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gpustack-ui/src/pages/llmodels/components/hf-model-file.tsx
T

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11 KiB
TypeScript

import { getRequestId } from '@/atoms/models';
import SimpleOverlay from '@/components/simple-overlay';
import { createAxiosToken } from '@/hooks/use-chunk-request';
import { useIntl } from '@umijs/max';
import { Empty, Select, Spin } from 'antd';
import _ from 'lodash';
import React, {
forwardRef,
memo,
useCallback,
useEffect,
useImperativeHandle,
useRef,
useState
} from 'react';
import 'simplebar-react/dist/simplebar.min.css';
import styled from 'styled-components';
import {
evaluationsModelSpec,
queryHuggingfaceModelFiles,
queryModelScopeModelFiles
} from '../apis';
import { backendOptionsMap, modelSourceMap } from '../config';
import '../style/hf-model-file.less';
import FileSkeleton from './file-skeleton';
import ModelFileItem from './model-file-item';
import TitleWrapper from './title-wrapper';
const ItemFileWrapper = styled.div`
display: flex;
flex-direction: column;
justify-content: center;
width: 100%;
gap: 24px;
`;
interface HFModelFileProps {
isDownload?: boolean;
selectedModel: any;
collapsed?: boolean;
loadingModel?: boolean;
modelSource: string;
ref: any;
gpuOptions?: any[];
onSelectFile?: (file: any, flagId: number) => void;
updateEvaluteState: (state: 'model' | 'form' | 'file') => number;
onSelectFileAfterEvaluate?: (file: any) => void;
}
const pattern = /^(.*)-(\d+)-of-(\d+)\.(.*)$/;
const filterReg = /\.(safetensors|gguf)$/i;
const includeReg = /\.(safetensors|gguf)$/i;
const filterRegGGUF = /\.(gguf)$/i;
const HFModelFile: React.FC<HFModelFileProps> = forwardRef((props, ref) => {
const {
collapsed,
modelSource,
isDownload,
updateEvaluteState,
onSelectFileAfterEvaluate
} = props;
const intl = useIntl();
const [isEvaluating, setIsEvaluating] = useState(false);
const [dataSource, setDataSource] = useState<any>({
fileList: [],
loading: false
});
const [sortType, setSortType] = useState<string>('size');
const [current, setCurrent] = useState<string>('');
const currentPathRef = useRef<string>('');
const modelFilesSortOptions = useRef<any[]>([
{
label: intl.formatMessage({ id: 'models.sort.size' }),
value: 'size'
},
{
label: intl.formatMessage({ id: 'models.sort.name' }),
value: 'name'
}
]);
const axiosTokenRef = useRef<any>(null);
const checkTokenRef = useRef<any>(null);
const timer = useRef<any>(null);
const parentRequestModelId = useRef<number>(0);
const handleSelectModelFile = (item: any) => {
props.onSelectFile?.(item, parentRequestModelId.current);
setCurrent(item.path);
currentPathRef.current = item.path;
};
const parseFilename = (filename: string) => {
const match = filename.match(pattern);
if (match) {
return {
filename: match[1],
part: parseInt(match[2], 10),
total: parseInt(match[3], 10),
extension: match[4]
};
} else {
return null;
}
};
const generateGroupByFilename = useCallback((list: any[]) => {
// general file
const generalFileList = _.filter(list, (item: any) => {
const parsed = parseFilename(item.path);
return !parsed;
});
const newGeneralFileList = _.map(generalFileList, (item: any) => {
return {
...item,
fakeName: item.path
};
});
// shard file
const shardFileList = _.filter(list, (item: any) => {
const parsed = parseFilename(item.path);
return !!parsed;
});
const newShardFileList = _.map(shardFileList, (item: any) => {
const parsed = parseFilename(item.path);
return {
...item,
...parsed
};
});
const group = _.groupBy(newShardFileList, 'filename');
const shardFileListResult = _.map(
group,
(value: any[], filename: string) => {
return {
path: filename,
fakeName: `${filename}-*.${_.get(value, '[0].extension')}`,
size: _.sumBy(value, 'size'),
parts: value
};
}
);
return [...shardFileListResult, ...newGeneralFileList];
}, []);
const hfFileFilter = (file: any) => {
return filterRegGGUF.test(file.path) || _.includes(file.path, '.gguf');
};
// hugging face files
const getHuggingfaceFiles = async () => {
try {
const res = await queryHuggingfaceModelFiles(
{ repo: props.selectedModel.name || '' },
{
signal: axiosTokenRef.current.signal
}
);
const fileList = _.filter(res, (file: any) => {
return file.type === 'file';
});
const list = _.filter(fileList, (file: any) => {
return hfFileFilter(file) && file.path.indexOf('mmproj') === -1;
});
return list;
} catch (error) {
return [];
}
};
const modelscopeFileFilter = (file: any) => {
return (
filterRegGGUF.test(file.Path) &&
file.Type === 'blob' &&
file.Path.indexOf('mmproj') === -1
);
};
// modelscope files
const getModelScopeFiles = async () => {
try {
const data = await queryModelScopeModelFiles(
{
name: props.selectedModel.name || '',
revision: props.selectedModel.revision || 'master'
},
{
signal: axiosTokenRef.current.signal
}
);
const fileList = _.filter(_.get(data, ['Data', 'Files']), (file: any) => {
return modelscopeFileFilter(file);
});
const list = _.map(fileList, (item: any) => {
return {
path: item.Path,
size: item.Size
};
});
return list;
} catch (error) {
return [];
}
};
const getEvaluateResults = useCallback(async (repoList: any[]) => {
try {
checkTokenRef.current?.cancel?.();
checkTokenRef.current = createAxiosToken();
const evaluations = await evaluationsModelSpec(
{
model_specs: repoList
},
{
token: checkTokenRef.current.token
}
);
return evaluations.results || [];
} catch (error) {
return [];
}
}, []);
const handleEvaluate = async (list: any[]) => {
if (isDownload) {
return;
}
try {
const evaluateFileList = list.map((item: any) => {
return {
backend: backendOptionsMap.llamaBox,
source: modelSource,
...(modelSource === modelSourceMap.huggingface_value
? {
huggingface_repo_id: props.selectedModel.name,
huggingface_filename: item.fakeName
}
: {
model_scope_model_id: props.selectedModel.name,
model_scope_file_path: item.fakeName
})
};
});
setIsEvaluating(true);
const evaluationList = await getEvaluateResults(evaluateFileList);
const resultList = _.map(list, (item: any, index: number) => {
return {
...item,
evaluateResult: evaluationList[index]
};
});
const currentItem = _.find(
resultList,
(item: any) => item.path === currentPathRef.current
);
if (currentItem) {
onSelectFileAfterEvaluate?.(currentItem);
}
setDataSource({ fileList: resultList, loading: false });
setIsEvaluating(false);
} catch (error) {
setIsEvaluating(false);
}
};
const handleFetchModelFiles = async () => {
if (!props.selectedModel.name) {
setDataSource({ fileList: [], loading: false });
handleSelectModelFile({});
return;
}
parentRequestModelId.current = getRequestId();
checkTokenRef.current?.cancel?.();
axiosTokenRef.current?.abort?.();
axiosTokenRef.current = new AbortController();
setDataSource({ ...dataSource, loading: true });
setCurrent('');
try {
let list = [];
const currentParentRequestId = getRequestId();
if (modelSourceMap.huggingface_value === modelSource) {
list = await getHuggingfaceFiles();
} else if (modelSourceMap.modelscope_value === modelSource) {
list = await getModelScopeFiles();
}
if (currentParentRequestId !== getRequestId()) {
return;
}
const newList = generateGroupByFilename(list);
const sortList = _.sortBy(newList, (item: any) => {
return sortType === 'size' ? item.size : item.path;
});
handleSelectModelFile(sortList[0] || {});
setDataSource({ fileList: sortList, loading: false });
} catch (error) {
setDataSource({ fileList: [], loading: false });
handleSelectModelFile({});
}
};
const handleSortChange = (value: string) => {
const list = _.sortBy(dataSource.fileList, (item: any) => {
return value === 'size' ? item.size : item.path;
});
setSortType(value);
setDataSource({ ...dataSource, fileList: list });
};
const cancelRequest = () => {
axiosTokenRef.current?.abort?.();
checkTokenRef.current?.cancel?.();
if (timer.current) {
clearTimeout(timer.current);
}
};
useImperativeHandle(ref, () => ({
fetchModelFiles: handleFetchModelFiles,
cancelRequest: cancelRequest
}));
useEffect(() => {
if (!props.selectedModel.name) {
setDataSource({ fileList: [], loading: false });
}
}, [props.selectedModel?.name]);
useEffect(() => {
return () => {
cancelRequest();
};
}, []);
return (
<div className="files-wrap">
<TitleWrapper>
<span className="title">
{intl.formatMessage({ id: 'models.available.files' })} (
{dataSource.fileList.length || 0})
</span>
<Select
value={sortType}
onChange={handleSortChange}
labelRender={({ label }) => {
return (
<span>
{intl.formatMessage({ id: 'model.deploy.sort' })}: {label}
</span>
);
}}
options={modelFilesSortOptions.current}
size="middle"
style={{ width: '120px' }}
></Select>
</TitleWrapper>
{dataSource.loading && (
<div className="spin-wrapper">
<Spin
spinning={dataSource.loading}
style={{ height: '100%', width: '100%' }}
></Spin>
</div>
)}
<SimpleOverlay height={collapsed ? 'max-content' : 'calc(100vh - 300px)'}>
<div style={{ padding: '16px 24px' }}>
{dataSource.loading ? (
<ItemFileWrapper>
{_.times(5, (index: number) => {
return <FileSkeleton key={index}></FileSkeleton>;
})}
</ItemFileWrapper>
) : dataSource.fileList.length ? (
<ItemFileWrapper>
{_.map(dataSource.fileList, (item: any) => {
return (
<ModelFileItem
key={item.path}
data={item}
isEvaluating={isEvaluating}
active={item.path === current}
handleSelectModelFile={handleSelectModelFile}
></ModelFileItem>
);
})}
</ItemFileWrapper>
) : (
<Empty
imageStyle={{ height: 'auto', marginTop: '20px' }}
image={Empty.PRESENTED_IMAGE_SIMPLE}
description={intl.formatMessage({
id: 'models.search.nofiles'
})}
/>
)}
</div>
</SimpleOverlay>
</div>
);
});
export default memo(HFModelFile);