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feat(weave): allow disabling autopatch
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#!/usr/bin/env python3 | ||
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import argparse | ||
import statistics | ||
import subprocess | ||
import sys | ||
from datetime import datetime | ||
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from rich.console import Console | ||
from rich.progress import Progress, SpinnerColumn, TimeElapsedColumn | ||
from rich.table import Table | ||
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from weave.trace.autopatch import AutopatchSettings | ||
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def today() -> str: | ||
return datetime.today().date().strftime("%Y-%m-%d") | ||
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def run_single_init(disable_autopatch: bool = False): | ||
projname = today() + "_benchmark_init" | ||
cmd = rf""" | ||
import time | ||
import weave | ||
start = time.perf_counter() | ||
weave.init("{projname}", autopatch_settings={{"disable_autopatch": {disable_autopatch}}}) | ||
end = time.perf_counter() | ||
print(end - start) | ||
""" | ||
result = subprocess.run([sys.executable, "-c", cmd], capture_output=True, text=True) | ||
# Get the last line of output (Skipping "Logged in as Weights & Biases user...") | ||
output = result.stdout.strip().split("\n")[-1] | ||
print(output) | ||
return float(output) | ||
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def benchmark(iterations: int = 10, disable_autopatch: bool = False): | ||
projname = today() + "_benchmark_init" | ||
# Ensure project exists | ||
import weave | ||
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weave.init(projname, autopatch_settings=AutopatchSettings(disable_autopatch=True)) | ||
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console = Console() | ||
times = [] | ||
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with Progress( | ||
SpinnerColumn(), | ||
*Progress.get_default_columns(), | ||
TimeElapsedColumn(), | ||
console=console, | ||
) as progress: | ||
task = progress.add_task("[cyan]Running init tests...", total=iterations) | ||
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for _ in range(iterations): | ||
times.append(run_single_init(disable_autopatch)) | ||
progress.advance(task) | ||
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# Display results in a nice table | ||
table = Table(title="Init Time Benchmark Results") | ||
table.add_column("Metric", style="cyan") | ||
table.add_column("Value", style="green") | ||
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table.add_row("Mean init time", f"{statistics.mean(times):.4f}s") | ||
table.add_row("Median init time", f"{statistics.median(times):.4f}s") | ||
table.add_row("Std dev", f"{statistics.stdev(times):.4f}s") | ||
table.add_row("Min time", f"{min(times):.4f}s") | ||
table.add_row("Max time", f"{max(times):.4f}s") | ||
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console.print("\n") | ||
console.print(table) | ||
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# Show individual times | ||
times_table = Table(title="Individual Init Times") | ||
times_table.add_column("Run #", style="cyan") | ||
times_table.add_column("Time (seconds)", style="green") | ||
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for i, t in enumerate(times, 1): | ||
times_table.add_row(str(i), f"{t:.4f}") | ||
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console.print("\n") | ||
console.print(times_table) | ||
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if __name__ == "__main__": | ||
parser = argparse.ArgumentParser(description="Benchmark weave.init performance") | ||
parser.add_argument( | ||
"--disable-autopatch", action="store_true", help="Disable autopatching" | ||
) | ||
parser.add_argument( | ||
"--iterations", | ||
type=int, | ||
default=10, | ||
help="Number of iterations to run (default: 10)", | ||
) | ||
args = parser.parse_args() | ||
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benchmark(iterations=args.iterations, disable_autopatch=args.disable_autopatch) |
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