Extreme Classification on Amazon-670k
34.9AccuracyPyTorch-GPU
Evaluation Results
| Method | Links | |
|---|---|---|
| PyTorch-GPUFramework=PyTorch, Hardware=GPU (NVIDIA A100), Training Epochs=5, Inference Time (ms)=0.62023.03 | 34.9 | |
| BOLT Dense Inference (ALN)Framework=BOLT, Inference Mode=Dense, ALN (Adding Label Neurons)=true, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=632023.03 | 34.8 | |
| Tensorflow-CPUFramework=TensorFlow, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=44.42023.03 | 34.6 | |
| Tensorflow-GPUFramework=TensorFlow, Hardware=GPU (NVIDIA A100), Training Epochs=5, Inference Time (ms)=1.92023.03 | 34.6 | |
| BOLT Sparse Inference (ALN)Framework=BOLT, Inference Mode=Sparse, ALN (Adding Label Neurons)=true, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=4.42023.03 | 34.5 | |
| PyTorch-CPUFramework=PyTorch, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=27.42023.03 | 34.1 | |
| BOLT Dense InferenceFramework=BOLT, Inference Mode=Dense, ALN (Adding Label Neurons)=false, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=672023.03 | 32.5 | |
| BOLT Sparse InferenceFramework=BOLT, Inference Mode=Sparse, ALN (Adding Label Neurons)=false, Hardware=CPU (AWS c6i.8xlarge), Training Epochs=5, Inference Time (ms)=42023.03 | 29.8 |