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
|