Spaces:
Sleeping
Sleeping
Upload 69 files
Browse filesThis view is limited to 50 files because it contains too many changes.
See raw diff
- .gitattributes +34 -0
- FYP RAG/fiass.py +62 -0
- FYP RAG/summerization-app/.gitignore +1 -0
- FYP RAG/summerization-app/RAG books/code of civil procedure_removed_removed.pdf +3 -0
- FYP RAG/summerization-app/RAG books/code of criminal procedure_removed.pdf +3 -0
- FYP RAG/summerization-app/RAG books/constitution of pakistan_removed.pdf +3 -0
- FYP RAG/summerization-app/RAG books/pakistan penal code_removed.pdf +3 -0
- FYP RAG/summerization-app/RAG books/rules of business_removed.pdf +3 -0
- FYP RAG/summerization-app/data/Code_of_Civil_Procedure_faiss.index +3 -0
- FYP RAG/summerization-app/data/Code_of_Criminal_Procedure_faiss.index +3 -0
- FYP RAG/summerization-app/data/Constitution_of_Pakistan_faiss.index +3 -0
- FYP RAG/summerization-app/data/Pakistan_Penal_Code_faiss.index +3 -0
- FYP RAG/summerization-app/data/Rules_of_Business_faiss.index +3 -0
- FYP RAG/summerization-app/data/legal_data.pkl +3 -0
- FYP RAG/summerization-app/requirements.txt +0 -0
- FYP RAG/summerization-app/server.py +446 -0
- FYP RAG/summerization-app/static/RAG/chatbot code.docx +0 -0
- FYP RAG/summerization-app/static/RAG/code of civil procedure_removed_removed.pdf +3 -0
- FYP RAG/summerization-app/static/RAG/code of criminal procedure_removed.pdf +3 -0
- FYP RAG/summerization-app/static/RAG/constitution of pakistan_removed.pdf +3 -0
- FYP RAG/summerization-app/static/RAG/pakistan penal code_removed.pdf +3 -0
- FYP RAG/summerization-app/static/RAG/rules of business_removed.pdf +3 -0
- FYP RAG/summerization-app/static/bookmark.png +0 -0
- FYP RAG/summerization-app/static/chatboticon.png +0 -0
- FYP RAG/summerization-app/static/cloud.png +0 -0
- FYP RAG/summerization-app/static/criminal-law.png +0 -0
- FYP RAG/summerization-app/static/facebook-brands.svg +1 -0
- FYP RAG/summerization-app/static/facebookicon copy.jpg +0 -0
- FYP RAG/summerization-app/static/facebookicon.jpg +0 -0
- FYP RAG/summerization-app/static/gavelicon.png +0 -0
- FYP RAG/summerization-app/static/githubicon copy.png +0 -0
- FYP RAG/summerization-app/static/githubicon.png +0 -0
- FYP RAG/summerization-app/static/heatmap.png +0 -0
- FYP RAG/summerization-app/static/ishaa.jpg +3 -0
- FYP RAG/summerization-app/static/izza.jpg +3 -0
- FYP RAG/summerization-app/static/just.jpeg +0 -0
- FYP RAG/summerization-app/static/justice.jpg +3 -0
- FYP RAG/summerization-app/static/lawbooks/Terms and Conditions.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/code of civil procedure.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/code of criminal procedure.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/constitution of pakistan.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/estacode.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/pakistan penal code.pdf +3 -0
- FYP RAG/summerization-app/static/lawbooks/rules of business.pdf +3 -0
- FYP RAG/summerization-app/static/linkedinicon.png +0 -0
- FYP RAG/summerization-app/static/logo.png +0 -0
- FYP RAG/summerization-app/static/madiha.jpg +3 -0
- FYP RAG/summerization-app/static/phoneicon.png +0 -0
- FYP RAG/summerization-app/static/pic12.PNG +3 -0
- FYP RAG/summerization-app/static/pic12.jpg +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,37 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
36 |
+
FYP[[:space:]]RAG/summerization-app/data/Code_of_Civil_Procedure_faiss.index filter=lfs diff=lfs merge=lfs -text
|
37 |
+
FYP[[:space:]]RAG/summerization-app/data/Code_of_Criminal_Procedure_faiss.index filter=lfs diff=lfs merge=lfs -text
|
38 |
+
FYP[[:space:]]RAG/summerization-app/data/Constitution_of_Pakistan_faiss.index filter=lfs diff=lfs merge=lfs -text
|
39 |
+
FYP[[:space:]]RAG/summerization-app/data/Pakistan_Penal_Code_faiss.index filter=lfs diff=lfs merge=lfs -text
|
40 |
+
FYP[[:space:]]RAG/summerization-app/data/Rules_of_Business_faiss.index filter=lfs diff=lfs merge=lfs -text
|
41 |
+
FYP[[:space:]]RAG/summerization-app/RAG[[:space:]]books/code[[:space:]]of[[:space:]]civil[[:space:]]procedure_removed_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
42 |
+
FYP[[:space:]]RAG/summerization-app/RAG[[:space:]]books/code[[:space:]]of[[:space:]]criminal[[:space:]]procedure_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
43 |
+
FYP[[:space:]]RAG/summerization-app/RAG[[:space:]]books/constitution[[:space:]]of[[:space:]]pakistan_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
44 |
+
FYP[[:space:]]RAG/summerization-app/RAG[[:space:]]books/pakistan[[:space:]]penal[[:space:]]code_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
45 |
+
FYP[[:space:]]RAG/summerization-app/RAG[[:space:]]books/rules[[:space:]]of[[:space:]]business_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
46 |
+
FYP[[:space:]]RAG/summerization-app/static/ishaa.jpg filter=lfs diff=lfs merge=lfs -text
|
47 |
+
FYP[[:space:]]RAG/summerization-app/static/izza.jpg filter=lfs diff=lfs merge=lfs -text
|
48 |
+
FYP[[:space:]]RAG/summerization-app/static/justice.jpg filter=lfs diff=lfs merge=lfs -text
|
49 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/code[[:space:]]of[[:space:]]civil[[:space:]]procedure.pdf filter=lfs diff=lfs merge=lfs -text
|
50 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/code[[:space:]]of[[:space:]]criminal[[:space:]]procedure.pdf filter=lfs diff=lfs merge=lfs -text
|
51 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/constitution[[:space:]]of[[:space:]]pakistan.pdf filter=lfs diff=lfs merge=lfs -text
|
52 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/estacode.pdf filter=lfs diff=lfs merge=lfs -text
|
53 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/pakistan[[:space:]]penal[[:space:]]code.pdf filter=lfs diff=lfs merge=lfs -text
|
54 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/rules[[:space:]]of[[:space:]]business.pdf filter=lfs diff=lfs merge=lfs -text
|
55 |
+
FYP[[:space:]]RAG/summerization-app/static/lawbooks/Terms[[:space:]]and[[:space:]]Conditions.pdf filter=lfs diff=lfs merge=lfs -text
|
56 |
+
FYP[[:space:]]RAG/summerization-app/static/madiha.jpg filter=lfs diff=lfs merge=lfs -text
|
57 |
+
FYP[[:space:]]RAG/summerization-app/static/pic12.jpg filter=lfs diff=lfs merge=lfs -text
|
58 |
+
FYP[[:space:]]RAG/summerization-app/static/pic12.PNG filter=lfs diff=lfs merge=lfs -text
|
59 |
+
FYP[[:space:]]RAG/summerization-app/static/pic4.jpg filter=lfs diff=lfs merge=lfs -text
|
60 |
+
FYP[[:space:]]RAG/summerization-app/static/pic5.jpg filter=lfs diff=lfs merge=lfs -text
|
61 |
+
FYP[[:space:]]RAG/summerization-app/static/pic6.jpg filter=lfs diff=lfs merge=lfs -text
|
62 |
+
FYP[[:space:]]RAG/summerization-app/static/pic7.jpg filter=lfs diff=lfs merge=lfs -text
|
63 |
+
FYP[[:space:]]RAG/summerization-app/static/RAG/code[[:space:]]of[[:space:]]civil[[:space:]]procedure_removed_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
64 |
+
FYP[[:space:]]RAG/summerization-app/static/RAG/code[[:space:]]of[[:space:]]criminal[[:space:]]procedure_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
65 |
+
FYP[[:space:]]RAG/summerization-app/static/RAG/constitution[[:space:]]of[[:space:]]pakistan_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
66 |
+
FYP[[:space:]]RAG/summerization-app/static/RAG/pakistan[[:space:]]penal[[:space:]]code_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
67 |
+
FYP[[:space:]]RAG/summerization-app/static/RAG/rules[[:space:]]of[[:space:]]business_removed.pdf filter=lfs diff=lfs merge=lfs -text
|
68 |
+
FYP[[:space:]]RAG/summerization-app/static/supremecourt.jpg filter=lfs diff=lfs merge=lfs -text
|
69 |
+
FYP[[:space:]]RAG/summerization-app/static/supremecourtpic.jpg filter=lfs diff=lfs merge=lfs -text
|
FYP RAG/fiass.py
ADDED
@@ -0,0 +1,62 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import os, re, pdfplumber, faiss, pickle
|
2 |
+
import numpy as np
|
3 |
+
from sentence_transformers import SentenceTransformer
|
4 |
+
|
5 |
+
BOOKS = {
|
6 |
+
"Pakistan Penal Code": r"D:\FYP WEBSITE\summerization-app\RAG books\pakistan penal code_removed.pdf",
|
7 |
+
"Code of Criminal Procedure": r"D:\FYP WEBSITE\summerization-app\RAG books\code of criminal procedure_removed.pdf",
|
8 |
+
"Code of Civil Procedure": r"D:\FYP WEBSITE\summerization-app\RAG books\code of civil procedure_removed_removed.pdf",
|
9 |
+
"Constitution of Pakistan": r"D:\FYP WEBSITE\summerization-app\RAG books\constitution of pakistan_removed.pdf",
|
10 |
+
"Rules of Business": r"D:\FYP WEBSITE\summerization-app\RAG books\rules of business_removed.pdf"
|
11 |
+
}
|
12 |
+
|
13 |
+
def extract_text_from_pdf(pdf_path):
|
14 |
+
if not os.path.exists(pdf_path):
|
15 |
+
return ""
|
16 |
+
try:
|
17 |
+
with pdfplumber.open(pdf_path) as pdf:
|
18 |
+
return "\n".join([page.extract_text() for page in pdf.pages if page.extract_text()])
|
19 |
+
except:
|
20 |
+
return ""
|
21 |
+
|
22 |
+
def clean_text(text):
|
23 |
+
text = re.sub(r'Page\s*\d+\s*of\s*\d+', '', text)
|
24 |
+
text = re.sub(r'\bPage\s*\d+\b', '', text)
|
25 |
+
text = re.sub(r'\b\d+\s*/\s*\d+\b', '', text)
|
26 |
+
return text.strip()
|
27 |
+
|
28 |
+
def split_sections_by_number(text):
|
29 |
+
pattern = r"(\d+[A-Z]?(?:\(\d+\))?)\.\s*(.*?)(?=\n\d+[A-Z]?(?:\(\d+\))?\.)"
|
30 |
+
return [{"section_id": s[0].strip(), "content": s[1].strip()} for s in re.findall(pattern, text, re.DOTALL)]
|
31 |
+
|
32 |
+
def create_faiss_index(structured_data, model):
|
33 |
+
corpus = [section['content'] for section in structured_data]
|
34 |
+
corpus_embeddings = model.encode(corpus, show_progress_bar=True)
|
35 |
+
dim = corpus_embeddings.shape[1]
|
36 |
+
index = faiss.IndexFlatL2(dim)
|
37 |
+
index.add(np.array(corpus_embeddings))
|
38 |
+
return index
|
39 |
+
|
40 |
+
if __name__ == "__main__":
|
41 |
+
model = SentenceTransformer('all-MiniLM-L6-v2')
|
42 |
+
|
43 |
+
all_data = {}
|
44 |
+
all_indices = {}
|
45 |
+
|
46 |
+
for name, path in BOOKS.items():
|
47 |
+
print(f"Processing {name}...")
|
48 |
+
text = extract_text_from_pdf(path)
|
49 |
+
clean = clean_text(text)
|
50 |
+
sections = split_sections_by_number(clean)
|
51 |
+
index = create_faiss_index(sections, model)
|
52 |
+
|
53 |
+
all_data[name] = sections
|
54 |
+
all_indices[name] = index
|
55 |
+
|
56 |
+
with open("data/legal_data.pkl", "wb") as f:
|
57 |
+
pickle.dump(all_data, f)
|
58 |
+
|
59 |
+
for name, index in all_indices.items():
|
60 |
+
faiss.write_index(index, f"data/{name.replace(' ', '_')}_faiss.index")
|
61 |
+
|
62 |
+
print("All data processed and saved.")
|
FYP RAG/summerization-app/.gitignore
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
.vercel
|
FYP RAG/summerization-app/RAG books/code of civil procedure_removed_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3f7c9659890cc63b515472d36bb840d957dfac8f97c6bd320293755988b36cee
|
3 |
+
size 431953
|
FYP RAG/summerization-app/RAG books/code of criminal procedure_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b97dcf84b0e493c2f535db8cdaea4e23cf86de7d4e3960c6cdd1e9b8a6b9aba7
|
3 |
+
size 2240716
|
FYP RAG/summerization-app/RAG books/constitution of pakistan_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1c5e74adfbac47286ff0f37c00c0929010808aa52c973b6ebeeb11f9245a4a6e
|
3 |
+
size 1282779
|
FYP RAG/summerization-app/RAG books/pakistan penal code_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5853cd7784c6b7658bb7c16907473711355b93953d8676b5e22ec2812da63ecc
|
3 |
+
size 1327711
|
FYP RAG/summerization-app/RAG books/rules of business_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:de15d2ad87f1b79e0f8b3c6d2982b40f845616004223f8598bcd353c038ffd31
|
3 |
+
size 737204
|
FYP RAG/summerization-app/data/Code_of_Civil_Procedure_faiss.index
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:630c8eb40566666fa57f31c6088954f931d15e35d114b79cb7eb86f4d263a5f1
|
3 |
+
size 231981
|
FYP RAG/summerization-app/data/Code_of_Criminal_Procedure_faiss.index
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:2518b77995275ff2173ba75efabb02cabbe889c8e76cce15faa8cd23132313da
|
3 |
+
size 698925
|
FYP RAG/summerization-app/data/Constitution_of_Pakistan_faiss.index
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4062b7de67cd6bec6029d61a43e2865a5aad757e3bd2eb7a3dffa06cf49ffe37
|
3 |
+
size 1107501
|
FYP RAG/summerization-app/data/Pakistan_Penal_Code_faiss.index
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cb67ace1971ef6306cf9ba5bd08c178d1d9fc196a188f9251e7a356a2df42987
|
3 |
+
size 893997
|
FYP RAG/summerization-app/data/Rules_of_Business_faiss.index
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ecda948e01946ca87c890ad8d083f46a8aacb57e8cfd4704fedd11dcaa43ff1e
|
3 |
+
size 1646637
|
FYP RAG/summerization-app/data/legal_data.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a41c36199ac4666e1b89fe3230e18b0ff626bf6284f41fcdeceb9fc01ca5c32c
|
3 |
+
size 1916889
|
FYP RAG/summerization-app/requirements.txt
ADDED
Binary file (396 Bytes). View file
|
|
FYP RAG/summerization-app/server.py
ADDED
@@ -0,0 +1,446 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from flask import Flask, render_template, request, send_file,abort,send_from_directory
|
2 |
+
import torch
|
3 |
+
from werkzeug.security import generate_password_hash, check_password_hash
|
4 |
+
from flask import Flask, render_template, request, redirect, url_for, jsonify, session
|
5 |
+
|
6 |
+
from flask import Flask, request, jsonify
|
7 |
+
from pymongo import MongoClient
|
8 |
+
import pickle
|
9 |
+
from pymongo import MongoClient
|
10 |
+
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
|
11 |
+
from PyPDF2 import PdfReader
|
12 |
+
from docx import Document
|
13 |
+
import re
|
14 |
+
import seaborn as sns
|
15 |
+
import matplotlib.pyplot as plt
|
16 |
+
import os
|
17 |
+
import string
|
18 |
+
import requests
|
19 |
+
from bs4 import BeautifulSoup
|
20 |
+
from flask import jsonify
|
21 |
+
from flask import Flask, render_template, request, jsonify
|
22 |
+
from sentence_transformers import SentenceTransformer
|
23 |
+
import faiss
|
24 |
+
import fitz
|
25 |
+
import groq
|
26 |
+
import PyPDF2
|
27 |
+
import numpy as np
|
28 |
+
from flask import Flask, render_template, request, redirect, url_for, flash, session
|
29 |
+
from flask_argon2 import Argon2
|
30 |
+
from pymongo import MongoClient
|
31 |
+
import os
|
32 |
+
import pdfplumber
|
33 |
+
from groq import Groq
|
34 |
+
import logging
|
35 |
+
logging.getLogger("pdfminer").setLevel(logging.ERROR)
|
36 |
+
|
37 |
+
|
38 |
+
|
39 |
+
app = Flask(__name__)
|
40 |
+
|
41 |
+
GROQ_API_KEY = "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"
|
42 |
+
cli = Groq(api_key=GROQ_API_KEY)
|
43 |
+
|
44 |
+
# Load embedding model globally
|
45 |
+
embedding_model = SentenceTransformer('all-MiniLM-L6-v2')
|
46 |
+
|
47 |
+
# Load preprocessed data
|
48 |
+
with open("D:\FYP WEBSITE\summerization-app\data\legal_data.pkl", "rb") as f:
|
49 |
+
legal_data = pickle.load(f)
|
50 |
+
|
51 |
+
# Load FAISS indices
|
52 |
+
faiss_indices = {}
|
53 |
+
for law in legal_data:
|
54 |
+
try:
|
55 |
+
index_path = f"data/{law.replace(' ', '_')}_faiss.index"
|
56 |
+
index = faiss.read_index(index_path)
|
57 |
+
faiss_indices[law] = (index, legal_data[law])
|
58 |
+
except Exception as e:
|
59 |
+
print(f"Error loading FAISS index for {law}: {str(e)}")
|
60 |
+
|
61 |
+
# Helper to match section
|
62 |
+
def get_exact_section(section_number, structured_data):
|
63 |
+
for section in structured_data:
|
64 |
+
if section["section_id"].strip() == section_number.strip():
|
65 |
+
return section
|
66 |
+
return None
|
67 |
+
|
68 |
+
# Helper to find relevant section via similarity
|
69 |
+
def find_relevant_section(query, model, index, structured_data, top_k=3):
|
70 |
+
query_embedding = model.encode([query])
|
71 |
+
distances, indices = index.search(np.array(query_embedding), top_k)
|
72 |
+
return [structured_data[i] for i in indices[0] if i < len(structured_data)]
|
73 |
+
|
74 |
+
# Generate answer using Groq
|
75 |
+
def generate_response_with_groq(prompt, section_number, book_name, context):
|
76 |
+
full_prompt = f"According to Section {section_number} of {book_name}, {prompt}"
|
77 |
+
try:
|
78 |
+
response = cli.chat.completions.create(
|
79 |
+
model="llama3-8b-8192",
|
80 |
+
messages=[
|
81 |
+
{
|
82 |
+
"role": "system",
|
83 |
+
"content": "You are a legal assistant providing detailed and comprehensive legal explanations based on Pakistani law. Always provide at least 5-6 sentences per response."
|
84 |
+
},
|
85 |
+
{
|
86 |
+
"role": "user",
|
87 |
+
"content": f"{full_prompt}\n\nContext: {context}"
|
88 |
+
}
|
89 |
+
],
|
90 |
+
max_tokens=1000
|
91 |
+
)
|
92 |
+
return response.choices[0].message.content.strip()
|
93 |
+
except Exception as e:
|
94 |
+
print(f"Error with Groq API: {str(e)}")
|
95 |
+
return "Error communicating with Groq API."
|
96 |
+
|
97 |
+
|
98 |
+
|
99 |
+
# Main route
|
100 |
+
@app.route('/ask', methods=['POST'])
|
101 |
+
def ask():
|
102 |
+
try:
|
103 |
+
# Ensure the request is JSON
|
104 |
+
if not request.is_json:
|
105 |
+
return jsonify({'response': 'Request must be JSON'}), 400
|
106 |
+
|
107 |
+
data = request.get_json()
|
108 |
+
query = data.get('query', '').strip()
|
109 |
+
|
110 |
+
if not query:
|
111 |
+
return jsonify({'response': 'Please enter a valid question.'}), 400
|
112 |
+
|
113 |
+
# Extract section number and book name using regex
|
114 |
+
pattern = r"what\s+is\s+section\s+no\.?\s*(\d+[A-Z]?(?:\(\d+\))?)\s+of\s+(.*)"
|
115 |
+
match = re.search(pattern, query, re.IGNORECASE)
|
116 |
+
|
117 |
+
if match:
|
118 |
+
section_number = match.group(1).strip()
|
119 |
+
book_name = match.group(2).strip()
|
120 |
+
|
121 |
+
matched_book = None
|
122 |
+
for law in legal_data:
|
123 |
+
if book_name.lower() in law.lower():
|
124 |
+
matched_book = law
|
125 |
+
break
|
126 |
+
|
127 |
+
if not matched_book:
|
128 |
+
return jsonify({'response': 'Book name not recognized. Please try again with a valid book name.'}), 404
|
129 |
+
|
130 |
+
index, structured_data = faiss_indices.get(matched_book, (None, None))
|
131 |
+
if index is None or structured_data is None:
|
132 |
+
return jsonify({'response': 'Error loading FAISS index for the selected law.'}), 500
|
133 |
+
|
134 |
+
exact_section = get_exact_section(section_number, structured_data)
|
135 |
+
if exact_section:
|
136 |
+
response = generate_response_with_groq(query, section_number, matched_book, exact_section['content'])
|
137 |
+
return jsonify({'response': response}), 200
|
138 |
+
else:
|
139 |
+
relevant = find_relevant_section(query, embedding_model, index, structured_data)
|
140 |
+
if relevant:
|
141 |
+
response = generate_response_with_groq(query, relevant[0]['section_id'], matched_book, relevant[0]['content'])
|
142 |
+
return jsonify({'response': response}), 200
|
143 |
+
else:
|
144 |
+
return jsonify({'response': 'No relevant section found.'}), 404
|
145 |
+
else:
|
146 |
+
return jsonify({'response': 'Please ask your question in this format: "What is Section No. 302 of Pakistan Penal Code?"'}), 400
|
147 |
+
|
148 |
+
except Exception as e:
|
149 |
+
print(f"Server error at /ask: {str(e)}")
|
150 |
+
return jsonify({'response': 'An internal error occurred. Please try again later.'}), 500
|
151 |
+
|
152 |
+
|
153 |
+
|
154 |
+
# Flask route
|
155 |
+
|
156 |
+
|
157 |
+
# Load the fine-tuned Legal LED model
|
158 |
+
MODEL_NAME = "Izza-shahzad-13/legal-LED-final"
|
159 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
|
160 |
+
model = AutoModelForSeq2SeqLM.from_pretrained(MODEL_NAME)
|
161 |
+
|
162 |
+
# Function to generate summary
|
163 |
+
def generate_summary(text):
|
164 |
+
inputs = tokenizer.encode("summarize: " + text, return_tensors="pt", max_length=1024, truncation=True)
|
165 |
+
outputs = model.generate(inputs, max_length=800, min_length=40, length_penalty=2.0, num_beams=4, early_stopping=True)
|
166 |
+
return tokenizer.decode(outputs[0], skip_special_tokens=True)
|
167 |
+
|
168 |
+
# Function to calculate sentence importance scores
|
169 |
+
def calculate_sentence_importance(summary):
|
170 |
+
sentences = summary.split(". ")
|
171 |
+
scores = [len(sentence) for sentence in sentences] # Score based on sentence length
|
172 |
+
max_score = max(scores) if scores else 1
|
173 |
+
normalized_scores = [score / max_score for score in scores]
|
174 |
+
return sentences, normalized_scores
|
175 |
+
|
176 |
+
# Function to generate heatmap
|
177 |
+
def generate_heatmap(scores):
|
178 |
+
plt.figure(figsize=(10, 2))
|
179 |
+
sns.heatmap([scores], annot=True, cmap="coolwarm", xticklabels=False, yticklabels=False, cbar=True)
|
180 |
+
plt.title("Sentence Importance Heatmap")
|
181 |
+
plt.savefig("static/heatmap.png") # Save heatmap image
|
182 |
+
plt.close()
|
183 |
+
|
184 |
+
# Function to highlight sentences in the summary
|
185 |
+
def highlight_summary(sentences, scores):
|
186 |
+
cmap = sns.color_palette("coolwarm", as_cmap=True)
|
187 |
+
highlighted_summary = ""
|
188 |
+
|
189 |
+
for sentence, score in zip(sentences, scores):
|
190 |
+
color = cmap(score)
|
191 |
+
rgb_color = f"rgb({int(color[0]*255)}, {int(color[1]*255)}, {int(color[2]*255)})"
|
192 |
+
highlighted_summary += f'<span style="background-color:{rgb_color};padding:2px;">{sentence}.</span> '
|
193 |
+
|
194 |
+
return highlighted_summary
|
195 |
+
|
196 |
+
# Function to highlight legal terms
|
197 |
+
def highlight_keywords(text):
|
198 |
+
patterns = {
|
199 |
+
'act_with_year': r'\b([A-Za-z\s]+(?:\sAct(?:\s[\d]{4})?))\s*,\s*(\d{4})\b',
|
200 |
+
'article': r'\bArticle\s\d{1,3}(-[A-Z])?\b',
|
201 |
+
'section': r'\bSection\s\d{1,3}[-A-Za-z]?\(?[a-zA-Z]?\)?\b',
|
202 |
+
'date': r'\b(?:[A-Za-z]+)\s\d{4}\b|\b\d{1,2}[-/]\d{1,2}[-/]\d{2,4}\b',
|
203 |
+
'persons': r'\b([A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\b',
|
204 |
+
'ordinance': r'\b([A-Z][a-z\s]+Ordinance(?:,\s\d{4})?)\b', # Example: PEMRA Ordinance, 2002
|
205 |
+
'petition': r'\b(?:[A-Za-z\s]*Petition\sNo\.\s\d+/\d{4})\b', # Example: Constitutional Petition No. 123/2024
|
206 |
+
'act_with_year': r'\b([A-Za-z\s]+(?:\sAct(?:\s\d{4})?)),\s*(\d{4})\b', # Example: Control of Narcotic Substances Act, 1997
|
207 |
+
'article': r'\b(Article\s\d{1,3}(-[A-Z])?)\b', # Example: Article 10-A
|
208 |
+
'section': r'\b(Section\s\d{1,3}(\([a-zA-Z0-9]+\))?)\b', # Example: Section 302(b), Section 9(c), Section 144-A
|
209 |
+
'date': r'\b(?:\d{1,2}[-/]\d{1,2}[-/]\d{2,4}|\d{4}|\b(?:January|February|March|April|May|June|July|August|September|October|November|December)\s\d{1,2},?\s\d{4})\b',
|
210 |
+
# Examples: 15/07/2015, July 2015, March 5, 2021, 2023
|
211 |
+
'person': r'\b([A-Z][a-z]+(?:\s[A-Z][a-z]+)+)\b' # Example: Justice Ali Raza
|
212 |
+
|
213 |
+
}
|
214 |
+
|
215 |
+
highlighted_text = text
|
216 |
+
for pattern in patterns.values():
|
217 |
+
highlighted_text = re.sub(pattern, lambda match: f'<span class="highlight">{match.group(0)}</span>', highlighted_text)
|
218 |
+
|
219 |
+
return highlighted_text
|
220 |
+
|
221 |
+
# Function to read uploaded files
|
222 |
+
def read_file(file):
|
223 |
+
if file.filename.endswith(".txt"):
|
224 |
+
return file.read().decode("utf-8")
|
225 |
+
elif file.filename.endswith(".pdf"):
|
226 |
+
pdf_reader = PdfReader(file)
|
227 |
+
return " ".join(page.extract_text() for page in pdf_reader.pages)
|
228 |
+
elif file.filename.endswith(".docx"):
|
229 |
+
doc = Document(file)
|
230 |
+
return " ".join(paragraph.text for paragraph in doc.paragraphs)
|
231 |
+
return None
|
232 |
+
|
233 |
+
# Function to fetch text from a URL
|
234 |
+
def fetch_text_from_url(url):
|
235 |
+
try:
|
236 |
+
response = requests.get(url)
|
237 |
+
response.raise_for_status()
|
238 |
+
|
239 |
+
# Check content type
|
240 |
+
content_type = response.headers.get("Content-Type", "")
|
241 |
+
if "text/html" in content_type: # If it's a webpage
|
242 |
+
soup = BeautifulSoup(response.text, "html.parser")
|
243 |
+
paragraphs = soup.find_all("p") # Extract paragraph text
|
244 |
+
return " ".join([p.get_text() for p in paragraphs])
|
245 |
+
|
246 |
+
elif "text/plain" in content_type: # If it's a plain text file
|
247 |
+
return response.text
|
248 |
+
|
249 |
+
else:
|
250 |
+
return None
|
251 |
+
except Exception as e:
|
252 |
+
print("Error fetching URL:", e)
|
253 |
+
return None
|
254 |
+
|
255 |
+
@app.route("/", methods=["GET", "POST"])
|
256 |
+
def index():
|
257 |
+
document_text = None
|
258 |
+
summary = None
|
259 |
+
heatmap_url = None
|
260 |
+
|
261 |
+
if request.method == "POST":
|
262 |
+
file = request.files.get("file")
|
263 |
+
pasted_text = request.form.get("pasteText", "").strip()
|
264 |
+
url = request.form.get("url", "").strip()
|
265 |
+
|
266 |
+
if file and file.filename:
|
267 |
+
document_text = read_file(file)
|
268 |
+
elif pasted_text:
|
269 |
+
document_text = pasted_text
|
270 |
+
elif url:
|
271 |
+
document_text = fetch_text_from_url(url)
|
272 |
+
|
273 |
+
if document_text:
|
274 |
+
summary = generate_summary(document_text)
|
275 |
+
sentences, scores = calculate_sentence_importance(summary)
|
276 |
+
|
277 |
+
generate_heatmap(scores)
|
278 |
+
|
279 |
+
highlighted_summary = highlight_summary(sentences, scores)
|
280 |
+
highlighted_summary = highlight_keywords(highlighted_summary)
|
281 |
+
|
282 |
+
# Save the summary to a text file
|
283 |
+
with open("summary.txt", "w", encoding="utf-8") as f:
|
284 |
+
f.write(summary)
|
285 |
+
|
286 |
+
return render_template("mainscreen.html", document_text=document_text, summary=highlighted_summary, heatmap_url="static/heatmap.png")
|
287 |
+
|
288 |
+
return render_template("mainscreen.html", document_text=None, summary=None, heatmap_url=None)
|
289 |
+
|
290 |
+
@app.route("/download_summary")
|
291 |
+
def download_summary():
|
292 |
+
file_path = os.path.join(os.getcwd(), "summary.txt")
|
293 |
+
|
294 |
+
if not os.path.exists(file_path):
|
295 |
+
return abort(404, description="File not found")
|
296 |
+
|
297 |
+
return send_file(file_path, as_attachment=True, download_name="summary.txt", mimetype="text/plain")
|
298 |
+
|
299 |
+
|
300 |
+
# Homepage
|
301 |
+
@app.route("/home")
|
302 |
+
def home():
|
303 |
+
return render_template("homepage.html")
|
304 |
+
@app.route("/about")
|
305 |
+
def about():
|
306 |
+
return render_template("aboutpage.html")
|
307 |
+
@app.route("/summarization")
|
308 |
+
def summarization():
|
309 |
+
return render_template("mainscreen.html") # Login Page
|
310 |
+
|
311 |
+
|
312 |
+
@app.route('/lawbooks/<filename>')
|
313 |
+
def serve_pdf(filename):
|
314 |
+
return send_from_directory('static/lawbooks', filename)
|
315 |
+
|
316 |
+
|
317 |
+
|
318 |
+
|
319 |
+
# MongoDB connection
|
320 |
+
client = MongoClient('mongodb+srv://law:[email protected]/?retryWrites=true&w=majority&appName=law')
|
321 |
+
db = client['chatbotDB']
|
322 |
+
users = db['users']
|
323 |
+
|
324 |
+
|
325 |
+
|
326 |
+
@app.route('/signup', methods=['GET'])
|
327 |
+
def signup():
|
328 |
+
return render_template('signuppage.html') # Render the HTML form
|
329 |
+
|
330 |
+
@app.route('/api/signup', methods=['POST'])
|
331 |
+
def api_signup():
|
332 |
+
# Get JSON data from the request
|
333 |
+
data = request.get_json()
|
334 |
+
first_name = data.get('firstName')
|
335 |
+
last_name = data.get('lastName')
|
336 |
+
email = data.get('email')
|
337 |
+
password = data.get('password')
|
338 |
+
|
339 |
+
# Hash the password for security before storing it in the database
|
340 |
+
hashed_pw = generate_password_hash(password)
|
341 |
+
|
342 |
+
# Check if the user already exists
|
343 |
+
if users.find_one({'email': email}):
|
344 |
+
return jsonify({'message': 'Email already exists!'}), 400
|
345 |
+
|
346 |
+
# Insert the user data into MongoDB
|
347 |
+
users.insert_one({
|
348 |
+
'first_name': first_name,
|
349 |
+
'last_name': last_name,
|
350 |
+
'email': email,
|
351 |
+
'password': hashed_pw
|
352 |
+
})
|
353 |
+
|
354 |
+
# Return a success response
|
355 |
+
return jsonify({'message': 'Signup successful!'}), 201
|
356 |
+
|
357 |
+
# Success page or login page
|
358 |
+
@app.route('/login', methods=['GET', 'POST'])
|
359 |
+
def login():
|
360 |
+
if request.method == 'POST':
|
361 |
+
# Handle POST request for login
|
362 |
+
data = request.get_json()
|
363 |
+
email = data.get('email')
|
364 |
+
password = data.get('password')
|
365 |
+
|
366 |
+
# Log login attempt
|
367 |
+
print(f"Login attempt - Email: {email}")
|
368 |
+
|
369 |
+
# Check if the user exists
|
370 |
+
user = users.find_one({'email': email})
|
371 |
+
if not user:
|
372 |
+
print(f"Login failed - Email '{email}' not found.")
|
373 |
+
return jsonify({'message': 'Invalid email or password!'}), 401
|
374 |
+
|
375 |
+
# Check if the password is correct (compare hashed passwords)
|
376 |
+
if not check_password_hash(user['password'], password):
|
377 |
+
print(f"Login failed - Incorrect password for email '{email}'.")
|
378 |
+
return jsonify({'message': 'Invalid email or password!'}), 401
|
379 |
+
|
380 |
+
# Log successful login
|
381 |
+
print(f"Login successful - Email: {email}")
|
382 |
+
return jsonify({'message': 'Login successful!'}), 200
|
383 |
+
|
384 |
+
# Handle GET request - Show login form (if needed)
|
385 |
+
return render_template('loginpage.html') # This would be the login form page (replace with your template)
|
386 |
+
|
387 |
+
|
388 |
+
@app.route('/reset-password', methods=['GET', 'POST'])
|
389 |
+
def reset_password():
|
390 |
+
if request.method == 'POST':
|
391 |
+
email = request.form['email']
|
392 |
+
new_password = request.form['newPassword']
|
393 |
+
confirm_password = request.form['confirmPassword']
|
394 |
+
|
395 |
+
# Check if passwords match
|
396 |
+
if new_password != confirm_password:
|
397 |
+
return jsonify({'message': 'Passwords do not match!'}), 400
|
398 |
+
|
399 |
+
# Check if user exists
|
400 |
+
user = users.find_one({'email': email})
|
401 |
+
if not user:
|
402 |
+
return jsonify({'message': 'User not found!'}), 404
|
403 |
+
|
404 |
+
# Hash the new password
|
405 |
+
hashed_pw = generate_password_hash(new_password)
|
406 |
+
|
407 |
+
# Update the user's password in the database
|
408 |
+
users.update_one({'email': email}, {'$set': {'password': hashed_pw}})
|
409 |
+
return jsonify({'message': 'Password updated successfully!'}), 200
|
410 |
+
|
411 |
+
return render_template('forgetpasswordpage.html')
|
412 |
+
|
413 |
+
|
414 |
+
contacts_collection = db["contacts"]
|
415 |
+
@app.route('/contact', methods=['GET', 'POST'])
|
416 |
+
def contact():
|
417 |
+
if request.method == 'POST':
|
418 |
+
name = request.form.get('name')
|
419 |
+
email = request.form.get('email')
|
420 |
+
message = request.form.get('message')
|
421 |
+
|
422 |
+
print(f"Name: {name}, Email: {email}, Message: {message}") # Debug
|
423 |
+
|
424 |
+
if not name or not email or not message:
|
425 |
+
return jsonify({'message': 'All fields are required!'}), 400
|
426 |
+
|
427 |
+
contact_data = {
|
428 |
+
'name': name,
|
429 |
+
'email': email,
|
430 |
+
'message': message
|
431 |
+
}
|
432 |
+
|
433 |
+
contacts_collection.insert_one(contact_data)
|
434 |
+
return jsonify({'message': f'Thank you, {name}! Your message has been sent successfully.',
|
435 |
+
'status': 'success'}), 200
|
436 |
+
|
437 |
+
return render_template('contactpage.html')
|
438 |
+
|
439 |
+
|
440 |
+
|
441 |
+
|
442 |
+
|
443 |
+
|
444 |
+
|
445 |
+
if __name__ == '__main__':
|
446 |
+
app.run(debug=True)
|
FYP RAG/summerization-app/static/RAG/chatbot code.docx
ADDED
Binary file (17.2 kB). View file
|
|
FYP RAG/summerization-app/static/RAG/code of civil procedure_removed_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3f7c9659890cc63b515472d36bb840d957dfac8f97c6bd320293755988b36cee
|
3 |
+
size 431953
|
FYP RAG/summerization-app/static/RAG/code of criminal procedure_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b97dcf84b0e493c2f535db8cdaea4e23cf86de7d4e3960c6cdd1e9b8a6b9aba7
|
3 |
+
size 2240716
|
FYP RAG/summerization-app/static/RAG/constitution of pakistan_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1c5e74adfbac47286ff0f37c00c0929010808aa52c973b6ebeeb11f9245a4a6e
|
3 |
+
size 1282779
|
FYP RAG/summerization-app/static/RAG/pakistan penal code_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5853cd7784c6b7658bb7c16907473711355b93953d8676b5e22ec2812da63ecc
|
3 |
+
size 1327711
|
FYP RAG/summerization-app/static/RAG/rules of business_removed.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:de15d2ad87f1b79e0f8b3c6d2982b40f845616004223f8598bcd353c038ffd31
|
3 |
+
size 737204
|
FYP RAG/summerization-app/static/bookmark.png
ADDED
![]() |
FYP RAG/summerization-app/static/chatboticon.png
ADDED
![]() |
FYP RAG/summerization-app/static/cloud.png
ADDED
![]() |
FYP RAG/summerization-app/static/criminal-law.png
ADDED
![]() |
FYP RAG/summerization-app/static/facebook-brands.svg
ADDED
|
FYP RAG/summerization-app/static/facebookicon copy.jpg
ADDED
![]() |
FYP RAG/summerization-app/static/facebookicon.jpg
ADDED
![]() |
FYP RAG/summerization-app/static/gavelicon.png
ADDED
![]() |
FYP RAG/summerization-app/static/githubicon copy.png
ADDED
![]() |
FYP RAG/summerization-app/static/githubicon.png
ADDED
![]() |
FYP RAG/summerization-app/static/heatmap.png
ADDED
![]() |
FYP RAG/summerization-app/static/ishaa.jpg
ADDED
![]() |
Git LFS Details
|
FYP RAG/summerization-app/static/izza.jpg
ADDED
![]() |
Git LFS Details
|
FYP RAG/summerization-app/static/just.jpeg
ADDED
![]() |
FYP RAG/summerization-app/static/justice.jpg
ADDED
![]() |
Git LFS Details
|
FYP RAG/summerization-app/static/lawbooks/Terms and Conditions.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:19f6e131bf612d806b667c909589f086d1bf6fd738b44353f9d894bd89e28583
|
3 |
+
size 110368
|
FYP RAG/summerization-app/static/lawbooks/code of civil procedure.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c51d194bfc14f076769f266db7efabc1901f1de2182da89c8f0ef82d92844b33
|
3 |
+
size 2281447
|
FYP RAG/summerization-app/static/lawbooks/code of criminal procedure.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7105b6bdcbc3cc3f6ee3fffa69c21bfaecb8d4e4c8e24f69b3362af9fe72388c
|
3 |
+
size 2703938
|
FYP RAG/summerization-app/static/lawbooks/constitution of pakistan.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5567d97b8591a57966108e9df8370e57e0a0adb1bd9a602eec4f18bb09db8500
|
3 |
+
size 1841388
|
FYP RAG/summerization-app/static/lawbooks/estacode.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0feb1c0acde32d1e5f0e34445f389ea593470a7f778eab203f13e857f047997c
|
3 |
+
size 8698035
|
FYP RAG/summerization-app/static/lawbooks/pakistan penal code.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8e5914daae7d3d3637e526d36de0c44e78d95fabdab7b94637e5b34a75520205
|
3 |
+
size 1415173
|
FYP RAG/summerization-app/static/lawbooks/rules of business.pdf
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1e16ceef3240ef53925671553e2b7b20409cfe30cecc62cd24798e052fb2a022
|
3 |
+
size 1002279
|
FYP RAG/summerization-app/static/linkedinicon.png
ADDED
![]() |
FYP RAG/summerization-app/static/logo.png
ADDED
![]() |
FYP RAG/summerization-app/static/madiha.jpg
ADDED
![]() |
Git LFS Details
|
FYP RAG/summerization-app/static/phoneicon.png
ADDED
![]() |
FYP RAG/summerization-app/static/pic12.PNG
ADDED
|
Git LFS Details
|
FYP RAG/summerization-app/static/pic12.jpg
ADDED
![]() |
Git LFS Details
|