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add script to render html from unstructured elements (#3799)
Script to render HTML from unstructured elements. NOTE: This script is not intended to be used as a module. NOTE: This script is only intended to be used with outputs with non-empty `metadata.text_as_html`. TODO: It was noted that unstructured_elements_to_ontology func always returns a single page This script is using helper functions to handle multiple pages. I am not sure if this was intended, or it is a bug - if it is a bug it would require bit longer debugging - to make it usable fast I used workarounds. Usage: test with any outputs with non-empty `metadata.text_as_html`. Example files attached. `[Example-Bill-of-Lading-Waste.docx.pdf.json](https://github.com/user-attachments/files/17922898/Example-Bill-of-Lading-Waste.docx.pdf.json)` [Breast_Cancer1-5.pdf.json](https://github.com/user-attachments/files/17922899/Breast_Cancer1-5.pdf.json)
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# pyright: reportPrivateUsage=false | ||
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""" | ||
Script to render HTML from unstructured elements. | ||
NOTE: This script is not intended to be used as a module. | ||
NOTE: For now script is only intended to be used with elements generated with | ||
`partition_html(html_parser_version=v2)` | ||
TODO: It was noted that unstructured_elements_to_ontology func always returns a single page | ||
This script is using helper functions to handle multiple pages. | ||
""" | ||
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import argparse | ||
import logging | ||
import os | ||
import select | ||
import sys | ||
from collections import defaultdict | ||
from typing import List, Sequence | ||
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from bs4 import BeautifulSoup | ||
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from unstructured.documents import elements | ||
from unstructured.partition.html.transformations import unstructured_elements_to_ontology | ||
from unstructured.staging.base import elements_from_json | ||
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# Configure logging | ||
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s") | ||
logger = logging.getLogger(__name__) | ||
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def extract_document_div(html_content: str) -> str: | ||
pos = html_content.find(">") | ||
if pos != -1: | ||
return html_content[: pos + 1] | ||
logger.error("No '>' found in the HTML content.") | ||
raise ValueError("No '>' found in the HTML content.") | ||
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def extract_page_div(html_content: str) -> str: | ||
soup = BeautifulSoup(html_content, "html.parser") | ||
page_divs = soup.find_all("div", class_="Page") | ||
if len(page_divs) != 1: | ||
logger.error( | ||
"Expected exactly one <div> element with class 'Page'. Found %d.", len(page_divs) | ||
) | ||
raise ValueError("Expected exactly one <div> element with class 'Page'.") | ||
return str(page_divs[0]) | ||
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def fold_document_div( | ||
html_document_start: str, html_document_end: str, html_per_page: List[str] | ||
) -> str: | ||
html_document = html_document_start | ||
for page_html in html_per_page: | ||
html_document += page_html | ||
html_document += html_document_end | ||
return html_document | ||
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def group_elements_by_page( | ||
unstructured_elements: Sequence[elements.Element], | ||
) -> Sequence[Sequence[elements.Element]]: | ||
pages_dict = defaultdict(list) | ||
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for element in unstructured_elements: | ||
page_number = element.metadata.page_number | ||
pages_dict[page_number].append(element) | ||
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pages_list = list(pages_dict.values()) | ||
return pages_list | ||
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def rendered_html(*, filepath: str | None = None, text: str | None = None) -> str: | ||
"""Renders HTML from a JSON file with unstructured elements. | ||
Args: | ||
filepath (str): path to JSON file with unstructured elements. | ||
Returns: | ||
str: HTML content. | ||
""" | ||
if filepath is None and text is None: | ||
logger.error("Either filepath or text must be provided.") | ||
raise ValueError("Either filepath or text must be provided.") | ||
if filepath is not None and text is not None: | ||
logger.error("Both filepath and text cannot be provided.") | ||
raise ValueError("Both filepath and text cannot be provided.") | ||
if filepath is not None: | ||
logger.info("Rendering HTML from file: %s", filepath) | ||
else: | ||
logger.info("Rendering HTML from text.") | ||
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unstructured_elements = elements_from_json(filename=filepath, text=text) | ||
unstructured_elements_per_page = group_elements_by_page(unstructured_elements) | ||
# parsed_ontology = unstructured_elements_to_ontology(unstructured_elements) | ||
parsed_ontology_per_page = [ | ||
unstructured_elements_to_ontology(elements) for elements in unstructured_elements_per_page | ||
] | ||
html_per_page = [parsed_ontology.to_html() for parsed_ontology in parsed_ontology_per_page] | ||
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html_document_start = extract_document_div(html_per_page[0]) | ||
html_document_end = "</div>" | ||
html_per_page = [extract_page_div(page) for page in html_per_page] | ||
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return fold_document_div(html_document_start, html_document_end, html_per_page) | ||
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def _main(): | ||
if os.getenv("PROCESS_FROM_STDIN") == "true": | ||
logger.info("Processing from STDIN (PROCESS_FROM_STDIN is set to 'true')") | ||
if select.select([sys.stdin], [], [], 0.1)[0]: | ||
content = sys.stdin.read() | ||
html = rendered_html(text=content) | ||
sys.stdout.write(html) | ||
else: | ||
logger.error("No input provided via STDIN. Exiting.") | ||
sys.exit(1) | ||
else: | ||
logger.info("Processing from command line arguments") | ||
parser = argparse.ArgumentParser(description="Render HTML from unstructured elements.") | ||
parser.add_argument( | ||
"filepath", help="Path to JSON file with unstructured elements.", type=str | ||
) | ||
parser.add_argument( | ||
"--outdir", | ||
help="Path to directory where the rendered html will be stored.", | ||
type=str, | ||
default=None, | ||
nargs="?", | ||
) | ||
args = parser.parse_args() | ||
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html = rendered_html(filepath=args.filepath) | ||
if args.outdir is None: | ||
args.outdir = os.path.dirname(args.filepath) | ||
os.makedirs(args.outdir, exist_ok=True) | ||
outpath = os.path.join( | ||
args.outdir, os.path.basename(args.filepath).replace(".json", ".html") | ||
) | ||
with open(outpath, "w") as f: | ||
f.write(html) | ||
logger.info("HTML rendered and saved to: %s", outpath) | ||
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if __name__ == "__main__": | ||
_main() |