Python client for Rabbit BigQuery Job Optimizer API
Project description
Rabbit BigQuery Job Optimizer Python Client
This is the official Python client library for the Rabbit BigQuery Job Optimizer API.
Installation
pip install rabbit-bq-job-optimizer
Usage
from rabbit_bq_job_optimizer import RabbitBQJobOptimizer, OptimizationConfig
# Initialize the client
client = RabbitBQJobOptimizer(
api_key="your-api-key",
base_url="your-base-url"
)
# Optimize a BigQuery job configuration
job_config = {
"configuration": {
"query": {
"query": "SELECT * FROM my_table",
"useLegacySql": False,
"priority": "INTERACTIVE"
}
}
}
optimization_config = OptimizationConfig(
type="reservation_assignment",
config={
"defaultPricingMode": "on_demand",
"reservationIds": [
"my-project:US.my-reservation-us",
"my-project:EU.my-reservation-eu"
]
}
)
# Optimize the job
result = client.optimize_job(
configuration=job_config,
enabledOptimizations=[optimization_config]
)
# Access the optimized configuration
optimized_config = result.optimizedJob
# Access optimization results
for optimization in result.optimizationResults:
print(f"Type: {optimization.type}")
print(f"Applied: {optimization.performed}")
print(f"Estimated Savings: {optimization.estimatedSavings}")
Error Handling
The client raises exceptions for API errors:
from rabbit_bq_job_optimizer import RabbitBQJobOptimizerError
try:
result = client.optimize_job(job_config)
except RabbitBQJobOptimizerError as e:
print(f"Error: {e.message}")
print(f"Status Code: {e.status_code}")
Authentication
The API key and base URL are required to use the client. These can be obtained from the Rabbit team by contacting success@followrabbit.ai.
There are two ways to configure authentication:
- Pass directly to the constructor:
from rabbit_bq_job_optimizer import RabbitBQJobOptimizer
client = RabbitBQJobOptimizer(
api_key="your-api-key",
base_url="your-base-url"
)
- Set environment variables:
export RABBIT_API_KEY="your-api-key"
export RABBIT_API_BASE_URL="your-base-url"
Then initialize the client without parameters:
from rabbit_bq_job_optimizer import RabbitBQJobOptimizer
client = RabbitBQJobOptimizer() # Will automatically use environment variables
The environment variables are:
RABBIT_API_KEY: Your Rabbit API keyRABBIT_API_BASE_URL: The base URL for the Rabbit API
Development
To install the package in development mode:
pip install -e .
License
Apache License 2.0
Project details
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