update APPLIED run index
Browse files
applied/_index/APPLIED_RUNS_INDEX.json
CHANGED
|
@@ -7018,5 +7018,316 @@
|
|
| 7018 |
"MB": 12.3,
|
| 7019 |
"sha256": "e272a8770dc758e21ec340f0e670fb3661af3f7c3d82166c465f0ded0a39437c"
|
| 7020 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7021 |
}
|
| 7022 |
]
|
|
|
|
| 7018 |
"MB": 12.3,
|
| 7019 |
"sha256": "e272a8770dc758e21ec340f0e670fb3661af3f7c3d82166c465f0ded0a39437c"
|
| 7020 |
}
|
| 7021 |
+
},
|
| 7022 |
+
{
|
| 7023 |
+
"key": "opt09_srif_softreset/u_headroom_1.0",
|
| 7024 |
+
"tag": "u_headroom_1.0",
|
| 7025 |
+
"script": "opt09_srif_softreset.py",
|
| 7026 |
+
"hf_folder": "applied/opt09_srif_softreset",
|
| 7027 |
+
"phase": 10,
|
| 7028 |
+
"status": "ok",
|
| 7029 |
+
"duration_s": 377.0,
|
| 7030 |
+
"optimization_summary": {
|
| 7031 |
+
"optimization": "srif_softreset",
|
| 7032 |
+
"research_section": "4. Membrane-Potential Memory Wall -- Soft Reset Integrate-and-Fire (SRIF), dynamic reset potential",
|
| 7033 |
+
"reference": "Guo et al., 'Reducing Information Loss for Spiking Neural Networks' (SRIF), ECCV 2022; research.md S4 (stacks with MINT / SpQuant-SNN membrane quantization)",
|
| 7034 |
+
"script": "opt09_srif_softreset.py",
|
| 7035 |
+
"baseline_mode": false,
|
| 7036 |
+
"method": "harmonic_matched",
|
| 7037 |
+
"accuracy": {
|
| 7038 |
+
"test_acc": 0.027142857142857142,
|
| 7039 |
+
"test_target_acc": 0.027142857142857142,
|
| 7040 |
+
"best_val_acc": 0.9271428571428572
|
| 7041 |
+
},
|
| 7042 |
+
"efficiency": {
|
| 7043 |
+
"spikes_per_inference": 42530.8515625,
|
| 7044 |
+
"syn_ops_per_inference": 8441536.425324677,
|
| 7045 |
+
"dense_macs_per_inference": 122675200.0,
|
| 7046 |
+
"event_fraction_of_dense": 0.0688120861048091,
|
| 7047 |
+
"syn_ops_per_inference_dense_fanout": 70018154.21185066,
|
| 7048 |
+
"weight_sparsity": 0.7324707846410685,
|
| 7049 |
+
"effective_ticks": 100.0,
|
| 7050 |
+
"num_ticks": 100,
|
| 7051 |
+
"membrane_bytes_per_inference": 0,
|
| 7052 |
+
"weight_bytes": 4907008,
|
| 7053 |
+
"input_raster_bytes": null,
|
| 7054 |
+
"train_ms_per_step": 109.88897699999143,
|
| 7055 |
+
"infer_ms_per_sample": 0.7659782600001108,
|
| 7056 |
+
"peak_vram_mb": 2864.751104,
|
| 7057 |
+
"discarded_charge_per_reset": -1.0151342772222465
|
| 7058 |
+
},
|
| 7059 |
+
"optimization_specific": {
|
| 7060 |
+
"reset_mode": "srif",
|
| 7061 |
+
"learn_reset": true,
|
| 7062 |
+
"lam_init": 0.9,
|
| 7063 |
+
"v_reset_init": 0.0,
|
| 7064 |
+
"u_bits": 4,
|
| 7065 |
+
"u_scale": 0.14285714285714285,
|
| 7066 |
+
"u_headroom_requested": 1.0,
|
| 7067 |
+
"u_headroom_actual": 1.0,
|
| 7068 |
+
"u_threshold_level": 7,
|
| 7069 |
+
"u_levels_above_threshold": 0,
|
| 7070 |
+
"reset_family": {
|
| 7071 |
+
"reset_mode": "srif",
|
| 7072 |
+
"learn_reset": true,
|
| 7073 |
+
"num_spiking_sites": 4,
|
| 7074 |
+
"extra_params": 8,
|
| 7075 |
+
"extra_params_frac_of_weights": 6.5212854757929885e-06,
|
| 7076 |
+
"extra_flops_per_tick_per_neuron": 0,
|
| 7077 |
+
"learned_lam_per_layer": [
|
| 7078 |
+
0.5803266763687134,
|
| 7079 |
+
0.5803266763687134,
|
| 7080 |
+
0.5803266763687134,
|
| 7081 |
+
0.5803266763687134
|
| 7082 |
+
],
|
| 7083 |
+
"learned_v_reset_per_layer": [
|
| 7084 |
+
0.5309860706329346,
|
| 7085 |
+
0.9011129140853882,
|
| 7086 |
+
1.1452094316482544,
|
| 7087 |
+
1.5818078517913818
|
| 7088 |
+
]
|
| 7089 |
+
},
|
| 7090 |
+
"reset_stats": {
|
| 7091 |
+
"reset_mode": "srif",
|
| 7092 |
+
"learn_reset": true,
|
| 7093 |
+
"discarded_charge_per_reset": -1.0151342772222465,
|
| 7094 |
+
"spikes_per_inference": 42530.8515625,
|
| 7095 |
+
"syn_per_inference": 8537739.03125,
|
| 7096 |
+
"lam_per_site": [
|
| 7097 |
+
0.5803266763687134,
|
| 7098 |
+
0.5803266763687134,
|
| 7099 |
+
0.5803266763687134,
|
| 7100 |
+
0.5803266763687134
|
| 7101 |
+
],
|
| 7102 |
+
"v_reset_per_site": [
|
| 7103 |
+
0.5309860706329346,
|
| 7104 |
+
0.9011129140853882,
|
| 7105 |
+
1.1452094316482544,
|
| 7106 |
+
1.5818078517913818
|
| 7107 |
+
],
|
| 7108 |
+
"u_bits": 4,
|
| 7109 |
+
"membrane_saturation_frac": 0.5931137799202127,
|
| 7110 |
+
"batches": 4,
|
| 7111 |
+
"grid_headroom": 1.0,
|
| 7112 |
+
"grid_levels_above_thresh": 0
|
| 7113 |
+
},
|
| 7114 |
+
"reset_x_bits_sweep": {
|
| 7115 |
+
"rows": [
|
| 7116 |
+
{
|
| 7117 |
+
"reset_mode": "hard",
|
| 7118 |
+
"u_bits": 0,
|
| 7119 |
+
"acc": 0.025,
|
| 7120 |
+
"target_acc": 0.025,
|
| 7121 |
+
"grid_headroom": 0.0,
|
| 7122 |
+
"grid_levels_above_thresh": null,
|
| 7123 |
+
"discarded_charge_per_reset": 0.1543459879080405,
|
| 7124 |
+
"spikes_per_inference": 8712.734375,
|
| 7125 |
+
"membrane_saturation_frac": null,
|
| 7126 |
+
"membrane_memory_reduction_x": 1.0,
|
| 7127 |
+
"acc_drop_vs_fp32": 0.0
|
| 7128 |
+
},
|
| 7129 |
+
{
|
| 7130 |
+
"reset_mode": "hard",
|
| 7131 |
+
"u_bits": 4,
|
| 7132 |
+
"acc": 0.025,
|
| 7133 |
+
"target_acc": 0.025,
|
| 7134 |
+
"grid_headroom": 1.0,
|
| 7135 |
+
"grid_levels_above_thresh": 0,
|
| 7136 |
+
"discarded_charge_per_reset": 0.0,
|
| 7137 |
+
"spikes_per_inference": 9348.4375,
|
| 7138 |
+
"membrane_saturation_frac": 0.37194453679078016,
|
| 7139 |
+
"membrane_memory_reduction_x": 8.0,
|
| 7140 |
+
"acc_drop_vs_fp32": 0.0
|
| 7141 |
+
},
|
| 7142 |
+
{
|
| 7143 |
+
"reset_mode": "hard",
|
| 7144 |
+
"u_bits": 2,
|
| 7145 |
+
"acc": 0.025,
|
| 7146 |
+
"target_acc": 0.025,
|
| 7147 |
+
"grid_headroom": 1.0,
|
| 7148 |
+
"grid_levels_above_thresh": 0,
|
| 7149 |
+
"discarded_charge_per_reset": 0.0,
|
| 7150 |
+
"spikes_per_inference": 4515.7578125,
|
| 7151 |
+
"membrane_saturation_frac": 0.10904539284131205,
|
| 7152 |
+
"membrane_memory_reduction_x": 16.0,
|
| 7153 |
+
"acc_drop_vs_fp32": 0.0
|
| 7154 |
+
},
|
| 7155 |
+
{
|
| 7156 |
+
"reset_mode": "soft",
|
| 7157 |
+
"u_bits": 0,
|
| 7158 |
+
"acc": 0.025,
|
| 7159 |
+
"target_acc": 0.025,
|
| 7160 |
+
"grid_headroom": 0.0,
|
| 7161 |
+
"grid_levels_above_thresh": null,
|
| 7162 |
+
"discarded_charge_per_reset": 0.0,
|
| 7163 |
+
"spikes_per_inference": 9918.25,
|
| 7164 |
+
"membrane_saturation_frac": null,
|
| 7165 |
+
"membrane_memory_reduction_x": 1.0,
|
| 7166 |
+
"acc_drop_vs_fp32": 0.0
|
| 7167 |
+
},
|
| 7168 |
+
{
|
| 7169 |
+
"reset_mode": "soft",
|
| 7170 |
+
"u_bits": 4,
|
| 7171 |
+
"acc": 0.025,
|
| 7172 |
+
"target_acc": 0.025,
|
| 7173 |
+
"grid_headroom": 1.0,
|
| 7174 |
+
"grid_levels_above_thresh": 0,
|
| 7175 |
+
"discarded_charge_per_reset": 0.0,
|
| 7176 |
+
"spikes_per_inference": 9348.4375,
|
| 7177 |
+
"membrane_saturation_frac": 0.37194453679078016,
|
| 7178 |
+
"membrane_memory_reduction_x": 8.0,
|
| 7179 |
+
"acc_drop_vs_fp32": 0.0
|
| 7180 |
+
},
|
| 7181 |
+
{
|
| 7182 |
+
"reset_mode": "soft",
|
| 7183 |
+
"u_bits": 2,
|
| 7184 |
+
"acc": 0.025,
|
| 7185 |
+
"target_acc": 0.025,
|
| 7186 |
+
"grid_headroom": 1.0,
|
| 7187 |
+
"grid_levels_above_thresh": 0,
|
| 7188 |
+
"discarded_charge_per_reset": 0.0,
|
| 7189 |
+
"spikes_per_inference": 4515.7578125,
|
| 7190 |
+
"membrane_saturation_frac": 0.10904539284131205,
|
| 7191 |
+
"membrane_memory_reduction_x": 16.0,
|
| 7192 |
+
"acc_drop_vs_fp32": 0.0
|
| 7193 |
+
},
|
| 7194 |
+
{
|
| 7195 |
+
"reset_mode": "trained",
|
| 7196 |
+
"u_bits": 0,
|
| 7197 |
+
"acc": 0.027142857142857142,
|
| 7198 |
+
"target_acc": 0.027142857142857142,
|
| 7199 |
+
"grid_headroom": 0.0,
|
| 7200 |
+
"grid_levels_above_thresh": null,
|
| 7201 |
+
"discarded_charge_per_reset": -0.8385291672512332,
|
| 7202 |
+
"spikes_per_inference": 38981.2578125,
|
| 7203 |
+
"membrane_saturation_frac": null,
|
| 7204 |
+
"membrane_memory_reduction_x": 1.0,
|
| 7205 |
+
"acc_drop_vs_fp32": 0.0
|
| 7206 |
+
},
|
| 7207 |
+
{
|
| 7208 |
+
"reset_mode": "trained",
|
| 7209 |
+
"u_bits": 4,
|
| 7210 |
+
"acc": 0.027142857142857142,
|
| 7211 |
+
"target_acc": 0.027142857142857142,
|
| 7212 |
+
"grid_headroom": 1.0,
|
| 7213 |
+
"grid_levels_above_thresh": 0,
|
| 7214 |
+
"discarded_charge_per_reset": -1.0162284200455858,
|
| 7215 |
+
"spikes_per_inference": 42474.8671875,
|
| 7216 |
+
"membrane_saturation_frac": 0.5922369514627659,
|
| 7217 |
+
"membrane_memory_reduction_x": 8.0,
|
| 7218 |
+
"acc_drop_vs_fp32": 0.0
|
| 7219 |
+
},
|
| 7220 |
+
{
|
| 7221 |
+
"reset_mode": "trained",
|
| 7222 |
+
"u_bits": 2,
|
| 7223 |
+
"acc": 0.02642857142857143,
|
| 7224 |
+
"target_acc": 0.02642857142857143,
|
| 7225 |
+
"grid_headroom": 1.0,
|
| 7226 |
+
"grid_levels_above_thresh": 0,
|
| 7227 |
+
"discarded_charge_per_reset": -0.9949134701506006,
|
| 7228 |
+
"spikes_per_inference": 9275.1953125,
|
| 7229 |
+
"membrane_saturation_frac": 0.1492860704787234,
|
| 7230 |
+
"membrane_memory_reduction_x": 16.0,
|
| 7231 |
+
"acc_drop_vs_fp32": 0.0007142857142857124
|
| 7232 |
+
}
|
| 7233 |
+
],
|
| 7234 |
+
"by_mode": {
|
| 7235 |
+
"hard": {
|
| 7236 |
+
"fp32_acc": 0.025,
|
| 7237 |
+
"acc_by_bits": {
|
| 7238 |
+
"0": 0.025,
|
| 7239 |
+
"4": 0.025,
|
| 7240 |
+
"2": 0.025
|
| 7241 |
+
}
|
| 7242 |
+
},
|
| 7243 |
+
"soft": {
|
| 7244 |
+
"fp32_acc": 0.025,
|
| 7245 |
+
"acc_by_bits": {
|
| 7246 |
+
"0": 0.025,
|
| 7247 |
+
"4": 0.025,
|
| 7248 |
+
"2": 0.025
|
| 7249 |
+
}
|
| 7250 |
+
},
|
| 7251 |
+
"trained": {
|
| 7252 |
+
"fp32_acc": 0.027142857142857142,
|
| 7253 |
+
"acc_by_bits": {
|
| 7254 |
+
"0": 0.027142857142857142,
|
| 7255 |
+
"4": 0.027142857142857142,
|
| 7256 |
+
"2": 0.02642857142857143
|
| 7257 |
+
}
|
| 7258 |
+
}
|
| 7259 |
+
}
|
| 7260 |
+
},
|
| 7261 |
+
"mechanism": "V = u - s*((1-lam)*u + lam*thresh) + s*v_r; lam=0,v_r=0 is the baseline hard reset exactly, lam=1,v_r=0 discards zero charge",
|
| 7262 |
+
"cost": "2 scalars per spiking layer; identical FMA count per tick, so the reset change is free at inference time",
|
| 7263 |
+
"caveat": "the sweep swaps the reset on ALREADY-TRAINED weights, which under-states what training with each reset would give; and a charge-conserving reset can raise the spike count, so read spikes_per_inference next to the accuracy"
|
| 7264 |
+
},
|
| 7265 |
+
"config": {
|
| 7266 |
+
"method": "harmonic_matched",
|
| 7267 |
+
"data_root": "/kaggle/working/data",
|
| 7268 |
+
"subjects": "",
|
| 7269 |
+
"blocks": "",
|
| 7270 |
+
"limit": 0,
|
| 7271 |
+
"drop_rest": true,
|
| 7272 |
+
"resplit": "block",
|
| 7273 |
+
"test_blocks": "6",
|
| 7274 |
+
"class_weight": false,
|
| 7275 |
+
"epochs": 60,
|
| 7276 |
+
"batch_size": 64,
|
| 7277 |
+
"lr": 0.002,
|
| 7278 |
+
"weight_decay": 0.0005,
|
| 7279 |
+
"grad_clip": 5.0,
|
| 7280 |
+
"num_bins": 100,
|
| 7281 |
+
"window_sec": 5.0,
|
| 7282 |
+
"hidden": "512,256",
|
| 7283 |
+
"freq_groups": 8,
|
| 7284 |
+
"dropout": 0.3,
|
| 7285 |
+
"spike_drop": 0.1,
|
| 7286 |
+
"time_jitter": 2,
|
| 7287 |
+
"label_smoothing": 0.05,
|
| 7288 |
+
"no_batchnorm": false,
|
| 7289 |
+
"binary_input": false,
|
| 7290 |
+
"beta": 1.0,
|
| 7291 |
+
"thresh": 1.0,
|
| 7292 |
+
"window": 0.5,
|
| 7293 |
+
"gain": 1.0,
|
| 7294 |
+
"alpha": 0.9,
|
| 7295 |
+
"readout": "spikecount",
|
| 7296 |
+
"fake_quant": 0,
|
| 7297 |
+
"amp": false,
|
| 7298 |
+
"spike_reg": 0.0,
|
| 7299 |
+
"event_eval": true,
|
| 7300 |
+
"decision_margin": 2.0,
|
| 7301 |
+
"export": false,
|
| 7302 |
+
"seed": 1234,
|
| 7303 |
+
"hub_dir": "/kaggle/working/hub/opt09_srif_softreset/u_headroom_1.0",
|
| 7304 |
+
"repo_id": "UWU-R-13/SSVEP-SNN",
|
| 7305 |
+
"push_hf": false,
|
| 7306 |
+
"keep_epoch_weights": 1,
|
| 7307 |
+
"no_resume": true,
|
| 7308 |
+
"selftest": false,
|
| 7309 |
+
"reset_mode": "srif",
|
| 7310 |
+
"learn_reset": true,
|
| 7311 |
+
"lam_init": 0.9,
|
| 7312 |
+
"v_reset_init": 0.0,
|
| 7313 |
+
"u_bits": 4,
|
| 7314 |
+
"u_headroom": 1.0,
|
| 7315 |
+
"reset_sweep": "hard,soft,trained",
|
| 7316 |
+
"bits_sweep": "0,4,2",
|
| 7317 |
+
"baseline": false,
|
| 7318 |
+
"bench": true,
|
| 7319 |
+
"bench_warmup": 10,
|
| 7320 |
+
"bench_iters": 50,
|
| 7321 |
+
"bench_train_steps": 20,
|
| 7322 |
+
"sampling_rate": 250.0
|
| 7323 |
+
}
|
| 7324 |
+
},
|
| 7325 |
+
"zip": {
|
| 7326 |
+
"name": "u_headroom_1.0.zip",
|
| 7327 |
+
"files": 81,
|
| 7328 |
+
"bytes": 12376323,
|
| 7329 |
+
"MB": 12.4,
|
| 7330 |
+
"sha256": "bdc988664ace513f808a1701b953a16837db9aae49686a1a8ebbda310392ac05"
|
| 7331 |
+
}
|
| 7332 |
}
|
| 7333 |
]
|