Create dataset.py
Browse files- dataset.py +94 -0
dataset.py
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import os
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import csv
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import json
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import datasets
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EXPERIMENTS = {
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"test1": "05-19-35",
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"test2": "06-38-03",
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"test3": "15-12-05",
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"test4": "10-49-18",
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"test5": "11-04-24",
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}
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FILETYPES = [
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"output",
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"cpu_monitor",
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"cpustat_monitor",
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"irq_monitor",
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"softirq_monitor",
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"meminfo_monitor",
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"sysinfo",
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]
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class MonitoringConfig(datasets.BuilderConfig):
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def __init__(self, filetype, **kwargs):
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super().__init__(version=datasets.Version("1.0.0"), **kwargs)
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self.filetype = filetype
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class MonitoringDataset(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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MonitoringConfig(
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name=filetype,
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filetype=filetype,
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description=f"{filetype} across all experiments"
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)
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for filetype in FILETYPES
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]
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def _info(self):
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filetype = self.config.filetype
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# JSON sysinfo
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if filetype == "sysinfo":
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return datasets.DatasetInfo(
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features=datasets.Features({"json": datasets.Value("string")})
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)
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# For optional output.csv, detect header only if a sample exists
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for folder in EXPERIMENTS.values():
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path = os.path.join(folder, f"{filetype}.csv")
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if os.path.exists(path):
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with open(path, "r") as f:
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header = next(csv.reader(f))
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return datasets.DatasetInfo(
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features=datasets.Features({col: datasets.Value("string") for col in header})
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)
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# No experiment contains this filetype → return empty schema
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return datasets.DatasetInfo(
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features=datasets.Features({})
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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=exp_name,
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gen_kwargs={"folder": folder, "filetype": self.config.filetype}
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)
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for exp_name, folder in EXPERIMENTS.items()
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]
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def _generate_examples(self, folder, filetype):
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# JSON
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if filetype == "sysinfo":
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json_path = os.path.join(folder, "sysinfo.json")
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if not os.path.exists(json_path):
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return
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with open(json_path, "r") as f:
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data = json.load(f)
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yield 0, {"json": json.dumps(data)}
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return
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path = os.path.join(folder, f"{filetype}.csv")
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if not os.path.exists(path):
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return # gracefully skip this experiment
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with open(path, "r") as f:
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reader = csv.DictReader(f)
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for idx, row in enumerate(reader):
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yield idx, row
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