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043372b
initial commit
yczhang-nv a67b618
fix bug
yczhang-nv 3590bb6
use yaml config files
yczhang-nv 95b6173
some rename and clean up
yczhang-nv b9c2427
update README
yczhang-nv 6ab7baa
fix CI
yczhang-nv 6ce6c31
fix CI
yczhang-nv a8fcaa9
Update MCP documentation for consistency and clarity (#977)
dagardner-nv 8b5c860
update docstrings
yczhang-nv 0b2b653
fix docs
yczhang-nv 499a0a9
fix doc
yczhang-nv 186ffbc
fix doc
yczhang-nv 2797ead
move the load test suite to new path
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update doc
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238
packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/README.md
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| <!-- | ||
| SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
| SPDX-License-Identifier: Apache-2.0 | ||
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| Licensed under the Apache License, Version 2.0 (the "License"); | ||
| you may not use this file except in compliance with the License. | ||
| You may obtain a copy of the License at | ||
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
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| Unless required by applicable law or agreed to in writing, software | ||
| distributed under the License is distributed on an "AS IS" BASIS, | ||
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| See the License for the specific language governing permissions and | ||
| limitations under the License. | ||
| --> | ||
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| # MCP Server Load Testing | ||
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| This utility simulates concurrent users making tool calls to MCP servers and generates detailed performance reports for NVIDIA NeMo Agent toolkit. | ||
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| ## Requirements | ||
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| Before running load tests, ensure you have the following: | ||
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| - NeMo Agent toolkit with MCP support installed through `nvidia-nat[mcp]` | ||
| - NeMo Agent toolkit with Test support installed through `nvidia-nat[test]` | ||
| - Valid NeMo Agent toolkit workflow configuration with MCP-compatible tools | ||
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| The `psutil` package is required for monitoring server memory usage during load tests. Install it using the following command: | ||
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| ```bash | ||
| uv pip install psutil | ||
| ``` | ||
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| ## Quick Start | ||
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| Run a load test from the project root: | ||
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| ```bash | ||
| python packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/cli.py \ | ||
| --config_file=packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/configs/config.yml | ||
| ``` | ||
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| Get help: | ||
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| ```bash | ||
| python packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/cli.py --help | ||
| ``` | ||
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| ## Configuration | ||
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| Configure load test options using YAML files stored in the `configs/` directory. | ||
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| ### Example Configuration | ||
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| ```yaml | ||
| # Path to NeMo Agent toolkit workflow configuration file | ||
| config_file: "examples/getting_started/simple_calculator/configs/config.yml" | ||
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| # Server configuration | ||
| server: | ||
| host: "localhost" | ||
| port: 9901 | ||
| transport: "streamable-http" # Options: "streamable-http" or "sse" | ||
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| # Load test parameters | ||
| load_test: | ||
| num_concurrent_users: 10 | ||
| duration_seconds: 30 | ||
| warmup_seconds: 5 | ||
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| # Output configuration | ||
| output: | ||
| directory: "load_test_results" | ||
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| # Tool calls to execute during load testing | ||
| tool_calls: | ||
| - tool_name: "calculator_multiply" | ||
| args: | ||
| text: "2 * 3" | ||
| weight: 2.0 # Called twice as often as weight 1.0 tools | ||
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| - tool_name: "calculator_divide" | ||
| args: | ||
| text: "10 / 2" | ||
| weight: 1.0 | ||
| ``` | ||
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| ### Configuration Parameters | ||
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| #### Required Parameters | ||
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| **`config_file`** (string) | ||
| : Path to the NeMo Agent toolkit workflow configuration file. | ||
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| #### Server Configuration | ||
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| Configure the MCP server settings in the `server` section: | ||
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| **`host`** (string, default: `"localhost"`) | ||
| : Host address where the MCP server will run. | ||
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| **`port`** (integer, default: `9901`) | ||
| : Port number for the MCP server. | ||
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| **`transport`** (string, default: `"streamable-http"`) | ||
| : Transport protocol type. Options: `"streamable-http"` or `"sse"`. | ||
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| #### Load Test Parameters | ||
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| Configure load test behavior in the `load_test` section: | ||
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| **`num_concurrent_users`** (integer, default: `10`) | ||
| : Number of concurrent users to simulate. | ||
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| **`duration_seconds`** (integer, default: `60`) | ||
| : Duration of the load test in seconds. | ||
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| **`warmup_seconds`** (integer, default: `5`) | ||
| : Warmup period before measurements begin, in seconds. | ||
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| #### Output Configuration | ||
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| Configure report output in the `output` section: | ||
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| **`directory`** (string, default: `"load_test_results"`) | ||
| : Directory where test reports will be saved. | ||
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| #### Tool Calls | ||
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| Define tool calls to execute in the `tool_calls` list. Each tool call includes: | ||
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| **`tool_name`** (string, required) | ||
| : Name of the MCP tool to call. | ||
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| **`args`** (dictionary, optional) | ||
| : Arguments to pass to the tool. | ||
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| **`weight`** (float, default: `1.0`) | ||
| : Relative call frequency. Tools with higher weights are called more frequently. A tool with weight 2.0 is called twice as often as a tool with weight 1.0. | ||
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| ## Running Load Tests | ||
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| ### Command Line | ||
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| Run load tests from the project root using the command-line interface: | ||
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| ```bash | ||
| # Basic usage | ||
| python packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/cli.py \ | ||
|
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. why not install as a script command under That way it's transparent/easy for any user to run.
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| --config_file=packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/configs/config.yml | ||
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| # With verbose logging | ||
| python packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/cli.py \ | ||
| --config_file=packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/configs/config.yml \ | ||
| --verbose | ||
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| # Short form | ||
| python packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/cli.py \ | ||
| -c packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/configs/config.yml | ||
| ``` | ||
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| ### Python API | ||
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| #### Using YAML Configuration | ||
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| ```python | ||
| from nat.test.mcp.load_test_utils import run_load_test_from_yaml | ||
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| results = run_load_test_from_yaml( | ||
| "packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/configs/config.yml" | ||
| ) | ||
| ``` | ||
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| #### Programmatic Usage | ||
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| ```python | ||
| from nat.test.mcp.load_test_utils import run_load_test | ||
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| results = run_load_test( | ||
| config_file="examples/getting_started/simple_calculator/configs/config.yml", | ||
| tool_calls=[ | ||
| { | ||
| "tool_name": "calculator_multiply", | ||
| "args": {"text": "2 * 3"}, | ||
| "weight": 2.0, | ||
| }, | ||
| { | ||
| "tool_name": "calculator_divide", | ||
| "args": {"text": "10 / 2"}, | ||
| "weight": 1.0, | ||
| }, | ||
| ], | ||
| num_concurrent_users=10, | ||
| duration_seconds=30, | ||
| ) | ||
| ``` | ||
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| ## Output Reports | ||
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| The load test generates two report files in the output directory: | ||
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| ### CSV Report | ||
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| **File name**: `load_test_YYYYMMDD_HHMMSS.csv` | ||
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| Detailed per-request data with the following columns: | ||
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| - `timestamp`: Request timestamp | ||
| - `tool_name`: Name of the tool called | ||
| - `success`: Boolean success status | ||
| - `latency_ms`: Request latency in milliseconds | ||
| - `memory_rss_mb`: Resident Set Size (RSS) memory in MB at request time | ||
| - `memory_vms_mb`: Virtual Memory Size (VMS) in MB at request time | ||
| - `memory_percent`: Memory usage percentage at request time | ||
| - `error`: Error message if the request failed | ||
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| ### Summary Report | ||
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| **File name**: `load_test_YYYYMMDD_HHMMSS_summary.txt` | ||
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| Human-readable summary with the following statistics: | ||
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| **Summary Metrics** | ||
| : Total requests, success rate, requests per second | ||
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| **Latency Statistics** | ||
| : Mean, median, P95, P99, minimum, and maximum latencies | ||
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| **Memory Statistics** | ||
| : RSS and VMS memory usage (mean and max), memory percentage (mean and max) | ||
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| **Per-Tool Statistics** | ||
| : Individual performance metrics for each tool | ||
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| **Error Analysis** | ||
| : Breakdown of failed requests by error type | ||
24 changes: 24 additions & 0 deletions
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packages/nvidia_nat_test/src/nat/test/mcp/load_test_utils/__init__.py
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| # SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
| # SPDX-License-Identifier: Apache-2.0 | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
| """MCP Server Load Testing Utilities. | ||
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| This module provides utilities for load testing MCP servers. | ||
| """ | ||
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| from nat.test.mcp.load_test_utils.load_tester import MCPLoadTest | ||
| from nat.test.mcp.load_test_utils.load_tester import run_load_test | ||
| from nat.test.mcp.load_test_utils.load_tester import run_load_test_from_yaml | ||
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| __all__ = ["MCPLoadTest", "run_load_test", "run_load_test_from_yaml"] |
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