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"""TODO: Add a description here.""" |
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import datasets |
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_CITATION = """\ |
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""" |
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_DESCRIPTION = """\ |
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Generated dataset for testing numerical reasoning |
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""" |
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_HOMEPAGE = "" |
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_LICENSE = "" |
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_URLS = { |
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"first_domain": "https://huggingface.co/great-new-dataset-first_domain.zip", |
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"second_domain": "https://huggingface.co/great-new-dataset-second_domain.zip", |
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} |
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class NumericalReasoning(datasets.GeneratorBasedBuilder): |
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"""TODO: Short description of my dataset.""" |
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VERSION = datasets.Version("0.1.0") |
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BUILDER_CONFIGS = [ |
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datasets.BuilderConfig(name="multiplication", version=VERSION, description="x1 x x2 = y"), |
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datasets.BuilderConfig(name="addition", version=VERSION, description="x1 + x2 = y"), |
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datasets.BuilderConfig(name="convert_min_sec", version=VERSION, description="x minutes equals y seconds"), |
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datasets.BuilderConfig(name="convert_hour_min", version=VERSION, description="x hours equals y minutes"), |
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datasets.BuilderConfig(name="convert_day_hour", version=VERSION, description="x days equals y hours"), |
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datasets.BuilderConfig(name="convert_week_day", version=VERSION, description="x minutes equals y seconds"), |
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datasets.BuilderConfig(name="convert_month_week", version=VERSION, description="x months equals y weeks"), |
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datasets.BuilderConfig(name="convert_year_month", version=VERSION, description="x years equals y months"), |
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datasets.BuilderConfig(name="convert_decade_year", version=VERSION, description="x decades equals y years"), |
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] |
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DEFAULT_CONFIG_NAME = "multiplication" |
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def _info(self): |
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if (self.config.name == "multiplication") or (self.config.name == "addition"): |
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features = datasets.Features( |
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{ |
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"x1": datasets.Value("int32"), |
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"x2": datasets.Value("int32"), |
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"y": datasets.Value("int32"), |
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} |
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) |
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else: |
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features = datasets.Features( |
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{ |
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"x": datasets.Value("int32"), |
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"x_time_unit": datasets.Value("string"), |
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"y": datasets.Value("int32"), |
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"y_time_unit": datasets.Value("string"), |
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} |
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) |
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return datasets.DatasetInfo( |
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description=_DESCRIPTION, |
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features=features, |
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homepage=_HOMEPAGE, |
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license=_LICENSE, |
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citation=_CITATION, |
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) |
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def _split_generators(self, dl_manager): |
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return [ |
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datasets.SplitGenerator( |
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name=datasets.Split.TEST, |
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gen_kwargs={ |
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"split": "test" |
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}, |
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), |
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] |
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def _generate_examples(self, split): |
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if self.config.name == "multiplication": |
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key = 0 |
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for x1 in range(0,100): |
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for x2 in range(1,51): |
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key += 1 |
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yield key, { |
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"x1": x1, |
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"x2": x2, |
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"y": x1*x2, |
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} |
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elif self.config.name == "addition": |
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key = 0 |
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for x1 in range(0,100): |
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for x2 in range(1,51): |
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key += 1 |
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yield key, { |
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"x1": x1, |
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"x2": x2, |
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"y": x1+x2, |
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} |
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else: |
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if "min_sec" in self.config.name: |
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x_time_unit = "minutes" |
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y_time_unit = "seconds" |
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multiplier = 60 |
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elif "hour_min" in self.config.name: |
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x_time_unit = "hours" |
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y_time_unit = "minutes" |
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multiplier = 60 |
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elif "day_hour" in self.config.name: |
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x_time_unit = "days" |
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y_time_unit = "hours" |
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multiplier = 24 |
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elif "week_day" in self.config.name: |
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x_time_unit = "weeks" |
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y_time_unit = "days" |
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multiplier = 7 |
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elif "month_week" in self.config.name: |
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x_time_unit = "months" |
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y_time_unit = "weeks" |
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multiplier = 30 |
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elif "year_month" in self.config.name: |
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x_time_unit = "years" |
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y_time_unit = "months" |
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multiplier = 12 |
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elif "decade_year" in self.config.name: |
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x_time_unit = "decades" |
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y_time_unit = "years" |
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multiplier = 10 |
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for key, x in enumerate(range(0, 100)): |
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yield key, { |
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"x": x, |
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"x_time_unit": x_time_unit, |
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"y": multiplier*x, |
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"y_time_unit": y_time_unit, |
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} |
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