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Build error
Build error
Ilia Tambovtsev commited on
Commit ·
61053e3
1
Parent(s): c490faa
feat: add pipeline for one pdf
Browse files- src/pdf_utils/chains.py +154 -2
src/pdf_utils/chains.py
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@@ -1,4 +1,4 @@
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-
from typing import List, Dict, Any, Sequence
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from pathlib import Path
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import logging
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import base64
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@@ -10,14 +10,166 @@ from langchain.prompts import ChatPromptTemplate
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from langchain.schema.messages import HumanMessage
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from langchain.callbacks.manager import CallbackManagerForChainRun
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from langchain_core.output_parsers import StrOutputParser
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-
from langchain.pydantic_v1 import Extra
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import pdf2image
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from config.navigator import Navigator
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logger = logging.getLogger(__name__)
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class PDFLoaderChain(Chain):
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"""Chain for loading PDF paths from weird-slides directory"""
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from typing import List, Dict, Any, Sequence, Optional
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from pathlib import Path
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import logging
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import base64
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from langchain.schema.messages import HumanMessage
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from langchain.callbacks.manager import CallbackManagerForChainRun
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from langchain_core.output_parsers import StrOutputParser
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import pdf2image
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import fitz
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from io import BytesIO
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from PIL import Image
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from .chain_funcs import get_param_or_default
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from config.navigator import Navigator
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logger = logging.getLogger(__name__)
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class Pdf2ImageChain(Chain):
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"""Chain for converting PDF pages to PIL Images using PyMuPDF"""
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navigator: Navigator = Navigator()
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def __init__(
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self,
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default_dpi: int = 72,
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save_images: bool = False,
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paths_only: bool = False,
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**kwargs
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):
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"""Initialize PDF to Image conversion chain
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Args:
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navigator: Project paths navigator
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dpi: Resolution for PDF rendering
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save_images: Whether to save images to interim folder
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paths_only: When true, save images and return only paths to them
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"""
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super().__init__(**kwargs)
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self._default_dpi = default_dpi
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self._save_images = save_images
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self._paths_only = paths_only
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@property
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def input_keys(self) -> List[str]:
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return ["pdf_path"]
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@property
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def output_keys(self) -> List[str]:
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return ["images", "image_paths"]
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def _save_image(
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self,
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image: Image.Image,
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presentation_name: str,
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page_idx: int
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) -> Path:
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"""Save PIL image to interim folder with standardized naming
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Args:
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image: PIL Image to save
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presentation_name: Name of the presentation (without extension)
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page_idx: Zero-based page number
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Returns:
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Path to saved image
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"""
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interim_path = self.navigator.get_interim_path(presentation_name)
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output_path = interim_path / f"{presentation_name}_page_{page_idx:03d}_dpi_{self.dpi}.png"
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image.save(output_path, "PNG")
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return output_path
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def _call(
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self,
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inputs: Dict[str, Any],
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run_manager: Optional[CallbackManagerForChainRun] = None
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) -> Dict[str, Any]:
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"""Convert PDF pages to PIL Images
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Args:
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inputs: Dictionary with pdf_path key
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run_manager: Callback manager
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Returns:
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Dictionary with list of PIL Images
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"""
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pdf_path = Path(inputs["pdf_path"])
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images = []
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saved_paths = []
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# Open PDF document
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pdf_document = fitz.open(pdf_path)
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# Convert selected or all pages
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selected_pages = get_param_or_default(inputs, "selected_pages", range(len(pdf_document)))
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for page_num in selected_pages:
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# Select pdf page
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page = pdf_document[page_num]
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# Convert pdf page to pixmap
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dpi = get_param_or_default(inputs, "dpi", self._default_dpi)
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pix = page.get_pixmap(dpi=dpi)
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# Convert pixmap to PIL Image
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img = Image.frombytes(
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"RGB",
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(pix.width, pix.height),
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pix.samples
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)
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if self._save_images or self._paths_only:
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saved_path = self._save_image(img, pdf_path.stem, page_num)
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saved_paths.append(saved_path)
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images.append(img)
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pdf_document.close()
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# Form the output dict
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result = dict(images=None, image_paths=None)
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if not self._paths_only:
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result["images"] = images
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if self._save_images or self._paths_only:
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result["image_paths"] = saved_paths
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return result
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class ImageEncodeChain(Chain):
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"""Chain for encoding PIL Images to base64 strings"""
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@property
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def input_keys(self) -> List[str]:
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return ["image"]
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@property
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def output_keys(self) -> List[str]:
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return ["image_encoded"]
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def _call(
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self,
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inputs: Dict[str, Any],
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run_manager: Optional[CallbackManagerForChainRun] = None
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) -> Dict[str, Any]:
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"""Encode PIL Image to base64 string
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Args:
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inputs: Dictionary with PIL Image
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run_manager: Callback manager
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Returns:
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Dictionary with base64 encoded image string
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"""
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image: Image.Image = inputs["image"]
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# Save image to bytes buffer
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buffer = BytesIO()
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image.save(buffer, format="PNG")
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# Encode to base64
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encoded = base64.b64encode(buffer.getvalue()).decode("utf-8")
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return dict(image_encoded=encoded)
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class PDFLoaderChain(Chain):
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"""Chain for loading PDF paths from weird-slides directory"""
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