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actions.jsx
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// Action format:
// https://github.com/acdlite/flux-standard-action
import { reset as resetForm } from 'redux-form';
export const HYDRATE = 'cesium/HYDRATE';
export const FETCH_PROJECTS = 'cesium/FETCH_PROJECTS';
export const RECEIVE_PROJECTS = 'cesium/RECEIVE_PROJECTS';
export const ADD_PROJECT = 'cesium/ADD_PROJECT';
export const DELETE_PROJECT = 'cesium/DELETE_PROJECT';
export const SELECT_PROJECT = 'cesium/SELECT_PROJECT';
export const UPDATE_PROJECT = 'cesium/UPDATE_PROJECT';
export const HIDE_NEWPROJECT_FORM = 'cesium/HIDE_NEWPROJECT_FORM';
export const FETCH_DATASETS = 'cesium/FETCH_DATASETS';
export const RECEIVE_DATASETS = 'cesium/RECEIVE_DATASETS';
export const UPLOAD_DATASET = 'cesium/UPLOAD_DATASET';
export const DELETE_DATASET = 'cesium/DELETE_DATASET';
export const CREATE_EXAMPLE_DATASET = 'cesium/CREATE_EXAMPLE_DATASET';
export const FETCH_FEATURES = 'cesium/FETCH_FEATURES';
export const FETCH_FEATURESETS = 'cesium/FETCH_FEATURESETS';
export const RECEIVE_FEATURES = 'cesium/RECEIVE_FEATURES';
export const RECEIVE_FEATURESETS = 'cesium/RECEIVE_FEATURESETS';
export const COMPUTE_FEATURES = 'cesium/COMPUTE_FEATURES';
export const DELETE_FEATURESET = 'cesium/DELETE_FEATURESET';
export const FETCH_MODELS = 'cesium/FETCH_MODELS';
export const RECEIVE_MODELS = 'cesium/RECEIVE_MODELS';
export const CREATE_MODEL = 'cesium/CREATE_MODEL';
export const DELETE_MODEL = 'cesium/DELETE_MODEL';
export const FETCH_PREDICTIONS = 'cesium/FETCH_PREDICTIONS';
export const RECEIVE_PREDICTIONS = 'cesium/RECEIVE_PREDICTIONS';
export const DO_PREDICTION = 'cesium/DO_PREDICTION';
export const DELETE_PREDICTION = 'cesium/DELETE_PREDICTION';
export const TOGGLE_EXPANDER = 'cesium/TOGGLE_EXPANDER';
export const HIDE_EXPANDER = 'cesium/HIDE_EXPANDER';
export const SHOW_EXPANDER = 'cesium/SHOW_EXPANDER';
export const FETCH_SKLEARN_MODELS = 'cesium/FETCH_SKLEARN_MODELS';
export const RECEIVE_SKLEARN_MODELS = 'cesium/RECEIVE_SKLEARN_MODELS';
export const SPIN_LOGO = 'cesium/SPIN_LOGO';
export const GROUP_TOGGLE_FEATURES = 'cesium/GROUP_TOGGLE_FEATURES';
export const CLICK_FEATURE_TAG_CHECKBOX = 'cesium/CLICK_FEATURE_TAG_CHECKBOX';
import { showNotification, reduceNotifications } from './Notifications';
import promiseAction from './action_tools';
import { objectType } from './utils';
// Refactor this into a utility function
String.prototype.format = function (...args) {
let i = 0;
return this.replace(/{}/g, () => (
typeof args[i] != 'undefined' ? args[i++] : ''
));
};
// Receive list of projects
function receiveProjects(projects) {
return {
type: RECEIVE_PROJECTS,
payload: projects
};
}
// Download projects
export function fetchProjects() {
return dispatch =>
promiseAction(
dispatch,
FETCH_PROJECTS,
fetch('/project')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(receiveProjects(json.data));
} else {
dispatch(
showNotification(
'Error downloading projects ({})'.format(json.message)
));
}
return json;
}
).catch(ex => console.log('fetchProjects exception:', ex))
);
}
// Add a new project
export function addProject(form) {
return dispatch =>
promiseAction(
dispatch,
ADD_PROJECT,
fetch('/project',
{ method: 'POST',
body: JSON.stringify(form),
headers: new Headers({
'Content-Type': 'application/json'
}) })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(resetForm('newProject'));
dispatch(showNotification('Added new project'));
dispatch(selectProject(json.data.id));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
// Update an existing project
export function updateProject(form) {
return dispatch =>
promiseAction(
dispatch,
UPDATE_PROJECT,
fetch('/project/{}'.format(form.projectId),
{ method: 'PUT',
body: JSON.stringify(form),
headers: new Headers({
'Content-Type': 'application/json'
}) })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(resetForm('newProject'));
dispatch(showNotification('Successfully updated project'));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
export function deleteProject(id) {
return dispatch =>
promiseAction(
dispatch,
DELETE_PROJECT,
fetch(`/project/${id}`, { method: 'DELETE' })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Project deleted'));
dispatch(selectProject());
} else {
dispatch(
showNotification(
'Error deleting project ({})'.format(json.message)
));
}
})
);
}
export function uploadDataset(form) {
const formData = new FormData();
formData.append('create_example', false);
for (const key in form) {
if (form[key] && objectType(form[key][0]) === 'File') {
formData.append(key, form[key][0]);
} else {
formData.append(key, form[key]);
}
}
return dispatch =>
promiseAction(
dispatch,
UPLOAD_DATASET,
fetch('/dataset', { method: 'POST', body: formData })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Successfully uploaded new dataset'));
dispatch(hideExpander('newDatasetExpander'));
dispatch(resetForm('newDataset'));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
// Download datasets
export function fetchDatasets() {
return dispatch =>
promiseAction(
dispatch,
FETCH_DATASETS,
fetch('/dataset')
.then(response => response.json())
.then((json) => (
dispatch(receiveDatasets(json.data))
)
).catch(ex => console.log('fetchDatasets', ex))
);
}
// Receive list of projects
function receiveDatasets(datasets) {
return {
type: RECEIVE_DATASETS,
payload: datasets
};
}
// Create example dataset
export function createExampleDataset(projectID) {
var form_data = new FormData();
form_data.append('projectID', projectID);
form_data.append('create_example', true);
return dispatch =>
promiseAction(
dispatch,
CREATE_EXAMPLE_DATASET,
fetch('/dataset', {
method: 'POST',
body: form_data,
})
.then(response => response.json())
.then((json) => {
dispatch(fetchDatasets());
dispatch(hideExpander('newDatasetExpander'));
dispatch(resetForm('newDataset'));
}).catch(ex => console.log('createExampleDataset', ex))
);
}
// Download featuresets
export function fetchFeaturesets() {
return dispatch =>
promiseAction(
dispatch,
FETCH_FEATURESETS,
fetch('/features')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
return dispatch(receiveFeaturesets(json.data));
} else {
return dispatch(
showNotification(
'Error downloading feature sets ({})'.format(json.message)
));
}
}
).catch(ex => console.log('fetchFeaturesets', ex))
);
}
// Receive list of featuresets
function receiveFeaturesets(featuresets) {
return {
type: RECEIVE_FEATURESETS,
payload: featuresets
};
}
export function createModel(form) {
return dispatch =>
promiseAction(
dispatch,
CREATE_MODEL,
fetch('/models',
{ method: 'POST',
body: JSON.stringify(form),
headers: new Headers({
'Content-Type': 'application/json'
}) })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(resetForm('newModel'));
dispatch(hideExpander('newModelExpander'));
dispatch(showNotification('Model training begun.'));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
export function hideExpander(id) {
return {
type: HIDE_EXPANDER,
payload: {
id
}
};
}
export function showExpander(id) {
return {
type: SHOW_EXPANDER,
payload: {
id
}
};
}
export function toggleExpander(id) {
return {
type: TOGGLE_EXPANDER,
payload: {
id
}
};
}
// Currently, used upon creation of a new project to switch to that project
export function selectProject(id=null) {
return (dispatch) => {
dispatch(hideExpander('newProjectExpander'));
return dispatch({
type: SELECT_PROJECT,
payload: { id }
});
};
}
export function fetchFeatures() {
return dispatch =>
promiseAction(
dispatch,
FETCH_FEATURES,
fetch('/features_list')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(receiveFeatures(json.data));
} else {
dispatch(
showNotification(
'Error downloading features ({})'.format(json.message)
));
}
return json;
}
).catch(ex => console.log('fetchFeatures exception:', ex))
);
}
// Receive list of featuresets
function receiveFeatures(features) {
return {
type: RECEIVE_FEATURES,
payload: features,
};
}
export function computeFeatures(form) {
return dispatch =>
promiseAction(
dispatch,
COMPUTE_FEATURES,
fetch('/features',
{ method: 'POST',
body: JSON.stringify(form),
headers: new Headers({
'Content-Type': 'application/json'
}) }
).then(response => response.json()
).then((json) => {
if (json.status == 'success') {
dispatch(resetForm('featurize'));
dispatch(showNotification('Feature computation begun.'));
dispatch(hideExpander('featsetFormExpander'));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
export function deleteDataset(id) {
return dispatch =>
promiseAction(
dispatch,
DELETE_DATASET,
fetch(`/dataset/${id}`, { method: 'DELETE' })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Dataset deleted'));
} else {
dispatch(
showNotification(
'Error deleting dataset ({})'.format(json.message)
));
}
})
);
}
export function deleteFeatureset(id) {
return dispatch =>
promiseAction(
dispatch,
DELETE_FEATURESET,
fetch(`/features/${id}`, { method: 'DELETE' })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Feature set deleted'));
} else {
dispatch(
showNotification(
'Error deleting feature set ({})'.format(json.message)
));
}
})
);
}
export function fetchSklearnModels() {
return dispatch =>
promiseAction(
dispatch,
FETCH_SKLEARN_MODELS,
fetch('/sklearn_models')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(receiveSklearnModels(json.data));
} else {
dispatch(
showNotification(
'Error downloading sklearn models ({})'.format(json.message)
));
}
return json;
}
).catch(ex => console.log('fetchSklearnModels exception:', ex))
);
}
function receiveSklearnModels(sklearn_models) {
return {
type: RECEIVE_SKLEARN_MODELS,
payload: sklearn_models
};
}
// Download models
export function fetchModels() {
return dispatch =>
promiseAction(
dispatch,
FETCH_MODELS,
fetch('/models')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
return dispatch(receiveModels(json.data));
} else {
return dispatch(
showNotification(
'Error downloading models ({})'.format(json.message)
));
}
}
).catch(ex => console.log('fetchModels', ex))
);
}
// Receive list of models
function receiveModels(models) {
return {
type: RECEIVE_MODELS,
payload: models
};
}
export function deleteModel(id) {
return dispatch =>
promiseAction(
dispatch,
DELETE_MODEL,
fetch(`/models/${id}`, { method: 'DELETE' })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Model deleted'));
} else {
dispatch(
showNotification(
'Error deleting model ({})'.format(json.message)
));
}
})
);
}
export function doPrediction(form) {
return dispatch =>
promiseAction(
dispatch,
DO_PREDICTION,
fetch('/predictions',
{ method: 'POST',
body: JSON.stringify(form),
headers: new Headers({
'Content-Type': 'application/json'
}) }
).then(response => response.json()
).then((json) => {
if (json.status == 'success') {
dispatch(resetForm('predict'));
dispatch(showNotification('Model predictions begun.'));
dispatch(hideExpander('predictFormExpander'));
} else {
return Promise.reject({ _error: json.message });
}
return json;
})
);
}
export function deletePrediction(id) {
return dispatch =>
promiseAction(
dispatch,
DELETE_PREDICTION,
fetch(`/predictions/${id}`, { method: 'DELETE' })
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
dispatch(showNotification('Prediction deleted'));
} else {
dispatch(
showNotification(
'Error deleting prediction ({})'.format(json.message)
));
}
})
);
}
// Download predictions
export function fetchPredictions() {
return dispatch =>
promiseAction(
dispatch,
FETCH_PREDICTIONS,
fetch('/predictions')
.then(response => response.json())
.then((json) => {
if (json.status == 'success') {
return dispatch(receivePredictions(json.data));
} else {
return dispatch(showNotification(json.message));
}
}
).catch(ex => console.log('fetchPredictions', ex))
);
}
// Receive list of predictions
export function receivePredictions(preds) {
return {
type: RECEIVE_PREDICTIONS,
payload: preds
};
}
export function spinLogo() {
return {
type: SPIN_LOGO
};
}
export function groupToggleCheckedFeatures(list_of_feats_in_category) {
return {
type: GROUP_TOGGLE_FEATURES,
payload: { ctgy_list: list_of_feats_in_category }
};
}
export function clickFeatureTagCheckbox(tag) {
return {
type: CLICK_FEATURE_TAG_CHECKBOX,
payload: { tag }
};
}
export function hydrate() {
return (dispatch) => {
dispatch(fetchProjects())
.then((proj) => {
Promise.all([
dispatch(fetchDatasets()),
dispatch(fetchFeaturesets()),
dispatch(fetchFeatures()),
dispatch(fetchModels()),
dispatch(fetchPredictions())
]).then(() => {
dispatch(spinLogo());
});
});
dispatch(fetchSklearnModels());
};
}