Update soybean_dataset.py

soybean_dataset.py

@@ -21,10 +21,10 @@ import os
 from typing import List
 import datasets
 import logging
-import csv
+
 import numpy as np
 from PIL import Image
-import os
+
 import io
 import pandas as pd
 import matplotlib.pyplot as plt
@@ -191,39 +191,4 @@ class SoybeanDataset(datasets.GeneratorBasedBuilder):
     
     
     
-    
-    #### origin
-    def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
-      urls_to_download = self._URLS
-      downloaded_files = dl_manager.download_and_extract(urls_to_download)
-
-      return [
-          datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
-          datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
-      ]
-      
-    def _generate_examples(self, filepath):
-        """This function returns the examples in the raw (text) form."""
-        logging.info("generating examples from = %s", filepath)
-        with open(filepath) as f:
-            squad = json.load(f)
-            for article in squad["data"]:
-                title = article.get("title", "").strip()
-                for paragraph in article["paragraphs"]:
-                    context = paragraph["context"].strip()
-                    for qa in paragraph["qas"]:
-                        question = qa["question"].strip()
-                        id_ = qa["id"]
-
-                        answer_starts = [answer["answer_start"] for answer in qa["answers"]]
-                        answers = [answer["text"].strip() for answer in qa["answers"]]
-
-                        # Features currently used are "context", "question", and "answers".
-                        # Others are extracted here for the ease of future expansions.
-                        yield id_, {
-                            "title": title,
-                            "context": context,
-                            "question": question,
-                            "id": id_,
-                            "answers": {"answer_start": answer_starts, "text": answers,},
-                        }
+