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Working on a first version of DOCX native backend
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Signed-off-by: Maxim Lysak <[email protected]>
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Maxim Lysak committed Oct 4, 2024
1 parent 1fa7cd9 commit cefc34e
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357 changes: 356 additions & 1 deletion docling/backend/msword_backend.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,19 +2,52 @@
from pathlib import Path
from typing import Set, Union

import docx
from docling_core.types.experimental import (
BasePictureData,
BaseTableData,
DescriptionItem,
DocItemLabel,
DoclingDocument,
GroupLabel,
ImageRef,
PictureItem,
SectionHeaderItem,
TableCell,
TableItem,
)
from lxml import etree

from docling.backend.abstract_backend import DeclarativeDocumentBackend
from docling.datamodel.base_models import InputFormat


class MsWordDocumentBackend(DeclarativeDocumentBackend):

def __init__(self, path_or_stream: Union[BytesIO, Path], document_hash: str):
self.XML_KEY = (
"{http://schemas.openxmlformats.org/wordprocessingml/2006/main}val"
)
super().__init__(path_or_stream, document_hash)
# self.initialise(path_or_stream)
# Word file:
self.path_or_stream = path_or_stream
# Initialise the parents for the hierarchy
self.max_levels = 10
self.level_at_new_list = None
self.parents = {}
for i in range(-1, self.max_levels):
self.parents[i] = None

self.history = {
"names": [None],
"levels": [None],
"numids": [None],
"indents": [None],
}

def warn(self, message):
print(f"WARN: {message}")

def is_valid(self) -> bool:
return True
Expand All @@ -28,11 +61,333 @@ def unload(self):

self.path_or_stream = None

def update_history(self, name, level, numid, ilevel):
self.history["names"].append(name)
self.history["levels"].append(level)

self.history["numids"].append(numid)
self.history["indents"].append(ilevel)

def prev_name(self):
return self.history["names"][-1]

def prev_level(self):
return self.history["levels"][-1]

def prev_numid(self):
return self.history["numids"][-1]

def prev_indent(self):
return self.history["indents"][-1]

def get_level(self) -> int:
"""Return the first None index."""
for k, v in self.parents.items():
if k >= 0 and v == None:
return k
return 0

@classmethod
def supported_formats(cls) -> Set[InputFormat]:
return {InputFormat.DOCX}

def walk_linear(self, body, docx_obj, doc) -> DoclingDocument:
for element in body:
tag_name = etree.QName(element).localname
# Check for Text
if tag_name in ["p"]:
self.add_text(element, docx_obj, doc)
# Check for Tables
elif element.tag.endswith("tbl"):
self.add_table(element, docx_obj, doc)
# Check for Inline Images (drawings or blip elements)
elif element.tag.endswith("drawing") or element.tag.endswith("blip"):
self.add_figure(element, docx_obj, doc)
else:
self.warn(f"ignoring element in DOCX with tag: {tag_name}")
return doc

def get_numId_and_ilvl(self, paragraph):
# Access the XML element of the paragraph
numPr = paragraph._element.find(
".//w:numPr", namespaces=paragraph._element.nsmap
)

if numPr is not None:
# Get the numId element and extract the value
numId_elem = numPr.find("w:numId", namespaces=paragraph._element.nsmap)
ilvl_elem = numPr.find("w:ilvl", namespaces=paragraph._element.nsmap)

numId = numId_elem.get(self.XML_KEY) if numId_elem is not None else None
ilvl = ilvl_elem.get(self.XML_KEY) if ilvl_elem is not None else None

return int(numId), int(ilvl)

return None, None # If the paragraph is not part of a list

def get_label_and_level(self, paragraph):
if paragraph.style is None:
return "Normal", None
label = paragraph.style.name
if ":" in label:
parts = label.split(":")

if len(parts) == 2:
return parts[0], int(parts[1])

parts = label.split(" ")

if "Heading" in label and len(parts) == 2:
return parts[0], int(parts[1])
else:
return label, None

def add_text(self, element, docx_obj, doc):
paragraph = docx.text.paragraph.Paragraph(element, docx_obj)

if paragraph.text is None:
# self.warn(f"paragraph has text==None")
return

text = paragraph.text.strip()

# if len(text)==0: # keep empty paragraphs, they seperate adjacent lists!
# self.warn(f"paragraph has len(text)==0")

pname, plevel = self.get_label_and_level(paragraph)
numid, ilevel = self.get_numId_and_ilvl(paragraph)

# we detected a list
if numid is not None and ilevel is not None:
self.add_listitem(
element, docx_obj, doc, pname, plevel, numid, ilevel, text
)
self.update_history(pname, plevel, numid, ilevel)

return

elif numid is None and self.prev_numid() is not None: # Close list

for key, val in self.parents.items():
if key >= self.level_at_new_list:
self.parents[key] = None

self.level = self.level_at_new_list - 1
self.level_at_new_list = None

if pname in ["Title"]:

for key, val in self.parents.items():
self.parents[key] = None

self.parents[0] = doc.add_text(
parent=None, label=DocItemLabel.TITLE, text=text
)

elif "Heading" in pname:
self.add_header(element, docx_obj, doc, pname, plevel, text)

elif pname in [
"Paragraph",
"Normal",
"Subtitle",
"Author",
"Default Text",
"List Paragraph",
"List Bullet",
"Quote",
]:
level = self.get_level()
doc.add_text(
label=DocItemLabel.PARAGRAPH, parent=self.parents[level - 1], text=text
)

else:
assert False, f"need to add a new paragraph: {pname}"

self.update_history(pname, plevel, numid, ilevel)

def add_header(self, element, docx_obj, doc, curr_name, curr_level, text: str):

level = self.get_level()
# print(f"level: {level} => add_header(self, element, docx_obj, doc, {curr_name}, {curr_level}): {text}")

if isinstance(curr_level, int):

if curr_level == level:

self.parents[level] = doc.add_heading(
parent=self.parents[level - 1], text=text
)

elif curr_level > level:

# add invisible group
for i in range(level, curr_level):
self.parents[i] = doc.add_group(
parent=self.parents[i - 1],
label=GroupLabel.SECTION,
name=f"header-{i}",
)

self.parents[curr_level] = doc.add_heading(
parent=self.parents[curr_level - 1], text=text
)

elif curr_level < level:

# remove the tail
for key, val in self.parents.items():
if key >= curr_level:
self.parents[key] = None

self.parents[curr_level] = doc.add_heading(
parent=self.parents[curr_level - 1], text=text
)

else:
self.parents[self.level] = doc.add_heading(
parent=self.parents[self.level - 1], text=text
)

def add_listitem(
self, element, docx_obj, doc, pname, plevel, numid, ilevel, text: str
):

level = self.get_level()
# print(f"level: {level} => add_listitem(self, element, docx_obj, doc, {pname}, {plevel}, {numid}, {ilevel}): {text}")

if self.prev_numid() is None: # Open new list

self.level_at_new_list = level

self.parents[level] = doc.add_group(
label=GroupLabel.LIST, name="list", parent=self.parents[level - 1]
)

doc.add_text(
label=DocItemLabel.LIST_ITEM, parent=self.parents[level], text=text
)

elif (
self.prev_numid() == numid and self.prev_indent() < ilevel
): # Open indented list

for i in range(
self.level_at_new_list + self.prev_indent() + 1,
self.level_at_new_list + ilevel + 1,
):
self.parents[i] = doc.add_group(
label=GroupLabel.LIST, name="list", parent=self.parents[i - 1]
)

doc.add_text(
label=DocItemLabel.LIST_ITEM,
parent=self.parents[self.level_at_new_list + ilevel],
text=text,
)

elif self.prev_numid() == numid and ilevel < self.prev_indent(): # Close list

for k, v in self.parents.items():
if k > self.level_at_new_list + ilevel:
self.parents[k] = None

doc.add_text(
label=DocItemLabel.LIST_ITEM,
parent=self.parents[self.level_at_new_list + ilevel],
text=text,
)

elif self.prev_numid() == numid or self.prev_indent() == ilevel:

doc.add_text(
label=DocItemLabel.LIST_ITEM, parent=self.parents[level - 1], text=text
)

def add_table(self, element, docx_obj, doc):

# Function to check if a cell has a colspan (gridSpan)
def get_colspan(cell):
grid_span = cell._element.xpath("@w:gridSpan")
if grid_span:
return int(grid_span[0]) # Return the number of columns spanned
return 1 # Default is 1 (no colspan)

# Function to check if a cell has a rowspan (vMerge)
def get_rowspan(cell):
v_merge = cell._element.xpath("@w:vMerge")
if v_merge:
return v_merge[
0
] # 'restart' indicates the beginning of a rowspan, others are continuation
return 1

table = docx.table.Table(element, docx_obj)

num_rows = len(table.rows)
num_cols = 0
for row in table.rows:
# Calculate the max number of columns
num_cols = max(num_cols, sum(get_colspan(cell) for cell in row.cells))

self.warn(f"table: [{num_rows}x{num_cols}]")

# Initialize the table grid
table_grid = [[None for _ in range(num_cols)] for _ in range(num_rows)]

data = BaseTableData(num_rows=num_rows, num_cols=num_cols, table_cells=[])

for row_idx, row in enumerate(table.rows):
col_idx = 0
for c, cell in enumerate(row.cells):
row_span = get_rowspan(cell)
col_span = get_colspan(cell)

# Find the next available column in the grid
while table_grid[row_idx][col_idx] is not None:
col_idx += 1

print(f"{row_idx}, {col_idx}, {row_span}, {col_span}")

# Fill the grid with the cell value, considering rowspan and colspan
for i in range(row_span if row_span == "restart" else 1):
for j in range(col_span):
table_grid[row_idx + i][col_idx + j] = ""

cell = TableCell(
text=cell.text,
row_span=row_span,
col_span=col_span,
start_row_offset_idx=row_idx,
end_row_offset_idx=row_idx + row_span,
start_col_offset_idx=col_idx,
end_col_offset_idx=col_idx + col_span,
col_header=False, # col_header,
row_header=False, # ((not col_header) and html_cell.name=='th')
)

# print(row_idx, "\t", col_idx, "\t", row_span, "\t", col_span, "\t", text)
data.table_cells.append(cell)

level = self.get_level()
doc.add_table(data=data, parent=self.parents[level - 1])

def add_figure(self, element, docx_obj, doc):
doc.add_picture(
data=BasePictureData(), parent=self.parents[self.level], caption=None
)

def convert(self) -> DoclingDocument:
# Parses the DOCX into a structured document model.
doc = DoclingDocument(description=DescriptionItem(), name="dummy")
doc.add_text(text="I am a Word document.", label=DocItemLabel.TEXT)
docx_obj = None
try:
docx_obj = docx.Document(self.path_or_stream)
except Exception:
return doc

# self.initialise()
doc = self.walk_linear(docx_obj.element.body, docx_obj, doc)

return doc
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