Spaces:
Sleeping
Sleeping
Upload 7 files
Browse files- app.py +23 -50
- my_database1.db +3 -0
app.py
CHANGED
|
@@ -24,29 +24,20 @@ model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-base")
|
|
| 24 |
qa_model = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
|
| 25 |
|
| 26 |
# β
Upload and process PDF
|
| 27 |
-
|
| 28 |
-
# β
Multiple file upload logic
|
| 29 |
-
def upload_pdf(files):
|
| 30 |
try:
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
for file in files:
|
| 34 |
-
filename = file.name
|
| 35 |
-
token = str(uuid.uuid4())
|
| 36 |
-
|
| 37 |
-
pdf_reader = PyPDF2.PdfReader(file)
|
| 38 |
-
text = "".join([page.extract_text() or "" for page in pdf_reader.pages])
|
| 39 |
-
chunks = [text[i:i+500] for i in range(0, len(text), 500)]
|
| 40 |
-
|
| 41 |
-
create_db(token, chunks, filename, text)
|
| 42 |
-
messages.append(f"β
Uploaded and stored: {filename} (Token: {token})")
|
| 43 |
|
| 44 |
-
|
|
|
|
|
|
|
| 45 |
|
|
|
|
|
|
|
| 46 |
except Exception as e:
|
| 47 |
return f"β Error: {str(e)}"
|
| 48 |
|
| 49 |
-
|
| 50 |
# β
Generate Q&A using filename
|
| 51 |
def generate_qa(filename):
|
| 52 |
try:
|
|
@@ -77,7 +68,7 @@ def generate_qa(filename):
|
|
| 77 |
# β
Ask question using token (semantic similarity)
|
| 78 |
def ask_question(token, question):
|
| 79 |
try:
|
| 80 |
-
with sqlite3.connect("
|
| 81 |
cursor = conn.cursor()
|
| 82 |
cursor.execute("SELECT chunk_data FROM token_data WHERE token_id = ?", (token,))
|
| 83 |
row = cursor.fetchone()
|
|
@@ -102,20 +93,21 @@ def ask_question(token, question):
|
|
| 102 |
except Exception as e:
|
| 103 |
return f"β Error: {str(e)}"
|
| 104 |
|
|
|
|
| 105 |
def list_uploaded_pdfs():
|
| 106 |
try:
|
| 107 |
-
with sqlite3.connect("
|
| 108 |
cursor = conn.cursor()
|
| 109 |
-
cursor.execute("SELECT filename FROM token_data")
|
| 110 |
rows = cursor.fetchall()
|
| 111 |
|
| 112 |
if not rows:
|
| 113 |
return "βΉοΈ No PDFs uploaded yet."
|
| 114 |
|
| 115 |
-
result = "
|
| 116 |
-
for
|
| 117 |
-
|
| 118 |
-
|
| 119 |
return result
|
| 120 |
except Exception as e:
|
| 121 |
return f"β Error: {str(e)}"
|
|
@@ -131,25 +123,13 @@ with gr.Blocks(theme="default") as demo:
|
|
| 131 |
"""
|
| 132 |
)
|
| 133 |
|
| 134 |
-
with gr.
|
| 135 |
-
|
| 136 |
-
|
| 137 |
-
|
| 138 |
-
file_input = gr.File(
|
| 139 |
-
label="Upload PDFs",
|
| 140 |
-
file_types=[".pdf"],
|
| 141 |
-
file_count="multiple" # β
enables multi-select in UI
|
| 142 |
-
)
|
| 143 |
-
|
| 144 |
-
upload_output = gr.Textbox(
|
| 145 |
-
label="Upload Results",
|
| 146 |
-
lines=10,
|
| 147 |
-
interactive=False
|
| 148 |
-
)
|
| 149 |
-
|
| 150 |
-
file_input.change(fn=upload_pdf, inputs=file_input, outputs=upload_output)
|
| 151 |
|
| 152 |
|
|
|
|
|
|
|
| 153 |
|
| 154 |
with gr.Tab("π§ 2. Generate Questions & Answers"):
|
| 155 |
gr.Markdown("### π€ Generate Q&A from your PDF")
|
|
@@ -165,17 +145,10 @@ with gr.Blocks(theme="default") as demo:
|
|
| 165 |
gr.Button("π― Get Answer").click(fn=ask_question, inputs=[token_box, question_box], outputs=answer_result)
|
| 166 |
|
| 167 |
with gr.Tab("π 4. View Uploaded PDFs"):
|
| 168 |
-
gr.Markdown("### π Uploaded PDF List")
|
| 169 |
-
|
| 170 |
list_btn = gr.Button("π Refresh List")
|
| 171 |
-
|
| 172 |
pdf_list_output = gr.Markdown()
|
| 173 |
-
|
| 174 |
-
list_btn.click(
|
| 175 |
-
fn=list_uploaded_pdfs,
|
| 176 |
-
inputs=[],
|
| 177 |
-
outputs=pdf_list_output
|
| 178 |
-
)
|
| 179 |
|
| 180 |
if __name__ == "__main__":
|
| 181 |
demo.launch(server_name="0.0.0.0", server_port=7860)
|
|
|
|
| 24 |
qa_model = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
|
| 25 |
|
| 26 |
# β
Upload and process PDF
|
| 27 |
+
def upload_pdf(file):
|
|
|
|
|
|
|
| 28 |
try:
|
| 29 |
+
filename = file.name
|
| 30 |
+
token = str(uuid.uuid4())
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 31 |
|
| 32 |
+
pdf_reader = PyPDF2.PdfReader(file)
|
| 33 |
+
text = "".join([page.extract_text() or "" for page in pdf_reader.pages])
|
| 34 |
+
chunks = [text[i:i+500] for i in range(0, len(text), 500)]
|
| 35 |
|
| 36 |
+
create_db(token, chunks, filename, text)
|
| 37 |
+
return f"β
Uploaded and stored: {filename} (Token: {token})"
|
| 38 |
except Exception as e:
|
| 39 |
return f"β Error: {str(e)}"
|
| 40 |
|
|
|
|
| 41 |
# β
Generate Q&A using filename
|
| 42 |
def generate_qa(filename):
|
| 43 |
try:
|
|
|
|
| 68 |
# β
Ask question using token (semantic similarity)
|
| 69 |
def ask_question(token, question):
|
| 70 |
try:
|
| 71 |
+
with sqlite3.connect("my_database1.db") as conn:
|
| 72 |
cursor = conn.cursor()
|
| 73 |
cursor.execute("SELECT chunk_data FROM token_data WHERE token_id = ?", (token,))
|
| 74 |
row = cursor.fetchone()
|
|
|
|
| 93 |
except Exception as e:
|
| 94 |
return f"β Error: {str(e)}"
|
| 95 |
|
| 96 |
+
# β
View uploaded PDFs (Gradio Tab)
|
| 97 |
def list_uploaded_pdfs():
|
| 98 |
try:
|
| 99 |
+
with sqlite3.connect("my_database1.db") as conn:
|
| 100 |
cursor = conn.cursor()
|
| 101 |
+
cursor.execute("SELECT filename, token_id, content FROM token_data")
|
| 102 |
rows = cursor.fetchall()
|
| 103 |
|
| 104 |
if not rows:
|
| 105 |
return "βΉοΈ No PDFs uploaded yet."
|
| 106 |
|
| 107 |
+
result = ""
|
| 108 |
+
for filename, token, content in rows:
|
| 109 |
+
preview = content[:200].replace("\n", " ") + "..." if len(content) > 200 else content
|
| 110 |
+
result += f"π **Filename:** {filename}\nπ Token: `{token}`\nπ Preview: {preview}\n\n---\n"
|
| 111 |
return result
|
| 112 |
except Exception as e:
|
| 113 |
return f"β Error: {str(e)}"
|
|
|
|
| 123 |
"""
|
| 124 |
)
|
| 125 |
|
| 126 |
+
with gr.Tab("π€ 1. Upload PDF"):
|
| 127 |
+
gr.Markdown("### π Upload a PDF File")
|
| 128 |
+
file = gr.File(label="Upload one or more PDFs", file_types=[".pdf"], file_count="multiple")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 129 |
|
| 130 |
|
| 131 |
+
upload_out = gr.Textbox(label="Upload Result", interactive=False)
|
| 132 |
+
file.change(fn=upload_pdf, inputs=file, outputs=upload_out)
|
| 133 |
|
| 134 |
with gr.Tab("π§ 2. Generate Questions & Answers"):
|
| 135 |
gr.Markdown("### π€ Generate Q&A from your PDF")
|
|
|
|
| 145 |
gr.Button("π― Get Answer").click(fn=ask_question, inputs=[token_box, question_box], outputs=answer_result)
|
| 146 |
|
| 147 |
with gr.Tab("π 4. View Uploaded PDFs"):
|
| 148 |
+
gr.Markdown("### π Uploaded PDF List (with Preview Snippets)")
|
|
|
|
| 149 |
list_btn = gr.Button("π Refresh List")
|
|
|
|
| 150 |
pdf_list_output = gr.Markdown()
|
| 151 |
+
list_btn.click(fn=list_uploaded_pdfs, outputs=pdf_list_output)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 152 |
|
| 153 |
if __name__ == "__main__":
|
| 154 |
demo.launch(server_name="0.0.0.0", server_port=7860)
|
my_database1.db
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6412623c4a1e5bab6d73d3a7ac1f0deef76bb249d8e5b094f3095349d4a925e1
|
| 3 |
+
size 6090752
|