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#!/usr/bin/env python3
"""
Final finance tests with proper token limits and French language support.
"""
import httpx
import json
import time
from typing import Dict, Any, List
BASE_URL = "https://jeanbaptdzd-open-finance-llm-8b.hf.space"
# English tests with increased token limits to handle thinking + answer
ENGLISH_TESTS = [
{
"category": "Financial Calculations",
"question": "Calculate: If I invest $10,000 at 5% annual interest compounded annually for 3 years, what will be the final amount? Show your calculation and explain the formula.",
"max_tokens": 300 # Increased for thinking + complete answer
},
{
"category": "Risk Management",
"question": "Define Value at Risk (VaR) and explain how it's used in portfolio management. Include examples.",
"max_tokens": 350
},
{
"category": "Options Trading",
"question": "Explain call and put options. What are the key differences and when would you use each?",
"max_tokens": 300
},
]
# French tests with explicit language instructions
FRENCH_TESTS = [
{
"category": "Calculs Financiers",
"question": "Si j'investis 10 000€ avec un taux d'intérêt annuel de 5% composé annuellement pendant 3 ans, quel sera le montant final? Montrez vos calculs et expliquez la formule. Répondez entièrement en français, y compris votre raisonnement.",
"max_tokens": 300,
"system_prompt": "Tu es un assistant financier qui répond toujours en français. Ton raisonnement et tes réponses doivent être entièrement en français."
},
{
"category": "Gestion des Risques",
"question": "Expliquez ce qu'est la VaR (Value at Risk / Valeur en Risque) et comment elle est utilisée dans la gestion de portefeuille. Donnez des exemples. Répondez entièrement en français.",
"max_tokens": 350,
"system_prompt": "Tu es un assistant financier qui répond toujours en français. Ton raisonnement et tes réponses doivent être entièrement en français."
},
{
"category": "Options",
"question": "Expliquez les options d'achat (call) et de vente (put). Quelles sont les différences clés et quand utiliser chacune? Répondez entièrement en français avec votre raisonnement en français.",
"max_tokens": 300,
"system_prompt": "Tu es un assistant financier qui répond toujours en français. Tout ton raisonnement interne et ta réponse finale doivent être en français."
},
{
"category": "Termes Français",
"question": "Expliquez les termes suivants de la bourse française: CAC 40, PEA, SICAV, et OAT. Pour chaque terme, donnez une définition claire. Répondez en français.",
"max_tokens": 400,
"system_prompt": "Tu es un expert en finance française. Réponds entièrement en français, y compris ton raisonnement."
},
]
def run_test(test: Dict[str, Any], language: str = "English") -> Dict[str, Any]:
"""Run a single test."""
print(f"\n{'='*80}")
print(f"{'Catégorie' if language == 'French' else 'Category'}: {test['category']}")
print(f"Question: {test['question'][:100]}...")
print(f"Max Tokens: {test.get('max_tokens', 300)}")
print(f"{'='*80}")
messages = [{"role": "user", "content": test["question"]}]
# Add system prompt for French tests
if "system_prompt" in test:
messages.insert(0, {"role": "system", "content": test["system_prompt"]})
payload = {
"model": "DragonLLM/qwen3-8b-fin-v1.0",
"messages": messages,
"temperature": 0.3,
"max_tokens": test.get('max_tokens', 300)
}
start_time = time.time()
try:
response = httpx.post(
f"{BASE_URL}/v1/chat/completions",
json=payload,
timeout=90.0
)
elapsed = time.time() - start_time
if response.status_code == 200:
data = response.json()
answer = data['choices'][0]['message']['content']
usage = data.get('usage', {})
finish_reason = data['choices'][0].get('finish_reason', 'unknown')
print(f"\n💬 Answer:")
print(answer)
print(f"\n📊 Stats:")
print(f" ⏱️ Time: {elapsed:.2f}s")
print(f" 📝 Tokens: {usage.get('completion_tokens', 'N/A')}/{test.get('max_tokens', 300)}")
print(f" 🏁 Finish: {finish_reason}")
# Check if answer was complete
is_complete = finish_reason == "stop"
has_thinking = "<think>" in answer.lower()
# For French tests, check if thinking is in French
if language == "French":
# Simple heuristic: check for French words in thinking section
if has_thinking:
thinking_section = answer.split("</think>")[0].lower()
french_indicators = ["je", "le", "la", "est", "sont", "dans", "avec", "pour"]
english_indicators = ["the", "is", "are", "with", "for", "that"]
french_count = sum(1 for word in french_indicators if word in thinking_section)
english_count = sum(1 for word in english_indicators if word in thinking_section)
thinking_in_french = french_count > english_count
print(f" 🇫🇷 Thinking in French: {'✅' if thinking_in_french else '❌ (in English)'}")
print(f"\n📈 Quality:")
print(f" {'✅' if is_complete else '⚠️ TRUNCATED'} Answer status: {finish_reason}")
print(f" {'✅' if has_thinking else '➖'} Shows reasoning: {has_thinking}")
return {
"success": True,
"category": test['category'],
"time": elapsed,
"tokens_used": usage.get('completion_tokens', 0),
"complete": is_complete,
"has_reasoning": has_thinking
}
else:
print(f"❌ Error: HTTP {response.status_code}")
return {"success": False, "category": test['category'], "error": str(response.status_code)}
except Exception as e:
print(f"❌ Error: {e}")
return {"success": False, "category": test['category'], "error": str(e)}
def print_summary(results: List[Dict[str, Any]], language: str):
"""Print test summary."""
print("\n" + "="*80)
print("RÉSUMÉ" if language == "French" else "SUMMARY")
print("="*80)
successful = [r for r in results if r.get('success')]
failed = [r for r in results if not r.get('success')]
complete = [r for r in successful if r.get('complete')]
print(f"\n✅ Successful: {len(successful)}/{len(results)}")
print(f"✅ Complete answers: {len(complete)}/{len(successful)} ({100*len(complete)/len(successful) if successful else 0:.1f}%)")
print(f"❌ Failed: {len(failed)}/{len(results)}")
if successful:
avg_time = sum(r['time'] for r in successful) / len(successful)
avg_tokens = sum(r['tokens_used'] for r in successful) / len(successful)
print(f"\n📊 Metrics:")
print(f" ⏱️ Average time: {avg_time:.2f}s")
print(f" 📝 Average tokens: {avg_tokens:.0f}")
print(f" 🚀 Speed: {avg_tokens/avg_time:.2f} tokens/s")
def main():
"""Run all tests."""
print("="*80)
print("FINAL FINANCE LLM TESTS")
print("="*80)
print("Testing with proper token limits and language support")
# English tests
print("\n" + "="*80)
print("ENGLISH TESTS")
print("="*80)
english_results = []
for i, test in enumerate(ENGLISH_TESTS, 1):
print(f"\n[Test {i}/{len(ENGLISH_TESTS)}]")
result = run_test(test, "English")
english_results.append(result)
time.sleep(1)
print_summary(english_results, "English")
# French tests
print("\n\n" + "="*80)
print("FRENCH TESTS (with language instructions)")
print("="*80)
french_results = []
for i, test in enumerate(FRENCH_TESTS, 1):
print(f"\n[Test {i}/{len(FRENCH_TESTS)}]")
result = run_test(test, "French")
french_results.append(result)
time.sleep(1)
print_summary(french_results, "French")
# Overall
print("\n\n" + "="*80)
print("OVERALL RESULTS")
print("="*80)
all_results = english_results + french_results
all_successful = [r for r in all_results if r.get('success')]
all_complete = [r for r in all_successful if r.get('complete')]
print(f"\n📊 Total: {len(all_successful)}/{len(all_results)} successful")
print(f"✅ Complete: {len(all_complete)}/{len(all_successful)} ({100*len(all_complete)/len(all_successful) if all_successful else 0:.1f}%)")
print(f"🇬🇧 English: {len([r for r in english_results if r.get('success')])}/{len(ENGLISH_TESTS)}")
print(f"🇫🇷 French: {len([r for r in french_results if r.get('success')])}/{len(FRENCH_TESTS)}")
print("\n" + "="*80)
if __name__ == "__main__":
main()
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