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fix docx reader (#257)
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* fix docx reader

* fix docx reader

* fix docx reader
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Ceceliachenen authored Oct 29, 2024
1 parent 6289aeb commit 403b7e7
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Showing 4 changed files with 59 additions and 53 deletions.
14 changes: 8 additions & 6 deletions src/pai_rag/integrations/readers/pai_docx_reader.py
Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,7 @@
from pai_rag.utils.markdown_utils import (
transform_local_to_oss,
convert_table_to_markdown,
is_horizontal_table,
PaiTable,
)
from docx import Document as DocxDocument
Expand Down Expand Up @@ -102,12 +103,13 @@ def _convert_list(self, paragraph, level=0):
def _convert_table_to_markdown(self, table, doc_name):
total_cols = max(len(row.cells) for row in table.rows)

header_row = table.rows[0]
rows = []
headers = self._parse_row(header_row, doc_name, total_cols)
for row in table.rows[1:]:
rows.append(self._parse_row(row, doc_name, total_cols))
table = PaiTable(headers=[headers], rows=rows)
table_matrix = []
for row in table.rows:
table_matrix.append(self._parse_row(row, doc_name, total_cols))
if is_horizontal_table(table_matrix):
table = PaiTable(data=table_matrix, row_headers_index=[0])
else:
table = PaiTable(data=table_matrix, column_headers_index=[0])
return convert_table_to_markdown(table, total_cols)

def _parse_row(self, row, doc_name, total_cols):
Expand Down
39 changes: 5 additions & 34 deletions src/pai_rag/integrations/readers/pai_pdf_reader.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,10 @@
from llama_index.core.readers.base import BaseReader
from llama_index.core.schema import Document
from magic_pdf.rw.DiskReaderWriter import DiskReaderWriter
from pai_rag.utils.markdown_utils import transform_local_to_oss
from pai_rag.utils.markdown_utils import (
transform_local_to_oss,
is_horizontal_table,
)
from bs4 import BeautifulSoup
from llama_index.core import Settings

Expand Down Expand Up @@ -143,42 +146,10 @@ def limit_table_content(table: List[List]) -> List[List]:
for row in table
]

@staticmethod
def is_horizontal_table(table: List[List]) -> bool:
# if the table is empty or the first (header) of table is empty, it's not a horizontal table
if not table or not table[0]:
return False

vertical_value_any_count = 0
horizontal_value_any_count = 0
vertical_value_all_count = 0
horizontal_value_all_count = 0

"""If it is a horizontal table, the probability that each row contains at least one number is higher than the probability that each column contains at least one number.
If it is a horizontal table with headers, the number of rows that are entirely composed of numbers will be greater than the number of columns that are entirely composed of numbers.
"""

for row in table:
if any(isinstance(item, (int, float)) for item in row):
horizontal_value_any_count += 1
if all(isinstance(item, (int, float)) for item in row):
horizontal_value_all_count += 1

for col in zip(*table):
if any(isinstance(item, (int, float)) for item in col):
vertical_value_any_count += 1
if all(isinstance(item, (int, float)) for item in col):
vertical_value_all_count += 1

return (
horizontal_value_any_count >= vertical_value_any_count
or horizontal_value_all_count > 0 >= vertical_value_all_count
)

@staticmethod
def tables_summarize(table: List[List]) -> str:
table = PaiPDFReader.limit_table_content(table)
if not PaiPDFReader.is_horizontal_table(table):
if not is_horizontal_table(table):
table = list(zip(*table))
table = table[:TABLE_SUMMARY_MAX_ROW_NUM]
table = [row[:TABLE_SUMMARY_MAX_COL_NUM] for row in table]
Expand Down
50 changes: 41 additions & 9 deletions src/pai_rag/utils/markdown_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -9,12 +9,12 @@


class PaiTable(BaseModel):
data: List[List[str]] = (Field(description="The table data.", default=[]),)
row_headers_index: Optional[List[int]] = (
Field(description="The table row headers index.", default=None),
data: List[List[str]] = Field(description="The table data.", default=[])
row_headers_index: Optional[List[int]] = Field(
description="The table row headers index.", default=None
)
column_headers_index: Optional[List[int]] = (
Field(description="The table column headers index.", default=None),
column_headers_index: Optional[List[int]] = Field(
description="The table column headers index.", default=None
)

def get_row_numbers(self):
Expand All @@ -24,24 +24,24 @@ def get_col_numbers(self):
return len(self.data[0])

def get_row_headers(self):
if len(self.row_headers_index) == 0:
if not self.row_headers_index or len(self.row_headers_index) == 0:
return []
return [self.data[row] for row in self.row_headers_index]

def get_rows(self):
if self.row_headers_index:
if self.row_headers_index and len(self.row_headers_index) > 0:
data_row_start_index = max(self.row_headers_index) + 1
else:
data_row_start_index = 0
return self.data[data_row_start_index:]

def get_column_headers(self):
if len(self.column_headers_index) == 0:
if not self.column_headers_index or len(self.column_headers_index) == 0:
return []
return [[row[i] for i in self.column_headers_index] for row in self.data]

def get_columns(self):
if self.column_headers_index:
if self.column_headers_index and len(self.column_headers_index) > 0:
data_col_start_index = max(self.col_headers_index) + 1
else:
data_col_start_index = 0
Expand Down Expand Up @@ -123,3 +123,35 @@ def convert_table_to_markdown(table: PaiTable, total_cols: int) -> str:
for row in rows:
markdown.append("| " + " | ".join(row) + " |")
return "\n".join(markdown)


def is_horizontal_table(table: List[List]) -> bool:
# if the table is empty or the first (header) of table is empty, it's not a horizontal table
if not table or not table[0]:
return False

vertical_value_any_count = 0
horizontal_value_any_count = 0
vertical_value_all_count = 0
horizontal_value_all_count = 0

"""If it is a horizontal table, the probability that each row contains at least one number is higher than the probability that each column contains at least one number.
If it is a horizontal table with headers, the number of rows that are entirely composed of numbers will be greater than the number of columns that are entirely composed of numbers.
"""

for row in table:
if any(isinstance(item, (int, float)) for item in row):
horizontal_value_any_count += 1
if all(isinstance(item, (int, float)) for item in row):
horizontal_value_all_count += 1

for col in zip(*table):
if any(isinstance(item, (int, float)) for item in col):
vertical_value_any_count += 1
if all(isinstance(item, (int, float)) for item in col):
vertical_value_all_count += 1

return (
horizontal_value_any_count >= vertical_value_any_count
or horizontal_value_all_count > 0 >= vertical_value_all_count
)
9 changes: 5 additions & 4 deletions tests/data_readers/test_pdf_reader.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@
from pai_rag.integrations.readers.pai.pai_data_reader import PaiDataReader
from pai_rag.integrations.readers.pai_pdf_reader import PaiPDFReader
from pai_rag.utils.download_models import ModelScopeDownloader
from pai_rag.utils.markdown_utils import is_horizontal_table

BASE_DIR = Path(__file__).parent.parent.parent

Expand Down Expand Up @@ -53,7 +54,7 @@ def test_is_horizontal_table():
["Age", 30, 25],
["City", "New York", "San Francisco"],
]
assert PaiPDFReader.is_horizontal_table(horizontal_table_1)
assert PaiPDFReader.is_horizontal_table(horizontal_table_2)
assert PaiPDFReader.is_horizontal_table(horizontal_table_3)
assert not PaiPDFReader.is_horizontal_table(vertical_table)
assert is_horizontal_table(horizontal_table_1)
assert is_horizontal_table(horizontal_table_2)
assert is_horizontal_table(horizontal_table_3)
assert not is_horizontal_table(vertical_table)

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