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import gradio as gr | |
import os | |
import time | |
from utils import * | |
vectordb = "" | |
def print_like_dislike(x: gr.LikeData): | |
print(x.index, x.value, x.liked) | |
def add_message(history, message): | |
if len(message["files"]) > 0: | |
history.append((message["files"], None)) | |
if message["text"] is not None and message["text"] != "": | |
history.append((message["text"], None)) | |
return history, gr.MultimodalTextbox(value=None, interactive=False) | |
def bot(history): | |
global vectordb | |
global tsk | |
if type(history[-1][0]) != tuple: | |
if vectordb == "": | |
pipe = pipeline(tsk, tokenizer=tokenizer, model=model) | |
response = pipe(history[-1][0])[0] | |
response = response["generated_text"] | |
history[-1][1] = "" | |
for character in response: | |
history[-1][1] += character | |
time.sleep(0.05) | |
yield history | |
else: | |
try: | |
response = just_chatting(model=model, tokenizer=tokenizer, query=history[-1][0], vectordb=vectordb, chat_history=[convert_none_to_str(his) for his in history])["answer"] | |
history[-1][1] = "" | |
for character in response: | |
history[-1][1] += character | |
time.sleep(0.05) | |
yield history | |
except Exception as e: | |
response = f"Sorry, the error '{e}' occured while generating the response; check [troubleshooting documentation](https://astrabert.github.io/everything-rag/#troubleshooting) for more" | |
if type(history[-1][0]) == tuple: | |
filelist = [] | |
for i in history[-1][0]: | |
filelist.append(i) | |
finalpdf = merge_pdfs(filelist) | |
vectordb = create_a_persistent_db(finalpdf, os.path.dirname(finalpdf)+"_localDB", os.path.dirname(finalpdf)+"_embcache") | |
response = "VectorDB was successfully created, now you can ask me anything about the document you uploaded!π" | |
history[-1][1] = "" | |
for character in response: | |
history[-1][1] += character | |
time.sleep(0.05) | |
yield history | |
with gr.Blocks() as demo: | |
chatbot = gr.Chatbot( | |
[[None, "Hi, I'm **everything-rag**π€.\nI'm here to assist you and let you chat with _your_ pdfs!\nCheck [my website](https://astrabert.github.io/everything-rag/) for troubleshooting and documentation reference\nHave fun!π"]], | |
label="everything-rag", | |
elem_id="chatbot", | |
bubble_full_width=False, | |
) | |
chat_input = gr.MultimodalTextbox(interactive=True, file_types=["pdf"], placeholder="Enter message or upload file...", show_label=False) | |
chat_msg = chat_input.submit(add_message, [chatbot, chat_input], [chatbot, chat_input]) | |
bot_msg = chat_msg.then(bot, chatbot, chatbot, api_name="bot_response") | |
bot_msg.then(lambda: gr.MultimodalTextbox(interactive=True), None, [chat_input]) | |
chatbot.like(print_like_dislike, None, None) | |
gr.ClearButton(chatbot) | |
demo.queue() | |
if __name__ == "__main__": | |
demo.launch() | |