update APPLIED run index
Browse files
applied/_index/APPLIED_RUNS_INDEX.json
CHANGED
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@@ -5736,5 +5736,493 @@
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| 5736 |
"MB": 8.1,
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| 5737 |
"sha256": "ff260bcde1f1b305816474c3b0db29db1ae57fc944c42c720b3a679851db6fbd"
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| 5738 |
}
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| 5739 |
}
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| 5740 |
]
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| 5736 |
"MB": 8.1,
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| 5737 |
"sha256": "ff260bcde1f1b305816474c3b0db29db1ae57fc944c42c720b3a679851db6fbd"
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| 5738 |
}
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| 5739 |
+
},
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| 5740 |
+
{
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| 5741 |
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"key": "opt06_uticket_prune/no_balance",
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| 5742 |
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"tag": "no_balance",
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| 5743 |
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"script": "opt06_uticket_prune.py",
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| 5744 |
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"hf_folder": "applied/opt06_uticket_prune",
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| 5745 |
+
"phase": 8,
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| 5746 |
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"status": "ok",
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| 5747 |
+
"duration_s": 336.0,
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| 5748 |
+
"optimization_summary": {
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| 5749 |
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"optimization": "uticket_workload_balanced_pruning",
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| 5750 |
+
"research_section": "3. Spike sparsity & MAC->AC restructuring",
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| 5751 |
+
"reference": "u-Ticket: Workload-Balanced Pruning for Sparse SNNs, arXiv:2302.06746",
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| 5752 |
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"script": "opt06_uticket_prune.py",
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| 5753 |
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"baseline_mode": false,
|
| 5754 |
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"method": "harmonic_matched",
|
| 5755 |
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"accuracy": {
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| 5756 |
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"test_acc": 0.18357142857142858,
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| 5757 |
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"test_target_acc": 0.18357142857142858,
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| 5758 |
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"best_val_acc": 0.915
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| 5759 |
+
},
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| 5760 |
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"efficiency": {
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| 5761 |
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"spikes_per_inference": null,
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| 5762 |
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"syn_ops_per_inference": 122885.72605519481,
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| 5763 |
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"dense_macs_per_inference": 122675200.0,
|
| 5764 |
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"event_fraction_of_dense": 0.0010017161256325223,
|
| 5765 |
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"syn_ops_per_inference_dense_fanout": 64813828.548701294,
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| 5766 |
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"weight_sparsity": 0.9910226353818865,
|
| 5767 |
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"effective_ticks": 17.867857142857144,
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| 5768 |
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"num_ticks": 100,
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| 5769 |
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"membrane_bytes_per_inference": 451200,
|
| 5770 |
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"weight_bytes": 4907008,
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| 5771 |
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"input_raster_bytes": null,
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| 5772 |
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"train_ms_per_step": 101.48871465007687,
|
| 5773 |
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"infer_ms_per_sample": 0.6597177631249451,
|
| 5774 |
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"peak_vram_mb": 2836.777472,
|
| 5775 |
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"weight_bytes_nonzero": 3118
|
| 5776 |
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},
|
| 5777 |
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"optimization_specific": {
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| 5778 |
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"pruning_enabled": true,
|
| 5779 |
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"balance_enabled": false,
|
| 5780 |
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"rounds": 5,
|
| 5781 |
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"final_sparsity": 0.9993645767571548,
|
| 5782 |
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"nnz_per_layer": {
|
| 5783 |
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"layer0": 56,
|
| 5784 |
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"layer1": 398,
|
| 5785 |
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"layer2": 319
|
| 5786 |
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},
|
| 5787 |
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"pe_stats_per_layer": {
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| 5788 |
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"layer0": {
|
| 5789 |
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"mean_nnz": 0.17500000000000002,
|
| 5790 |
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"max_nnz": 3.0,
|
| 5791 |
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"min_nnz": 0.0,
|
| 5792 |
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"total_nnz": 56,
|
| 5793 |
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"numel": 921600,
|
| 5794 |
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"sparsity": 0.9999392361111111,
|
| 5795 |
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"utilization": 0.05833333333333334
|
| 5796 |
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},
|
| 5797 |
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"layer1": {
|
| 5798 |
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"mean_nnz": 0.77734375,
|
| 5799 |
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"max_nnz": 4.0,
|
| 5800 |
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"min_nnz": 0.0,
|
| 5801 |
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"total_nnz": 398,
|
| 5802 |
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"numel": 163840,
|
| 5803 |
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"sparsity": 0.99757080078125,
|
| 5804 |
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"utilization": 0.1943359375
|
| 5805 |
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|
| 5806 |
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"layer2": {
|
| 5807 |
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"mean_nnz": 1.24609375,
|
| 5808 |
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"max_nnz": 3.0,
|
| 5809 |
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"min_nnz": 0.0,
|
| 5810 |
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"total_nnz": 319,
|
| 5811 |
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"numel": 131072,
|
| 5812 |
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"sparsity": 0.9975662231445312,
|
| 5813 |
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"utilization": 0.4153645833333333
|
| 5814 |
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}
|
| 5815 |
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},
|
| 5816 |
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"pe_utilization_final": 0.22267795138888888,
|
| 5817 |
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"pe_utilization_lth": 0.22267795138888888,
|
| 5818 |
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"pe_utilization_uticket": 0.22267795138888888,
|
| 5819 |
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"latency_proxy_dense": 3712,
|
| 5820 |
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"latency_proxy_final": 10,
|
| 5821 |
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"latency_reduction_frac": 0.9973060344827587,
|
| 5822 |
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"rounds_history": [
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| 5823 |
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{
|
| 5824 |
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"round": 1,
|
| 5825 |
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"layers": {
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| 5826 |
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"layer0": {
|
| 5827 |
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"lth": {
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| 5828 |
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"mean_nnz": 21.6,
|
| 5829 |
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"max_nnz": 31.0,
|
| 5830 |
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|
| 5831 |
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|
| 5832 |
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|
| 5833 |
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|
| 5834 |
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"utilization": 0.6967741935483871
|
| 5835 |
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|
| 5836 |
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"uticket": {
|
| 5837 |
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"mean_nnz": 21.6,
|
| 5838 |
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"max_nnz": 31.0,
|
| 5839 |
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"min_nnz": 13.0,
|
| 5840 |
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|
| 5841 |
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|
| 5842 |
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|
| 5843 |
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"utilization": 0.6967741935483871
|
| 5844 |
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}
|
| 5845 |
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| 5846 |
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"layer1": {
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| 5847 |
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"lth": {
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| 5848 |
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"mean_nnz": 96.0,
|
| 5849 |
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"max_nnz": 121.0,
|
| 5850 |
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|
| 5851 |
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| 5852 |
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"numel": 163840,
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| 5853 |
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"sparsity": 0.7,
|
| 5854 |
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"utilization": 0.7933884297520661
|
| 5855 |
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| 5856 |
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"uticket": {
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| 5857 |
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"mean_nnz": 96.0,
|
| 5858 |
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"max_nnz": 121.0,
|
| 5859 |
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"min_nnz": 54.0,
|
| 5860 |
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"total_nnz": 49152,
|
| 5861 |
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"numel": 163840,
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| 5862 |
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"sparsity": 0.7,
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| 5863 |
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"utilization": 0.7933884297520661
|
| 5864 |
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}
|
| 5865 |
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},
|
| 5866 |
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"layer2": {
|
| 5867 |
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"lth": {
|
| 5868 |
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"mean_nnz": 153.6015625,
|
| 5869 |
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"max_nnz": 182.0,
|
| 5870 |
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"min_nnz": 76.0,
|
| 5871 |
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"total_nnz": 39322,
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| 5872 |
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"numel": 131072,
|
| 5873 |
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"sparsity": 0.6999969482421875,
|
| 5874 |
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"utilization": 0.8439646291208791
|
| 5875 |
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},
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| 5876 |
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"uticket": {
|
| 5877 |
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"mean_nnz": 153.6015625,
|
| 5878 |
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"max_nnz": 182.0,
|
| 5879 |
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"min_nnz": 76.0,
|
| 5880 |
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| 5881 |
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"numel": 131072,
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| 5882 |
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"sparsity": 0.6999969482421875,
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| 5883 |
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"utilization": 0.8439646291208791
|
| 5884 |
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}
|
| 5885 |
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}
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| 5886 |
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},
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| 5887 |
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"latency_proxy": 334,
|
| 5888 |
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"sparsity": 0.9215905802819866
|
| 5889 |
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},
|
| 5890 |
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{
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