wehub-resource-sync
128 lines
4.2 KiB
Python
128 lines
4.2 KiB
Python
# Copyright (c) ModelScope Contributors. All rights reserved.
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import gradio as gr
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from functools import partial
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from typing import Type
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from swift.arguments import RLHFArguments
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from swift.model import ModelType, get_model_list
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from swift.template import TEMPLATE_MAPPING
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from ..base import BaseUI
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class Model(BaseUI):
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group = 'llm_train'
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locale_dict = {
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'model_type': {
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'label': {
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'zh': '模型类型',
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'en': 'Select Model Type'
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},
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'info': {
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'zh': 'SWIFT已支持的模型类型',
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'en': 'Base model type supported by SWIFT'
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}
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},
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'model': {
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'label': {
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'zh': '模型id或路径',
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'en': 'Model id or path'
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},
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'info': {
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'zh': '实际的模型id',
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'en': 'The actual model id or model path'
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}
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},
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'template': {
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'label': {
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'zh': '模型Prompt模板类型',
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'en': 'Prompt template type'
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},
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'info': {
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'zh': '选择匹配模型的Prompt模板',
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'en': 'Choose the template type of the model'
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}
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},
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'system': {
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'label': {
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'zh': 'System字段',
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'en': 'System'
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},
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'info': {
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'zh': '选择system字段的内容',
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'en': 'Choose the content of the system field'
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}
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},
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'reset': {
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'value': {
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'zh': '恢复模型初始值',
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'en': 'Reset model default'
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},
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},
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'train_record': {
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'label': {
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'zh': '训练记录',
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'en': 'Train record'
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},
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'info': {
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'zh': '展示使用web-ui的历史训练及参数',
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'en': 'Show the training history and parameters'
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}
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},
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'clear_cache': {
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'value': {
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'zh': '删除训练记录',
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'en': 'Delete train records'
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},
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},
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'model_param': {
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'label': {
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'zh': '模型设置',
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'en': 'Model settings'
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},
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},
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'checkpoint': {
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'value': {
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'zh': '训练后的模型',
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'en': 'Trained model'
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}
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},
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}
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@classmethod
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def do_build_ui(cls, base_tab: Type['BaseUI']):
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with gr.Accordion(elem_id='model_param', open=True):
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with gr.Row(equal_height=True):
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model = gr.Dropdown(
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elem_id='model',
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scale=20,
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choices=get_model_list(),
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value='Qwen/Qwen2.5-7B-Instruct',
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allow_custom_value=True)
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gr.Dropdown(elem_id='model_type', choices=ModelType.get_model_name_list(), scale=20)
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gr.Dropdown(elem_id='template', choices=list(TEMPLATE_MAPPING.keys()), scale=20)
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train_record = gr.Dropdown(elem_id='train_record', choices=[], scale=20)
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clear_cache = gr.Button(elem_id='clear_cache', scale=2)
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with gr.Row():
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gr.Textbox(elem_id='system', lines=4 if cls.group == 'llm_grpo' else 1, scale=20)
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def clear_record(model):
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if model:
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cls.clear_cache(model)
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return gr.update(choices=[])
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return gr.update()
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clear_cache.click(clear_record, inputs=[model], outputs=[train_record])
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@classmethod
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def after_build_ui(cls, base_tab: Type['BaseUI']):
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cls.element('model').change(
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partial(base_tab.update_input_model, arg_cls=RLHFArguments),
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inputs=[cls.element('model')],
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outputs=[cls.element('train_record')] + list(base_tab.valid_elements().values()))
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cls.element('train_record').change(
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partial(base_tab.update_all_settings, base_tab=base_tab),
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inputs=[cls.element('model'), cls.element('train_record')],
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outputs=list(base_tab.valid_elements().values()))
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