From af0ae8706928db2fbce44210a96a1f367b18be17 Mon Sep 17 00:00:00 2001 From: "Daniel (dB.) Doubrovkine" Date: Fri, 13 Oct 2023 14:29:54 -0400 Subject: [PATCH] Add micro benchmarks. (#537) * Align pool_maxsize for different connection pool implementations. Signed-off-by: dblock * Added benchmarks. Signed-off-by: dblock * Multi-threaded vs. async benchmarks. Signed-off-by: dblock * Set pool size to the number of threads. Signed-off-by: dblock * Added sync/async benchmark. Signed-off-by: dblock * Report client-side latency. Signed-off-by: dblock * Various updates to benchmarks, demonstrating threading improves throughput. Signed-off-by: dblock * Bench info. Signed-off-by: dblock * Fixup format. Signed-off-by: dblock * Undo async maxsize. Signed-off-by: dblock * Moved benchmarks folder. Signed-off-by: dblock * Updated documentation and project description. Signed-off-by: dblock --------- Signed-off-by: dblock Signed-off-by: roma2023 --- CHANGELOG.md | 1 + README.md | 2 +- benchmarks/README.md | 63 ++ benchmarks/bench_async.py | 101 +++ benchmarks/bench_info_sync.py | 93 +++ benchmarks/bench_sync.py | 132 ++++ benchmarks/bench_sync_async.py | 12 + benchmarks/poetry.lock | 847 +++++++++++++++++++++++++ benchmarks/poetry.toml | 2 + benchmarks/pyproject.toml | 16 + benchmarks/thread_with_return_value.py | 25 + 11 files changed, 1293 insertions(+), 1 deletion(-) create mode 100644 benchmarks/README.md create mode 100644 benchmarks/bench_async.py create mode 100644 benchmarks/bench_info_sync.py create mode 100644 benchmarks/bench_sync.py create mode 100644 benchmarks/bench_sync_async.py create mode 100644 benchmarks/poetry.lock create mode 100644 benchmarks/poetry.toml create mode 100644 benchmarks/pyproject.toml create mode 100644 benchmarks/thread_with_return_value.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 01e890a1..768bdca9 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,7 @@ Inspired from [Keep a Changelog](https://keepachangelog.com/en/1.0.0/) - Added point-in-time APIs (create_pit, delete_pit, delete_all_pits, get_all_pits) and Security Client APIs (health and update_audit_configuration) ([#502](https://github.com/opensearch-project/opensearch-py/pull/502)) - Added new guide for using index templates with the client ([#531](https://github.com/opensearch-project/opensearch-py/pull/531)) - Added `pool_maxsize` for `Urllib3HttpConnection` ([#535](https://github.com/opensearch-project/opensearch-py/pull/535)) +- Added benchmarks ([#537](https://github.com/opensearch-project/opensearch-py/pull/537)) ### Changed - Generate `tasks` client from API specs ([#508](https://github.com/opensearch-project/opensearch-py/pull/508)) - Generate `ingest` client from API specs ([#513](https://github.com/opensearch-project/opensearch-py/pull/513)) diff --git a/README.md b/README.md index 7ecaea56..e4524469 100644 --- a/README.md +++ b/README.md @@ -26,7 +26,7 @@ For more information, see [opensearch.org](https://opensearch.org/) and the [API ## User Guide -To get started with the OpenSearch Python Client, see [User Guide](https://github.com/opensearch-project/opensearch-py/blob/main/USER_GUIDE.md). +To get started with the OpenSearch Python Client, see [User Guide](https://github.com/opensearch-project/opensearch-py/blob/main/USER_GUIDE.md). This repository also contains [working samples](https://github.com/opensearch-project/opensearch-py/tree/main/samples) and [benchmarks](https://github.com/opensearch-project/opensearch-py/tree/main/benchmarks). ## Compatibility with OpenSearch diff --git a/benchmarks/README.md b/benchmarks/README.md new file mode 100644 index 00000000..1d21d851 --- /dev/null +++ b/benchmarks/README.md @@ -0,0 +1,63 @@ +- [Benchmarks](#benchmarks) + - [Start OpenSearch](#start-opensearch) + - [Install Prerequisites](#install-prerequisites) + - [Run Benchmarks](#run-benchmarks) + +## Benchmarks + +Python client benchmarks using [richbench](https://github.com/tonybaloney/rich-bench). + +### Start OpenSearch + +``` +docker run -p 9200:9200 -e "discovery.type=single-node" opensearchproject/opensearch:latest +``` + +### Install Prerequisites + +Install [poetry](https://python-poetry.org/docs/), then install package dependencies. + +``` +poetry install +``` + +Benchmarks use the code in this repository by specifying the dependency as `opensearch-py = { path = "..", develop=true, extras=["async"] }` in [pyproject.toml](pyproject.toml). + +### Run Benchmarks + +Run all benchmarks available as follows. + +``` +poetry run richbench . --repeat 1 --times 1 +``` + +Outputs results from all the runs. + +``` + Benchmarks, repeat=1, number=1 +┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓ +┃ Benchmark ┃ Min ┃ Max ┃ Mean ┃ Min (+) ┃ Max (+) ┃ Mean (+) ┃ +┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩ +│ 1 client vs. more clients (async) │ 1.640 │ 1.640 │ 1.640 │ 1.102 (1.5x) │ 1.102 (1.5x) │ 1.102 (1.5x) │ +│ 1 thread vs. 32 threads (sync) │ 5.526 │ 5.526 │ 5.526 │ 1.626 (3.4x) │ 1.626 (3.4x) │ 1.626 (3.4x) │ +│ 1 thread vs. 32 threads (sync) │ 4.639 │ 4.639 │ 4.639 │ 3.363 (1.4x) │ 3.363 (1.4x) │ 3.363 (1.4x) │ +│ sync vs. async (8) │ 3.198 │ 3.198 │ 3.198 │ 0.966 (3.3x) │ 0.966 (3.3x) │ 0.966 (3.3x) │ +└───────────────────────────────────┴─────────┴─────────┴─────────┴─────────────────┴─────────────────┴─────────────────┘ +``` + +Run a specific benchmark, e.g. [bench_sync.py](bench_sync.py) by specifying `--benchmark [name]`. + +``` +poetry run richbench . --repeat 1 --times 1 --benchmark sync +``` + +Outputs results from one benchmark. + +``` + Benchmarks, repeat=1, number=1 +┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓ +┃ Benchmark ┃ Min ┃ Max ┃ Mean ┃ Min (+) ┃ Max (+) ┃ Mean (+) ┃ +┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩ +│ 1 thread vs. 32 threads (sync) │ 6.804 │ 6.804 │ 6.804 │ 3.409 (2.0x) │ 3.409 (2.0x) │ 3.409 (2.0x) │ +└────────────────────────────────┴─────────┴─────────┴─────────┴─────────────────┴─────────────────┴─────────────────┘ +``` diff --git a/benchmarks/bench_async.py b/benchmarks/bench_async.py new file mode 100644 index 00000000..d08ca634 --- /dev/null +++ b/benchmarks/bench_async.py @@ -0,0 +1,101 @@ +#!/usr/bin/env python + +# SPDX-License-Identifier: Apache-2.0 +# +# The OpenSearch Contributors require contributions made to +# this file be licensed under the Apache-2.0 license or a +# compatible open source license. + +import asyncio +import uuid + +from opensearchpy import AsyncHttpConnection, AsyncOpenSearch + +host = "localhost" +port = 9200 +auth = ("admin", "admin") +index_name = "test-index-async" +item_count = 100 + + +async def index_records(client, item_count): + await asyncio.gather( + *[ + client.index( + index=index_name, + body={ + "title": f"Moneyball", + "director": "Bennett Miller", + "year": "2011", + }, + id=uuid.uuid4(), + ) + for j in range(item_count) + ] + ) + + +async def test_async(client_count=1, item_count=1): + clients = [] + for i in range(client_count): + clients.append( + AsyncOpenSearch( + hosts=[{"host": host, "port": port}], + http_auth=auth, + use_ssl=True, + verify_certs=False, + ssl_show_warn=False, + connection_class=AsyncHttpConnection, + pool_maxsize=client_count, + ) + ) + + if await clients[0].indices.exists(index_name): + await clients[0].indices.delete(index_name) + + await clients[0].indices.create(index_name) + + await asyncio.gather( + *[index_records(clients[i], item_count) for i in range(client_count)] + ) + + await clients[0].indices.refresh(index=index_name) + print(await clients[0].count(index=index_name)) + + await clients[0].indices.delete(index_name) + + await asyncio.gather(*[client.close() for client in clients]) + + +def test(item_count=1, client_count=1): + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + loop.run_until_complete(test_async(item_count, client_count)) + loop.close() + + +def test_1(): + test(1, 32 * item_count) + + +def test_2(): + test(2, 16 * item_count) + + +def test_4(): + test(4, 8 * item_count) + + +def test_8(): + test(8, 4 * item_count) + + +def test_16(): + test(16, 2 * item_count) + + +def test_32(): + test(32, item_count) + + +__benchmarks__ = [(test_1, test_8, "1 client vs. more clients (async)")] diff --git a/benchmarks/bench_info_sync.py b/benchmarks/bench_info_sync.py new file mode 100644 index 00000000..03e6f998 --- /dev/null +++ b/benchmarks/bench_info_sync.py @@ -0,0 +1,93 @@ +#!/usr/bin/env python + +# SPDX-License-Identifier: Apache-2.0 +# +# The OpenSearch Contributors require contributions made to +# this file be licensed under the Apache-2.0 license or a +# compatible open source license. + +import logging +import sys +import time + +from thread_with_return_value import ThreadWithReturnValue + +from opensearchpy import OpenSearch + +host = "localhost" +port = 9200 +auth = ("admin", "admin") +request_count = 250 + + +root = logging.getLogger() +# root.setLevel(logging.DEBUG) +# logging.getLogger("urllib3.connectionpool").setLevel(logging.DEBUG) + +handler = logging.StreamHandler(sys.stdout) +handler.setLevel(logging.DEBUG) +formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s") +handler.setFormatter(formatter) +root.addHandler(handler) + + +def get_info(client, request_count): + tt = 0 + for n in range(request_count): + start = time.time() * 1000 + rc = client.info() + total_time = time.time() * 1000 - start + tt += total_time + return tt + + +def test(thread_count=1, request_count=1, client_count=1): + clients = [] + for i in range(client_count): + clients.append( + OpenSearch( + hosts=[{"host": host, "port": port}], + http_auth=auth, + use_ssl=True, + verify_certs=False, + ssl_show_warn=False, + pool_maxsize=thread_count, + ) + ) + + threads = [] + for thread_id in range(thread_count): + thread = ThreadWithReturnValue( + target=get_info, args=[clients[thread_id % len(clients)], request_count] + ) + threads.append(thread) + thread.start() + + latency = 0 + for t in threads: + latency += t.join() + + print(f"latency={latency}") + + +def test_1(): + test(1, 32 * request_count, 1) + + +def test_2(): + test(2, 16 * request_count, 2) + + +def test_4(): + test(4, 8 * request_count, 3) + + +def test_8(): + test(8, 4 * request_count, 8) + + +def test_32(): + test(32, request_count, 32) + + +__benchmarks__ = [(test_1, test_32, "1 thread vs. 32 threads (sync)")] diff --git a/benchmarks/bench_sync.py b/benchmarks/bench_sync.py new file mode 100644 index 00000000..f20ca9f0 --- /dev/null +++ b/benchmarks/bench_sync.py @@ -0,0 +1,132 @@ +#!/usr/bin/env python + +# SPDX-License-Identifier: Apache-2.0 +# +# The OpenSearch Contributors require contributions made to +# this file be licensed under the Apache-2.0 license or a +# compatible open source license. + +import json +import time +import uuid + +from thread_with_return_value import ThreadWithReturnValue + +from opensearchpy import OpenSearch, Urllib3HttpConnection + +host = "localhost" +port = 9200 +auth = ("admin", "admin") +index_name = "test-index-sync" +item_count = 1000 + +import logging +import sys + +root = logging.getLogger() +# root.setLevel(logging.DEBUG) +# logging.getLogger("urllib3.connectionpool").setLevel(logging.DEBUG) + +handler = logging.StreamHandler(sys.stdout) +handler.setLevel(logging.DEBUG) +formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s") +handler.setFormatter(formatter) +root.addHandler(handler) + + +def index_records(client, item_count): + tt = 0 + for n in range(10): + data = [] + for i in range(item_count): + data.append( + json.dumps({"index": {"_index": index_name, "_id": str(uuid.uuid4())}}) + ) + data.append(json.dumps({"value": i})) + data = "\n".join(data) + + start = time.time() * 1000 + rc = client.bulk(data) + if rc["errors"]: + raise Exception(rc["errors"]) + + server_time = rc["took"] + total_time = time.time() * 1000 - start + + if total_time < server_time: + raise Exception(f"total={total_time} < server={server_time}") + + tt += total_time - server_time + return tt + + +def test(thread_count=1, item_count=1, client_count=1): + clients = [] + for i in range(client_count): + clients.append( + OpenSearch( + hosts=[{"host": host, "port": port}], + http_auth=auth, + use_ssl=True, + verify_certs=False, + ssl_show_warn=False, + pool_maxsize=thread_count, + connection_class=Urllib3HttpConnection, + ) + ) + + if clients[0].indices.exists(index_name): + clients[0].indices.delete(index_name) + + clients[0].indices.create( + index=index_name, + body={ + "mappings": { + "properties": { + "value": {"type": "float"}, + } + } + }, + ) + + threads = [] + for thread_id in range(thread_count): + thread = ThreadWithReturnValue( + target=index_records, args=[clients[thread_id % len(clients)], item_count] + ) + threads.append(thread) + thread.start() + + latency = 0 + for t in threads: + latency += t.join() + + clients[0].indices.refresh(index=index_name) + count = clients[0].count(index=index_name) + + clients[0].indices.delete(index_name) + + print(f"{count}, latency={latency}") + + +def test_1(): + test(1, 32 * item_count, 1) + + +def test_2(): + test(2, 16 * item_count, 2) + + +def test_4(): + test(4, 8 * item_count, 3) + + +def test_8(): + test(8, 4 * item_count, 8) + + +def test_32(): + test(32, item_count, 32) + + +__benchmarks__ = [(test_1, test_32, "1 thread vs. 32 threads (sync)")] diff --git a/benchmarks/bench_sync_async.py b/benchmarks/bench_sync_async.py new file mode 100644 index 00000000..5fa97f46 --- /dev/null +++ b/benchmarks/bench_sync_async.py @@ -0,0 +1,12 @@ +#!/usr/bin/env python + +# SPDX-License-Identifier: Apache-2.0 +# +# The OpenSearch Contributors require contributions made to +# this file be licensed under the Apache-2.0 license or a +# compatible open source license. + +import bench_async +import bench_sync + +__benchmarks__ = [(bench_sync.test_32, bench_async.test_8, "sync vs. async (8)")] diff --git a/benchmarks/poetry.lock b/benchmarks/poetry.lock new file mode 100644 index 00000000..d4992d68 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