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Update app.py
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app.py
CHANGED
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@@ -16,74 +16,119 @@ db = None
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def process_pdf(file):
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global db
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pix = page.get_pixmap()
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img = np.frombuffer(pix.samples, dtype=np.uint8).reshape(
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pix.height, pix.width, pix.n
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result = reader.readtext(img)
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page_text = " ".join([r[1] for r in result])
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# ===== ANSWER FUNCTION =====
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def get_answer(query):
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global db
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source = ""
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continue
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source = doc.page_content[:200]
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# ===== CHAT =====
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def chat(user_input, history):
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# ===== FEEDBACK =====
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def process_pdf(file):
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global db
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try:
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if file is None:
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return "⚠️ Please upload a PDF first."
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# 🔥 FIX: Works in HuggingFace
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doc = fitz.open(stream=file.read(), filetype="pdf")
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text = ""
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for i, page in enumerate(doc[:50]):
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page_text = page.get_text()
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if len(page_text.strip()) < 50:
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pix = page.get_pixmap()
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img = np.frombuffer(
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pix.samples, dtype=np.uint8
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).reshape(pix.height, pix.width, pix.n)
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result = reader.readtext(img)
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page_text = " ".join([r[1] for r in result])
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text += page_text + "\n"
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if not text.strip():
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return "⚠️ No text found in PDF."
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# chunking
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splitter = RecursiveCharacterTextSplitter(
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chunk_size=500,
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chunk_overlap=100
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)
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chunks = splitter.split_text(text)
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if len(chunks) == 0:
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return "⚠️ Failed to create chunks."
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# embeddings
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embeddings = HuggingFaceEmbeddings()
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db = FAISS.from_texts(chunks, embeddings)
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return "✅ PDF processed! Ask your question now."
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except Exception as e:
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print("PROCESS ERROR:", e)
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return "❌ Error processing PDF."
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# ===== ANSWER FUNCTION =====
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def get_answer(query):
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global db
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try:
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if db is None:
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return "⚠️ Upload and process a PDF first.", ""
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docs = db.similarity_search(query, k=3)
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best_sentence = ""
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best_score = 0
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source = ""
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for doc in docs:
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sentences = doc.page_content.split(".")
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for sent in sentences:
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sent_clean = sent.strip()
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if len(sent_clean) < 20:
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continue
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score = fuzz.partial_ratio(query.lower(), sent_clean.lower())
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# boost definition-like lines
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if "is" in sent_clean.lower() or "mode" in sent_clean.lower():
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score += 10
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if score > best_score:
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best_score = score
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best_sentence = sent_clean
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source = doc.page_content[:200]
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# 🔥 FIX: never return empty
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if not best_sentence:
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best_sentence = "❌ No relevant answer found."
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if not source:
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source = "No source available."
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return best_sentence, source
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except Exception as e:
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print("ANSWER ERROR:", e)
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return "⚠️ Error while generating answer.", ""
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# ===== CHAT =====
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def chat(user_input, history):
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try:
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if not user_input.strip():
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return "", history
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answer, source = get_answer(user_input)
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history.append(
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(user_input, answer + "\n\n📌 Source: " + source)
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)
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return "", history
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except Exception as e:
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print("CHAT ERROR:", e)
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history.append((user_input, "⚠️ Something went wrong."))
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return "", history
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# ===== FEEDBACK =====
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