init

THUCNewsTitle.py

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+import csv
+
+import datasets
+
+
+_TRAIN_DOWNLOAD_URL = "https://drive.google.com/u/0/uc?id=1xnicHROZsgtxKodf8sZiRiXoWJ7fpQt2&export=download"
+_DEV_DOWNLOAD_URL = "https://drive.google.com/u/0/uc?id=1dxhCfB7h4YZMvmPwoh3VTqW6z0AESgjo&export=download"
+_TEST_DOWNLOAD_URL = "https://drive.google.com/u/0/uc?id=1EHiQl2i2LX6xuGYRhdlk_uj2eF79sr8r&export=download"
+
+
+
+class THUCNewsTitle(datasets.GeneratorBasedBuilder):
+
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=None,
+            features=datasets.Features(
+                {
+                    "text": datasets.Value("string"),
+                    "label": datasets.features.ClassLabel(names=['education', 'entertainment', 'fashion', 'finance', 'game', 'politic', 'society', 'sport', 'stock', 'technology']),
+                }
+
+            ),
+            homepage=None,
+            citation=None,
+        )
+
+    def _split_generators(self, dl_manager):
+        train_path = dl_manager.download_and_extract(_TRAIN_DOWNLOAD_URL)
+        dev_path = dl_manager.download_and_extract(_DEV_DOWNLOAD_URL)
+        test_path = dl_manager.download_and_extract(_TEST_DOWNLOAD_URL)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
+            datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": dev_path}),
+            datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}),
+        ]
+
+    def _generate_examples(self, filepath):
+        with open(filepath, encoding="utf-8") as csv_file:
+            csv_reader = csv.reader(
+                csv_file, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True
+            )
+            for id_, row in enumerate(csv_reader):
+                if id_ == 0:
+                    continue
+                label, text = row
+                label = int(label)
+                yield id_, {"text": text, "label": label}

dataset_info.json

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+{"description": "", "citation": "", "homepage": "", "license": "", "features": {"text": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 10, "names": ["education", "entertainment", "fashion", "finance", "game", "politic", "society", "sport", "stock", "technology"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "builder_name": "thuc_news_title", "config_name": "default", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 3243019, "num_examples": 50000, "dataset_name": "thuc_news_title"}, "validation": {"name": "validation", "num_bytes": 324390, "num_examples": 5000, "dataset_name": "thuc_news_title"}, "test": {"name": "test", "num_bytes": 648546, "num_examples": 10000, "dataset_name": "thuc_news_title"}}, "download_checksums": {"https://drive.google.com/u/0/uc?id=1xnicHROZsgtxKodf8sZiRiXoWJ7fpQt2&export=download": {"num_bytes": 2843021, "checksum": "d1ebcc61385bbe2fc5aa63f80e9895343582d2b8fd4a88771a721e85e1fe0aea"}, "https://drive.google.com/u/0/uc?id=1dxhCfB7h4YZMvmPwoh3VTqW6z0AESgjo&export=download": {"num_bytes": 284400, "checksum": "b07fde52b6097f266eaec4499f51aa08da25f89a94671004c4c8239a6ee7c79f"}, "https://drive.google.com/u/0/uc?id=1EHiQl2i2LX6xuGYRhdlk_uj2eF79sr8r&export=download": {"num_bytes": 568556, "checksum": "234203489d9ecbb66402bd8874bff2a5f40aeaf9cd7478264ec7da3495947b9b"}}, "download_size": 3695977, "post_processing_size": null, "dataset_size": 4215955, "size_in_bytes": 7911932}

thuc_news_title-test.arrow

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+oid sha256:0c99f6d4087cf6d7ce4e577880d76ff25fac57a3da9a6bb6841435998d7a4439
+size 649304

thuc_news_title-train.arrow

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+oid sha256:c6cd07e0c1e88510272d73c8b9def1397e9ccc4ee9c31e755b5a83c10c162092
+size 3244640

thuc_news_title-validation.arrow

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+size 325152