محاكي المستخدمين

# Basic random simulation with 10 users
python -m potato.simulator --server http://localhost:8000 --users 10
 
# With configuration file
python -m potato.simulator --config simulator-config.yaml --server http://localhost:8000
 
# Fast scalability test (no waiting between annotations)
python -m potato.simulator --server http://localhost:8000 --users 50 --parallel 10 --fast-mode

simulator:
  # User configuration
  users:
    count: 20
    competence_distribution:
      good: 0.5      # 50% will be "good" annotators (80-90% accuracy)
      average: 0.3   # 30% "average" (60-70% accuracy)
      poor: 0.2      # 20% "poor" (40-50% accuracy)
 
  # Annotation strategy
  strategy: random  # random, biased, llm, pattern
 
  # Timing configuration
  timing:
    annotation_time:
      min: 2.0
      max: 45.0
      mean: 12.0
      std: 6.0
      distribution: normal  # uniform, normal, exponential
 
  # Execution
  execution:
    parallel_users: 5
    delay_between_users: 0.5
    max_annotations_per_user: 50
 
server:
  url: http://localhost:8000

strategy: random

strategy: biased
biased_config:
  label_weights:
    positive: 0.6
    negative: 0.3
    neutral: 0.1

strategy: llm
llm_config:
  endpoint_type: openai
  model: gpt-4o-mini
  api_key: ${OPENAI_API_KEY}
  temperature: 0.1
  add_noise: true
  noise_rate: 0.05

strategy: llm
llm_config:
  endpoint_type: ollama
  model: llama3.2
  base_url: http://localhost:11434

simulator:
  users:
    count: 10
    competence_distribution:
      adversarial: 1.0  # All users will fail
  quality_control:
    attention_check_fail_rate: 0.5
    respond_fast_rate: 0.3

{
  "user_count": 20,
  "total_annotations": 400,
  "total_time_seconds": 125.3,
  "attention_checks": {
    "passed": 18,
    "failed": 2,
    "pass_rate": 0.9
  }
}

from potato.simulator import SimulatorManager, SimulatorConfig
 
# Create configuration
config = SimulatorConfig(
    user_count=10,
    strategy="random",
    competence_distribution={"good": 0.5, "average": 0.5}
)
 
# Create and run simulator
manager = SimulatorManager(config, "http://localhost:8000")
results = manager.run_parallel(max_annotations_per_user=20)
 
# Print summary and export
manager.print_summary()
manager.export_results()

import pytest
from potato.simulator import SimulatorManager, SimulatorConfig
 
@pytest.fixture
def simulated_annotations(flask_test_server):
    config = SimulatorConfig(user_count=5, strategy="random")
    manager = SimulatorManager(config, flask_test_server.base_url)
    return manager.run_parallel(max_annotations_per_user=10)
 
def test_dashboard_shows_annotations(simulated_annotations, flask_test_server):
    response = requests.get(f"{flask_test_server.base_url}/admin/api/overview")
    assert response.json()["total_annotations"] > 0