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