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import sys | |
import gradio as gr | |
from llm import * | |
from utils import * | |
from presets import * | |
from overwrites import * | |
logging.basicConfig(stream=sys.stdout, level=logging.DEBUG) | |
logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout)) | |
PromptHelper.compact_text_chunks = compact_text_chunks | |
with gr.Blocks(css="") as demo: | |
with gr.Box(): | |
gr.Markdown("<h1 style='font-size: 48px; text-align: center;'>π LLaMa Difu π</h1>") | |
gr.Markdown("<h3 style='text-align: center;'>π¦ Local LLM Do It For U π¦</h3>") | |
chat_context = gr.State([]) | |
new_google_chat_context = gr.State([]) | |
with gr.Tab("Upload"): | |
with gr.Row(): | |
with gr.Column(): | |
index_type = gr.Dropdown(choices=["GPTListIndex", "GPTVectorStoreIndex"], label="index_type", value="GPTVectorStoreIndex") | |
upload_file = gr.Files(label="upload_file .txt, .pdf, .epub)") | |
new_index_name = gr.Textbox(placeholder="new_index_name: ", show_label=False).style(container=False) | |
construct_btn = gr.Button("βοΈ Index", variant="primary") | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
max_input_size = gr.Slider(256, 4096, 4096, step=1, label="max_input_size", interactive=True, show_label=True) | |
num_outputs = gr.Slider(256, 4096, 512, step=1, label="num_outputs", interactive=True, show_label=True) | |
with gr.Row(): | |
max_chunk_overlap = gr.Slider(0, 100, 20, step=1, label="max_chunk_overlap", interactive=True, show_label=True) | |
chunk_size_limit = gr.Slider(0, 4096, 0, step=1, label="chunk_size_limit", interactive=True, show_label=True) | |
with gr.Row(): | |
embedding_limit = gr.Slider(0, 100, 0, step=1, label="embedding_limit", interactive=True, show_label=True) | |
separator = gr.Textbox(show_label=False, label="separator", placeholder=",", value="", interactive=True) | |
with gr.Row(): | |
num_children = gr.Slider(2, 100, 10, step=1, label="num_children", interactive=False, show_label=True) | |
max_keywords_per_chunk = gr.Slider(1, 100, 10, step=1, label="max_keywords_per_chunk", interactive=False, show_label=True) | |
index_refresh_btn.click(refresh_json_list, None, [index_select]) | |
chat_input.submit(chat_ai, [index_select, chat_input, prompt_tmpl, refine_tmpl, sim_k, chat_tone, chat_context, chatbot, search_options_checkbox], [chat_context, chatbot]) | |
chat_input.submit(reset_textbox, [], [chat_input]) | |
chat_submit_btn.click(chat_ai, [index_select, chat_input, prompt_tmpl, refine_tmpl, sim_k, chat_tone, chat_context, chatbot, search_options_checkbox], [chat_context, chatbot]) | |
chat_submit_btn.click(reset_textbox, [], [chat_input]) | |
chat_empty_btn.click(lambda: ([], []), None, [chat_context, chatbot]) | |
tmpl_select.change(change_prompt_tmpl, [tmpl_select], [prompt_tmpl]) | |
refine_select.change(change_refine_tmpl, [refine_select], [refine_tmpl]) | |
index_type.change(lock_params, [index_type], [num_children, max_keywords_per_chunk]) | |
construct_btn.click(construct_index, [upload_file, new_index_name, index_type, max_input_size, num_outputs, max_chunk_overlap, chunk_size_limit, embedding_limit, separator, num_children], [index_select]) | |
if __name__ == "__main__": | |
demo.title = "LLaMa Do It For U" | |
demo.queue().launch() | |