Spaces:
Sleeping
Sleeping
added app.py
Browse files
app.py
ADDED
@@ -0,0 +1,48 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
#Import libraries
|
2 |
+
import numpy as np
|
3 |
+
import pandas as pd
|
4 |
+
import transformers
|
5 |
+
from transformers import GPT2LMHeadModel, GPT2Tokenizer
|
6 |
+
import torch
|
7 |
+
|
8 |
+
|
9 |
+
#Load model
|
10 |
+
device = "cuda" if torch.cuda.is_available() else "mps" if torch.backends.mps.is_available() else "cpu"
|
11 |
+
model = torch.load('finance_chatbot_gpt2_complete_model.pt', map_location=torch.device('cpu'))
|
12 |
+
model = model.to(device)
|
13 |
+
|
14 |
+
|
15 |
+
#Get LLM tokenizer
|
16 |
+
tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
|
17 |
+
tokenizer.add_special_tokens({"pad_token": "<pad>",
|
18 |
+
"bos_token": "<startofstring>",
|
19 |
+
"eos_token": "<endofstring>"})
|
20 |
+
tokenizer.add_tokens(["<bot>:"])
|
21 |
+
|
22 |
+
|
23 |
+
#Inference function
|
24 |
+
def infer(inp, history):
|
25 |
+
inp = 'What does emotion stand for?'
|
26 |
+
inp = "<startofstring>"+inp+"<bot>:"
|
27 |
+
inp_tok = tokenizer(inp, return_tensors="pt")
|
28 |
+
X = inp_tok["input_ids"].to(device)
|
29 |
+
a = inp_tok["attention_mask"].to(device)
|
30 |
+
output = model.generate(X, attention_mask=a )
|
31 |
+
output = tokenizer.decode(output[0])
|
32 |
+
return output[len(inp):]
|
33 |
+
|
34 |
+
|
35 |
+
#Launch with gradio
|
36 |
+
gr.ChatInterface(
|
37 |
+
infer,
|
38 |
+
chatbot=gr.Chatbot(height=300),
|
39 |
+
textbox=gr.Textbox(placeholder="Type Here", container=False, scale=10),
|
40 |
+
title="Finance Chatbot Based on Rich Dad Poor Dad",
|
41 |
+
description="This Chatbot is Based on a fine-tuned version of 'GPT2'. Popular quotes of Robert Kiyosaki from his book, 'Rich Dad Poor Dad' and book summary were used for training this model.",
|
42 |
+
theme="soft",
|
43 |
+
examples=["What do you want to earn more passive income?", "What is the result of people working all their lives for someone else?", "What tells the story of how a person handles money?"],
|
44 |
+
cache_examples=True,
|
45 |
+
retry_btn=None,
|
46 |
+
undo_btn="Delete Previous",
|
47 |
+
clear_btn="Clear",
|
48 |
+
).launch()
|