Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,158 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
import requests
|
3 |
+
from PyPDF2 import PdfReader
|
4 |
+
from transformers import pipeline
|
5 |
+
from huggingface_hub import HfApi
|
6 |
+
import io
|
7 |
+
import os
|
8 |
+
from datetime import datetime
|
9 |
+
|
10 |
+
# --- Constants ---
|
11 |
+
COMMUNITY_BETA_MESSAGE = "This Streamlit app is part of a community in Beta. Please open discussions in the Community tab of the Community card."
|
12 |
+
DEFAULT_BADGE_IMAGE_URL = "https://img.shields.io/badge/Hugging%20Face-Space-blue"
|
13 |
+
COPYRIGHT_TEXT = f"© {datetime.now().year} Your Name/Organization. All rights reserved."
|
14 |
+
|
15 |
+
# --- CSS ---
|
16 |
+
st.markdown(
|
17 |
+
"""
|
18 |
+
<style>
|
19 |
+
.reportview-container {
|
20 |
+
margin-top: -2em;
|
21 |
+
}
|
22 |
+
#MainMenu {visibility: hidden;}
|
23 |
+
footer {visibility: hidden;}
|
24 |
+
header {visibility: hidden;}
|
25 |
+
.st-emotion-cache-z53if6 {
|
26 |
+
padding-top: 10px;
|
27 |
+
}
|
28 |
+
</style>
|
29 |
+
""",
|
30 |
+
unsafe_allow_html=True,
|
31 |
+
)
|
32 |
+
|
33 |
+
# --- Sidebar Settings ---
|
34 |
+
st.sidebar.header("Settings")
|
35 |
+
arxiv_link = st.sidebar.text_input("arXiv Paper Link or ID", placeholder="e.g., https://arxiv.org/abs/2301.00001 or 2301.00001")
|
36 |
+
custom_space_name = st.sidebar.text_input("Custom Hugging Face Space Name (optional)")
|
37 |
+
badge_image_url = st.sidebar.text_input("Badge Image URL", DEFAULT_BADGE_IMAGE_URL)
|
38 |
+
copyright_text = st.sidebar.text_input("Copyright Text", COPYRIGHT_TEXT)
|
39 |
+
|
40 |
+
hf_token = st.sidebar.text_input("Hugging Face Token", type="password")
|
41 |
+
|
42 |
+
# --- Main App ---
|
43 |
+
st.title("arXiv Paper to Hugging Face Space")
|
44 |
+
st.info(COMMUNITY_BETA_MESSAGE)
|
45 |
+
|
46 |
+
if hf_token:
|
47 |
+
try:
|
48 |
+
api = HfApi(token=hf_token)
|
49 |
+
user_info = api.whoami()
|
50 |
+
hf_username = user_info['fullname'] if 'fullname' in user_info else user_info['name']
|
51 |
+
st.sidebar.success(f"Logged in as: {hf_username}")
|
52 |
+
except Exception as e:
|
53 |
+
st.sidebar.error(f"Error with Hugging Face Token: {e}")
|
54 |
+
|
55 |
+
if arxiv_link:
|
56 |
+
arxiv_id = None
|
57 |
+
if arxiv_link.startswith("https://arxiv.org/abs/"):
|
58 |
+
arxiv_id = arxiv_link.split("/")[-1]
|
59 |
+
elif arxiv_link.isdigit():
|
60 |
+
arxiv_id = arxiv_link
|
61 |
+
elif arxiv_link.startswith("arxiv:"):
|
62 |
+
arxiv_id = arxiv_link.split(":")[-1]
|
63 |
+
|
64 |
+
if arxiv_id:
|
65 |
+
pdf_url = f"https://arxiv.org/pdf/{arxiv_id}.pdf"
|
66 |
+
try:
|
67 |
+
response = requests.get(pdf_url)
|
68 |
+
response.raise_for_status()
|
69 |
+
pdf_content = response.content
|
70 |
+
pdf_file = io.BytesIO(pdf_content)
|
71 |
+
reader = PdfReader(pdf_file)
|
72 |
+
text = ""
|
73 |
+
for page in reader.pages:
|
74 |
+
text += page.extract_text()
|
75 |
+
|
76 |
+
st.subheader("Paper Content Preview:")
|
77 |
+
st.markdown(f'<iframe src="{pdf_url}" width="700" height="600" type="application/pdf"></iframe>', unsafe_allow_html=True)
|
78 |
+
|
79 |
+
if st.button("Convert to Hugging Face Space"):
|
80 |
+
if not hf_token:
|
81 |
+
st.warning("Please enter your Hugging Face Token in the sidebar to create a Space.")
|
82 |
+
else:
|
83 |
+
space_name_suffix = custom_space_name if custom_space_name else arxiv_id
|
84 |
+
space_name = f"arxiv-{space_name_suffix}"
|
85 |
+
|
86 |
+
try:
|
87 |
+
api = HfApi(token=hf_token)
|
88 |
+
repo_id = f"{hf_username}/{space_name}"
|
89 |
+
api.create_repo(repo_id=repo_id, space_sdk="static")
|
90 |
+
|
91 |
+
# Save the PDF to a temporary file
|
92 |
+
with open("paper.pdf", "wb") as f:
|
93 |
+
f.write(pdf_content)
|
94 |
+
api.upload_file(
|
95 |
+
path_or_fileobj="paper.pdf",
|
96 |
+
path_in_repo="paper.pdf",
|
97 |
+
repo_id=repo_id,
|
98 |
+
repo_type="space",
|
99 |
+
)
|
100 |
+
os.remove("paper.pdf")
|
101 |
+
|
102 |
+
# PDF Analysis
|
103 |
+
try:
|
104 |
+
st.info("Analyzing PDF content...")
|
105 |
+
pipe = pipeline("text2text-generation", model="deepseek-ai/DeepSeek-R1-Distill-Qwen-32B")
|
106 |
+
analysis_result = pipe(text[:4096], max_length=512)[0]['generated_text'] # Limit input for faster processing
|
107 |
+
|
108 |
+
analysis_pdf_content = f"""
|
109 |
+
# Analysis of arXiv Paper: {arxiv_id}
|
110 |
+
|
111 |
+
**Generated on:** {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
|
112 |
+
|
113 |
+
**Analysis:**
|
114 |
+
{analysis_result}
|
115 |
+
|
116 |
+
---
|
117 |
+
{copyright_text}
|
118 |
+
"""
|
119 |
+
|
120 |
+
# Save analysis to a temporary text file
|
121 |
+
with open("analysis.txt", "w") as f:
|
122 |
+
f.write(analysis_pdf_content)
|
123 |
+
|
124 |
+
api.upload_file(
|
125 |
+
path_or_fileobj="analysis.txt",
|
126 |
+
path_in_repo="analysis.txt",
|
127 |
+
repo_id=repo_id,
|
128 |
+
repo_type="space",
|
129 |
+
)
|
130 |
+
os.remove("analysis.txt")
|
131 |
+
|
132 |
+
st.success(f"Analysis saved to the Space as `analysis.txt`.")
|
133 |
+
|
134 |
+
except Exception as e_analysis:
|
135 |
+
st.error(f"Error during PDF analysis: {e_analysis}")
|
136 |
+
|
137 |
+
badge_html = f"""
|
138 |
+
<a href="https://huggingface.co/spaces/{repo_id}" target="_blank">
|
139 |
+
<img src="{badge_image_url}" alt="Hugging Face Space">
|
140 |
+
</a>
|
141 |
+
"""
|
142 |
+
st.subheader("Hugging Face Space Created!")
|
143 |
+
st.markdown(f"Space URL: https://huggingface.co/spaces/{repo_id}")
|
144 |
+
st.markdown("Embed this badge in your README or website:")
|
145 |
+
st.code(badge_html, language="html")
|
146 |
+
|
147 |
+
except Exception as e_hf:
|
148 |
+
st.error(f"Error creating or updating Hugging Face Space: {e_hf}")
|
149 |
+
|
150 |
+
except requests.exceptions.RequestException as e_http:
|
151 |
+
st.error(f"Error fetching PDF from arXiv: {e_http}")
|
152 |
+
except Exception as e_pdf:
|
153 |
+
st.error(f"Error processing PDF: {e_pdf}")
|
154 |
+
else:
|
155 |
+
st.warning("Invalid arXiv link or ID format.")
|
156 |
+
|
157 |
+
st.markdown("---")
|
158 |
+
st.markdown(copyright_text)
|