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Caching results (caching.py)
Demonstrates how to implement client-side caching for deterministic code execution results to save costs and reduce latency.
py
"""
AGB Code Execution Caching Example
This example demonstrates how to implement client-side caching for code execution results.
Caching deterministic operations can significantly reduce latency and API costs.
"""
import hashlib
import os
from typing import Any, Dict
from agb import AGB
from agb.session_params import CreateSessionParams
class CachedAGBClient:
"""AGB client with result caching for expensive operations"""
def __init__(self, api_key: str, cache_size: int = 100):
self.agb = AGB(api_key=api_key)
self.cache: Dict[str, Any] = {}
self.cache_size = cache_size
self.cache_order = [] # For LRU eviction
def execute_with_cache(self, code: str, language: str = "python") -> Any:
"""Execute code with caching based on content hash"""
# Create cache key from code content
cache_key = self._get_cache_key(code, language)
# Check cache first
if cache_key in self.cache:
print(f"⚡ Cache hit for operation: {language}")
self._update_cache_order(cache_key)
return self.cache[cache_key]
print(f"🔄 Cache miss. Executing on cloud...")
# Execute operation
# In a real app, you might want to reuse a session instead of creating one every time
params = CreateSessionParams(image_id="agb-code-space-1")
result = self.agb.create(params)
if not result.success:
raise Exception(f"Session creation failed: {result.error_message}")
session = result.session
try:
code_result = session.code.run_code(code, language)
# Cache successful results
if code_result.success:
self._add_to_cache(cache_key, code_result)
return code_result
finally:
self.agb.delete(session)
def _get_cache_key(self, code: str, language: str) -> str:
"""Generate cache key from code content"""
content = f"{language}:{code}"
return hashlib.md5(content.encode()).hexdigest()
def _add_to_cache(self, key: str, result: Any):
"""Add result to cache with LRU eviction"""
# Remove oldest entry if cache is full
if len(self.cache) >= self.cache_size and key not in self.cache:
oldest_key = self.cache_order.pop(0)
del self.cache[oldest_key]
self.cache[key] = result
self._update_cache_order(key)
def _update_cache_order(self, key: str):
"""Update LRU order"""
if key in self.cache_order:
self.cache_order.remove(key)
self.cache_order.append(key)
def main():
api_key = os.getenv("AGB_API_KEY")
if not api_key:
print("Error: AGB_API_KEY environment variable is not set")
return
client = CachedAGBClient(api_key=api_key)
# Operation 1: Expensive calculation
expensive_code = "import time; time.sleep(1); print('Calculation complete: 42')"
print("--- First execution (slow) ---")
result1 = client.execute_with_cache(expensive_code)
print(f"Result: {result1.result.strip()}")
print("\n--- Second execution (fast) ---")
result2 = client.execute_with_cache(expensive_code)
print(f"Result: {result2.result.strip()}")
if __name__ == "__main__":
main()