Files
gpustack-ui/src/pages/llmodels/components/data-form.tsx
T
2025-01-03 20:51:22 +08:00

631 lines
16 KiB
TypeScript

import IconFont from '@/components/icon-font';
import SealAutoComplete from '@/components/seal-form/auto-complete';
import SealInput from '@/components/seal-form/seal-input';
import SealSelect from '@/components/seal-form/seal-select';
import { PageAction } from '@/config';
import { PageActionType } from '@/config/types';
import { useIntl } from '@umijs/max';
import { Form, Tooltip, Typography } from 'antd';
import _ from 'lodash';
import React, {
forwardRef,
useCallback,
useEffect,
useImperativeHandle,
useMemo,
useRef,
useState
} from 'react';
import { queryGPUList } from '../apis';
import {
HuggingFaceTaskMap,
ModelscopeTaskMap,
backendOptionsMap,
modelSourceMap,
modelTaskMap,
ollamaModelOptions
} from '../config';
import { HuggingFaceModels, ModelScopeModels } from '../config/audio-catalog';
import { FormData, GPUListItem } from '../config/types';
import AdvanceConfig from './advance-config';
interface DataFormProps {
ref?: any;
source: string;
action: PageActionType;
selectedModel: any;
isGGUF: boolean;
sizeOptions?: Global.BaseOption<number>[];
quantizationOptions?: Global.BaseOption<string>[];
sourceDisable?: boolean;
byBuiltIn?: boolean;
backendOptions?: Global.BaseOption<string>[];
onOk: (values: FormData) => void;
onBackendChange?: (value: string) => void;
}
const SEARCH_SOURCE = [
modelSourceMap.huggingface_value,
modelSourceMap.modelscope_value
];
const sourceOptions = [
{
label: 'Hugging Face',
value: modelSourceMap.huggingface_value,
key: 'huggingface'
},
{
label: 'Ollama Library',
value: modelSourceMap.ollama_library_value,
key: 'ollama_library'
},
{
label: 'ModelScope',
value: modelSourceMap.modelscope_value,
key: 'model_scope'
},
{
label: 'models.form.localPath',
locale: true,
value: modelSourceMap.local_path_value,
key: 'local_path'
}
];
const DataForm: React.FC<DataFormProps> = forwardRef((props, ref) => {
const {
action,
isGGUF,
sourceDisable = true,
backendOptions,
byBuiltIn,
onOk
} = props;
const [form] = Form.useForm();
const intl = useIntl();
const [gpuOptions, setGpuOptions] = useState<
Array<GPUListItem & { label: string; value: string }>
>([]);
const [modelTask, setModelTask] = useState<Record<string, any>>({
type: '',
value: '',
text2speech: false,
speech2text: false
});
const localPathCache = useRef<string>('');
const getGPUList = async () => {
const data = await queryGPUList();
const list = _.map(data.items, (item: GPUListItem) => {
return {
...item,
title: '',
label: ` ${item.name}(${item.worker_name})[
${intl.formatMessage({ id: 'resources.table.index' })}:${item.index}]`,
value: item.id
};
});
setGpuOptions(list);
};
useEffect(() => {
getGPUList();
}, []);
const handleSumit = () => {
form.submit();
};
useImperativeHandle(
ref,
() => {
return {
submit: handleSumit,
setFieldsValue: (values: FormData) => {
form.setFieldsValue(values);
},
setFieldValue: (name: string, value: any) => {
form.setFieldValue(name, value);
},
getFieldValue: (name: string) => {
return form.getFieldValue(name);
},
resetFields() {
form.resetFields();
}
};
},
[]
);
const identifyModelTask = () => {
let data = null;
if (props.source === modelSourceMap.huggingface_value) {
data = HuggingFaceModels.find(
(item) =>
`${item.org}/${item.name}`.indexOf(props.selectedModel.name) > -1 ||
props.selectedModel.name?.indexOf(`${item.org}/${item.name}`) > -1
);
}
if (props.source === modelSourceMap.modelscope_value) {
data = ModelScopeModels.find(
(item) =>
`${item.org}/${item.name}`.indexOf(props.selectedModel.name) > -1 ||
props.selectedModel.name?.indexOf(`${item.org}/${item.name}`) > -1
);
}
if (data) {
return modelTaskMap.audio;
}
return '';
};
const handleOnSelectModel = () => {
let name = _.split(props.selectedModel.name, '/').slice(-1)[0];
const reg = /(-gguf)$/i;
name = _.toLower(name).replace(reg, '');
const modelTaskType = identifyModelTask();
const modelTask =
HuggingFaceTaskMap.audio.includes(props.selectedModel.task) ||
ModelscopeTaskMap.audio.includes(props.selectedModel.task)
? modelTaskMap.audio
: '';
setModelTask({
value: props.selectedModel.task,
type: modelTaskType || modelTask,
text2speech:
HuggingFaceTaskMap[modelTaskMap.textToSpeech] ===
props.selectedModel.task ||
ModelscopeTaskMap[modelTaskMap.textToSpeech] ===
props.selectedModel.task,
speech2text:
HuggingFaceTaskMap[modelTaskMap.speechToText] ===
props.selectedModel.task ||
ModelscopeTaskMap[modelTaskMap.speechToText] ===
props.selectedModel.task
});
if (SEARCH_SOURCE.includes(props.source)) {
form.setFieldsValue({
repo_id: props.selectedModel.name,
name: name
});
} else {
form.setFieldsValue({
ollama_library_model_name: props.selectedModel.name,
name: name
});
}
};
const handleOnFocus = () => {
localPathCache.current = form.getFieldValue('local_path');
};
const handleLocalPathBlur = (e: any) => {
const value = e.target.value;
if (value === localPathCache.current && value) {
return;
}
const isEndwithGGUF = _.endsWith(value, '.gguf');
let backend = backendOptionsMap.llamaBox;
if (!isEndwithGGUF) {
backend = backendOptionsMap.vllm;
}
props.onBackendChange?.(backend);
form.setFieldValue('backend', backend);
};
const renderHuggingfaceFields = () => {
return (
<>
<Form.Item<FormData>
name="repo_id"
key="repo_id"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{ name: intl.formatMessage({ id: 'models.form.repoid' }) }
)
}
]}
>
<SealInput.Input
label={intl.formatMessage({ id: 'models.form.repoid' })}
required
disabled={true}
></SealInput.Input>
</Form.Item>
{isGGUF && (
<Form.Item<FormData>
name="file_name"
key="file_name"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{ name: intl.formatMessage({ id: 'models.form.filename' }) }
)
}
]}
>
<SealInput.Input
label={intl.formatMessage({ id: 'models.form.filename' })}
required
disabled={true}
></SealInput.Input>
</Form.Item>
)}
</>
);
};
const renderOllamaModelFields = () => {
return (
<>
<Form.Item<FormData>
name="ollama_library_model_name"
key="ollama_library_model_name"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{ name: intl.formatMessage({ id: 'models.table.name' }) }
)
}
]}
>
<SealAutoComplete
filterOption
defaultActiveFirstOption
disabled={false}
options={ollamaModelOptions}
label={intl.formatMessage({ id: 'model.form.ollama.model' })}
placeholder={intl.formatMessage({ id: 'model.form.ollamaholder' })}
addAfter={
<Typography.Link
href="https://www.ollama.com/library"
target="_blank"
>
<Tooltip
title={intl.formatMessage({ id: 'models.form.ollamalink' })}
placement="topRight"
>
<IconFont
type="icon-external-link"
className="font-size-14"
></IconFont>
</Tooltip>
</Typography.Link>
}
required
></SealAutoComplete>
</Form.Item>
</>
);
};
const renderLocalPathFields = () => {
return (
<>
<Form.Item<FormData>
name="local_path"
key="local_path"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{ name: intl.formatMessage({ id: 'models.form.filePath' }) }
)
}
]}
>
<SealInput.Input
onBlur={handleLocalPathBlur}
onFocus={handleOnFocus}
label={intl.formatMessage({ id: 'models.form.filePath' })}
required
></SealInput.Input>
</Form.Item>
</>
);
};
const handleSizeChange = (val: any) => {
form.setFieldsValue({
quantization: ''
});
};
const renderFieldsFromCatalog = useMemo(() => {
if (!byBuiltIn) {
return null;
}
return (
<>
<Form.Item<FormData>
name="size"
key="size"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.select'
},
{ name: 'size' }
)
}
]}
>
<SealAutoComplete
filterOption
onChange={handleSizeChange}
defaultActiveFirstOption
disabled={false}
options={props.sizeOptions}
label="Size"
required
></SealAutoComplete>
</Form.Item>
<Form.Item<FormData>
name="quantization"
key="quantization"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.select'
},
{ name: 'quantization' }
)
}
]}
>
<SealAutoComplete
filterOption
defaultActiveFirstOption
disabled={false}
options={props.quantizationOptions}
label="Quantization"
required
></SealAutoComplete>
</Form.Item>
</>
);
}, [props.sizeOptions, props.quantizationOptions, byBuiltIn]);
const renderFieldsBySource = useMemo(() => {
if (SEARCH_SOURCE.includes(props.source)) {
return renderHuggingfaceFields();
}
if (props.source === modelSourceMap.ollama_library_value) {
return renderOllamaModelFields();
}
if (props.source === modelSourceMap.local_path_value) {
return renderLocalPathFields();
}
return null;
}, [props.source, isGGUF, intl]);
const handleBackendChange = useCallback((val: string) => {
if (val === backendOptionsMap.llamaBox) {
form.setFieldsValue({
distributed_inference_across_workers: true,
cpu_offloading: true
});
}
form.setFieldValue('backend_version', '');
}, []);
const handleOk = (formdata: FormData) => {
let data = _.cloneDeep(formdata);
if (data.categories) {
data.categories = [data.categories];
} else {
data.categories = [];
}
onOk({
..._.omit(data, ['scheduleType'])
});
};
useEffect(() => {
if (action === PageAction.EDIT) return;
if (modelTask.type === modelTaskMap.audio) {
form.setFieldValue('backend', backendOptionsMap.voxBox);
} else {
form.setFieldValue(
'backend',
isGGUF ? backendOptionsMap.llamaBox : backendOptionsMap.vllm
);
}
}, [isGGUF, modelTask]);
useEffect(() => {
handleOnSelectModel();
}, [props.selectedModel.name]);
return (
<Form
name="deployModel"
form={form}
onFinish={handleOk}
preserve={false}
style={{ padding: '16px 24px' }}
clearOnDestroy={true}
initialValues={{
replicas: 1,
source: props.source,
placement_strategy: 'spread',
cpu_offloading: true,
scheduleType: 'auto',
categories: null,
distributed_inference_across_workers: true
}}
>
<Form.Item<FormData>
name="name"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{ name: intl.formatMessage({ id: 'common.table.name' }) }
)
}
]}
>
<SealInput.Input
label={intl.formatMessage({
id: 'common.table.name'
})}
required
></SealInput.Input>
</Form.Item>
{
<Form.Item<FormData>
name="source"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.select'
},
{ name: intl.formatMessage({ id: 'models.form.source' }) }
)
}
]}
>
{
<SealSelect
disabled={sourceDisable}
label={intl.formatMessage({
id: 'models.form.source'
})}
options={sourceOptions}
required
></SealSelect>
}
</Form.Item>
}
{renderFieldsBySource}
<Form.Item<FormData>
name="replicas"
rules={[
{
required: true,
message: intl.formatMessage(
{
id: 'common.form.rule.input'
},
{
name: intl.formatMessage({ id: 'models.form.replicas' })
}
)
}
]}
>
<SealInput.Number
style={{ width: '100%' }}
label={intl.formatMessage({
id: 'models.form.replicas'
})}
required
min={0}
></SealInput.Number>
</Form.Item>
<Form.Item name="backend">
<SealSelect
onChange={handleBackendChange}
label={intl.formatMessage({ id: 'models.form.backend' })}
description={
<div>
<div>
1. {intl.formatMessage({ id: 'models.form.backend.llamabox' })}
</div>
<div>
2. {intl.formatMessage({ id: 'models.form.backend.vllm' })}
</div>
<div>
3. {intl.formatMessage({ id: 'models.form.backend.voxbox' })}
</div>
</div>
}
options={
backendOptions ?? [
{
label: `llama-box`,
value: backendOptionsMap.llamaBox,
disabled:
props.source === modelSourceMap.local_path_value
? false
: !isGGUF
},
{
label: 'vLLM',
value: backendOptionsMap.vllm,
disabled:
props.source === modelSourceMap.local_path_value
? false
: isGGUF
},
{
label: 'vox-box',
value: backendOptionsMap.voxBox,
disabled: props.source === modelSourceMap.ollama_library_value
}
]
}
disabled={
action === PageAction.EDIT &&
props.source !== modelSourceMap.local_path_value
}
></SealSelect>
</Form.Item>
{renderFieldsFromCatalog}
<Form.Item<FormData> name="description">
<SealInput.TextArea
label={intl.formatMessage({
id: 'common.table.description'
})}
></SealInput.TextArea>
</Form.Item>
<AdvanceConfig
form={form}
gpuOptions={gpuOptions}
isGGUF={isGGUF}
action={action}
source={props.source}
></AdvanceConfig>
</Form>
);
});
export default React.memo(DataForm);