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from typing import TYPE_CHECKING, Dict |
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import gradio as gr |
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from ...data import templates |
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from ...extras.constants import METHODS, SUPPORTED_MODELS |
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from ..common import get_model_path, get_template, list_adapters, save_config |
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from ..utils import can_quantize |
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if TYPE_CHECKING: |
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from gradio.components import Component |
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def create_top() -> Dict[str, "Component"]: |
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available_models = list(SUPPORTED_MODELS.keys()) + ["Custom"] |
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with gr.Row(): |
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lang = gr.Dropdown(choices=["en", "ru", "zh"], scale=1) |
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model_name = gr.Dropdown(choices=available_models, scale=3) |
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model_path = gr.Textbox(scale=3) |
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with gr.Row(): |
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finetuning_type = gr.Dropdown(choices=METHODS, value="lora", scale=1) |
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adapter_path = gr.Dropdown(multiselect=True, scale=5, allow_custom_value=True) |
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refresh_btn = gr.Button(scale=1) |
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with gr.Accordion(label="Advanced config", open=False) as advanced_tab: |
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with gr.Row(): |
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quantization_bit = gr.Dropdown(choices=["none", "8", "4"], value="none") |
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template = gr.Dropdown(choices=list(templates.keys()), value="default") |
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rope_scaling = gr.Radio(choices=["none", "linear", "dynamic"], value="none") |
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booster = gr.Radio(choices=["none", "flash_attn", "unsloth"], value="none") |
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model_name.change(list_adapters, [model_name, finetuning_type], [adapter_path], queue=False).then( |
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get_model_path, [model_name], [model_path], queue=False |
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).then( |
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get_template, [model_name], [template], queue=False |
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) |
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model_path.change(save_config, inputs=[lang, model_name, model_path], queue=False) |
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finetuning_type.change(list_adapters, [model_name, finetuning_type], [adapter_path], queue=False).then( |
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can_quantize, [finetuning_type], [quantization_bit], queue=False |
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) |
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refresh_btn.click(list_adapters, [model_name, finetuning_type], [adapter_path], queue=False) |
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return dict( |
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lang=lang, |
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model_name=model_name, |
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model_path=model_path, |
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finetuning_type=finetuning_type, |
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adapter_path=adapter_path, |
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refresh_btn=refresh_btn, |
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advanced_tab=advanced_tab, |
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quantization_bit=quantization_bit, |
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template=template, |
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rope_scaling=rope_scaling, |
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booster=booster, |
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) |
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