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import os |
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from functools import partial |
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from typing import List, Union |
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import gradio as gr |
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from packaging import version |
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from transformers.utils import strtobool |
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import swift |
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from swift.llm import DeployArguments, EvalArguments, ExportArguments, RLHFArguments, SwiftPipeline, WebUIArguments |
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from swift.ui.llm_eval.llm_eval import LLMEval |
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from swift.ui.llm_export.llm_export import LLMExport |
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from swift.ui.llm_infer.llm_infer import LLMInfer |
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from swift.ui.llm_train.llm_train import LLMTrain |
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locale_dict = { |
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'title': { |
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'zh': '🚀SWIFT: 轻量级大模型训练推理框架', |
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'en': '🚀SWIFT: Scalable lightWeight Infrastructure for Fine-Tuning and Inference' |
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}, |
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'sub_title': { |
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'zh': |
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'请查看 <a href=\"https://github.com/modelscope/swift/tree/main/docs/source\" target=\"_blank\">' |
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'SWIFT 文档</a>来查看更多功能，使用SWIFT_UI_LANG=en环境变量来切换英文界面', |
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'en': |
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'Please check <a href=\"https://github.com/modelscope/swift/tree/main/docs/source_en\" target=\"_blank\">' |
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'SWIFT Documentation</a> for more usages, Use SWIFT_UI_LANG=zh variable to switch to Chinese UI', |
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}, |
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'star_beggar': { |
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'zh': |
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'喜欢<a href=\"https://github.com/modelscope/swift\" target=\"_blank\">SWIFT</a>就动动手指给我们加个star吧🥺 ', |
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'en': |
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'If you like <a href=\"https://github.com/modelscope/swift\" target=\"_blank\">SWIFT</a>, ' |
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'please take a few seconds to star us🥺 ' |
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}, |
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} |
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class SwiftWebUI(SwiftPipeline): |
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args_class = WebUIArguments |
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args: args_class |
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def run(self): |
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lang = os.environ.get('SWIFT_UI_LANG') or self.args.lang |
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share_env = os.environ.get('WEBUI_SHARE') |
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share = strtobool(share_env) if share_env else self.args.share |
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server = os.environ.get('WEBUI_SERVER') or self.args.server_name |
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port_env = os.environ.get('WEBUI_PORT') |
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port = int(port_env) if port_env else self.args.server_port |
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LLMTrain.set_lang(lang) |
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LLMInfer.set_lang(lang) |
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LLMExport.set_lang(lang) |
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LLMEval.set_lang(lang) |
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with gr.Blocks(title='SWIFT WebUI', theme=gr.themes.Base()) as app: |
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try: |
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_version = swift.__version__ |
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except AttributeError: |
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_version = '' |
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gr.HTML(f"<h1><center>{locale_dict['title'][lang]}({_version})</center></h1>") |
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gr.HTML(f"<h3><center>{locale_dict['sub_title'][lang]}</center></h3>") |
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with gr.Tabs(): |
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LLMTrain.build_ui(LLMTrain) |
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LLMInfer.build_ui(LLMInfer) |
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LLMExport.build_ui(LLMExport) |
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LLMEval.build_ui(LLMEval) |
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concurrent = {} |
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if version.parse(gr.__version__) < version.parse('4.0.0'): |
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concurrent = {'concurrency_count': 5} |
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app.load( |
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partial(LLMTrain.update_input_model, arg_cls=RLHFArguments), |
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inputs=[LLMTrain.element('model')], |
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outputs=[LLMTrain.element('train_record')] + list(LLMTrain.valid_elements().values())) |
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app.load( |
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partial(LLMInfer.update_input_model, arg_cls=DeployArguments, has_record=False), |
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inputs=[LLMInfer.element('model')], |
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outputs=list(LLMInfer.valid_elements().values())) |
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app.load( |
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partial(LLMExport.update_input_model, arg_cls=ExportArguments, has_record=False), |
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inputs=[LLMExport.element('model')], |
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outputs=list(LLMExport.valid_elements().values())) |
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app.load( |
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partial(LLMEval.update_input_model, arg_cls=EvalArguments, has_record=False), |
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inputs=[LLMEval.element('model')], |
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outputs=list(LLMEval.valid_elements().values())) |
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app.queue(**concurrent).launch(server_name=server, inbrowser=True, server_port=port, height=800, share=share) |
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def webui_main(args: Union[List[str], WebUIArguments, None] = None): |
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return SwiftWebUI(args).main() |
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