Lmod Warning:
-------------------------------------------------------------------------------
The following dependent module(s) are not currently loaded: curl/8.4.0
(required by: htslib/1.16)
-------------------------------------------------------------------------------




The following have been reloaded with a version change:
  1) curl/8.4.0 => curl/8.17.0     2) openssl/3.0.7 => openssl/3.6.0

2026-05-11 02:50:31.780403: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 02:53:28.874288: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 02:53:28.876976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-11 02:53:32.929364: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 02:53:32.929507: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 02:53:32.938055: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 02:53:32.938211: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 02:53:32.942268: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 02:53:32.946095: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 02:53:32.953763: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 02:53:32.957010: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 02:53:32.959105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 02:53:32.959947: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 02:53:32.960546: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2026-05-11 02:53:32.960782: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 02:53:32.964143: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 02:53:32.964229: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 02:53:32.964281: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 02:53:32.964317: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 02:53:32.964351: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 02:53:32.964384: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 02:53:32.964417: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 02:53:32.964450: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 02:53:32.964512: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 02:53:32.965185: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 02:53:32.965252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 02:53:33.745409: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-11 02:53:33.745503: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-11 02:53:33.745528: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-11 02:53:33.746614: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14751 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0)
2026-05-11 02:53:42.607638: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-05-11 02:53:42.608398: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400015000 Hz
2026-05-11 02:53:50.311747: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 02:53:52.895828: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 02:53:52.967345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 02:54:37.290636: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-11 02:54:37.454952: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: ptxas exited with non-zero error code 256, output: 
Relying on driver to perform ptx compilation. 
Modify $PATH to customize ptxas location.
This message will be only logged once.
/home/users/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/tensorflow/python/keras/engine/functional.py:595: UserWarning: Input dict contained keys ['coordinates', 'jitters', 'index', 'status', 'rev_comp'] which did not match any model input. They will be ignored by the model.
  [n for n in tensors.keys() if n not in ref_input_names])
/home/users/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/tensorflow/python/keras/engine/functional.py:595: UserWarning: Input dict contained keys ['coordinates'] which did not match any model input. They will be ignored by the model.
  [n for n in tensors.keys() if n not in ref_input_names])
2026-05-11 04:25:52.882671: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.
2026-05-11 04:25:59.397780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:26:17.694056: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 04:26:17.695455: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-11 04:26:17.735916: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 04:26:17.736045: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:26:17.747940: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:26:17.748017: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:26:17.752870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 04:26:17.756553: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 04:26:17.763340: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 04:26:17.768480: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 04:26:17.772243: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:26:17.772964: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 04:26:17.773333: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2026-05-11 04:26:17.773469: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 04:26:17.774123: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 04:26:17.774202: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:26:17.774254: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:26:17.774299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:26:17.774342: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 04:26:17.774385: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 04:26:17.774427: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 04:26:17.774470: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 04:26:17.774513: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:26:17.775280: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 04:26:17.775368: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:26:18.502018: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-11 04:26:18.502123: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-11 04:26:18.502149: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-11 04:26:18.503211: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14751 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0)
/home/users/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: bpnet.model.arch is not loaded, but a Lambda layer uses it. It may cause errors.
  , UserWarning)

batch:   0%|          | 0/194 [00:00<?, ?it/s]2026-05-11 04:26:21.095141: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-05-11 04:26:21.095884: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400015000 Hz
2026-05-11 04:26:21.823872: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:26:22.694074: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:26:22.709103: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:26:25.426796: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-11 04:26:25.656938: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: ptxas exited with non-zero error code 256, output: 
Relying on driver to perform ptx compilation. 
Modify $PATH to customize ptxas location.
This message will be only logged once.
/home/users/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/tensorflow/python/keras/engine/functional.py:595: UserWarning: Input dict contained keys ['coordinates', 'true_profiles', 'true_logcounts', 'rev_comp'] which did not match any model input. They will be ignored by the model.
  [n for n in tensors.keys() if n not in ref_input_names])

batch:   1%|          | 1/194 [00:51<2:45:29, 51.45s/it]
batch:   1%|          | 2/194 [00:51<1:08:46, 21.49s/it]
batch:   2%|▏         | 3/194 [00:52<37:53, 11.90s/it]  
batch:   2%|▏         | 4/194 [00:52<23:25,  7.40s/it]
batch:   3%|▎         | 5/194 [00:53<15:29,  4.92s/it]
batch:   3%|▎         | 6/194 [00:53<10:39,  3.40s/it]
batch:   4%|▎         | 7/194 [00:54<07:39,  2.46s/it]
batch:   4%|▍         | 8/194 [00:54<05:40,  1.83s/it]
batch:   5%|▍         | 9/194 [00:55<04:21,  1.41s/it]
batch:   5%|▌         | 10/194 [00:55<03:27,  1.13s/it]
batch:   6%|▌         | 11/194 [00:56<02:46,  1.10it/s]
batch:   6%|▌         | 12/194 [00:56<02:23,  1.27it/s]
batch:   7%|▋         | 13/194 [00:57<02:05,  1.44it/s]
batch:   7%|▋         | 14/194 [00:57<01:50,  1.64it/s]
batch:   8%|▊         | 15/194 [00:58<01:39,  1.80it/s]
batch:   8%|▊         | 16/194 [00:58<01:36,  1.85it/s]
batch:   9%|▉         | 17/194 [00:59<01:33,  1.90it/s]
batch:   9%|▉         | 18/194 [00:59<01:30,  1.94it/s]
batch:  10%|▉         | 19/194 [01:00<01:29,  1.96it/s]
batch:  10%|█         | 20/194 [01:00<01:25,  2.03it/s]
batch:  11%|█         | 21/194 [01:01<01:21,  2.12it/s]
batch:  11%|█▏        | 22/194 [01:01<01:19,  2.18it/s]
batch:  12%|█▏        | 23/194 [01:01<01:17,  2.21it/s]
batch:  12%|█▏        | 24/194 [01:02<01:19,  2.14it/s]
batch:  13%|█▎        | 25/194 [01:02<01:19,  2.13it/s]
batch:  13%|█▎        | 26/194 [01:03<01:20,  2.09it/s]
batch:  14%|█▍        | 27/194 [01:03<01:21,  2.05it/s]
batch:  14%|█▍        | 28/194 [01:04<01:18,  2.10it/s]
batch:  15%|█▍        | 29/194 [01:04<01:19,  2.07it/s]
batch:  15%|█▌        | 30/194 [01:05<01:18,  2.09it/s]
batch:  16%|█▌        | 31/194 [01:05<01:15,  2.17it/s]
batch:  16%|█▋        | 32/194 [01:06<01:13,  2.20it/s]
batch:  17%|█▋        | 33/194 [01:06<01:11,  2.24it/s]
batch:  18%|█▊        | 34/194 [01:07<01:13,  2.18it/s]
batch:  18%|█▊        | 35/194 [01:07<01:11,  2.23it/s]
batch:  19%|█▊        | 36/194 [01:07<01:09,  2.28it/s]
batch:  19%|█▉        | 37/194 [01:08<01:08,  2.28it/s]
batch:  20%|█▉        | 38/194 [01:08<01:11,  2.18it/s]
batch:  20%|██        | 39/194 [01:09<01:12,  2.15it/s]
batch:  21%|██        | 40/194 [01:09<01:12,  2.11it/s]
batch:  21%|██        | 41/194 [01:10<01:14,  2.06it/s]
batch:  22%|██▏       | 42/194 [01:10<01:13,  2.08it/s]
batch:  22%|██▏       | 43/194 [01:11<01:10,  2.15it/s]
batch:  23%|██▎       | 44/194 [01:11<01:08,  2.20it/s]
batch:  23%|██▎       | 45/194 [01:12<01:09,  2.15it/s]
batch:  24%|██▎       | 46/194 [01:12<01:10,  2.09it/s]
batch:  24%|██▍       | 47/194 [01:13<01:10,  2.07it/s]
batch:  25%|██▍       | 48/194 [01:13<01:11,  2.03it/s]
batch:  25%|██▌       | 49/194 [01:14<01:11,  2.03it/s]
batch:  26%|██▌       | 50/194 [01:14<01:10,  2.03it/s]
batch:  26%|██▋       | 51/194 [01:15<01:10,  2.03it/s]
batch:  27%|██▋       | 52/194 [01:15<01:09,  2.03it/s]
batch:  27%|██▋       | 53/194 [01:16<01:07,  2.10it/s]
batch:  28%|██▊       | 54/194 [01:16<01:04,  2.16it/s]
batch:  28%|██▊       | 55/194 [01:16<01:03,  2.20it/s]
batch:  29%|██▉       | 56/194 [01:17<01:04,  2.13it/s]
batch:  29%|██▉       | 57/194 [01:17<01:04,  2.14it/s]
batch:  30%|██▉       | 58/194 [01:18<01:01,  2.20it/s]
batch:  30%|███       | 59/194 [01:18<01:00,  2.24it/s]
batch:  31%|███       | 60/194 [01:19<00:58,  2.29it/s]
batch:  31%|███▏      | 61/194 [01:19<01:01,  2.15it/s]
batch:  32%|███▏      | 62/194 [01:20<01:02,  2.11it/s]
batch:  32%|███▏      | 63/194 [01:20<01:00,  2.16it/s]
batch:  33%|███▎      | 64/194 [01:21<01:01,  2.13it/s]
batch:  34%|███▎      | 65/194 [01:21<00:58,  2.20it/s]
batch:  34%|███▍      | 66/194 [01:22<01:03,  2.03it/s]
batch:  35%|███▍      | 67/194 [01:22<01:00,  2.12it/s]
batch:  35%|███▌      | 68/194 [01:22<00:57,  2.19it/s]
batch:  36%|███▌      | 69/194 [01:23<00:58,  2.13it/s]
batch:  36%|███▌      | 70/194 [01:23<00:59,  2.07it/s]
batch:  37%|███▋      | 71/194 [01:24<00:59,  2.07it/s]
batch:  37%|███▋      | 72/194 [01:24<00:59,  2.07it/s]
batch:  38%|███▊      | 73/194 [01:25<00:57,  2.12it/s]
batch:  38%|███▊      | 74/194 [01:25<00:55,  2.17it/s]
batch:  39%|███▊      | 75/194 [01:26<00:56,  2.11it/s]
batch:  39%|███▉      | 76/194 [01:26<00:55,  2.13it/s]
batch:  40%|███▉      | 77/194 [01:27<00:56,  2.06it/s]
batch:  40%|████      | 78/194 [01:27<00:57,  2.03it/s]
batch:  41%|████      | 79/194 [01:28<00:57,  2.02it/s]
batch:  41%|████      | 80/194 [01:28<00:55,  2.07it/s]
batch:  42%|████▏     | 81/194 [01:29<00:52,  2.14it/s]
batch:  42%|████▏     | 82/194 [01:29<00:53,  2.10it/s]
batch:  43%|████▎     | 83/194 [01:30<00:53,  2.08it/s]
batch:  43%|████▎     | 84/194 [01:30<00:54,  2.02it/s]
batch:  44%|████▍     | 85/194 [01:31<00:54,  2.00it/s]
batch:  44%|████▍     | 86/194 [01:31<00:53,  2.01it/s]
batch:  45%|████▍     | 87/194 [01:32<00:54,  1.97it/s]
batch:  45%|████▌     | 88/194 [01:32<00:53,  1.99it/s]
batch:  46%|████▌     | 89/194 [01:33<00:50,  2.07it/s]
batch:  46%|████▋     | 90/194 [01:33<00:48,  2.14it/s]
batch:  47%|████▋     | 91/194 [01:34<00:47,  2.18it/s]
batch:  47%|████▋     | 92/194 [01:34<00:45,  2.22it/s]
batch:  48%|████▊     | 93/194 [01:34<00:46,  2.16it/s]
batch:  48%|████▊     | 94/194 [01:35<00:48,  2.08it/s]
batch:  49%|████▉     | 95/194 [01:35<00:47,  2.08it/s]
batch:  49%|████▉     | 96/194 [01:36<00:45,  2.13it/s]
batch:  50%|█████     | 97/194 [01:36<00:46,  2.08it/s]
batch:  51%|█████     | 98/194 [01:37<00:45,  2.12it/s]
batch:  51%|█████     | 99/194 [01:37<00:44,  2.16it/s]
batch:  52%|█████▏    | 100/194 [01:38<00:43,  2.18it/s]
batch:  52%|█████▏    | 101/194 [01:38<00:42,  2.19it/s]
batch:  53%|█████▎    | 102/194 [01:39<00:41,  2.21it/s]
batch:  53%|█████▎    | 103/194 [01:39<00:40,  2.23it/s]
batch:  54%|█████▎    | 104/194 [01:40<00:41,  2.15it/s]
batch:  54%|█████▍    | 105/194 [01:40<00:42,  2.10it/s]
batch:  55%|█████▍    | 106/194 [01:41<00:41,  2.13it/s]
batch:  55%|█████▌    | 107/194 [01:41<00:40,  2.17it/s]
batch:  56%|█████▌    | 108/194 [01:42<00:40,  2.11it/s]
batch:  56%|█████▌    | 109/194 [01:42<00:39,  2.13it/s]
batch:  57%|█████▋    | 110/194 [01:42<00:38,  2.16it/s]
batch:  57%|█████▋    | 111/194 [01:43<00:39,  2.10it/s]
batch:  58%|█████▊    | 112/194 [01:43<00:40,  2.04it/s]
batch:  58%|█████▊    | 113/194 [01:44<00:39,  2.08it/s]
batch:  59%|█████▉    | 114/194 [01:44<00:38,  2.06it/s]
batch:  59%|█████▉    | 115/194 [01:45<00:39,  2.02it/s]
batch:  60%|█████▉    | 116/194 [01:45<00:38,  2.05it/s]
batch:  60%|██████    | 117/194 [01:46<00:37,  2.08it/s]
batch:  61%|██████    | 118/194 [01:46<00:35,  2.13it/s]
batch:  61%|██████▏   | 119/194 [01:47<00:34,  2.17it/s]
batch:  62%|██████▏   | 120/194 [01:47<00:33,  2.20it/s]
batch:  62%|██████▏   | 121/194 [01:48<00:33,  2.19it/s]
batch:  63%|██████▎   | 122/194 [01:48<00:34,  2.11it/s]
batch:  63%|██████▎   | 123/194 [01:49<00:34,  2.04it/s]
batch:  64%|██████▍   | 124/194 [01:49<00:34,  2.04it/s]
batch:  64%|██████▍   | 125/194 [01:50<00:32,  2.10it/s]
batch:  65%|██████▍   | 126/194 [01:50<00:31,  2.14it/s]
batch:  65%|██████▌   | 127/194 [01:51<00:30,  2.17it/s]
batch:  66%|██████▌   | 128/194 [01:51<00:31,  2.12it/s]
batch:  66%|██████▋   | 129/194 [01:51<00:30,  2.16it/s]
batch:  67%|██████▋   | 130/194 [01:52<00:28,  2.22it/s]
batch:  68%|██████▊   | 131/194 [01:52<00:29,  2.14it/s]
batch:  68%|██████▊   | 132/194 [01:53<00:30,  2.07it/s]
batch:  69%|██████▊   | 133/194 [01:53<00:29,  2.04it/s]
batch:  69%|██████▉   | 134/194 [01:54<00:29,  2.02it/s]
batch:  70%|██████▉   | 135/194 [01:54<00:28,  2.04it/s]
batch:  70%|███████   | 136/194 [01:55<00:27,  2.12it/s]
batch:  71%|███████   | 137/194 [01:55<00:25,  2.19it/s]
batch:  71%|███████   | 138/194 [01:56<00:24,  2.25it/s]
batch:  72%|███████▏  | 139/194 [01:56<00:25,  2.12it/s]
batch:  72%|███████▏  | 140/194 [01:57<00:25,  2.09it/s]
batch:  73%|███████▎  | 141/194 [01:57<00:24,  2.15it/s]
batch:  73%|███████▎  | 142/194 [01:58<00:23,  2.20it/s]
batch:  74%|███████▎  | 143/194 [01:58<00:22,  2.22it/s]
batch:  74%|███████▍  | 144/194 [01:59<00:23,  2.15it/s]
batch:  75%|███████▍  | 145/194 [01:59<00:22,  2.18it/s]
batch:  75%|███████▌  | 146/194 [01:59<00:21,  2.22it/s]
batch:  76%|███████▌  | 147/194 [02:00<00:20,  2.27it/s]
batch:  76%|███████▋  | 148/194 [02:00<00:21,  2.18it/s]
batch:  77%|███████▋  | 149/194 [02:01<00:21,  2.09it/s]
batch:  77%|███████▋  | 150/194 [02:01<00:21,  2.04it/s]
batch:  78%|███████▊  | 151/194 [02:02<00:21,  2.01it/s]
batch:  78%|███████▊  | 152/194 [02:02<00:20,  2.05it/s]
batch:  79%|███████▉  | 153/194 [02:03<00:20,  2.02it/s]
batch:  79%|███████▉  | 154/194 [02:03<00:19,  2.04it/s]
batch:  80%|███████▉  | 155/194 [02:04<00:18,  2.11it/s]
batch:  80%|████████  | 156/194 [02:04<00:18,  2.04it/s]
batch:  81%|████████  | 157/194 [02:05<00:18,  2.01it/s]
batch:  81%|████████▏ | 158/194 [02:05<00:18,  1.99it/s]
batch:  82%|████████▏ | 159/194 [02:06<00:17,  1.97it/s]
batch:  82%|████████▏ | 160/194 [02:06<00:16,  2.02it/s]
batch:  83%|████████▎ | 161/194 [02:07<00:16,  2.00it/s]
batch:  84%|████████▎ | 162/194 [02:07<00:15,  2.03it/s]
batch:  84%|████████▍ | 163/194 [02:08<00:14,  2.11it/s]
batch:  85%|████████▍ | 164/194 [02:08<00:14,  2.05it/s]
batch:  85%|████████▌ | 165/194 [02:09<00:14,  2.06it/s]
batch:  86%|████████▌ | 166/194 [02:09<00:13,  2.12it/s]
batch:  86%|████████▌ | 167/194 [02:10<00:12,  2.18it/s]
batch:  87%|████████▋ | 168/194 [02:10<00:12,  2.12it/s]
batch:  87%|████████▋ | 169/194 [02:11<00:11,  2.09it/s]
batch:  88%|████████▊ | 170/194 [02:11<00:11,  2.07it/s]
batch:  88%|████████▊ | 171/194 [02:12<00:11,  2.06it/s]
batch:  89%|████████▊ | 172/194 [02:12<00:10,  2.03it/s]
batch:  89%|████████▉ | 173/194 [02:13<00:10,  2.05it/s]
batch:  90%|████████▉ | 174/194 [02:13<00:09,  2.11it/s]
batch:  90%|█████████ | 175/194 [02:14<00:09,  2.07it/s]
batch:  91%|█████████ | 176/194 [02:14<00:08,  2.10it/s]
batch:  91%|█████████ | 177/194 [02:15<00:08,  2.01it/s]
batch:  92%|█████████▏| 178/194 [02:15<00:08,  1.98it/s]
batch:  92%|█████████▏| 179/194 [02:16<00:07,  2.00it/s]
batch:  93%|█████████▎| 180/194 [02:16<00:06,  2.03it/s]
batch:  93%|█████████▎| 181/194 [02:17<00:06,  2.02it/s]
batch:  94%|█████████▍| 182/194 [02:17<00:05,  2.04it/s]
batch:  94%|█████████▍| 183/194 [02:17<00:05,  2.10it/s]
batch:  95%|█████████▍| 184/194 [02:18<00:04,  2.14it/s]
batch:  95%|█████████▌| 185/194 [02:18<00:04,  2.17it/s]
batch:  96%|█████████▌| 186/194 [02:19<00:03,  2.18it/s]
batch:  96%|█████████▋| 187/194 [02:19<00:03,  2.13it/s]
batch:  97%|█████████▋| 188/194 [02:20<00:02,  2.17it/s]
batch:  97%|█████████▋| 189/194 [02:20<00:02,  2.21it/s]
batch:  98%|█████████▊| 190/194 [02:21<00:01,  2.22it/s]
batch:  98%|█████████▊| 191/194 [02:21<00:01,  2.24it/s]
batch:  99%|█████████▉| 192/194 [02:22<00:00,  2.15it/s]
batch:  99%|█████████▉| 193/194 [02:22<00:00,  2.62it/s]
batch: 100%|██████████| 194/194 [02:22<00:00,  1.36it/s]

  0%|          | 0/12304 [00:00<?, ?it/s]
  1%|          | 66/12304 [00:00<00:18, 647.78it/s]
  1%|          | 136/12304 [00:00<00:18, 673.39it/s]
  2%|▏         | 209/12304 [00:00<00:17, 691.06it/s]
  2%|▏         | 280/12304 [00:00<00:17, 692.78it/s]
  3%|▎         | 351/12304 [00:00<00:17, 695.21it/s]
  3%|▎         | 426/12304 [00:00<00:16, 712.56it/s]
  4%|▍         | 509/12304 [00:00<00:15, 747.62it/s]
  5%|▍         | 596/12304 [00:00<00:15, 780.15it/s]
  6%|▌         | 681/12304 [00:00<00:14, 798.76it/s]
  6%|▌         | 767/12304 [00:01<00:14, 812.82it/s]
  7%|▋         | 849/12304 [00:01<00:14, 804.61it/s]
  8%|▊         | 930/12304 [00:01<00:14, 805.77it/s]
  8%|▊         | 1020/12304 [00:01<00:13, 832.28it/s]
  9%|▉         | 1104/12304 [00:01<00:13, 814.34it/s]
 10%|▉         | 1187/12304 [00:01<00:13, 813.57it/s]
 10%|█         | 1270/12304 [00:01<00:13, 813.65it/s]
 11%|█         | 1354/12304 [00:01<00:13, 818.55it/s]
 12%|█▏        | 1436/12304 [00:01<00:13, 806.36it/s]
 12%|█▏        | 1519/12304 [00:01<00:13, 811.23it/s]
 13%|█▎        | 1604/12304 [00:02<00:13, 821.88it/s]
 14%|█▎        | 1687/12304 [00:02<00:13, 810.14it/s]
 14%|█▍        | 1769/12304 [00:02<00:12, 810.84it/s]
 15%|█▌        | 1851/12304 [00:02<00:12, 809.63it/s]
 16%|█▌        | 1938/12304 [00:02<00:12, 827.28it/s]
 16%|█▋        | 2021/12304 [00:02<00:12, 806.66it/s]
 17%|█▋        | 2102/12304 [00:02<00:12, 794.67it/s]
 18%|█▊        | 2182/12304 [00:02<00:12, 796.04it/s]
 18%|█▊        | 2268/12304 [00:02<00:12, 810.52it/s]
 19%|█▉        | 2351/12304 [00:02<00:12, 810.37it/s]
 20%|█▉        | 2434/12304 [00:03<00:12, 810.81it/s]
 20%|██        | 2516/12304 [00:03<00:12, 812.01it/s]
 21%|██        | 2602/12304 [00:03<00:11, 825.37it/s]
 22%|██▏       | 2685/12304 [00:03<00:11, 803.68it/s]
 22%|██▏       | 2766/12304 [00:03<00:11, 797.50it/s]
 23%|██▎       | 2851/12304 [00:03<00:11, 812.64it/s]
 24%|██▍       | 2933/12304 [00:03<00:11, 803.31it/s]
 24%|██▍       | 3014/12304 [00:03<00:11, 795.63it/s]
 25%|██▌       | 3096/12304 [00:03<00:11, 802.54it/s]
 26%|██▌       | 3182/12304 [00:03<00:11, 818.31it/s]
 27%|██▋       | 3264/12304 [00:04<00:11, 806.24it/s]
 27%|██▋       | 3346/12304 [00:04<00:11, 810.24it/s]
 28%|██▊       | 3428/12304 [00:04<00:11, 804.75it/s]
 29%|██▊       | 3513/12304 [00:04<00:10, 817.90it/s]
 29%|██▉       | 3595/12304 [00:04<00:10, 802.14it/s]
 30%|██▉       | 3676/12304 [00:04<00:10, 793.98it/s]
 31%|███       | 3759/12304 [00:04<00:10, 804.06it/s]
 31%|███       | 3840/12304 [00:04<00:10, 801.13it/s]
 32%|███▏      | 3921/12304 [00:04<00:10, 795.41it/s]
 33%|███▎      | 4001/12304 [00:05<00:10, 781.08it/s]
 33%|███▎      | 4082/12304 [00:05<00:10, 783.50it/s]
 34%|███▍      | 4161/12304 [00:05<00:10, 780.56it/s]
 34%|███▍      | 4240/12304 [00:05<00:10, 774.89it/s]
 35%|███▌      | 4321/12304 [00:05<00:10, 783.27it/s]
 36%|███▌      | 4407/12304 [00:05<00:09, 802.49it/s]
 36%|███▋      | 4488/12304 [00:05<00:09, 787.82it/s]
 37%|███▋      | 4567/12304 [00:05<00:09, 781.62it/s]
 38%|███▊      | 4648/12304 [00:05<00:09, 787.79it/s]
 38%|███▊      | 4733/12304 [00:05<00:09, 805.16it/s]
 39%|███▉      | 4814/12304 [00:06<00:09, 785.13it/s]
 40%|███▉      | 4893/12304 [00:06<00:09, 767.52it/s]
 40%|████      | 4970/12304 [00:06<00:09, 766.86it/s]
 41%|████      | 5050/12304 [00:06<00:09, 771.84it/s]
 42%|████▏     | 5128/12304 [00:06<00:09, 761.90it/s]
 42%|████▏     | 5205/12304 [00:06<00:09, 760.12it/s]
 43%|████▎     | 5286/12304 [00:06<00:09, 772.05it/s]
 44%|████▎     | 5364/12304 [00:06<00:09, 765.35it/s]
 44%|████▍     | 5442/12304 [00:06<00:08, 769.03it/s]
 45%|████▍     | 5522/12304 [00:06<00:08, 777.14it/s]
 46%|████▌     | 5600/12304 [00:07<00:08, 775.77it/s]
 46%|████▌     | 5678/12304 [00:07<00:08, 764.91it/s]
 47%|████▋     | 5756/12304 [00:07<00:08, 764.58it/s]
 47%|████▋     | 5838/12304 [00:07<00:08, 779.18it/s]
 48%|████▊     | 5916/12304 [00:07<00:08, 770.19it/s]
 49%|████▊     | 5994/12304 [00:07<00:08, 759.56it/s]
 49%|████▉     | 6071/12304 [00:07<00:08, 751.54it/s]
 50%|████▉     | 6150/12304 [00:07<00:08, 762.00it/s]
 51%|█████     | 6227/12304 [00:07<00:08, 749.97it/s]
 51%|█████     | 6304/12304 [00:08<00:07, 754.45it/s]
 52%|█████▏    | 6385/12304 [00:08<00:07, 765.71it/s]
 53%|█████▎    | 6466/12304 [00:08<00:07, 775.84it/s]
 53%|█████▎    | 6544/12304 [00:08<00:07, 768.09it/s]
 54%|█████▍    | 6621/12304 [00:08<00:07, 763.28it/s]
 54%|█████▍    | 6699/12304 [00:08<00:07, 764.10it/s]
 55%|█████▌    | 6779/12304 [00:08<00:07, 770.34it/s]
 56%|█████▌    | 6857/12304 [00:08<00:07, 765.16it/s]
 56%|█████▋    | 6934/12304 [00:08<00:07, 766.21it/s]
 57%|█████▋    | 7015/12304 [00:08<00:06, 776.48it/s]
 58%|█████▊    | 7096/12304 [00:09<00:06, 783.26it/s]
 58%|█████▊    | 7175/12304 [00:09<00:06, 766.97it/s]
 59%|█████▉    | 7252/12304 [00:09<00:06, 755.36it/s]
 60%|█████▉    | 7333/12304 [00:09<00:06, 770.67it/s]
 60%|██████    | 7412/12304 [00:09<00:06, 775.63it/s]
 61%|██████    | 7490/12304 [00:09<00:06, 758.04it/s]
 61%|██████▏   | 7566/12304 [00:09<00:06, 756.84it/s]
 62%|██████▏   | 7644/12304 [00:09<00:06, 757.88it/s]
 63%|██████▎   | 7720/12304 [00:09<00:06, 745.00it/s]
 63%|██████▎   | 7795/12304 [00:09<00:06, 743.09it/s]
 64%|██████▍   | 7870/12304 [00:10<00:05, 743.34it/s]
 65%|██████▍   | 7947/12304 [00:10<00:05, 748.78it/s]
 65%|██████▌   | 8022/12304 [00:10<00:05, 742.48it/s]
 66%|██████▌   | 8097/12304 [00:10<00:05, 736.50it/s]
 66%|██████▋   | 8174/12304 [00:10<00:05, 745.82it/s]
 67%|██████▋   | 8252/12304 [00:10<00:05, 754.59it/s]
 68%|██████▊   | 8328/12304 [00:10<00:05, 747.93it/s]
 68%|██████▊   | 8403/12304 [00:10<00:05, 741.38it/s]
 69%|██████▉   | 8479/12304 [00:10<00:05, 746.12it/s]
 70%|██████▉   | 8554/12304 [00:10<00:05, 744.21it/s]
 70%|███████   | 8629/12304 [00:11<00:05, 734.01it/s]
 71%|███████   | 8709/12304 [00:11<00:04, 748.76it/s]
 71%|███████▏  | 8788/12304 [00:11<00:04, 760.43it/s]
 72%|███████▏  | 8865/12304 [00:11<00:04, 761.57it/s]
 73%|███████▎  | 8942/12304 [00:11<00:04, 750.38it/s]
 73%|███████▎  | 9018/12304 [00:11<00:04, 742.39it/s]
 74%|███████▍  | 9094/12304 [00:11<00:04, 747.53it/s]
 75%|███████▍  | 9169/12304 [00:11<00:04, 743.02it/s]
 75%|███████▌  | 9245/12304 [00:11<00:04, 747.37it/s]
 76%|███████▌  | 9324/12304 [00:12<00:03, 759.82it/s]
 76%|███████▋  | 9401/12304 [00:12<00:03, 757.96it/s]
 77%|███████▋  | 9477/12304 [00:12<00:03, 739.83it/s]
 78%|███████▊  | 9552/12304 [00:12<00:03, 738.08it/s]
 78%|███████▊  | 9633/12304 [00:12<00:03, 759.00it/s]
 79%|███████▉  | 9709/12304 [00:12<00:03, 744.58it/s]
 80%|███████▉  | 9784/12304 [00:12<00:03, 743.87it/s]
 80%|████████  | 9861/12304 [00:12<00:03, 747.42it/s]
 81%|████████  | 9939/12304 [00:12<00:03, 751.77it/s]
 81%|████████▏ | 10015/12304 [00:12<00:03, 741.64it/s]
 82%|████████▏ | 10090/12304 [00:13<00:02, 744.01it/s]
 83%|████████▎ | 10167/12304 [00:13<00:02, 747.30it/s]
 83%|████████▎ | 10247/12304 [00:13<00:02, 759.96it/s]
 84%|████████▍ | 10324/12304 [00:13<00:02, 746.85it/s]
 85%|████████▍ | 10402/12304 [00:13<00:02, 755.55it/s]
 85%|████████▌ | 10478/12304 [00:13<00:02, 753.65it/s]
 86%|████████▌ | 10554/12304 [00:13<00:02, 752.30it/s]
 86%|████████▋ | 10630/12304 [00:13<00:02, 726.51it/s]
 87%|████████▋ | 10703/12304 [00:13<00:02, 711.71it/s]
 88%|████████▊ | 10777/12304 [00:13<00:02, 719.73it/s]
 88%|████████▊ | 10850/12304 [00:14<00:02, 719.71it/s]
 89%|████████▉ | 10923/12304 [00:14<00:01, 720.50it/s]
 89%|████████▉ | 10996/12304 [00:14<00:01, 721.71it/s]
 90%|████████▉ | 11072/12304 [00:14<00:01, 731.47it/s]
 91%|█████████ | 11146/12304 [00:14<00:01, 724.17it/s]
 91%|█████████ | 11219/12304 [00:14<00:01, 712.89it/s]
 92%|█████████▏| 11291/12304 [00:14<00:01, 713.74it/s]
 92%|█████████▏| 11365/12304 [00:14<00:01, 721.43it/s]
 93%|█████████▎| 11438/12304 [00:14<00:01, 717.77it/s]
 94%|█████████▎| 11510/12304 [00:14<00:01, 706.95it/s]
 94%|█████████▍| 11585/12304 [00:15<00:01, 718.40it/s]
 95%|█████████▍| 11657/12304 [00:15<00:00, 715.30it/s]
 95%|█████████▌| 11729/12304 [00:15<00:00, 709.34it/s]
 96%|█████████▌| 11803/12304 [00:15<00:00, 715.10it/s]
 97%|█████████▋| 11878/12304 [00:15<00:00, 721.77it/s]
 97%|█████████▋| 11951/12304 [00:15<00:00, 710.56it/s]
 98%|█████████▊| 12023/12304 [00:15<00:00, 696.33it/s]
 98%|█████████▊| 12094/12304 [00:15<00:00, 699.06it/s]
 99%|█████████▉| 12164/12304 [00:15<00:00, 695.31it/s]
 99%|█████████▉| 12234/12304 [00:16<00:00, 684.08it/s]
100%|█████████▉| 12303/12304 [00:16<00:00, 684.29it/s]
100%|██████████| 12304/12304 [00:16<00:00, 762.61it/s]

  0%|          | 0/12304 [00:00<?, ?it/s]
  1%|          | 78/12304 [00:00<00:15, 778.98it/s]
  1%|▏         | 159/12304 [00:00<00:15, 795.95it/s]
  2%|▏         | 239/12304 [00:00<00:15, 782.89it/s]
  3%|▎         | 318/12304 [00:00<00:15, 783.03it/s]
  3%|▎         | 399/12304 [00:00<00:15, 787.36it/s]
  4%|▍         | 487/12304 [00:00<00:14, 818.33it/s]
  5%|▍         | 569/12304 [00:00<00:14, 817.82it/s]
  5%|▌         | 651/12304 [00:00<00:14, 815.73it/s]
  6%|▌         | 741/12304 [00:00<00:13, 837.79it/s]
  7%|▋         | 830/12304 [00:01<00:13, 849.06it/s]
  7%|▋         | 915/12304 [00:01<00:13, 824.36it/s]
  8%|▊         | 1002/12304 [00:01<00:13, 833.29it/s]
  9%|▉         | 1091/12304 [00:01<00:13, 847.48it/s]
 10%|▉         | 1176/12304 [00:01<00:13, 827.43it/s]
 10%|█         | 1259/12304 [00:01<00:13, 824.16it/s]
 11%|█         | 1343/12304 [00:01<00:13, 827.79it/s]
 12%|█▏        | 1430/12304 [00:01<00:13, 834.28it/s]
 12%|█▏        | 1514/12304 [00:01<00:13, 828.22it/s]
 13%|█▎        | 1597/12304 [00:01<00:13, 819.81it/s]
 14%|█▎        | 1682/12304 [00:02<00:12, 824.17it/s]
 14%|█▍        | 1765/12304 [00:02<00:12, 822.60it/s]
 15%|█▌        | 1848/12304 [00:02<00:12, 815.72it/s]
 16%|█▌        | 1930/12304 [00:02<00:12, 814.68it/s]
 16%|█▋        | 2020/12304 [00:02<00:12, 835.28it/s]
 17%|█▋        | 2104/12304 [00:02<00:12, 822.31it/s]
 18%|█▊        | 2187/12304 [00:02<00:12, 821.64it/s]
 18%|█▊        | 2270/12304 [00:02<00:12, 818.65it/s]
 19%|█▉        | 2356/12304 [00:02<00:11, 830.20it/s]
 20%|█▉        | 2440/12304 [00:02<00:12, 816.17it/s]
 20%|██        | 2522/12304 [00:03<00:12, 808.87it/s]
 21%|██        | 2605/12304 [00:03<00:11, 814.82it/s]
 22%|██▏       | 2689/12304 [00:03<00:11, 819.69it/s]
 23%|██▎       | 2772/12304 [00:03<00:11, 812.93it/s]
 23%|██▎       | 2856/12304 [00:03<00:11, 816.43it/s]
 24%|██▍       | 2944/12304 [00:03<00:11, 830.23it/s]
 25%|██▍       | 3028/12304 [00:03<00:11, 817.97it/s]
 25%|██▌       | 3110/12304 [00:03<00:11, 815.22it/s]
 26%|██▌       | 3192/12304 [00:03<00:11, 815.35it/s]
 27%|██▋       | 3280/12304 [00:03<00:10, 828.49it/s]
 27%|██▋       | 3363/12304 [00:04<00:10, 813.28it/s]
 28%|██▊       | 3445/12304 [00:04<00:10, 812.86it/s]
 29%|██▊       | 3528/12304 [00:04<00:10, 816.86it/s]
 29%|██▉       | 3614/12304 [00:04<00:10, 828.05it/s]
 30%|███       | 3703/12304 [00:04<00:10, 843.15it/s]
 31%|███       | 3792/12304 [00:04<00:09, 856.20it/s]
 32%|███▏      | 3878/12304 [00:04<00:10, 832.39it/s]
 32%|███▏      | 3962/12304 [00:04<00:10, 826.41it/s]
 33%|███▎      | 4045/12304 [00:04<00:10, 818.38it/s]
 34%|███▎      | 4127/12304 [00:05<00:10, 816.54it/s]
 34%|███▍      | 4209/12304 [00:05<00:10, 804.05it/s]
 35%|███▍      | 4290/12304 [00:05<00:10, 795.07it/s]
 36%|███▌      | 4372/12304 [00:05<00:09, 799.85it/s]
 36%|███▌      | 4455/12304 [00:05<00:09, 801.69it/s]
 37%|███▋      | 4536/12304 [00:05<00:09, 790.11it/s]
 38%|███▊      | 4616/12304 [00:05<00:09, 790.85it/s]
 38%|███▊      | 4699/12304 [00:05<00:09, 798.39it/s]
 39%|███▉      | 4779/12304 [00:05<00:09, 791.11it/s]
 39%|███▉      | 4859/12304 [00:05<00:09, 784.74it/s]
 40%|████      | 4940/12304 [00:06<00:09, 789.34it/s]
 41%|████      | 5023/12304 [00:06<00:09, 801.29it/s]
 41%|████▏     | 5104/12304 [00:06<00:09, 794.41it/s]
 42%|████▏     | 5184/12304 [00:06<00:08, 791.13it/s]
 43%|████▎     | 5264/12304 [00:06<00:08, 789.07it/s]
 43%|████▎     | 5343/12304 [00:06<00:08, 778.95it/s]
 44%|████▍     | 5426/12304 [00:06<00:08, 791.14it/s]
 45%|████▍     | 5510/12304 [00:06<00:08, 799.24it/s]
 45%|████▌     | 5591/12304 [00:06<00:08, 797.64it/s]
 46%|████▌     | 5671/12304 [00:06<00:08, 793.03it/s]
 47%|████▋     | 5751/12304 [00:07<00:08, 786.48it/s]
 47%|████▋     | 5831/12304 [00:07<00:08, 789.75it/s]
 48%|████▊     | 5911/12304 [00:07<00:08, 787.79it/s]
 49%|████▊     | 5990/12304 [00:07<00:08, 783.67it/s]
 49%|████▉     | 6069/12304 [00:07<00:08, 776.04it/s]
 50%|████▉     | 6151/12304 [00:07<00:07, 788.80it/s]
 51%|█████     | 6230/12304 [00:07<00:07, 775.89it/s]
 51%|█████▏    | 6310/12304 [00:07<00:07, 781.97it/s]
 52%|█████▏    | 6389/12304 [00:07<00:07, 782.69it/s]
 53%|█████▎    | 6469/12304 [00:07<00:07, 785.41it/s]
 53%|█████▎    | 6548/12304 [00:08<00:07, 765.86it/s]
 54%|█████▍    | 6625/12304 [00:08<00:07, 762.92it/s]
 54%|█████▍    | 6704/12304 [00:08<00:07, 769.73it/s]
 55%|█████▌    | 6782/12304 [00:08<00:07, 770.90it/s]
 56%|█████▌    | 6861/12304 [00:08<00:07, 776.20it/s]
 56%|█████▋    | 6940/12304 [00:08<00:06, 778.84it/s]
 57%|█████▋    | 7022/12304 [00:08<00:06, 788.63it/s]
 58%|█████▊    | 7101/12304 [00:08<00:06, 781.46it/s]
 58%|█████▊    | 7180/12304 [00:08<00:06, 778.12it/s]
 59%|█████▉    | 7258/12304 [00:09<00:06, 773.53it/s]
 60%|█████▉    | 7338/12304 [00:09<00:06, 775.61it/s]
 60%|██████    | 7416/12304 [00:09<00:06, 768.76it/s]
 61%|██████    | 7495/12304 [00:09<00:06, 774.29it/s]
 62%|██████▏   | 7575/12304 [00:09<00:06, 781.43it/s]
 62%|██████▏   | 7654/12304 [00:09<00:06, 770.51it/s]
 63%|██████▎   | 7732/12304 [00:09<00:06, 759.35it/s]
 63%|██████▎   | 7810/12304 [00:09<00:05, 764.13it/s]
 64%|██████▍   | 7889/12304 [00:09<00:05, 771.15it/s]
 65%|██████▍   | 7967/12304 [00:09<00:05, 751.00it/s]
 65%|██████▌   | 8043/12304 [00:10<00:05, 751.60it/s]
 66%|██████▌   | 8121/12304 [00:10<00:05, 758.01it/s]
 67%|██████▋   | 8202/12304 [00:10<00:05, 767.99it/s]
 67%|██████▋   | 8279/12304 [00:10<00:05, 762.03it/s]
 68%|██████▊   | 8357/12304 [00:10<00:05, 762.29it/s]
 69%|██████▊   | 8435/12304 [00:10<00:05, 766.66it/s]
 69%|██████▉   | 8512/12304 [00:10<00:05, 753.72it/s]
 70%|██████▉   | 8588/12304 [00:10<00:04, 748.30it/s]
 70%|███████   | 8668/12304 [00:10<00:04, 758.45it/s]
 71%|███████   | 8748/12304 [00:10<00:04, 770.23it/s]
 72%|███████▏  | 8826/12304 [00:11<00:04, 761.44it/s]
 72%|███████▏  | 8905/12304 [00:11<00:04, 766.59it/s]
 73%|███████▎  | 8983/12304 [00:11<00:04, 770.39it/s]
 74%|███████▎  | 9061/12304 [00:11<00:04, 767.91it/s]
 74%|███████▍  | 9138/12304 [00:11<00:04, 762.91it/s]
 75%|███████▍  | 9216/12304 [00:11<00:04, 767.37it/s]
 76%|███████▌  | 9296/12304 [00:11<00:03, 776.74it/s]
 76%|███████▌  | 9374/12304 [00:11<00:03, 770.38it/s]
 77%|███████▋  | 9452/12304 [00:11<00:03, 761.42it/s]
 77%|███████▋  | 9529/12304 [00:11<00:03, 750.96it/s]
 78%|███████▊  | 9606/12304 [00:12<00:03, 752.72it/s]
 79%|███████▊  | 9682/12304 [00:12<00:03, 744.02it/s]
 79%|███████▉  | 9760/12304 [00:12<00:03, 750.63it/s]
 80%|███████▉  | 9839/12304 [00:12<00:03, 760.46it/s]
 81%|████████  | 9916/12304 [00:12<00:03, 741.29it/s]
 81%|████████  | 9991/12304 [00:12<00:03, 740.50it/s]
 82%|████████▏ | 10069/12304 [00:12<00:02, 747.88it/s]
 82%|████████▏ | 10147/12304 [00:12<00:02, 753.47it/s]
 83%|████████▎ | 10223/12304 [00:12<00:02, 746.80it/s]
 84%|████████▎ | 10300/12304 [00:13<00:02, 753.21it/s]
 84%|████████▍ | 10380/12304 [00:13<00:02, 763.56it/s]
 85%|████████▍ | 10457/12304 [00:13<00:02, 747.32it/s]
 86%|████████▌ | 10534/12304 [00:13<00:02, 749.53it/s]
 86%|████████▌ | 10610/12304 [00:13<00:02, 747.25it/s]
 87%|████████▋ | 10685/12304 [00:13<00:02, 742.90it/s]
 87%|████████▋ | 10760/12304 [00:13<00:02, 732.16it/s]
 88%|████████▊ | 10834/12304 [00:13<00:02, 733.33it/s]
 89%|████████▊ | 10911/12304 [00:13<00:01, 742.38it/s]
 89%|████████▉ | 10986/12304 [00:13<00:01, 729.53it/s]
 90%|████████▉ | 11060/12304 [00:14<00:01, 724.81it/s]
 90%|█████████ | 11135/12304 [00:14<00:01, 731.97it/s]
 91%|█████████ | 11209/12304 [00:14<00:01, 726.78it/s]
 92%|█████████▏| 11283/12304 [00:14<00:01, 724.91it/s]
 92%|█████████▏| 11357/12304 [00:14<00:01, 724.51it/s]
 93%|█████████▎| 11435/12304 [00:14<00:01, 739.82it/s]
 94%|█████████▎| 11510/12304 [00:14<00:01, 727.57it/s]
 94%|█████████▍| 11586/12304 [00:14<00:00, 736.55it/s]
 95%|█████████▍| 11660/12304 [00:14<00:00, 733.09it/s]
 95%|█████████▌| 11737/12304 [00:14<00:00, 743.16it/s]
 96%|█████████▌| 11812/12304 [00:15<00:00, 734.26it/s]
 97%|█████████▋| 11886/12304 [00:15<00:00, 716.61it/s]
 97%|█████████▋| 11958/12304 [00:15<00:00, 711.03it/s]
 98%|█████████▊| 12030/12304 [00:15<00:00, 705.66it/s]
 98%|█████████▊| 12101/12304 [00:15<00:00, 703.63it/s]
 99%|█████████▉| 12172/12304 [00:15<00:00, 700.58it/s]
100%|█████████▉| 12246/12304 [00:15<00:00, 708.51it/s]
100%|██████████| 12304/12304 [00:15<00:00, 779.28it/s]
2026-05-11 04:29:45.921118: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:29:55.807580: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 04:29:55.809594: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-11 04:29:55.850348: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 04:29:55.850507: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:29:55.857185: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:29:55.857286: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:29:55.860381: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 04:29:55.862358: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 04:29:55.867296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 04:29:55.869720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 04:29:55.871789: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:29:55.872532: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 04:29:55.873079: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2026-05-11 04:29:55.873253: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-11 04:29:55.873733: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0
coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s
2026-05-11 04:29:55.873795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:29:55.873839: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:29:55.873879: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:29:55.873918: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-11 04:29:55.873957: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-11 04:29:55.873996: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-11 04:29:55.874035: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-11 04:29:55.874084: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:29:55.875071: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-11 04:29:55.875214: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-11 04:29:56.648357: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-11 04:29:56.648495: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-11 04:29:56.648521: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-11 04:29:56.649762: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14751 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0)
2026-05-11 04:29:56.735046: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:196] None of the MLIR optimization passes are enabled (registered 0 passes)
2026-05-11 04:29:56.760972: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400015000 Hz
2026-05-11 04:30:12.314723: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-11 04:30:12.768832: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-11 04:30:12.775094: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-11 04:30:14.491428: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-11 04:30:14.644214: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: ptxas exited with non-zero error code 256, output: 
Relying on driver to perform ptx compilation. 
Modify $PATH to customize ptxas location.
This message will be only logged once.
RuntimeError: module compiled against API version 0xe but this version of numpy is 0xd
/home/users/shouvikm/miniconda3/envs/bpnet/lib/python3.7/site-packages/tensorflow/python/keras/layers/core.py:1059: UserWarning: bpnet.model.arch is not loaded, but a Lambda layer uses it. It may cause errors.
  , UserWarning)