|
| 1 | +import json |
| 2 | +import random |
| 3 | +from pathlib import Path |
| 4 | +from tempfile import TemporaryDirectory |
| 5 | +from typing import Final |
| 6 | +from uuid import UUID |
| 7 | + |
| 8 | +from locust import HttpUser, task |
| 9 | +from pydantic import BaseModel, Field |
| 10 | +from pydantic_settings import BaseSettings, SettingsConfigDict |
| 11 | +from requests.auth import HTTPBasicAuth |
| 12 | +from urllib3 import PoolManager, Retry |
| 13 | + |
| 14 | +_MAX_WAIT_SECONDS: Final[int] = 60 |
| 15 | + |
| 16 | + |
| 17 | +# Perform the following setup in order to run this load test: |
| 18 | +# 1. Copy .env-devel to .env in this directory and add your osparc keys to .env. |
| 19 | +# 2. Construct a study **template** according to study_template.png. passer.py is the file next to this file. |
| 20 | +# 3. Setup the locust settings in the .env file (see https://docs.locust.io/en/stable/configuration.html#all-available-configuration-options) |
| 21 | +# run 'make test target=metamodeling/workflow.py' in your terminal and watch the magic happen 🤩 |
| 22 | + |
| 23 | + |
| 24 | +class UserSettings(BaseSettings): |
| 25 | + model_config = SettingsConfigDict(extra="ignore") |
| 26 | + OSPARC_API_KEY: str = Field(default=...) |
| 27 | + OSPARC_API_SECRET: str = Field(default=...) |
| 28 | + |
| 29 | + |
| 30 | +_SOLVER_KEY = "simcore/services/comp/osparc-python-runner" |
| 31 | +_SOLVER_VERSION = "1.2.0" |
| 32 | + |
| 33 | +_PYTHON_SCRIPT = """ |
| 34 | +import numpy as np |
| 35 | +import pathlib as pl |
| 36 | +import json |
| 37 | +
|
| 38 | +def main(): |
| 39 | +
|
| 40 | + input_json = pl.Path(os.environ["INPUT_FOLDER"]) / "function_inputs.json" |
| 41 | + object = json.load(input_json..read_text()) |
| 42 | + x = object["x"] |
| 43 | + y = object["y"] |
| 44 | +
|
| 45 | + return np.sinc(x) * np.sinc(y) |
| 46 | +
|
| 47 | +
|
| 48 | +if __name__ == "__main__": |
| 49 | + main() |
| 50 | +""" |
| 51 | + |
| 52 | + |
| 53 | +class Schema(BaseModel): |
| 54 | + schema_content: dict = Field(default={}) |
| 55 | + schema_class: str = Field(default="application/schema+json") |
| 56 | + |
| 57 | + |
| 58 | +class Function(BaseModel): |
| 59 | + function_class: str = Field(default="SOLVER") |
| 60 | + title: str |
| 61 | + description: str |
| 62 | + input_schema: Schema = Field(default=Schema()) |
| 63 | + output_schema: Schema = Field(default=Schema()) |
| 64 | + default_inputs: dict[str, str] = Field(default=dict()) |
| 65 | + solver_key: str = Field(default=_SOLVER_KEY) |
| 66 | + solver_version: str = Field(default=_SOLVER_VERSION) |
| 67 | + |
| 68 | + |
| 69 | +class MetaModelingUser(HttpUser): |
| 70 | + def __init__(self, *args, **kwargs): |
| 71 | + self._user_settings = UserSettings() |
| 72 | + self._auth = HTTPBasicAuth( |
| 73 | + username=self._user_settings.OSPARC_API_KEY, |
| 74 | + password=self._user_settings.OSPARC_API_SECRET, |
| 75 | + ) |
| 76 | + retry_strategy = Retry( |
| 77 | + total=4, |
| 78 | + backoff_factor=4.0, |
| 79 | + status_forcelist={429, 503, 504}, |
| 80 | + allowed_methods={ |
| 81 | + "DELETE", |
| 82 | + "GET", |
| 83 | + "HEAD", |
| 84 | + "OPTIONS", |
| 85 | + "PUT", |
| 86 | + "TRACE", |
| 87 | + "POST", |
| 88 | + "PATCH", |
| 89 | + "CONNECT", |
| 90 | + }, |
| 91 | + respect_retry_after_header=True, |
| 92 | + raise_on_status=True, |
| 93 | + ) |
| 94 | + self.pool_manager = PoolManager(retries=retry_strategy) |
| 95 | + |
| 96 | + self._function_uid = None |
| 97 | + self._input_json_uuid = None |
| 98 | + self._job_uuid = None |
| 99 | + |
| 100 | + super().__init__(*args, **kwargs) |
| 101 | + |
| 102 | + def on_start(self) -> None: |
| 103 | + response = self.client.get("/v0/me", auth=self._auth) # fail fast |
| 104 | + response.raise_for_status() |
| 105 | + |
| 106 | + @task |
| 107 | + def run_function(self): |
| 108 | + with TemporaryDirectory() as tmpdir: |
| 109 | + tmp_dir = Path(tmpdir) |
| 110 | + script = tmp_dir / "script.py" |
| 111 | + script.write_text(_PYTHON_SCRIPT) |
| 112 | + self._script_uuid = self.upload_file(script) |
| 113 | + |
| 114 | + inputs = {"x": random.uniform(-10, 10), "y": random.uniform(-10, 10)} |
| 115 | + input_json = tmp_dir / "function_inputs.json" |
| 116 | + input_json.write_text(json.dumps(inputs)) |
| 117 | + self._input_json_uuid = self.upload_file(input_json) |
| 118 | + |
| 119 | + function = Function( |
| 120 | + title="Test function", |
| 121 | + description="Test function", |
| 122 | + default_inputs={}, |
| 123 | + ) |
| 124 | + response = self.client.post( |
| 125 | + "/v0/functions", json=function.model_dump(), auth=self._auth |
| 126 | + ) |
| 127 | + response.raise_for_status() |
| 128 | + |
| 129 | + def upload_file(self, file: Path) -> UUID: |
| 130 | + assert file.is_file() |
| 131 | + with open(f"{file.resolve()}", "rb") as f: |
| 132 | + files = {"file": f} |
| 133 | + response = self.client.put( |
| 134 | + "/v0/files/content", files=files, auth=self._auth |
| 135 | + ) |
| 136 | + response.raise_for_status() |
| 137 | + file_uuid = response.json().get("id") |
| 138 | + assert file_uuid is not None |
| 139 | + return UUID(file_uuid) |
| 140 | + |
| 141 | + |
| 142 | +if __name__ == "__main__": |
| 143 | + function = Function( |
| 144 | + title="Test function", |
| 145 | + description="Test function", |
| 146 | + default_inputs={}, |
| 147 | + ) |
| 148 | + print(function.model_dump_json()) |
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