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Jae-Won Chung
commited on
Commit
•
9fd9223
1
Parent(s):
ba182b7
Update compute_system_metrics.py
Browse files
scripts/compute_system_metrics.py
CHANGED
@@ -1,5 +1,6 @@
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import os
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import csv
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import tyro
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import pandas as pd
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@@ -14,13 +15,15 @@ def main(data_dir: str, out_file: str) -> None:
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os.makedirs(dirname, exist_ok=True)
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out_csv = csv.writer(open(out_file, "w", newline=""))
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metrics = ["throughput", "response_length", "latency", "energy"]
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out_csv.writerow(["model"] + metrics)
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for model_name in model_names:
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if __name__ == "__main__":
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import os
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import csv
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from glob import glob
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import tyro
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import pandas as pd
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os.makedirs(dirname, exist_ok=True)
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out_csv = csv.writer(open(out_file, "w", newline=""))
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metrics = ["throughput", "response_length", "latency", "energy"]
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out_csv.writerow(["model", "batch_size"] + metrics)
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for model_name in model_names:
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for benchmark_file in glob(f"{data_dir}/{model_name}/benchmark_batch_*.json"):
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batch_size = int(benchmark_file.split("_")[-1][:-5])
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df = pd.read_json(benchmark_file)
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out_csv.writerow(
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[model_name.replace("--", "/"), str(batch_size)] + df[metrics].mean().to_list(),
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)
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if __name__ == "__main__":
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