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This commit is contained in:
+300
@@ -0,0 +1,300 @@
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#!/usr/bin/env python
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"""
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Run SimpleQA and BrowseComp benchmarks in parallel with 300 examples each.
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This script demonstrates running multiple benchmarks in parallel with a large number of examples.
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Usage:
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# Install dependencies with PDM
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cd /path/to/local-deep-research
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pdm install
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# Run the script with PDM
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pdm run python examples/optimization/run_parallel_benchmark.py
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"""
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import argparse
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import concurrent.futures
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import os
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import sys
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import time
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from datetime import datetime, UTC
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from pathlib import Path
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from loguru import logger
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# Add the src directory to the Python path
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project_root = str(Path(__file__).parent.parent.parent.resolve())
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sys.path.insert(0, str(Path(project_root) / "src"))
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def run_simpleqa_benchmark(
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num_examples,
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output_dir,
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model=None,
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provider=None,
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endpoint_url=None,
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api_key=None,
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):
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"""Run SimpleQA benchmark with specified number of examples."""
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from local_deep_research.benchmarks.benchmark_functions import (
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evaluate_simpleqa,
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)
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logger.info(f"Starting SimpleQA benchmark with {num_examples} examples")
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start_time = time.time()
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# Run the benchmark
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results = evaluate_simpleqa(
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num_examples=num_examples,
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search_iterations=2,
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questions_per_iteration=3,
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search_strategy="source_based",
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search_tool="searxng",
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search_model=model,
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search_provider=provider,
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endpoint_url=endpoint_url,
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output_dir=str(Path(output_dir) / "simpleqa"),
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evaluation_provider="ANTHROPIC",
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evaluation_model="claude-3-7-sonnet-20250219",
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)
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duration = time.time() - start_time
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logger.info(f"SimpleQA benchmark completed in {duration:.1f} seconds")
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if results and isinstance(results, dict):
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logger.info(f"SimpleQA accuracy: {results.get('accuracy', 'N/A')}")
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return results
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def run_browsecomp_benchmark(
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num_examples,
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output_dir,
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model=None,
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provider=None,
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endpoint_url=None,
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api_key=None,
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):
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"""Run BrowseComp benchmark with specified number of examples."""
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from local_deep_research.benchmarks.benchmark_functions import (
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evaluate_browsecomp,
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)
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logger.info(f"Starting BrowseComp benchmark with {num_examples} examples")
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start_time = time.time()
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# Run the benchmark
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results = evaluate_browsecomp(
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num_examples=num_examples,
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search_iterations=3,
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questions_per_iteration=3,
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search_strategy="source_based",
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search_tool="searxng",
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search_model=model,
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search_provider=provider,
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endpoint_url=endpoint_url,
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output_dir=str(Path(output_dir) / "browsecomp"),
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evaluation_provider="ANTHROPIC",
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evaluation_model="claude-3-7-sonnet-20250219",
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)
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duration = time.time() - start_time
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logger.info(f"BrowseComp benchmark completed in {duration:.1f} seconds")
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if results and isinstance(results, dict):
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logger.info(f"BrowseComp accuracy: {results.get('accuracy', 'N/A')}")
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return results
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def setup_llm_environment(
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model=None, provider=None, endpoint_url=None, api_key=None
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):
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"""Set up environment variables for LLM configuration."""
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if model:
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os.environ["LDR_LLM__MODEL"] = model
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logger.info(f"Using LLM model: {model}")
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if provider:
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os.environ["LDR_LLM__PROVIDER"] = provider
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logger.info(f"Using LLM provider: {provider}")
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if endpoint_url:
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os.environ["OPENAI_ENDPOINT_URL"] = endpoint_url
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os.environ["LDR_LLM__OPENAI_ENDPOINT_URL"] = endpoint_url
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logger.info(f"Using endpoint URL: {endpoint_url}")
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if api_key:
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# Set the appropriate environment variable based on provider
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if provider == "openai":
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os.environ["OPENAI_API_KEY"] = api_key
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os.environ["LDR_LLM__OPENAI_API_KEY"] = api_key
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elif provider == "openai_endpoint":
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os.environ["OPENAI_ENDPOINT_API_KEY"] = api_key
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os.environ["LDR_LLM__OPENAI_ENDPOINT_API_KEY"] = api_key
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elif provider == "anthropic":
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os.environ["ANTHROPIC_API_KEY"] = api_key
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os.environ["LDR_LLM__ANTHROPIC_API_KEY"] = api_key
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logger.info("API key configured")
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def main():
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parser = argparse.ArgumentParser(
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description="Run SimpleQA and BrowseComp benchmarks in parallel"
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)
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parser.add_argument(
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"--examples",
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type=int,
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default=300,
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help="Number of examples for each benchmark (default: 300)",
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)
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# LLM configuration options
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parser.add_argument(
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"--model",
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help="Model name for the LLM (e.g., 'claude-3-sonnet-20240229')",
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)
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parser.add_argument(
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"--provider",
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help="Provider for the LLM (e.g., 'anthropic', 'openai', 'openai_endpoint')",
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)
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parser.add_argument(
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"--endpoint-url",
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help="Custom endpoint URL (e.g., 'https://openrouter.ai/api/v1')",
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)
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parser.add_argument("--api-key", help="API key for the LLM provider")
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args = parser.parse_args()
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# Create timestamp for unique output directory
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timestamp = datetime.now(UTC).strftime("%Y%m%d_%H%M%S")
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output_dir = str(
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Path(project_root)
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/ "benchmark_results"
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/ f"parallel_benchmark_{timestamp}"
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)
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Path(output_dir).mkdir(parents=True, exist_ok=True)
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# Display start information
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print(f"Starting parallel benchmarks with {args.examples} examples each")
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print(f"Results will be saved to: {output_dir}")
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# Set up LLM environment if specified
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setup_llm_environment(
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model=args.model,
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provider=args.provider,
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endpoint_url=args.endpoint_url,
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api_key=args.api_key,
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)
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# Start time for total execution
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total_start_time = time.time()
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# Run benchmarks in parallel using ThreadPoolExecutor
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with concurrent.futures.ThreadPoolExecutor(max_workers=2) as executor:
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# Submit both benchmark jobs
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simpleqa_future = executor.submit(
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run_simpleqa_benchmark,
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args.examples,
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output_dir,
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args.model,
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args.provider,
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args.endpoint_url,
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args.api_key,
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)
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browsecomp_future = executor.submit(
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run_browsecomp_benchmark,
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args.examples,
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output_dir,
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args.model,
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args.provider,
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args.endpoint_url,
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args.api_key,
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)
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# Get results from both futures
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try:
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simpleqa_results = simpleqa_future.result()
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print("SimpleQA benchmark completed successfully")
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except Exception:
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logger.exception("Error in SimpleQA benchmark")
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simpleqa_results = None
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try:
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browsecomp_results = browsecomp_future.result()
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print("BrowseComp benchmark completed successfully")
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except Exception:
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logger.exception("Error in BrowseComp benchmark")
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browsecomp_results = None
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# Calculate total time
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total_duration = time.time() - total_start_time
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# Print summary
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print("\n" + "=" * 50)
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print(" PARALLEL BENCHMARK SUMMARY ")
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print("=" * 50)
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print(f"Total duration: {total_duration:.1f} seconds")
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print(f"Examples per benchmark: {args.examples}")
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if simpleqa_results and isinstance(simpleqa_results, dict):
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print(f"SimpleQA accuracy: {simpleqa_results.get('accuracy', 'N/A')}")
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else:
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print("SimpleQA: Failed or no results")
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if browsecomp_results and isinstance(browsecomp_results, dict):
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print(
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f"BrowseComp accuracy: {browsecomp_results.get('accuracy', 'N/A')}"
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)
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else:
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print("BrowseComp: Failed or no results")
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print(f"Results saved to: {output_dir}")
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print("=" * 50)
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# Save summary to JSON file
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try:
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import json
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summary = {
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"timestamp": timestamp,
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"examples_per_benchmark": args.examples,
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"total_duration": total_duration,
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"simpleqa": {
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"accuracy": (
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simpleqa_results.get("accuracy")
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if simpleqa_results
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else None
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),
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"completed": simpleqa_results is not None,
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},
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"browsecomp": {
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"accuracy": (
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browsecomp_results.get("accuracy")
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if browsecomp_results
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else None
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),
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"completed": browsecomp_results is not None,
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},
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"model": args.model,
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"provider": args.provider,
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}
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with open(
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Path(output_dir) / "parallel_benchmark_summary.json",
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"w",
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encoding="utf-8",
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) as f:
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json.dump(summary, f, indent=2)
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except Exception:
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logger.exception("Error saving summary")
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return 0
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if __name__ == "__main__":
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sys.exit(main())
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