130 lines
5.1 KiB
Python
130 lines
5.1 KiB
Python
import gradio as gr
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import requests
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import json
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from json_handlers import SettingsHandler, LanguagesHandler
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from ollama_utils import get_ollama_response
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class GradioUI:
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def __init__(self, models: list, settings: SettingsHandler, languages: LanguagesHandler):
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self.models = models
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self.settings = settings
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self.languages = languages
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self.langs = self.languages.get_supported_languages()
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def _translate_callback(self, text, model, translte_from, translte_to):
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model_options = self.settings.get_advanced_settings()
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full_response = ""
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chunck_response = get_ollama_response(model, text, translte_from, translte_to, model_options)
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for chunck in chunck_response:
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full_response += chunck
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yield full_response
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def _temp_setting_callback(self, temp_dropdown_val):
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self.settings.update_advanced_settings_param("temperature", temp_dropdown_val)
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def _top_k_setting_callback(self, top_k_dropdown_val):
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self.settings.update_advanced_settings_param("top_k", top_k_dropdown_val)
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def _top_p_setting_callback(self, top_p_dropdown_val):
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self.settings.update_advanced_settings_param("top_p", top_p_dropdown_val)
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def _reset_to_default_callback(self):
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temperature = 0.0
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top_k = 40.0
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top_p = 0.9
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default_settings = {
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"temperature": temperature,
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"top_k": top_k,
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"top_p": top_p
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}
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self.settings.update_advanced_settings(default_settings)
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return temperature, top_k, top_p
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def build_and_launch(self):
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with gr.Blocks() as gui:
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gr.Markdown("# LLM Translator")
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with gr.Tab("Translate"):
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with gr.Row():
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model_dropdown = gr.Dropdown(
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label="Model",
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info="Choose LLM Model",
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choices=self.models
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)
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with gr.Group():
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with gr.Row():
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translte_from = gr.Dropdown(
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value=self.langs[0],
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show_label=False,
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choices=self.langs,
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interactive=True
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)
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translte_to = gr.Dropdown(
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value=self.langs[1],
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show_label=False,
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choices=self.langs,
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interactive=True
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)
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with gr.Row():
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translate_input = gr.Textbox(label="Your Input", lines=15, max_lines=15)
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translate_output = gr.Textbox(label="Translated", lines=15, max_lines=15)
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btn = gr.Button("Translate", variant="primary")
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btn.click(
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fn=self._translate_callback,
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inputs=[translate_input, model_dropdown, translte_from, translte_to],
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outputs=translate_output
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)
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with gr.Tab("Advanced Settings"):
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temp_dropdown = gr.Number(
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value=self.settings.get_advanced_setting_param("temperature"),
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label="Temperature",
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info="This parameter control how creative the model is\n0 means no creativity\n1 means very creative",
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minimum=0,
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maximum=1,
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step=0.1,
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interactive=True
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)
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gr.Markdown() # Used only for spacing
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top_k_dropdown = gr.Number(
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value=self.settings.get_advanced_setting_param("top_k"),
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label="Top K",
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info="A higher value (e.g. 100) will give more diverse answers\nwhile a lower value (e.g. 10) will be more conservative.",
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minimum=1,
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maximum=200,
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step=1,
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interactive=True
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)
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gr.Markdown() # Used only for spacing
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top_p_dropdown = gr.Number(
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value=self.settings.get_advanced_setting_param("top_p"),
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label="Top P",
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info="A higher value (e.g., 0.95) will lead to more diverse answers\nwhile a lower value (e.g., 0.5) will be more conservative",
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minimum=0.1,
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maximum=1.0,
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step=0.1,
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interactive=True
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)
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gr.Markdown() # Used only for spacing
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reset_btn = gr.Button("Reset to Default")
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reset_btn.click(
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fn=self._reset_to_default_callback,
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outputs=[temp_dropdown, top_k_dropdown, top_p_dropdown]
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)
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temp_dropdown.change(self._temp_setting_callback, temp_dropdown)
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top_k_dropdown.change(self._top_k_setting_callback, top_k_dropdown)
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top_p_dropdown.change(self._top_p_setting_callback, top_p_dropdown)
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gui.launch()
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