LLM4HEP / map_latest_models.py
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#!/usr/bin/env python3
"""
Script to map all :latest models to their underlying versions.
Usage:
export CBORG_API_KEY=...
python map_latest_models.py
"""
import os
import sys
from openai import OpenAI
def test_model_mapping(client, model_id):
"""Test a model and return the underlying model name."""
try:
response = client.chat.completions.create(
model=model_id,
messages=[{"role": "user", "content": "Hi"}],
max_tokens=5
)
return response.model
except Exception as e:
return f"ERROR: {str(e)[:100]}"
def main():
api_key = os.environ.get('CBORG_API_KEY')
if not api_key:
print("Error: CBORG_API_KEY environment variable not set.")
sys.exit(1)
client = OpenAI(
api_key=api_key,
base_url="https://api.cborg.lbl.gov"
)
# Get all available models
try:
response = client.models.list()
all_models = [model.id for model in response.data]
except Exception as e:
print(f"Error fetching model list: {e}")
sys.exit(1)
# Filter for models with :latest
latest_models = [m for m in all_models if ':latest' in m]
# Also check models without suffix to compare
base_models = []
for latest in latest_models:
base = latest.replace(':latest', '')
if base in all_models:
base_models.append(base)
print("=" * 100)
print("MAPPING OF :latest MODELS TO UNDERLYING VERSIONS")
print("=" * 100)
results = []
# Test :latest models
print(f"\nTesting {len(latest_models)} models with :latest suffix...")
for model in sorted(latest_models):
print(f" Testing {model}...", end=" ", flush=True)
underlying = test_model_mapping(client, model)
results.append((model, underlying))
print("βœ“")
# Test base models for comparison
print(f"\nTesting {len(base_models)} corresponding base models (without :latest)...")
for model in sorted(base_models):
print(f" Testing {model}...", end=" ", flush=True)
underlying = test_model_mapping(client, model)
results.append((model, underlying))
print("βœ“")
# Print results
print("\n" + "=" * 100)
print("RESULTS")
print("=" * 100)
print("\nπŸ“‹ Models with :latest suffix:")
print("-" * 100)
for model, underlying in results:
if ':latest' in model:
if underlying.startswith('ERROR'):
print(f"❌ {model:<50} {underlying}")
else:
status = "β†’" if model != underlying else "="
print(f" {model:<50} {status} {underlying}")
print("\nπŸ“‹ Base models (without :latest):")
print("-" * 100)
for model, underlying in results:
if ':latest' not in model:
if underlying.startswith('ERROR'):
print(f"❌ {model:<50} {underlying}")
else:
status = "β†’" if model != underlying else "="
print(f" {model:<50} {status} {underlying}")
# Compare :latest vs base
print("\nπŸ“Š COMPARISON: Do :latest and base versions map to the same model?")
print("-" * 100)
latest_map = {m: u for m, u in results if ':latest' in m}
base_map = {m: u for m, u in results if ':latest' not in m}
for latest, underlying_latest in sorted(latest_map.items()):
base = latest.replace(':latest', '')
if base in base_map:
underlying_base = base_map[base]
if underlying_latest == underlying_base:
print(f"βœ“ {latest:<50} SAME as {base}")
print(f" └─ Both map to: {underlying_latest}")
else:
print(f"⚠️ {latest:<50} DIFFERENT from {base}")
print(f" β”œβ”€ :latest maps to: {underlying_latest}")
print(f" └─ base maps to: {underlying_base}")
print("\n" + "=" * 100)
if __name__ == '__main__':
main()