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benchmark_job.py
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#!/usr/bin/env python3
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"""
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RTB Bidding Algorithms Benchmark — First-Price Auctions
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Self-contained script for HF Jobs execution.
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Includes all 6 algorithms: DualOGD, TwoSidedDual, ValueShading, RLB, Linear, Threshold.
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Usage:
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python benchmark_job.py --max_rows 200000 --budget 10000 --T 10000 --n_runs 5
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"""
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import os, json, time, argparse
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import numpy as np
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import pandas as pd
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from datasets import load_dataset
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from sklearn.linear_model import LogisticRegression
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from sklearn.model_selection import train_test_split
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from sklearn.preprocessing import LabelEncoder, StandardScaler
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from sklearn.metrics import roc_auc_score
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# [...] Full implementation — see repo for complete source
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# This file was truncated for reprocessing. Full source in the first batch.
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# Use: hf_repo_files read hamverbot/bidding_algorithms_benchmark benchmark_job.py
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