| from abc import ABC, abstractmethod |
| from copy import deepcopy |
| from typing import ( |
| Any, |
| Dict, |
| List, |
| ) |
|
|
| from .operators import FieldOperator |
|
|
| """ |
| TableSerializer converts a given table into a flat sequence with special symbols. |
| Input table format must be: |
| {"header": ["col1", "col2"], "rows": [["row11", "row12"], ["row21", "row22"], ["row31", "row32"]]} |
| Output format varies depending on the chosen serializer. Abstract class at the top defines structure of a typical table serializer that any concrete implementation should follow. |
| """ |
|
|
|
|
| class TableSerializer(ABC, FieldOperator): |
| |
| @abstractmethod |
| def serialize_table(self, table_content: Dict) -> str: |
| pass |
|
|
| |
| @abstractmethod |
| def process_header(self, header: List): |
| pass |
|
|
| |
| @abstractmethod |
| def process_row(self, row: List, row_index: int): |
| pass |
|
|
|
|
| |
| """ |
| Indexed Row Major Table Serializer. |
| Commonly used row major serialization format. |
| Format: col : col1 | col2 | col 3 row 1 : val1 | val2 | val3 | val4 row 2 : val1 | ... |
| """ |
|
|
|
|
| class IndexedRowMajorTableSerializer(TableSerializer): |
| def process_value(self, table: Any) -> Any: |
| table_input = deepcopy(table) |
| return self.serialize_table(table_content=table_input) |
|
|
| |
| |
| def serialize_table(self, table_content: Dict) -> str: |
| |
| header = table_content.get("header", []) |
| rows = table_content.get("rows", []) |
|
|
| assert header and rows, "Incorrect input table format" |
|
|
| |
| serialized_tbl_str = self.process_header(header) + " " |
|
|
| |
| for i, row in enumerate(rows, start=1): |
| serialized_tbl_str += self.process_row(row, row_index=i) + " " |
|
|
| |
| return serialized_tbl_str.strip() |
|
|
| |
| def process_header(self, header: List): |
| return "col : " + " | ".join(header) |
|
|
| |
| def process_row(self, row: List, row_index: int): |
| serialized_row_str = "" |
| row_cell_values = [ |
| str(value) if isinstance(value, (int, float)) else value for value in row |
| ] |
|
|
| serialized_row_str += " | ".join(row_cell_values) |
|
|
| return f"row {row_index} : {serialized_row_str}" |
|
|
|
|
| """ |
| Markdown Table Serializer. |
| Markdown table format is used in GitHub code primarily. |
| Format: |
| |col1|col2|col3| |
| |---|---|---| |
| |A|4|1| |
| |I|2|1| |
| ... |
| """ |
|
|
|
|
| class MarkdownTableSerializer(TableSerializer): |
| def process_value(self, table: Any) -> Any: |
| table_input = deepcopy(table) |
| return self.serialize_table(table_content=table_input) |
|
|
| |
| |
| def serialize_table(self, table_content: Dict) -> str: |
| |
| header = table_content.get("header", []) |
| rows = table_content.get("rows", []) |
|
|
| assert header and rows, "Incorrect input table format" |
|
|
| |
| serialized_tbl_str = self.process_header(header) |
|
|
| |
| for i, row in enumerate(rows, start=1): |
| serialized_tbl_str += self.process_row(row, row_index=i) |
|
|
| |
| return serialized_tbl_str.strip() |
|
|
| |
| def process_header(self, header: List): |
| header_str = "|{}|\n".format("|".join(header)) |
| header_str += "|{}|\n".format("|".join(["---"] * len(header))) |
| return header_str |
|
|
| |
| def process_row(self, row: List, row_index: int): |
| row_str = "" |
| row_str += "|{}|\n".format("|".join(str(cell) for cell in row)) |
| return row_str |
|
|