lora finetune (need to be refactored)

This commit is contained in:
josc146
2023-07-03 17:41:47 +08:00
parent c54d10795f
commit 987854fe49
42 changed files with 4825 additions and 158 deletions

View File

@@ -14,6 +14,8 @@ import { CompletionPreset } from '../pages/Completion';
import { defaultModelConfigs, defaultModelConfigsMac } from '../pages/defaultModelConfigs';
import commonStore from './commonStore';
import { Preset } from '../pages/PresetsManager/PresetsButton';
import { DataProcessParameters, LoraFinetuneParameters } from '../pages/Train';
import { ChartData } from 'chart.js';
export enum ModelStatus {
Offline,
@@ -30,6 +32,8 @@ export type Status = {
export type Platform = 'windows' | 'darwin' | 'linux';
const labels = ['January', 'February', 'March', 'April', 'May', 'June', 'July'];
class CommonStore {
// global
status: Status = {
@@ -62,6 +66,40 @@ class CommonStore {
// downloads
downloadList: DownloadStatus[] = [];
lastUnfinishedModelDownloads: DownloadStatus[] = [];
// train
wslStdout: string = '';
chartTitle: string = '';
chartData: ChartData<'line', (number | null)[], string> = { labels: [], datasets: [] };
loraModels: string[] = [];
dataProcessParams: DataProcessParameters = {
dataPath: 'finetune/data/sample.jsonl',
vocabPath: 'backend-python/rwkv_pip/rwkv_vocab_v20230424.txt'
};
loraFinetuneParams: LoraFinetuneParameters = {
baseModel: '',
ctxLen: 1024,
epochSteps: 1000,
epochCount: 20,
epochBegin: 0,
epochSave: 5,
microBsz: 1,
accumGradBatches: 8,
preFfn: false,
headQk: false,
lrInit: '5e-5',
lrFinal: '5e-5',
warmupSteps: 0,
beta1: 0.9,
beta2: 0.999,
adamEps: '1e-8',
devices: 1,
precision: 'bf16',
gradCp: false,
loraR: 8,
loraAlpha: 32,
loraDropout: 0.01,
loraLoad: ''
};
// settings
advancedCollapsed: boolean = true;
settings: SettingsType = {
@@ -228,6 +266,34 @@ class CommonStore {
setCompletionSubmittedPrompt(value: string) {
this.completionSubmittedPrompt = value;
}
setWslStdout(value: string) {
this.wslStdout = value;
}
setDataProcessParams(value: DataProcessParameters, saveConfig: boolean = true) {
this.dataProcessParams = value;
if (saveConfig)
saveConfigs();
}
setLoraFinetuneParameters(value: LoraFinetuneParameters, saveConfig: boolean = true) {
this.loraFinetuneParams = value;
if (saveConfig)
saveConfigs();
}
setChartTitle(value: string) {
this.chartTitle = value;
}
setChartData(value: ChartData<'line', (number | null)[], string>) {
this.chartData = value;
}
setLoraModels(value: string[]) {
this.loraModels = value;
}
}
export default new CommonStore();