223 lines
2.4 KiB
JavaScript
223 lines
2.4 KiB
JavaScript
const config = require('../../config');
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const providers = config.providers;
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const crypto = require('crypto');
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const bcrypt = require('bcrypt');
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const moment = require('moment');
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module.exports = function(sequelize, DataTypes) {
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const training_runs = sequelize.define(
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'training_runs',
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{
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id: {
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type: DataTypes.UUID,
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defaultValue: DataTypes.UUIDV4,
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primaryKey: true,
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},
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run_name: {
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type: DataTypes.TEXT,
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},
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pipeline_stage: {
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type: DataTypes.ENUM,
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values: [
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"data_prep",
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"training",
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"evaluation",
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"packaging",
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"deployment"
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],
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},
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status: {
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type: DataTypes.ENUM,
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values: [
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"queued",
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"running",
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"succeeded",
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"failed",
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"cancelled"
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],
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},
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dataset_summary: {
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type: DataTypes.TEXT,
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},
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hyperparameters: {
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type: DataTypes.TEXT,
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},
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accuracy: {
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type: DataTypes.DECIMAL,
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},
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precision: {
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type: DataTypes.DECIMAL,
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},
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recall: {
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type: DataTypes.DECIMAL,
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},
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f1_score: {
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type: DataTypes.DECIMAL,
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},
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metrics_notes: {
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type: DataTypes.TEXT,
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},
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started_at: {
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type: DataTypes.DATE,
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},
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ended_at: {
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type: DataTypes.DATE,
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},
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logs_uri: {
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type: DataTypes.TEXT,
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},
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importHash: {
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type: DataTypes.STRING(255),
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allowNull: true,
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unique: true,
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},
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},
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{
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timestamps: true,
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paranoid: true,
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freezeTableName: true,
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},
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);
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training_runs.associate = (db) => {
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/// loop through entities and it's fields, and if ref === current e[name] and create relation has many on parent entity
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//end loop
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db.training_runs.belongsTo(db.model_versions, {
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as: 'model_version',
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foreignKey: {
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name: 'model_versionId',
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},
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constraints: false,
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});
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db.training_runs.belongsTo(db.organizations, {
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as: 'organizations',
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foreignKey: {
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name: 'organizationsId',
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},
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constraints: false,
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});
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db.training_runs.belongsTo(db.users, {
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as: 'createdBy',
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});
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db.training_runs.belongsTo(db.users, {
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as: 'updatedBy',
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});
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};
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return training_runs;
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};
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