='.', type=str, help='the logdir where nas ui will read data') + parser_webui_nas.set_defaults(func=webui_nas) #parse config command parser_config = subparsers.add_parser('config', help='get config information') diff --git a/tools/nni_cmd/nnictl_utils.py b/tools/nni_cmd/nnictl_utils.py index 4866bcdce4..22f49ea1f2 100644 --- a/tools/nni_cmd/nnictl_utils.py +++ b/tools/nni_cmd/nnictl_utils.py @@ -8,6 +8,7 @@ import time import re import shutil +import subprocess from datetime import datetime, timezone from pathlib import Path from subprocess import Popen @@ -388,6 +389,17 @@ def webui_url(args): nni_config = Config(get_config_filename(args)) print_normal('{0} {1}'.format('Web UI url:', ' '.join(nni_config.get_config('webuiUrl')))) +def webui_nas(args): + '''launch nas ui''' + print_normal('Starting NAS UI...') + # TODO: find file path on installing with pypi + # TODO: use correct node on win32 + try: + cmds = ['node', 'src/nasui/server.js', '--port', str(args.port), '--logdir', args.logdir] + subprocess.run(cmds) + except KeyboardInterrupt: + pass + def local_clean(directory): '''clean up local data''' print_normal('removing folder {0}'.format(directory))