Upload 2 files
Browse files- handler.py +40 -0
- requirements.txt +4 -0
handler.py
ADDED
|
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import Dict, Any, List
|
| 2 |
+
import os
|
| 3 |
+
|
| 4 |
+
current_dir = os.getcwd()
|
| 5 |
+
os.environ['HF_HOME'] = os.path.join(current_dir)
|
| 6 |
+
|
| 7 |
+
from marker.convert import convert_single_pdf
|
| 8 |
+
from marker.logger import configure_logging
|
| 9 |
+
from marker.models import load_all_models
|
| 10 |
+
from marker.output import save_markdown
|
| 11 |
+
from io import BytesIO
|
| 12 |
+
class EndpointHandler:
|
| 13 |
+
def __init__(self, path=""):
|
| 14 |
+
# Initialize the OCR model
|
| 15 |
+
self.models = load_all_models()
|
| 16 |
+
self.file_location = "input/temp.pdf"
|
| 17 |
+
os.makedirs("input", exist_ok=True)
|
| 18 |
+
|
| 19 |
+
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
|
| 20 |
+
"""
|
| 21 |
+
data args:
|
| 22 |
+
max_pages (:obj: int): The maximum number of pages to process.
|
| 23 |
+
file (:obj: UploadFile): The uploaded PDF file.
|
| 24 |
+
Return:
|
| 25 |
+
A list of dictionaries containing the extracted text.
|
| 26 |
+
"""
|
| 27 |
+
# Get inputs
|
| 28 |
+
self.upload_file(data['file'])
|
| 29 |
+
pdf_path = self.file_location
|
| 30 |
+
max_pages = data.get("max_pages", None)
|
| 31 |
+
|
| 32 |
+
# Perform OCR on the input PDF
|
| 33 |
+
extracted_text, _, _ = convert_single_pdf(pdf_path, self.models, max_pages=max_pages, langs=["vi"])
|
| 34 |
+
# Return the extracted text
|
| 35 |
+
return [{"extracted_text": extracted_text}]
|
| 36 |
+
|
| 37 |
+
def upload_file(self, file: BytesIO, max_pages: int = None):
|
| 38 |
+
with open(self.file_location, "wb") as f:
|
| 39 |
+
f.write(file.read())
|
| 40 |
+
return True
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
marker-pdf==0.3.10
|
| 2 |
+
Pillow
|
| 3 |
+
torchvision
|
| 4 |
+
transformers
|