Implementation:Datajuicer Data juicer CsvFormatter
| Knowledge Sources | |
|---|---|
| Domains | Data_Loading, Formatting |
| Last Updated | 2026-02-14 16:00 GMT |
Overview
Concrete tool for loading and formatting CSV files as datasets provided by Data-Juicer.
Description
CsvFormatter extends LocalFormatter with SUFFIXES = ['.csv'] and type='csv', delegating all loading logic to the parent class which uses HuggingFace's load_dataset with the CSV reader. It is registered with the FORMATTERS registry via the @FORMATTERS.register_module() decorator, enabling automatic format detection.
Usage
Use when loading CSV-formatted datasets into Data-Juicer for processing, either through direct instantiation or through the automatic format detection system via load_formatter.
Code Reference
Source Location
- Repository: Datajuicer_Data_juicer
- File:
data_juicer/format/csv_formatter.py
Signature
@FORMATTERS.register_module()
class CsvFormatter(LocalFormatter):
SUFFIXES = [".csv"]
def __init__(self, dataset_path, suffixes=None, **kwargs):
Import
from data_juicer.format.csv_formatter import CsvFormatter
I/O Contract
Inputs
| Name | Type | Required | Description |
|---|---|---|---|
| dataset_path | str | Yes | Path to a CSV dataset file or directory containing CSV files |
| suffixes | list | No | File suffixes to be processed. Default: ['.csv'] |
| **kwargs | Any | No | Extra arguments passed to the parent LocalFormatter |
Outputs
| Name | Type | Description |
|---|---|---|
| dataset | Dataset | A unified HuggingFace Dataset loaded from the CSV files |
Usage Examples
from data_juicer.format.csv_formatter import CsvFormatter
# Load a CSV dataset
formatter = CsvFormatter(dataset_path="/path/to/data.csv")
dataset = formatter.load_dataset(num_proc=4)
# Load from a directory of CSV files
formatter = CsvFormatter(dataset_path="/path/to/csv_dir/")
dataset = formatter.load_dataset()