From 25815ab4916dc8c9e3256cbfe53bea0535930f30 Mon Sep 17 00:00:00 2001
From: Jules Laplace <julescarbon@gmail.com>
Date: Tue, 4 Sep 2018 13:53:30 +0200
Subject: fix loading bars

---
 app/client/common/index.js                         |   4 +-
 app/client/common/numberInput.component.js         |  49 +++++++
 app/client/common/textInput.component.js           |   7 +-
 app/client/dashboard/dashboard.actions.js          |   6 +-
 app/client/dashboard/dashboard.component.js        |  12 +-
 app/client/dashboard/dashboard.reducer.js          |  10 ++
 app/client/dashboard/dashboardHeader.component.js  |   1 -
 app/client/dataset/dataset.reducer.js              |   1 +
 app/client/modules/morph/morph.actions.js          |   6 +-
 app/client/modules/pix2pixhd/index.js              |   1 +
 app/client/modules/pix2pixhd/pix2pixhd.actions.js  |  12 +-
 app/client/modules/pix2pixhd/pix2pixhd.tasks.js    |  32 +++++
 .../modules/pix2pixhd/views/pix2pixhd.live.js      |   3 +-
 .../modules/pix2pixhd/views/pix2pixhd.train.js     | 156 +++++++++++++++++++++
 app/client/modules/samplernn/samplernn.actions.js  |  12 +-
 app/relay/modules/pix2pixhd.js                     |  67 +++++++--
 16 files changed, 350 insertions(+), 29 deletions(-)
 create mode 100644 app/client/common/numberInput.component.js
 create mode 100644 app/client/modules/pix2pixhd/views/pix2pixhd.train.js

(limited to 'app')

diff --git a/app/client/common/index.js b/app/client/common/index.js
index 025b56c..eeb8bfc 100644
--- a/app/client/common/index.js
+++ b/app/client/common/index.js
@@ -8,6 +8,7 @@ import Gallery from './gallery.component'
 import Group from './group.component'
 import Header from './header.component'
 import Loading from './loading.component'
+import NumberInput from './numberInput.component'
 import Param from './param.component'
 import ParamGroup from './paramGroup.component'
 import Player from './player.component'
@@ -24,6 +25,7 @@ export {
   FolderList, FileList, FileRow, FileUpload,
   Gallery, Player,
   Group, ParamGroup, Param,
-  TextInput, Slider, Select, SelectGroup, Button, Checkbox,
+  TextInput, NumberInput,
+  Slider, Select, SelectGroup, Button, Checkbox,
   CurrentTask,
 }
\ No newline at end of file
diff --git a/app/client/common/numberInput.component.js b/app/client/common/numberInput.component.js
new file mode 100644
index 0000000..c3ad24c
--- /dev/null
+++ b/app/client/common/numberInput.component.js
@@ -0,0 +1,49 @@
+import { h, Component } from 'preact'
+
+class NumberInput extends Component {
+  constructor(props){
+    super(props)
+    this.state = { value: null, changed: false }
+    this.handleInput = this.handleInput.bind(this)
+    this.handleKeydown = this.handleKeydown.bind(this)
+  }
+  handleInput(e){
+    this.setState({
+      value: e.target.value,
+      changed: true,
+    })
+    this.props.onInput && this.props.onInput(e.target.value, e.target.name)
+  }
+  handleKeydown(e){
+    if (e.keyCode === 13) {
+      this.setState({
+        value: e.target.value,
+        changed: false,
+      })
+      this.props.onSave && this.props.onSave(e.target.value, e.target.name)
+    }
+  }
+  render() {
+    return (
+      <div className='numberInput param'>
+        <label>
+          <span>{this.props.title}</span>
+          <input
+            type={'number'}
+            name={this.props.name || 'number'}
+            value={this.state.changed ? this.state.value : this.props.value}
+            onInput={this.handleInput}
+            onKeydown={this.handleKeydown}
+            placeholder={this.props.placeholder}
+            autofocus={this.props.autofocus}
+            min={this.props.min}
+            max={this.props.max}
+            step={this.props.step || this.props.type === 'int' ? 1 : 0.01}
+          />
+        </label>
+      </div>
+    )
+  }
+}
+
+export default NumberInput
diff --git a/app/client/common/textInput.component.js b/app/client/common/textInput.component.js
index a3739d4..44e1349 100644
--- a/app/client/common/textInput.component.js
+++ b/app/client/common/textInput.component.js
@@ -12,7 +12,7 @@ class TextInput extends Component {
       value: e.target.value,
       changed: true,
     })
-    this.props.onInput && this.props.onInput(e.target.value)
+    this.props.onInput && this.props.onInput(e.target.value, e.target.name)
   }
   handleKeydown(e){
     if (e.keyCode === 13) {
@@ -20,7 +20,7 @@ class TextInput extends Component {
         value: e.target.value,
         changed: false,
       })
-      this.props.onSave && this.props.onSave(e.target.value)
+      this.props.onSave && this.props.onSave(e.target.value, e.target.name)
     }
   }
   render() {
@@ -29,7 +29,8 @@ class TextInput extends Component {
         <label>
           <span>{this.props.title}</span>
           <input
-            type='text'
+            type={this.props.type || 'text'}
+            name={this.props.name || 'text'}
             value={this.state.changed ? this.state.value : this.props.value}
             onInput={this.handleInput}
             onKeydown={this.handleKeydown}
diff --git a/app/client/dashboard/dashboard.actions.js b/app/client/dashboard/dashboard.actions.js
index 8b5502a..c428d0b 100644
--- a/app/client/dashboard/dashboard.actions.js
+++ b/app/client/dashboard/dashboard.actions.js
@@ -11,7 +11,11 @@ export const load = () => (dispatch) => {
     actions.file.index({ module: 'morph', generated: 1, limit: 15, orderBy: 'created_at desc', }),
   ], (percent, i, n) => {
     // console.log('dashboard load progress', i, n)
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'dashboard' }
+    })
   }).then(res => {
     const [ tasks, folders, samplernn, pix2pixhd, morph ] = res
     const { mapFn, sortFn } = util.sort.orderByFn('date desc')
diff --git a/app/client/dashboard/dashboard.component.js b/app/client/dashboard/dashboard.component.js
index 3c9b2de..0c15f99 100644
--- a/app/client/dashboard/dashboard.component.js
+++ b/app/client/dashboard/dashboard.component.js
@@ -11,7 +11,7 @@ import Button from '../common/button.component'
 
 import DashboardHeader from './dashboardheader.component'
 import TaskList from './tasklist.component'
-import { FolderList, FileList } from '../common'
+import { Loading, FolderList, FileList } from '../common'
 import Gallery from '../common/gallery.component'
 
 import * as dashboardActions from './dashboard.actions'
@@ -22,7 +22,7 @@ import actions from '../actions'
 class Dashboard extends Component {
   constructor(props){
     super()
-    console.log(props)
+    // console.log(props)
     props.actions.load()
   }
   componentWillUpdate(nextProps) {
@@ -30,9 +30,11 @@ class Dashboard extends Component {
     //   this.props.actions.list_epochs(nextProps.opt.checkpoint_name)
   }
   render(){
-    const { site, foldersByModule, renders, queue, images } = this.props
+    const { loading, progress, site, foldersByModule, renders, queue, images } = this.props
+    if (loading) {
+      return <Loading progress={progress} />
+    }
     const { tasks } = queue
-    console.log(foldersByModule)
     const folders = foldersByModule && Object.keys(modules).sort().map(key => {
       let path = key === 'samplernn' ? '/samplernn/datasets/' : '/' + key + '/sequences/'
       let folder_list = (foldersByModule[key] || []).map(folder => {
@@ -99,6 +101,8 @@ class Dashboard extends Component {
   }
 }
 const mapStateToProps = state => ({
+  loading: state.dashboard.loading,
+  progress: state.dashboard.progress,
   site: state.system.site,
   foldersByModule: state.dashboard.data.foldersByModule,
   renders: state.dashboard.data.renders,
diff --git a/app/client/dashboard/dashboard.reducer.js b/app/client/dashboard/dashboard.reducer.js
index 812a501..f10f3fa 100644
--- a/app/client/dashboard/dashboard.reducer.js
+++ b/app/client/dashboard/dashboard.reducer.js
@@ -5,6 +5,7 @@ let FileSaver = require('file-saver')
 
 const dashboardInitialState = {
   loading: false,
+  progress: null,
   error: null,
   data: {},
   images: [
@@ -15,6 +16,15 @@ const dashboardInitialState = {
 
 const dashboardReducer = (state = dashboardInitialState, action) => {
   switch(action.type) {
+    case types.app.load_progress:
+      if (!action.data || action.data.module !== 'dashboard') {
+        return state
+      }
+      return {
+        ...state,
+        loading: true,
+        progress: action.progress,
+      }
     case types.dashboard.load:
       return {
         ...state,
diff --git a/app/client/dashboard/dashboardHeader.component.js b/app/client/dashboard/dashboardHeader.component.js
index 5f1306c..063cd47 100644
--- a/app/client/dashboard/dashboardHeader.component.js
+++ b/app/client/dashboard/dashboardHeader.component.js
@@ -23,7 +23,6 @@ class DashboardHeader extends Component {
     )
   }
   renderStatus(name, gpu){
-    console.log(gpu)
     if (gpu.status === 'IDLE') {
       return <div>{name} idle</div>
     }
diff --git a/app/client/dataset/dataset.reducer.js b/app/client/dataset/dataset.reducer.js
index 10b4a94..065d3da 100644
--- a/app/client/dataset/dataset.reducer.js
+++ b/app/client/dataset/dataset.reducer.js
@@ -8,6 +8,7 @@ import types from '../types'
 
 const datasetInitialState = () => ({
   loading: true,
+  progress: null,
   error: null,
   data: null,
   folder_id: 0,
diff --git a/app/client/modules/morph/morph.actions.js b/app/client/modules/morph/morph.actions.js
index 04f452d..6586778 100644
--- a/app/client/modules/morph/morph.actions.js
+++ b/app/client/modules/morph/morph.actions.js
@@ -19,7 +19,11 @@ export const load_data = (id) => (dispatch) => {
     actions.socket.list_directory({ module, dir: 'renders' }),
   ], (percent, i, n) => {
     console.log('morph load progress', i, n)
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'morph' },
+    })
   }).then(res => {
     const [datasetApiReport, sequences, renders] = res
     const {
diff --git a/app/client/modules/pix2pixhd/index.js b/app/client/modules/pix2pixhd/index.js
index b33ce00..cbd3136 100644
--- a/app/client/modules/pix2pixhd/index.js
+++ b/app/client/modules/pix2pixhd/index.js
@@ -26,6 +26,7 @@ class router {
         <Route exact path='/pix2pixhd/new/' component={Pix2PixHDNew} />
         <Route exact path='/pix2pixhd/sequences/' component={Pix2PixHDShow} />
         <Route exact path='/pix2pixhd/sequences/:id/' component={Pix2PixHDShow} />
+        <Route exact path='/pix2pixhd/train/' component={Pix2PixHDTrain} />
         <Route exact path='/pix2pixhd/results/' component={Pix2PixHDResults} />
         <Route exact path='/pix2pixhd/live/' component={Pix2PixHDLive} />
       </section>
diff --git a/app/client/modules/pix2pixhd/pix2pixhd.actions.js b/app/client/modules/pix2pixhd/pix2pixhd.actions.js
index 8e481d3..6459794 100644
--- a/app/client/modules/pix2pixhd/pix2pixhd.actions.js
+++ b/app/client/modules/pix2pixhd/pix2pixhd.actions.js
@@ -21,7 +21,11 @@ export const load_directories = (id) => (dispatch) => {
     // actions.socket.disk_usage({ module, dir: 'datasets' }),
   ], (percent, i, n) => {
     console.log('pix2pixhd load progress', i, n)
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'pix2pixhd' },
+    })
   }).then(res => {
     const [datasetApiReport, sequences, datasets, checkpoints] = res //, datasets, results, output, datasetUsage, lossReport] = res
     const {
@@ -157,7 +161,11 @@ export const load_results = (id) => (dispatch) => {
     actions.socket.list_directory({ module, dir: 'renders' }),
   ], (percent, i, n) => {
     console.log('pix2pixhd load progress', i, n)
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'pix2pixhd' },
+    })
   }).then(res => {
     const [folders, files, results, renders] = res //, datasets, results, output, datasetUsage, lossReport] = res
     console.log(files, results, renders)
diff --git a/app/client/modules/pix2pixhd/pix2pixhd.tasks.js b/app/client/modules/pix2pixhd/pix2pixhd.tasks.js
index f3c5342..92c0ff4 100644
--- a/app/client/modules/pix2pixhd/pix2pixhd.tasks.js
+++ b/app/client/modules/pix2pixhd/pix2pixhd.tasks.js
@@ -52,3 +52,35 @@ export const live_task = (sequence, checkpoint, opt) => dispatch => {
   console.log('add live task')
   return actions.queue.add_task(task)
 }
+
+export const augment_task = (opt) => dispatch => {
+  const task = {
+    module: module.name,
+    activity: 'augment',
+    dataset: sequence,
+    checkpoint,
+    opt: {
+      ...opt,
+      poll_delay: 0.01,
+    }
+  }
+  console.log(task)
+  console.log('add live task')
+  return actions.queue.add_task(task)
+}
+
+export const clear_recursive_task = (opt) => dispatch => {
+  const task = {
+    module: module.name,
+    activity: 'clear_recursive',
+    dataset: sequence,
+    checkpoint,
+    opt: {
+      ...opt,
+    }
+  }
+  console.log(task)
+  console.log('add live task')
+  return actions.queue.add_task(task)
+}
+
diff --git a/app/client/modules/pix2pixhd/views/pix2pixhd.live.js b/app/client/modules/pix2pixhd/views/pix2pixhd.live.js
index 41ff7e5..52b4b61 100644
--- a/app/client/modules/pix2pixhd/views/pix2pixhd.live.js
+++ b/app/client/modules/pix2pixhd/views/pix2pixhd.live.js
@@ -100,7 +100,7 @@ class Pix2PixHDLive extends Component {
   render(){
     // console.log(this.props)
     if (this.props.pix2pixhd.loading) {
-      return <Loading />
+      return <Loading progress={this.props.pix2pixhd.progress} />
     }
     const { folderLookup, datasetLookup, sequences } = this.props.pix2pixhd.data
 
@@ -140,6 +140,7 @@ class Pix2PixHDLive extends Component {
         options: datasets.sort(),
       }
     }).filter(n => !!n && !!n.options.length).sort((a,b) => a.name.localeCompare(b.name))
+
     return (
       <div className='app live centered'>
         <Player width={424} height={256} fullscreen={this.props.fullscreen} />
diff --git a/app/client/modules/pix2pixhd/views/pix2pixhd.train.js b/app/client/modules/pix2pixhd/views/pix2pixhd.train.js
new file mode 100644
index 0000000..8901ee8
--- /dev/null
+++ b/app/client/modules/pix2pixhd/views/pix2pixhd.train.js
@@ -0,0 +1,156 @@
+import { h, Component } from 'preact'
+import { bindActionCreators } from 'redux'
+import { connect } from 'react-redux'
+import util from '../../../util'
+
+import * as pix2pixhdActions from '../pix2pixhd.actions'
+import * as pix2pixhdTasks from '../pix2pixhd.tasks'
+
+import {
+  Loading,
+  FileList, FileRow,
+  Select, SelectGroup, Group, Button,
+  TextInput,
+  CurrentTask, TaskList
+} from '../../../common'
+import DatasetForm from '../../../dataset/dataset.form'
+import NewDatasetForm from '../../../dataset/dataset.new'
+import UploadStatus from '../../../dataset/upload.status'
+
+import DatasetComponent from '../../../dataset/dataset.component'
+
+import pix2pixhdModule from '../pix2pixhd.module'
+
+class Pix2PixHDTrain extends Component {
+  constructor(props){
+    super(props)
+    this.handleChange = this.handleChange.bind(this)
+    this.state = {
+      sequence: '',
+      epoch: 'latest',
+      augment_take: 100,
+      augment_make: 20,
+    }
+  }
+  componentWillMount(){
+    const id = this.props.match.params.id || localStorage.getItem('pix2pixhd.last_id')
+    console.log('load dataset:', id)
+    const { match, pix2pixhd, actions } = this.props
+    if (id === 'new') return
+    if (id) {
+      if (parseInt(id)) localStorage.setItem('pix2pixhd.last_id', id)
+      if (! pix2pixhd.folder || pix2pixhd.folder.id !== id) {
+        actions.load_directories(id)
+      }
+    } else {
+      this.props.history.push('/pix2pixhd/new/')
+    }
+  }
+  handleChange(value, name){
+    this.setState({ [name]: value })
+  }
+  changeCheckpoint(name){
+    // this.props.actions.list_epochs('pix2pixhd', nextProps.opt.checkpoint_name)
+  }
+  render(){
+    if (this.props.pix2pixhd.loading) {
+      return <Loading progress={this.props.pix2pixhd.progress} />
+    }
+    const { pix2pixhd, match, history, queue } = this.props
+    const { folderLookup, datasetLookup } = (pix2pixhd.data || {})
+    const folder = (folderLookup || {})[pix2pixhd.folder_id] || {}
+    console.log(pix2pixhd)
+
+    const checkpointGroups = Object.keys(folderLookup).map(id => {
+      const folder = this.props.pix2pixhd.data.folderLookup[id]
+      if (folder.name === 'results') return
+      const datasets = folder.datasets.map(name => {
+        const dataset = datasetLookup[name]
+        if (dataset.checkpoints.length) {
+          return name
+        }
+        return null
+      }).filter(n => !!n)
+      return {
+        name: folder.name,
+        options: datasets.sort(),
+      }
+    }).filter(n => !!n && !!n.options.length).sort((a,b) => a.name.localeCompare(b.name))
+
+    return (
+      <div className='app pix2pixhd'>
+        <h1>pix2pixhd training</h1>
+        <div class='heading'>
+          <SelectGroup live
+            name='checkpoint_name'
+            title='Checkpoint'
+            options={checkpointGroups}
+            onChange={this.changeCheckpoint}
+          />
+          <Select
+            title="Epoch"
+            value={this.state.epoch}
+          />
+          <br/>
+          <Group title='Augment'>
+            <TextInput
+              type="number"
+              name="augment_take"
+              title="Pick N random frames"
+              value={this.state.augment_take}
+              onInput={this.handleChange}
+            />
+            <TextInput
+              type="number"
+              name="augment_make"
+              title="Generate N recursively"
+              value={this.state.augment_make}
+              onInput={this.handleChange}
+            />
+            <Button
+              title="Augment dataset"
+              value="Augment"
+              onClick={() => remote.augment_task(dataset, pix2pixhd.folder_id, 1)}
+            />
+          </Group>
+
+          <Group title='Train'>
+            <Button
+              title="Train one epoch"
+              value="Train"
+              onClick={() => remote.train_task(dataset, pix2pixhd.folder_id, 1)}
+            />
+          </Group>
+
+          <Group title='Clear'>
+            <Button
+              title="Delete recursive frames"
+              value="Clear"
+              onClick={() => remote.clear_recursive_task(dataset, pix2pixhd.folder_id, 1)}
+            />
+          </Group>
+        </div>
+        <div>
+          <CurrentTask />
+          {!!queue.queue.length &&
+            <Group title='Upcoming Tasks'>
+              <TaskList tasks={queue.queue.map(id => queue.tasks[id])} />
+            </Group>
+          }
+        </div>
+      </div>
+    )
+  }
+}
+
+const mapStateToProps = state => ({
+  pix2pixhd: state.module.pix2pixhd,
+  queue: state.queue,
+})
+
+const mapDispatchToProps = (dispatch, ownProps) => ({
+  actions: bindActionCreators(pix2pixhdActions, dispatch),
+  remote: bindActionCreators(pix2pixhdTasks, dispatch),
+})
+
+export default connect(mapStateToProps, mapDispatchToProps)(Pix2PixHDTrain)
diff --git a/app/client/modules/samplernn/samplernn.actions.js b/app/client/modules/samplernn/samplernn.actions.js
index f4f7a6d..e4de1dd 100644
--- a/app/client/modules/samplernn/samplernn.actions.js
+++ b/app/client/modules/samplernn/samplernn.actions.js
@@ -21,7 +21,11 @@ export const load_directories = (id) => (dispatch) => {
     actions.socket.disk_usage({ module, dir: 'datasets' }),
     load_loss()(dispatch),
   ], (percent, i, n) => {
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'samplernn' },
+    })
   }).then(res => {
     // console.log(res)
     const [datasetApiReport, datasets, results, output, datasetUsage, lossReport] = res
@@ -128,7 +132,11 @@ export const load_graph = () => dispatch => {
     load_loss()(dispatch),
     actions.socket.list_directory({ module, dir: 'results' }),
   ], (percent, i, n) => {
-    dispatch({ type: types.app.load_progress, progress: { i, n }})
+    dispatch({
+      type: types.app.load_progress,
+      progress: { i, n },
+      data: { module: 'samplernn' },
+    })
   }).then(res => {
     const [lossReport, results] = res
     dispatch({
diff --git a/app/relay/modules/pix2pixhd.js b/app/relay/modules/pix2pixhd.js
index 821be71..73b49ca 100644
--- a/app/relay/modules/pix2pixhd.js
+++ b/app/relay/modules/pix2pixhd.js
@@ -81,20 +81,60 @@ const generate = {
   type: 'pytorch',
   script: 'test.py',
   params: (task) => {
+    let epoch = 0
+    const dataset = task.dataset.toLowerCase()
+    const datasets_path = path.join(cwd, 'datasets', dataset)
+    const checkpoints_path = path.join(cwd, 'checkpoints', dataset)
+    const iter_txt = path.join(checkpoints_path, 'iter.txt')
+    console.log(dataset, iter_txt)
+    if (fs.existsSync(iter_txt)) {
+      const iter = fs.readFileSync(iter_txt).toString().split('\n');
+      console.log(iter)
+      epoch = iter[0] || 0
+      console.log(task.module, dataset, '=>', epoch, task.epochs)
+    } else {
+      console.log(task.module, dataset, '=>', 'starting new training')
+    }
     return [
-      '--dataroot', '/sequences/' + task.dataset,
+      '--dataroot', datasets_path,
       '--module_name', task.module,
-      '--name', task.dataset,
-      '--start_img', '/sequences/' + task.dataset + '/frame_00001.png',
-      '--how_many', 1000,
-      '--model', 'test',
-      '--aspect_ratio', 1.777777,
-      '--which_model_netG', 'unet_256',
-      '--which_direction', 'AtoB',
-      '--dataset_mode', 'test',
-      '--loadSize', 256,
-      '--fineSize', 256,
-      '--norm', 'batch'
+      '--name', dataset,
+      '--model', 'pix2pixHD',
+      '--label_nc', 0, '--no_instance',
+      '--niter', task.epochs,
+      '--niter_decay', 0,
+      '--save_epoch_freq', 1,
+    ]
+  },
+  after: 'render',
+}
+const augment = {
+  type: 'pytorch',
+  script: 'test.py',
+  params: (task) => {
+    let epoch = 0
+    const dataset = task.dataset.toLowerCase()
+    const datasets_path = path.join(cwd, 'datasets', dataset)
+    const checkpoints_path = path.join(cwd, 'checkpoints', dataset)
+    const iter_txt = path.join(checkpoints_path, 'iter.txt')
+    console.log(dataset, iter_txt)
+    if (fs.existsSync(iter_txt)) {
+      const iter = fs.readFileSync(iter_txt).toString().split('\n');
+      console.log(iter)
+      epoch = iter[0] || 0
+      console.log(task.module, dataset, '=>', epoch, task.epochs)
+    } else {
+      console.log(task.module, dataset, '=>', 'starting new training')
+    }
+    return [
+      '--dataroot', datasets_path,
+      '--module_name', task.module,
+      '--name', dataset,
+      '--model', 'pix2pixHD',
+      '--label_nc', 0, '--no_instance',
+      '--niter', task.epochs,
+      '--niter_decay', 0,
+      '--save_epoch_freq', 1,
     ]
   },
 }
@@ -121,7 +161,7 @@ const live = {
       '--just-copy', '--poll_delay', opt.poll_delay || 0.09,
       '--which_epoch', 'latest',
       '--norm', 'batch',
-      '--store_b', // comment this line to store all live output
+      '--store_b', // uncomment this line to store all live output
     ]
   },
   listen: (task, res, i) => {
@@ -159,6 +199,7 @@ export default {
     build,
     train,
     generate,
+    augment,
     live,
     render,
   }
-- 
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