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https://github.com/imartinez/privateGPT.git
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[dev] refactor, create CustomImagePagePdfReader
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@@ -8,6 +8,8 @@ from llama_index.core.readers.base import BaseReader
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from llama_index.core.readers.json import JSONReader
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from llama_index.core.schema import Document
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from scripts.readers import CustomImagePagePdfReader
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logger = logging.getLogger(__name__)
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LLMSHERPA_API_URL = (
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@@ -129,24 +131,14 @@ class IngestionHelper:
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"No text extracted from PDF, trying to extract images from PDF"
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)
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try:
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import pdf2image
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import pytesseract
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images = pdf2image.convert_from_path(file_data)
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documents = []
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for i, image in tqdm.tqdm(enumerate(images)):
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text = pytesseract.image_to_string(image, lang="rus")
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doc = StringIterableReader().load_data(
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[text],
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)
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# )[0]
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# doc.metadata["page_label"] = str(i + 1)
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documents.extend(doc)
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pdf_reader = CustomImagePagePdfReader(lang="rus")
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documents = pdf_reader.load_data(file_data.as_posix())
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except Exception as e:
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logger.error(f"Error extracting images from PDF: {e}")
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raise ValueError(f"No text extracted from PDF={file_name}")
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raise ValueError(f"No text extracted from PDF: {file_name}")
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if len(documents) == 0:
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logger.warning(f"No documents extracted from file: {file_name}")
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return documents
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@@ -158,7 +150,6 @@ class IngestionHelper:
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# We don't want the Embeddings search to receive this metadata
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document.excluded_embed_metadata_keys = ["doc_id"]
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# We don't want the LLM to receive these metadata in the context
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# ToDo currently remove file_name
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document.excluded_llm_metadata_keys = [
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# "file_name",
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"doc_id",
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@@ -1,4 +1,5 @@
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"""This file should be imported if and only if you want to run the UI locally."""
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import base64
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import logging
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import time
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@@ -69,7 +70,8 @@ class Source(BaseModel):
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file_name = doc_metadata.get("file_name", "-") if doc_metadata else "-"
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page_label = doc_metadata.get("page_label", "-") if doc_metadata else "-"
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source = Source(file=file_name, page=page_label, text=chunk.text)
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logger.debug("Source: %s %s", file_name, page_label)
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source = Source(file=file_name, page=str(page_label), text=chunk.text)
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curated_sources.append(source)
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curated_sources = list(
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dict.fromkeys(curated_sources).keys()
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43
scripts/readers.py
Normal file
43
scripts/readers.py
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@@ -0,0 +1,43 @@
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import logging
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from typing import Any, Dict, List, Optional
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import tqdm
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from llama_index.core.readers.base import BaseReader
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from llama_index.core.schema import Document
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logger = logging.getLogger(__name__)
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class CustomImagePagePdfReader(BaseReader):
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def __init__(self, *args: Any, lang: str = "rus", **kwargs: Any) -> None:
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super().__init__(*args, **kwargs)
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self.lang = lang
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def load_data(
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self, pdf_path: str, extra_info: Optional[Dict] = None
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) -> List[Document]:
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try:
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import pdf2image
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except ImportError:
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raise ImportError("You need to install `pdf2image` to use this reader")
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try:
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import pytesseract
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except ImportError:
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raise ImportError("You need to install `pytesseract` to use this reader")
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images = pdf2image.convert_from_path(pdf_path)
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documents = []
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for i, image in tqdm.tqdm(enumerate(images)):
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text = pytesseract.image_to_string(image, lang=self.lang)
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doc = Document(
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text=text,
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extra_info={"chunk_type": "image", "page_label": i + 1},
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)
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documents.append(doc)
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return documents
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