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feat: Add micro-benchmarks for writes comparing standard (regional) v… · googleapis/python-storage@dbe9d8b · GitHub

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chandra-siri
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gemini-code-assist[bot]
authored
feat: Add micro-benchmarks for writes comparing standard (regional) vs rapid (zonal) buckets. (#1707)
* Add performance microbenchmarking suite for Writes * This compares Regional (Standard Storage) with Zonal (Rapid Storage) buckets. * Regional uses JSON wheres Zonal uses gRPC bidi --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
1 parent 1917649 commit dbe9d8b

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‎tests/perf/microbenchmarks/README.md‎

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@@ -15,10 +15,13 @@ pytest --benchmark-json=output.json -vv -s tests/perf/microbenchmarks/reads/test
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To run a single test, append `::` followed by the test name to the file path.
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Example:
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Examples:
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```bash
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pytest --benchmark-json=output.json -vv -s tests/perf/microbenchmarks/reads/test_reads.py::test_downloads_single_proc_single_coro
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```
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```bash
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pytest --benchmark-json=output.json -vv -s tests/perf/microbenchmarks/writes/test_writes.py::test_uploads_single_proc_single_coro
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```
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## Configuration
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‎tests/perf/microbenchmarks/conftest.py‎

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AsyncAppendableObjectWriter,
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)
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from google.cloud.storage._experimental.asyncio.async_grpc_client import AsyncGrpcClient
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from tests.perf.microbenchmarks.writes.parameters import WriteParameters
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_OBJECT_NAME_PREFIX = "micro-benchmark"
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@pytest.fixture
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def workload_params(request):
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params = request.param
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files_names = _create_files(
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params.num_files,
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params.bucket_name,
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params.bucket_type,
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params.file_size_bytes,
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)
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if isinstance(params, WriteParameters):
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files_names = [
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f"{_OBJECT_NAME_PREFIX}-{uuid.uuid4().hex[:5]}"
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for _ in range(params.num_files)
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]
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else:
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files_names = _create_files(
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params.num_files,
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params.bucket_name,
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params.bucket_type,
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params.file_size_bytes,
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)
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return params, files_names

‎tests/perf/microbenchmarks/writes/__init__.py‎

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‎tests/perf/microbenchmarks/writes/config.py‎

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# Copyright 2026 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import itertools
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import os
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from typing import Dict, List
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import yaml
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try:
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from tests.perf.microbenchmarks.writes.parameters import WriteParameters
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except ModuleNotFoundError:
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from parameters import WriteParameters
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def get_write_params() -> Dict[str, List[WriteParameters]]:
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"""Generates benchmark parameters from a YAML configuration file.
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This function reads the configuration from `config.yaml`, located in the
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same directory, and generates all possible combinations of write parameters
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based on the defined workloads. It uses `itertools.product` to create
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a Cartesian product of parameters like bucket types, file sizes, etc.
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Returns:
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Dict[str, List[WriteParameters]]: A dictionary where keys are workload
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names and values are lists of `WriteParameters` instances for that
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workload.
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"""
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params: Dict[str, List[WriteParameters]] = {}
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config_path = os.path.join(os.path.dirname(__file__), "config.yaml")
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with open(config_path, "r") as f:
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config = yaml.safe_load(f)
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common_params = config["common"]
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bucket_types = common_params["bucket_types"]
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file_sizes_mib = common_params["file_sizes_mib"]
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chunk_sizes_mib = common_params["chunk_sizes_mib"]
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rounds = common_params["rounds"]
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bucket_map = {
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"zonal": os.environ.get("DEFAULT_RAPID_ZONAL_BUCKET", config['defaults']['DEFAULT_RAPID_ZONAL_BUCKET']),
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"regional": os.environ.get("DEFAULT_STANDARD_BUCKET", config['defaults']['DEFAULT_STANDARD_BUCKET'])
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}
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for workload in config["workload"]:
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workload_name = workload["name"]
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params[workload_name] = []
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processes = workload["processes"]
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coros = workload["coros"]
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# Create a product of all parameter combinations
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product = itertools.product(
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bucket_types,
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file_sizes_mib,
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chunk_sizes_mib,
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processes,
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coros,
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)
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for (
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bucket_type,
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file_size_mib,
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chunk_size_mib,
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num_processes,
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num_coros,
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) in product:
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file_size_bytes = file_size_mib * 1024 * 1024
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chunk_size_bytes = chunk_size_mib * 1024 * 1024
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bucket_name = bucket_map[bucket_type]
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num_files = num_processes * num_coros
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# Create a descriptive name for the parameter set
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name = f"{workload_name}_{bucket_type}_{num_processes}p_{num_coros}c"
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params[workload_name].append(
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WriteParameters(
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name=name,
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workload_name=workload_name,
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bucket_name=bucket_name,
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bucket_type=bucket_type,
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num_coros=num_coros,
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num_processes=num_processes,
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num_files=num_files,
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rounds=rounds,
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chunk_size_bytes=chunk_size_bytes,
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file_size_bytes=file_size_bytes,
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)
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)
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return params

‎tests/perf/microbenchmarks/writes/config.yaml‎

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common:
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bucket_types:
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- "regional"
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- "zonal"
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file_sizes_mib:
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- 1024 # 1GiB
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chunk_sizes_mib: [100]
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rounds: 10
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workload:
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############# single proc single coroutines #########
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- name: "write_seq"
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pattern: "seq"
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coros: [1]
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processes: [1]
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############# single proc multiple coroutines #########
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- name: "write_seq_multi_coros"
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pattern: "seq"
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coros: [2, 4, 8, 16]
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processes: [1]
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############# multiple proc multiple coroutines #########
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- name: "write_seq_multi_process"
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pattern: "seq"
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coros: [1, 2]
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processes: [8, 16, 32, 64]
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defaults:
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DEFAULT_RAPID_ZONAL_BUCKET: "chandrasiri-benchmarks-zb"
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DEFAULT_STANDARD_BUCKET: "chandrasiri-benchmarks-rb"

‎tests/perf/microbenchmarks/writes/parameters.py‎

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# Copyright 2026 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from dataclasses import dataclass
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from ..parameters import IOBenchmarkParameters
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@dataclass
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class WriteParameters(IOBenchmarkParameters):
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pass

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