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Efficiency Analysis on Standard Transformer Pipeline
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5.973
TFLOPs
Vanilla
0.433024
1.871287
3.30955
4.747813
Feb 3, 2026
TFLOPs
MFLOPs Count
Prefill Latency (ms)
Updated 4d ago
Evaluation Results
Method
Method
Links
TFLOPs
MFLOPs Count
Prefill Latency (ms)
Vanilla
Avg Token=576
2026.02
5.973
0
124
FastV
Avg Token=64
2026.02
0.8341
4.7185
92
SparseVLM
Avg Token=64
2026.02
0.8141
5.505
104
Nuwa
Avg Token=64
2026.02
0.6476
17.5636
46
VisionZip
Avg Token=64
2026.02
0.6461
8.9128
45
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