migueldeguzmandev
commited on
Commit
•
58f7de6
1
Parent(s):
1a782b8
Upload 2 files
Browse files- app.py +51 -1
- requirements.txt +3 -0
app.py
CHANGED
@@ -1,3 +1,53 @@
|
|
1 |
import gradio as gr
|
|
|
2 |
|
3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
import gradio as gr
|
2 |
+
from transformers import AutoTokenizer, AutoModelForCausalLM
|
3 |
|
4 |
+
# Load the model and tokenizer
|
5 |
+
model_name = "migueldeguzmandev/GPT2XL_RLLMv"
|
6 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
7 |
+
model = AutoModelForCausalLM.from_pretrained(model_name)
|
8 |
+
|
9 |
+
# Set the pad token ID to the EOS token ID
|
10 |
+
model.config.pad_token_id = model.config.eos_token_id
|
11 |
+
|
12 |
+
# Define the inference function
|
13 |
+
def generate_response(input_text, temperature):
|
14 |
+
# Tokenize the input text
|
15 |
+
inputs = tokenizer(input_text, return_tensors="pt")
|
16 |
+
input_ids = inputs["input_ids"]
|
17 |
+
attention_mask = inputs["attention_mask"]
|
18 |
+
|
19 |
+
# Generate the model's response
|
20 |
+
output = model.generate(
|
21 |
+
input_ids,
|
22 |
+
attention_mask=attention_mask,
|
23 |
+
max_length=300,
|
24 |
+
num_return_sequences=1,
|
25 |
+
temperature=temperature,
|
26 |
+
no_repeat_ngram_size=2,
|
27 |
+
top_k=50,
|
28 |
+
top_p=0.95,
|
29 |
+
do_sample=True, # Set do_sample to True when using temperature
|
30 |
+
)
|
31 |
+
|
32 |
+
# Decode the generated response
|
33 |
+
response = tokenizer.decode(output[0], skip_special_tokens=True)
|
34 |
+
return response
|
35 |
+
|
36 |
+
# Create the Gradio interface
|
37 |
+
interface = gr.Interface(
|
38 |
+
fn=generate_response,
|
39 |
+
inputs=[
|
40 |
+
gr.Textbox(label="User Input"),
|
41 |
+
gr.Slider(minimum=0.00000000000000000000001, maximum=1.0, value=0.7, step=0.1, label="Temperature"),
|
42 |
+
],
|
43 |
+
outputs=gr.Textbox(label="Model Response"),
|
44 |
+
title="Hello, I'm Aligned AI!",
|
45 |
+
description=(
|
46 |
+
"""
|
47 |
+
Unfortunately, Jailbreak attacks destroyed this prototype. All of the almost zero temperature attacks can be found <a href=https://whimsical.com/layer10-q-and-a-EiiYQfKCHivyX3t9t84ukE>here</a>.
|
48 |
+
"""
|
49 |
+
),
|
50 |
+
)
|
51 |
+
|
52 |
+
# Launch the interface without the share option
|
53 |
+
interface.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
gradio
|
2 |
+
transformers
|
3 |
+
torch
|