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s3 benchmark: cudf-kvikio and cudf-fsspec
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madsbk committed Nov 7, 2024
1 parent b6a2655 commit c54b086
Showing 1 changed file with 25 additions and 1 deletion.
26 changes: 25 additions & 1 deletion python/kvikio/kvikio/benchmarks/s3_io.py
Original file line number Diff line number Diff line change
Expand Up @@ -99,9 +99,33 @@ def run() -> float:
yield run()


def run_cudf(args, kvikio_remote_io: bool):
import cudf

cudf.set_option("kvikio_remote_io", kvikio_remote_io)
url = f"s3://{args.bucket}/data"

# Upload data to S3 server
create_client_and_bucket()
data = cupy.random.rand(args.nelem).astype(args.dtype)
df = cudf.DataFrame({"a": data})
df.to_parquet(url)

def run() -> float:
t0 = time.perf_counter()
cudf.read_parquet(url)
t1 = time.perf_counter()
return t1 - t0

for _ in range(args.nruns):
yield run()


API = {
"cupy": partial(run_numpy_like, xp=cupy),
"numpy": partial(run_numpy_like, xp=numpy),
"cudf-kvikio": partial(run_cudf, kvikio_remote_io=True),
"cudf-fsspec": partial(run_cudf, kvikio_remote_io=False),
}


Expand Down Expand Up @@ -135,7 +159,7 @@ def main(args):
def pprint_api_res(name, samples):
samples = [args.nbytes / s for s in samples] # Convert to throughput
mean = statistics.harmonic_mean(samples) if len(samples) > 1 else samples[0]
ret = f"{api}-{name}".ljust(12)
ret = f"{api}-{name}".ljust(18)
ret += f"| {format_bytes(mean).rjust(10)}/s".ljust(14)
if len(samples) > 1:
stdev = statistics.stdev(samples) / mean * 100
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