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67 changes: 34 additions & 33 deletions backend/actions/process_slides.py
Original file line number Diff line number Diff line change
Expand Up @@ -15,16 +15,17 @@
import argparse
import asyncio
import base64
import io
import json
import os
import time
from pathlib import Path
from os.path import join, dirname
from typing import AsyncGenerator

import fitz # PyMuPDF - used only for PDF to image conversion
from dotenv import load_dotenv
from openai import AsyncOpenAI
from pdf2image import convert_from_bytes

# Load environment variables (for CLI usage)
load_dotenv(join(dirname(dirname(dirname(__file__))), ".env"))
Expand Down Expand Up @@ -79,11 +80,11 @@ def _get_openai(self) -> AsyncOpenAI:
self._openai_client = AsyncOpenAI(api_key=getenv("OPENAI_API_KEY"))
return self._openai_client

def _render_page_to_base64(self, page: fitz.Page) -> str:
"""Render a PDF page to a base64-encoded PNG image."""
pix = page.get_pixmap(dpi=self.dpi)
png_bytes = pix.tobytes("png")
return base64.b64encode(png_bytes).decode("utf-8")
def _render_image_to_base64(self, image) -> str:
"""Render a PIL image to a base64-encoded PNG image."""
buf = io.BytesIO()
image.save(buf, format="PNG")
return base64.b64encode(buf.getvalue()).decode("utf-8")

async def _analyze_slide_image(self, base64_image: str, page_num: int) -> dict | None:
"""Analyze slide image using GPT-4o Vision."""
Expand Down Expand Up @@ -171,40 +172,40 @@ async def stream_from_bytes(
"""
print(f"Processing: {filename}")

with fitz.open(stream=pdf_bytes, filetype="pdf") as doc:
total_pages = len(doc)
print(f"Found {total_pages} pages")
images = convert_from_bytes(pdf_bytes, dpi=self.dpi)
total_pages = len(images)
print(f"Found {total_pages} pages")

for page_num, page in enumerate(doc, start=1):
start_time = time.time()
print(f" Processing Page {page_num}/{total_pages}...", end=" ", flush=True)
for page_num, image in enumerate(images, start=1):
start_time = time.time()
print(f" Processing Page {page_num}/{total_pages}...", end=" ", flush=True)

# Render page to image
base64_image = self._render_page_to_base64(page)
# Render page to image
base64_image = self._render_image_to_base64(image)

# Analyze with vision
analysis = await self._analyze_slide_image(base64_image, page_num)
text = self._extract_text_from_analysis(analysis)
# Analyze with vision
analysis = await self._analyze_slide_image(base64_image, page_num)
text = self._extract_text_from_analysis(analysis)

# Skip if no content extracted
if not text.strip():
print("Skipped (no content)")
continue
# Skip if no content extracted
if not text.strip():
print("Skipped (no content)")
continue

# Create embedding
embedding = await self._get_embedding(text)
# Create embedding
embedding = await self._get_embedding(text)

elapsed = time.time() - start_time
print(f"Done ({elapsed:.2f}s)")
elapsed = time.time() - start_time
print(f"Done ({elapsed:.2f}s)")

yield {
"session_info": session_info,
"text": text,
"timestamp": f"Slide {page_num}",
"embedding": embedding,
"page_num": page_num,
"total_pages": total_pages
}
yield {
"session_info": session_info,
"text": text,
"timestamp": f"Slide {page_num}",
"embedding": embedding,
"page_num": page_num,
"total_pages": total_pages
}

async def process_from_bytes(
self,
Expand Down
5 changes: 3 additions & 2 deletions backend/requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,12 +3,13 @@ openai==2.8.0
openai-agents==0.6.1
pandas==2.3.3
python-dotenv==1.2.1
PyMuPDF==1.26.6
pdf2image>=1.17.0
Pillow>=10.0.0
fastapi==0.121.3
uvicorn[standard]==0.38.0
requests==2.32.5
httpx==0.28.1
youtube-transcript-api==1.2.3
supabase==2.24.0
langfuse==3.10.5
openinference-instrumentation-openai-agents
openinference-instrumentation-openai-agents