Create performance_test.py
Browse files- performance_test.py +48 -0
performance_test.py
ADDED
|
@@ -0,0 +1,48 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
import time
|
| 3 |
+
from model import AcoliModel
|
| 4 |
+
|
| 5 |
+
def performance_test():
|
| 6 |
+
print("Loading model for performance test...")
|
| 7 |
+
model = AcoliModel("./acoli-model")
|
| 8 |
+
|
| 9 |
+
# Test texts
|
| 10 |
+
test_texts = [
|
| 11 |
+
"Acoli dwog ma con gi twero nwongo piny i ceng lok.",
|
| 12 |
+
"Lapwony opoto i kom yat ma opore i wi dogola.",
|
| 13 |
+
"Pii ma okelo ngom ma tye ka dwaro lweny i kom dano.",
|
| 14 |
+
"Kit ma gitye ka twero bedo ki dano ma opore i wi piny.",
|
| 15 |
+
"Yoo ma gitye ka twero nongo i kom dano ma tye i ceng."
|
| 16 |
+
] * 10 # Repeat to get more samples
|
| 17 |
+
|
| 18 |
+
print(f"Testing with {len(test_texts)} texts...")
|
| 19 |
+
|
| 20 |
+
# Test inference speed
|
| 21 |
+
start_time = time.time()
|
| 22 |
+
|
| 23 |
+
predictions = []
|
| 24 |
+
for text in test_texts:
|
| 25 |
+
prediction = model.predict(text)
|
| 26 |
+
predictions.append(prediction)
|
| 27 |
+
|
| 28 |
+
end_time = time.time()
|
| 29 |
+
total_time = end_time - start_time
|
| 30 |
+
|
| 31 |
+
# Calculate metrics
|
| 32 |
+
avg_time_per_prediction = total_time / len(test_texts)
|
| 33 |
+
predictions_per_second = len(test_texts) / total_time
|
| 34 |
+
|
| 35 |
+
print(f"\n⏱️ Performance Results:")
|
| 36 |
+
print(f"Total time: {total_time:.2f} seconds")
|
| 37 |
+
print(f"Average time per prediction: {avg_time_per_prediction:.3f} seconds")
|
| 38 |
+
print(f"Predictions per second: {predictions_per_second:.1f}")
|
| 39 |
+
print(f"Total predictions: {len(test_texts)}")
|
| 40 |
+
|
| 41 |
+
# Show some predictions
|
| 42 |
+
print(f"\n🔍 Sample predictions:")
|
| 43 |
+
for i in range(3):
|
| 44 |
+
print(f"Text: {test_texts[i][:50]}...")
|
| 45 |
+
print(f"Prediction: {predictions[i]}\n")
|
| 46 |
+
|
| 47 |
+
if __name__ == "__main__":
|
| 48 |
+
performance_test()
|