---

20_newsgroups

Note

ID: catalog.cards.20_newsgroups | Type: TaskCard

{
    "loader": {
        "path": "SetFit/20_newsgroups",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "condition": "ne",
            "type": "filter_by_condition",
            "values": {
                "text": ""
            }
        },
        {
            "mix": {
                "test": "test",
                "train": "train[90%]",
                "validation": "train[10%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "label_text": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "alt.atheism": "atheism",
                    "comp.graphics": "computer graphics",
                    "comp.os.ms-windows.misc": "microsoft windows",
                    "comp.sys.ibm.pc.hardware": "pc hardware",
                    "comp.sys.mac.hardware": "mac hardware",
                    "comp.windows.x": "windows x",
                    "misc.forsale": "for sale",
                    "rec.autos": "cars",
                    "rec.motorcycles": "motorcycles",
                    "rec.sport.baseball": "baseball",
                    "rec.sport.hockey": "hockey",
                    "sci.crypt": "cryptography",
                    "sci.electronics": "electronics",
                    "sci.med": "medicine",
                    "sci.space": "space",
                    "soc.religion.christian": "christianity",
                    "talk.politics.guns": "guns",
                    "talk.politics.mideast": "middle east",
                    "talk.politics.misc": "politics",
                    "talk.religion.misc": "religion"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "atheism",
                    "computer graphics",
                    "microsoft windows",
                    "pc hardware",
                    "mac hardware",
                    "windows x",
                    "for sale",
                    "cars",
                    "motorcycles",
                    "baseball",
                    "hockey",
                    "cryptography",
                    "electronics",
                    "medicine",
                    "space",
                    "christianity",
                    "guns",
                    "middle east",
                    "politics",
                    "religion"
                ],
                "text_type": "sentence",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}