Upload batch 15/20 (100 files)

outputs/gpu_power_experiment/00_baseline_reference/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/config.json

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+}

outputs/gpu_power_experiment/00_baseline_reference/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/phase_transitions.json

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outputs/gpu_power_experiment/00_baseline_reference/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/samples/phase_power_summary.csv

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+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3003,30.030372,1649.114011,54.915373,89.077,117.262,8.193
+idle_post,3000,29.98995,1308.138453,43.60747,78.2064,78.681,7.849
+idle_pre,3004,30.060812,1584.394075,52.736805,78.673,78.899,8.262
+inference,1,0.009628,0.07888,8.193,8.193,8.193,8.193
+inference_idle,30031,300.424376,23453.887233,78.06916,78.93,79.437,8.193
+train,5,0.090483,0.759336,8.392,8.392,8.392,8.392
+train_compute,1192,11.920167,1601.138243,134.322401,177.843,177.96,8.392
+validation,70,0.800975,72.316252,89.9078,92.894,92.894,88.628

outputs/gpu_power_experiment/00_baseline_reference/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/samples/transition_points.csv

@@ -0,0 +1 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs128_ep1_req10000_nocap_fixed/config.json

@@ -0,0 +1,52 @@
+{
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+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs128_ep1_req10000_nocap_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet50",
+  "dataset": "cifar10",
+  "power_cap": null
+}

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs128_ep1_req10000_nocap_fixed/phase_transitions.json

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outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs128_ep1_req10000_nocap_fixed/samples/phase_power_summary.csv

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+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3003,30.029989,1713.408251,57.056549,85.43,116.582,7.939
+idle_post,3000,29.989972,1295.337163,43.182713,78.47695,78.694,7.773
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+train_compute,799,8.018635,1106.444677,138.13034,211.751,211.751,8.616
+validation,48,0.546879,53.562397,98.09225,99.545,99.545,96.863

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs128_ep1_req10000_nocap_fixed/samples/transition_points.csv

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+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction
+3296,33028.461,train_compute,train_compute,82.114,137.774,55.66,9.997115,5567.606252,up
+3346,33528.465,train_compute,train_compute,137.774,201.405,63.631,9.99948,6363.43091,up
+3696,37028.465,train_compute,train_compute,200.794,148.451,-52.343,9.995146,-5236.841925,down

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs16_ep1_req10000_nocap_fixed/config.json

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+  "gpu_physical_index": 0,
+  "device": "cuda:0",
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+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs16_ep1_req10000_nocap_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet50",
+  "dataset": "cifar10",
+  "power_cap": null
+}

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs16_ep1_req10000_nocap_fixed/phase_transitions.json

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outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs16_ep1_req10000_nocap_fixed/samples/phase_power_summary.csv

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+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3001,30.010023,1664.076738,55.450781,87.036,130.944,7.552
+idle_post,3000,29.990024,1251.140043,41.707548,78.06,78.165,7.764
+idle_pre,3004,30.048023,1601.356123,53.305115,78.174,78.487,8.016
+inference,2,0.019944,0.152394,7.641,7.641,7.641,7.641
+inference_idle,30029,300.403349,23389.124946,77.858786,78.806,79.287,7.641
+train,7,0.093527,0.749709,8.016,8.016,8.016,8.016
+train_compute,2999,29.990072,4196.435542,139.927567,151.7184,152.172,8.016
+validation,245,2.530536,336.70419,132.535327,148.919,148.919,124.595

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs16_ep1_req10000_nocap_fixed/samples/transition_points.csv

@@ -0,0 +1 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/config.json

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+  "checkpoint_every_steps": null,
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+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet50",
+  "dataset": "cifar10",
+  "power_cap": null
+}

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/phase_transitions.json

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outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/samples/phase_power_summary.csv

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+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3003,30.029967,1700.314271,56.620538,83.718,118.173,8.188
+idle_post,3000,29.99002,1263.762264,42.128333,78.52705,78.635,8.449
+idle_pre,3004,30.042691,1576.208713,52.469407,78.891,80.288,8.706
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+inference_idle,30030,300.413948,23528.420098,78.320084,79.168,79.624,8.512
+train,7,0.11609,1.029371,8.867,8.867,8.867,8.867
+train_compute,1195,11.980963,1597.172608,133.446038,172.868,173.169,8.867
+validation,71,0.775886,64.716413,83.683352,84.368,114.278,80.442

outputs/gpu_power_experiment/01_batch_sweep_resnet50/fixed_resnet50_cifar10_gpu0_bs64_ep1_req10000_nocap_fixed/samples/transition_points.csv

@@ -0,0 +1 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction

outputs/gpu_power_experiment/02_operator_control/fixed_resnet18_cifar10_gpu0_bs64_ep5_req60_nocap_variable/config.json

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+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/02_operator_control/fixed_resnet18_cifar10_gpu0_bs64_ep5_req60_nocap_variable/checkpoints",
+  "mode": "fixed",
+  "model": "resnet18",
+  "dataset": "cifar10",
+  "power_cap": null
+}

outputs/gpu_power_experiment/02_operator_control/fixed_resnet18_cifar10_gpu0_bs64_ep5_req60_nocap_variable/phase_transitions.json

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outputs/gpu_power_experiment/02_operator_control/fixed_resnet18_cifar10_gpu0_bs64_ep5_req60_nocap_variable/samples/phase_power_summary.csv

@@ -0,0 +1,9 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3002,30.020328,1627.255881,54.205531,78.815,140.955,7.718
+idle_post,3000,29.990022,1639.890823,54.666239,78.679,78.691,8.397
+idle_pre,3004,30.075931,1614.883885,53.740429,78.704,79.527,8.054
+inference,1,0.009674,0.080678,8.34,8.34,8.34,8.34
+inference_idle,33130,331.412512,25925.139836,78.226233,78.973,79.311,8.34
+train,18,0.214228,14.527915,78.455556,152.221,152.221,14.406
+train_compute,2349,23.495331,3019.730404,128.522572,151.405,152.221,14.406
+validation,206,2.155009,282.912503,133.849087,152.221,152.221,78.916

outputs/gpu_power_experiment/02_operator_control/fixed_resnet18_cifar10_gpu0_bs64_ep5_req60_nocap_variable/samples/transition_points.csv

@@ -0,0 +1 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap345W_fixed/config.json

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+  "idle_post_duration": 30.0,
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+  "learning_rate": 0.01,
+  "num_workers": 8,
+  "use_amp": true,
+  "train_time_limit_sec": null,
+  "target_val_acc_pct": null,
+  "checkpoint_every_steps": null,
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+  "automl_n_trials": 10,
+  "automl_max_epochs_per_trial": 3,
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+  "diffusion_train_epochs": 5,
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+  "diffusion_train_batch_size": 1,
+  "diffusion_train_lr": 0.0001,
+  "diffusion_steps": 30,
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+  "inference_burst_pause": 15.0,
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+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
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+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap345W_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet18",
+  "dataset": "cifar10",
+  "power_cap": 345
+}

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap345W_fixed/phase_transitions.json

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outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap345W_fixed/samples/phase_power_summary.csv

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+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3003,30.030064,1654.934656,55.10931,81.362,148.625,7.618
+idle_post,3000,29.990045,1313.462463,43.786842,78.448,78.648,8.033
+idle_pre,3003,30.105907,298.195531,9.907196,14.837,15.732,7.92
+inference,1,0.0099,0.14002,14.143,14.143,14.143,14.143
+inference_idle,30030,300.300001,23407.991348,77.948695,78.706,78.841,14.259
+train,7,0.152472,1.369354,8.981,8.981,8.981,8.981
+train_compute,407,4.231658,475.869847,111.59417,147.989,147.989,8.981
+validation,41,0.493073,73.240421,148.609488,148.625,148.625,147.989

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap345W_fixed/samples/transition_points.csv

@@ -0,0 +1 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap460W_fixed/config.json

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+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap460W_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet18",
+  "dataset": "cifar10",
+  "power_cap": 460
+}

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap460W_fixed/phase_transitions.json

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+  {
+    "timestamp": "2026-02-16T21:55:43.435427",
+    "timestamp_ms": 1771246543435.4397,
+    "phase": "inference_idle",
+    "sub_phase": "req_54"
+  },
+  {
+    "timestamp": "2026-02-16T21:55:48.438692",
+    "timestamp_ms": 1771246548438.7021,
+    "phase": "inference_idle",
+    "sub_phase": "req_55"
+  },
+  {
+    "timestamp": "2026-02-16T21:55:53.442770",
+    "timestamp_ms": 1771246553442.7874,
+    "phase": "inference_idle",
+    "sub_phase": "req_56"
+  },
+  {
+    "timestamp": "2026-02-16T21:55:58.448050",
+    "timestamp_ms": 1771246558448.0623,
+    "phase": "inference_idle",
+    "sub_phase": "req_57"
+  },
+  {
+    "timestamp": "2026-02-16T21:56:03.453243",
+    "timestamp_ms": 1771246563453.2576,
+    "phase": "inference_idle",
+    "sub_phase": "req_58"
+  },
+  {
+    "timestamp": "2026-02-16T21:56:08.458185",
+    "timestamp_ms": 1771246568458.1978,
+    "phase": "inference_idle",
+    "sub_phase": "req_59"
+  },
+  {
+    "timestamp": "2026-02-16T21:56:13.458625",
+    "timestamp_ms": 1771246573458.6592,
+    "phase": "inference",
+    "sub_phase": "finished"
+  },
+  {
+    "timestamp": "2026-02-16T21:56:13.458896",
+    "timestamp_ms": 1771246573458.907,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap460W_fixed/samples/phase_power_summary.csv

@@ -0,0 +1,9 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3003,30.029996,1631.34834,54.323805,78.924,145.772,7.942
+idle_post,3001,29.999915,1322.817136,44.082084,78.389,78.595,7.807
+idle_pre,3003,30.095019,281.872928,9.368999,14.295,14.693,7.724
+inference,1,0.010001,0.079427,7.942,7.942,7.942,7.942
+inference_idle,30029,300.290091,23438.746789,78.053689,78.811,79.308,7.942
+train,5,0.121636,1.401732,11.524,11.524,11.524,11.524
+train_compute,382,3.872306,458.6596,118.053806,147.318,147.318,11.524
+validation,44,0.484681,70.654501,145.807136,145.772,147.318,145.772

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap460W_fixed/samples/transition_points.csv

@@ -0,0 +1,2 @@
+idx,timestamp_ms,phase_from,phase_to,power_from_w,power_to_w,delta_power_w,delta_time_ms,dpdt_w_per_s,direction
+3095,31097.118,train_compute,train_compute,44.571,132.15,87.579,10.083715,8685.191945,up

outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap575W_fixed/config.json

@@ -0,0 +1,52 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 1,
+  "batch_size": 64,
+  "learning_rate": 0.01,
+  "num_workers": 8,
+  "use_amp": true,
+  "train_time_limit_sec": null,
+  "target_val_acc_pct": null,
+  "checkpoint_every_steps": null,
+  "finegrained_train_phases": true,
+  "automl_n_trials": 10,
+  "automl_max_epochs_per_trial": 3,
+  "automl_pruning": true,
+  "diffusion_train_epochs": 5,
+  "diffusion_train_steps_per_epoch": 20,
+  "diffusion_train_batch_size": 1,
+  "diffusion_train_lr": 0.0001,
+  "diffusion_steps": 30,
+  "inference_total_requests": 10000,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "fixed",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 5,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_duration_sec": 300.0,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "seed": 42,
+  "dataset_allow_download": false,
+  "dataset_root": "/data/datasets",
+  "imagenet_root": "/data/datasets/imagenet",
+  "transition_dpdt_threshold_w_per_s": 5000.0,
+  "checkpoint_dir": "/home/hyunwoo/DataCenter_train/hyp_opt/outputs/gpu_power_experiment/03_control_cap_sweep/fixed_resnet18_cifar10_gpu0_bs64_ep1_req10000_cap575W_fixed/checkpoints",
+  "mode": "fixed",
+  "model": "resnet18",
+  "dataset": "cifar10",
+  "power_cap": 575
+}