p-j-r-1-2-3 commited on
Commit
c6e0fdc
·
verified ·
1 Parent(s): 909cdf8

update APPLIED run index

Browse files
Files changed (1) hide show
  1. applied/_index/APPLIED_RUNS_INDEX.json +172 -17
applied/_index/APPLIED_RUNS_INDEX.json CHANGED
@@ -6174,23 +6174,6 @@
6174
  "sha256": "03f8c3bfa863c3e46ffb08d9deff382fce93499bbdbee3b6d6d576fce9ce9721"
6175
  }
6176
  },
6177
- {
6178
- "key": "opt05_bitpack_popcount/spike_reg_1e-4",
6179
- "tag": "spike_reg_1e-4",
6180
- "script": "opt05_bitpack_popcount.py",
6181
- "hf_folder": "applied/opt05_bitpack_popcount",
6182
- "phase": 4,
6183
- "status": "failed",
6184
- "duration_s": 182.2,
6185
- "optimization_summary": null,
6186
- "zip": {
6187
- "name": "FAILED_spike_reg_1e-4.zip",
6188
- "files": 76,
6189
- "bytes": 10443477,
6190
- "MB": 10.4,
6191
- "sha256": "9fff155af7d07cf911e5d50e2700b1868203ac5d8fd167531733478c3292c7f0"
6192
- }
6193
- },
6194
  {
6195
  "key": "opt05_bitpack_popcount/spike_reg_5e-3",
6196
  "tag": "spike_reg_5e-3",
@@ -6619,5 +6602,177 @@
6619
  "MB": 12.2,
6620
  "sha256": "e91a0503e69fdde04563664e5ee8bc2078ab7b9381677ab3a50b70d6f6983012"
6621
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6622
  }
6623
  ]
 
6174
  "sha256": "03f8c3bfa863c3e46ffb08d9deff382fce93499bbdbee3b6d6d576fce9ce9721"
6175
  }
6176
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6177
  {
6178
  "key": "opt05_bitpack_popcount/spike_reg_5e-3",
6179
  "tag": "spike_reg_5e-3",
 
6602
  "MB": 12.2,
6603
  "sha256": "e91a0503e69fdde04563664e5ee8bc2078ab7b9381677ab3a50b70d6f6983012"
6604
  }
6605
+ },
6606
+ {
6607
+ "key": "opt05_bitpack_popcount/spike_reg_1e-4",
6608
+ "tag": "spike_reg_1e-4",
6609
+ "script": "opt05_bitpack_popcount.py",
6610
+ "hf_folder": "applied/opt05_bitpack_popcount",
6611
+ "phase": 4,
6612
+ "status": "ok",
6613
+ "duration_s": 197.7,
6614
+ "optimization_summary": {
6615
+ "optimization": "bitpack_popcount",
6616
+ "research_section": "3. Spike-Sparsity & MAC->AC Restructuring",
6617
+ "reference": "SATA, arXiv:2204.05422; BMXNet/BiFSMNv2 popcount GEMM",
6618
+ "script": "opt05_bitpack_popcount.py",
6619
+ "baseline_mode": false,
6620
+ "method": "harmonic_matched",
6621
+ "accuracy": {
6622
+ "test_acc": 0.9235714285714286,
6623
+ "test_target_acc": 0.9235714285714286,
6624
+ "best_val_acc": 0.93
6625
+ },
6626
+ "efficiency": {
6627
+ "spikes_per_inference": null,
6628
+ "syn_ops_per_inference": 2283705.4431818184,
6629
+ "dense_macs_per_inference": 122675200.0,
6630
+ "event_fraction_of_dense": 0.018615868922013726,
6631
+ "syn_ops_per_inference_dense_fanout": 25126022.56899351,
6632
+ "weight_sparsity": 0.7324707846410685,
6633
+ "effective_ticks": 11.820714285714285,
6634
+ "num_ticks": 100,
6635
+ "membrane_bytes_per_inference": 451200,
6636
+ "weight_bytes": 4907008,
6637
+ "input_raster_bytes": 50400000,
6638
+ "train_ms_per_step": 47.02878559999135,
6639
+ "infer_ms_per_sample": 0.3296298521874519,
6640
+ "peak_vram_mb": 473.926144
6641
+ },
6642
+ "optimization_specific": {
6643
+ "bitpack": true,
6644
+ "pack_hidden": false,
6645
+ "popcount_readout": true,
6646
+ "n_channels": 2880,
6647
+ "packed_words_per_tick": 90,
6648
+ "input_raster_bytes_uint8": 403200000,
6649
+ "input_raster_bytes_packed": 50400000,
6650
+ "memory_reduction_x": 8.0,
6651
+ "mults_eliminated_per_inference": 2283705.4431818184,
6652
+ "pred_agreement_packed_vs_float": 1.0,
6653
+ "popcount_counts_exact": true,
6654
+ "crossover_density": 0.01,
6655
+ "packed_ever_wins": true,
6656
+ "packed_vs_scatter_ms": [
6657
+ {
6658
+ "density": 0.01,
6659
+ "measured_density": 0.00997178815305233,
6660
+ "scatter_ms": 0.18851757049560547,
6661
+ "packed_ms": 0.05492687225341797,
6662
+ "pack_ms": 0.1523113250732422,
6663
+ "speedup_x": 3.4321555690598142,
6664
+ "packed_wins": true,
6665
+ "matches_scatter": true
6666
+ },
6667
+ {
6668
+ "density": 0.05,
6669
+ "measured_density": 0.0490993931889534,
6670
+ "scatter_ms": 0.2920246124267578,
6671
+ "packed_ms": 0.06508827209472656,
6672
+ "pack_ms": 0.1502513885498047,
6673
+ "speedup_x": 4.486593406593407,
6674
+ "packed_wins": true,
6675
+ "matches_scatter": true
6676
+ },
6677
+ {
6678
+ "density": 0.1,
6679
+ "measured_density": 0.10040690004825592,
6680
+ "scatter_ms": 0.4650592803955078,
6681
+ "packed_ms": 0.085906982421875,
6682
+ "pack_ms": 0.16173839569091797,
6683
+ "speedup_x": 5.413521314387212,
6684
+ "packed_wins": true,
6685
+ "matches_scatter": true
6686
+ },
6687
+ {
6688
+ "density": 0.25,
6689
+ "measured_density": 0.24960395693778992,
6690
+ "scatter_ms": 1.0594987869262695,
6691
+ "packed_ms": 0.14565467834472656,
6692
+ "pack_ms": 0.19160747528076172,
6693
+ "speedup_x": 7.274045701564853,
6694
+ "packed_wins": true,
6695
+ "matches_scatter": true
6696
+ },
6697
+ {
6698
+ "density": 0.5,
6699
+ "measured_density": 0.49802517890930176,
6700
+ "scatter_ms": 1.4008808135986328,
6701
+ "packed_ms": 0.26602745056152344,
6702
+ "pack_ms": 0.15926361083984375,
6703
+ "speedup_x": 5.265925793152895,
6704
+ "packed_wins": true,
6705
+ "matches_scatter": true
6706
+ }
6707
+ ],
6708
+ "popcount_vs_loop_ms": {
6709
+ "loop_ms": 0.013880729675292969,
6710
+ "popcount_ms": 0.038743019104003906,
6711
+ "speedup_x": 0.3582769230769231
6712
+ }
6713
+ },
6714
+ "config": {
6715
+ "method": "harmonic_matched",
6716
+ "data_root": "/kaggle/working/data",
6717
+ "subjects": "",
6718
+ "blocks": "",
6719
+ "limit": 0,
6720
+ "drop_rest": true,
6721
+ "resplit": "block",
6722
+ "test_blocks": "6",
6723
+ "class_weight": false,
6724
+ "epochs": 60,
6725
+ "batch_size": 64,
6726
+ "lr": 0.002,
6727
+ "weight_decay": 0.0005,
6728
+ "grad_clip": 5.0,
6729
+ "num_bins": 100,
6730
+ "window_sec": 5.0,
6731
+ "hidden": "512,256",
6732
+ "freq_groups": 8,
6733
+ "dropout": 0.3,
6734
+ "spike_drop": 0.1,
6735
+ "time_jitter": 2,
6736
+ "label_smoothing": 0.05,
6737
+ "no_batchnorm": false,
6738
+ "binary_input": true,
6739
+ "beta": 1.0,
6740
+ "thresh": 1.0,
6741
+ "window": 0.5,
6742
+ "gain": 1.0,
6743
+ "alpha": 0.9,
6744
+ "readout": "spikecount",
6745
+ "fake_quant": 0,
6746
+ "amp": false,
6747
+ "spike_reg": 0.0001,
6748
+ "event_eval": true,
6749
+ "decision_margin": 2.0,
6750
+ "export": false,
6751
+ "seed": 1234,
6752
+ "hub_dir": "/kaggle/working/hub/opt05_bitpack_popcount/spike_reg_1e-4",
6753
+ "repo_id": "UWU-R-13/SSVEP-SNN",
6754
+ "push_hf": false,
6755
+ "keep_epoch_weights": 1,
6756
+ "no_resume": true,
6757
+ "selftest": false,
6758
+ "baseline": false,
6759
+ "bench": true,
6760
+ "bench_warmup": 10,
6761
+ "bench_iters": 50,
6762
+ "bench_train_steps": 20,
6763
+ "bitpack": true,
6764
+ "pack_hidden": false,
6765
+ "popcount_readout": true,
6766
+ "sparsity_sweep": "0.01,0.05,0.1,0.25,0.5",
6767
+ "sampling_rate": 250.0
6768
+ }
6769
+ },
6770
+ "zip": {
6771
+ "name": "spike_reg_1e-4.zip",
6772
+ "files": 81,
6773
+ "bytes": 12234846,
6774
+ "MB": 12.2,
6775
+ "sha256": "416201702cd96e0f7c178678e33de6363b9a909e6b8faa3ba59a694b52c2bbca"
6776
+ }
6777
  }
6778
  ]