| | 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 |
| |
|