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



Lmod Warning:
-------------------------------------------------------------------------------
The following dependent module(s) are not currently loaded: curl/8.17.0
(required by: ucsc-utils/v489), openssl/3.0.7 (required by: curl/8.4.0)
-------------------------------------------------------------------------------




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

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

2026-07-10 14:55:54.132903: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 14:58:06.706439: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 14:58:06.737838: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-07-10 14:58:06.871758: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 14:58:06.871820: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 14:58:07.622480: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 14:58:07.622672: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 14:58:07.748371: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 14:58:08.322638: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 14:58:08.944020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 14:58:09.233263: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 14:58:09.270964: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 14:58:09.278208: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 14:58:09.278697: 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.
2026-07-10 14:58:09.278792: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 14:58:09.282306: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 14:58:09.282336: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 14:58:09.282355: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 14:58:09.282369: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 14:58:09.282401: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 14:58:09.282417: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 14:58:09.282430: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 14:58:09.282442: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 14:58:09.282455: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 14:58:09.289261: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 14:58:09.289298: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 14:58:11.658370: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-07-10 14:58:11.658495: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-07-10 14:58:11.658512: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-07-10 14:58:11.664300: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42291 MB memory) -> physical GPU (device: 0, name: NVIDIA A40, pci bus id: 0000:46:00.0, compute capability: 8.6)
2026-07-10 14:58:20.458614: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-07-10 14:58:20.459088: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2800120000 Hz
2026-07-10 14:58:24.382192: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 14:58:30.116611: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 14:58:30.128629: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 14:58:56.538084: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-07-10 14:58:57.955613: 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.
2026-07-10 15:00:01.042542: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be 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])
2026-07-10 16:08:06.208552: 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.
2026-07-10 16:08:10.931679: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:08:19.666712: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 16:08:19.667828: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-07-10 16:08:19.746306: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 16:08:19.746375: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:08:19.752596: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:08:19.752641: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:08:19.756191: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 16:08:19.757430: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 16:08:19.760819: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 16:08:19.762379: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 16:08:19.763494: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:08:19.767193: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 16:08:19.767555: 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.
2026-07-10 16:08:19.767634: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 16:08:19.769159: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 16:08:19.769189: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:08:19.769209: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:08:19.769225: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:08:19.769241: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 16:08:19.769256: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 16:08:19.769271: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 16:08:19.769285: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 16:08:19.769300: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:08:19.775876: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 16:08:19.775911: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:08:20.267202: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-07-10 16:08:20.267315: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-07-10 16:08:20.267346: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-07-10 16:08:20.272938: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42291 MB memory) -> physical GPU (device: 0, name: NVIDIA A40, pci bus id: 0000:46:00.0, compute capability: 8.6)
/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%|          | 0/328 [00:00<?, ?it/s]2026-07-10 16:08:22.474730: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-07-10 16:08:22.479331: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2800120000 Hz
2026-07-10 16:08:23.198516: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:08:24.697667: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:08:24.714725: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:08:29.463901: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-07-10 16:08:29.894031: 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:   0%|          | 1/328 [01:22<7:29:07, 82.41s/it]
batch:   1%|          | 2/328 [01:22<3:05:14, 34.09s/it]
batch:   1%|          | 3/328 [01:22<1:41:00, 18.65s/it]
batch:   1%|          | 4/328 [01:23<1:01:31, 11.39s/it]
batch:   2%|▏         | 5/328 [01:23<39:43,  7.38s/it]  
batch:   2%|▏         | 6/328 [01:23<26:37,  4.96s/it]
batch:   2%|▏         | 7/328 [01:24<18:20,  3.43s/it]
batch:   2%|▏         | 8/328 [01:24<12:55,  2.42s/it]
batch:   3%|▎         | 9/328 [01:24<09:17,  1.75s/it]
batch:   3%|▎         | 10/328 [01:24<06:50,  1.29s/it]
batch:   3%|▎         | 11/328 [01:25<05:09,  1.02it/s]
batch:   4%|▎         | 12/328 [01:25<04:54,  1.07it/s]
batch:   4%|▍         | 13/328 [01:26<03:49,  1.37it/s]
batch:   4%|▍         | 14/328 [01:26<03:05,  1.70it/s]
batch:   5%|▍         | 15/328 [01:26<02:33,  2.04it/s]
batch:   5%|▍         | 16/328 [01:26<02:11,  2.37it/s]
batch:   5%|▌         | 17/328 [01:27<01:56,  2.67it/s]
batch:   5%|▌         | 18/328 [01:27<01:45,  2.93it/s]
batch:   6%|▌         | 19/328 [01:27<01:51,  2.77it/s]
batch:   6%|▌         | 20/328 [01:28<01:42,  3.00it/s]
batch:   6%|▋         | 21/328 [01:28<01:36,  3.19it/s]
batch:   7%|▋         | 22/328 [01:28<01:31,  3.35it/s]
batch:   7%|▋         | 23/328 [01:28<01:27,  3.48it/s]
batch:   7%|▋         | 24/328 [01:29<01:25,  3.56it/s]
batch:   8%|▊         | 25/328 [01:29<01:23,  3.63it/s]
batch:   8%|▊         | 26/328 [01:29<01:22,  3.66it/s]
batch:   8%|▊         | 27/328 [01:30<01:21,  3.70it/s]
batch:   9%|▊         | 28/328 [01:30<01:20,  3.73it/s]
batch:   9%|▉         | 29/328 [01:30<01:19,  3.74it/s]
batch:   9%|▉         | 30/328 [01:30<01:20,  3.71it/s]
batch:   9%|▉         | 31/328 [01:31<01:19,  3.73it/s]
batch:  10%|▉         | 32/328 [01:31<01:19,  3.72it/s]
batch:  10%|█         | 33/328 [01:31<01:18,  3.75it/s]
batch:  10%|█         | 34/328 [01:31<01:18,  3.73it/s]
batch:  11%|█         | 35/328 [01:32<01:18,  3.74it/s]
batch:  11%|█         | 36/328 [01:32<01:17,  3.75it/s]
batch:  11%|█▏        | 37/328 [01:32<01:17,  3.76it/s]
batch:  12%|█▏        | 38/328 [01:32<01:16,  3.77it/s]
batch:  12%|█▏        | 39/328 [01:33<01:16,  3.78it/s]
batch:  12%|█▏        | 40/328 [01:33<01:16,  3.79it/s]
batch:  12%|█▎        | 41/328 [01:33<01:16,  3.77it/s]
batch:  13%|█▎        | 42/328 [01:34<01:15,  3.77it/s]
batch:  13%|█▎        | 43/328 [01:34<01:15,  3.77it/s]
batch:  13%|█▎        | 44/328 [01:34<01:15,  3.78it/s]
batch:  14%|█▎        | 45/328 [01:34<01:14,  3.78it/s]
batch:  14%|█▍        | 46/328 [01:35<01:14,  3.78it/s]
batch:  14%|█▍        | 47/328 [01:35<01:14,  3.79it/s]
batch:  15%|█▍        | 48/328 [01:35<01:16,  3.66it/s]
batch:  15%|█▍        | 49/328 [01:35<01:15,  3.68it/s]
batch:  15%|█▌        | 50/328 [01:36<01:15,  3.70it/s]
batch:  16%|█▌        | 51/328 [01:36<01:14,  3.72it/s]
batch:  16%|█▌        | 52/328 [01:36<01:13,  3.75it/s]
batch:  16%|█▌        | 53/328 [01:36<01:13,  3.74it/s]
batch:  16%|█▋        | 54/328 [01:37<01:12,  3.77it/s]
batch:  17%|█▋        | 55/328 [01:37<01:12,  3.75it/s]
batch:  17%|█▋        | 56/328 [01:37<01:12,  3.77it/s]
batch:  17%|█▋        | 57/328 [01:38<01:12,  3.76it/s]
batch:  18%|█▊        | 58/328 [01:38<01:11,  3.77it/s]
batch:  18%|█▊        | 59/328 [01:38<01:11,  3.77it/s]
batch:  18%|█▊        | 60/328 [01:38<01:11,  3.77it/s]
batch:  19%|█▊        | 61/328 [01:39<01:10,  3.77it/s]
batch:  19%|█▉        | 62/328 [01:39<01:10,  3.77it/s]
batch:  19%|█▉        | 63/328 [01:39<01:10,  3.76it/s]
batch:  20%|█▉        | 64/328 [01:39<01:09,  3.77it/s]
batch:  20%|█▉        | 65/328 [01:40<01:09,  3.77it/s]
batch:  20%|██        | 66/328 [01:40<01:09,  3.78it/s]
batch:  20%|██        | 67/328 [01:42<03:00,  1.45it/s]
batch:  21%|██        | 68/328 [01:42<02:26,  1.78it/s]
batch:  21%|██        | 69/328 [01:42<02:02,  2.12it/s]
batch:  21%|██▏       | 70/328 [01:42<01:45,  2.44it/s]
batch:  22%|██▏       | 71/328 [01:43<01:34,  2.71it/s]
batch:  22%|██▏       | 72/328 [01:43<01:26,  2.96it/s]
batch:  22%|██▏       | 73/328 [01:43<01:20,  3.17it/s]
batch:  23%|██▎       | 74/328 [01:43<01:16,  3.34it/s]
batch:  23%|██▎       | 75/328 [01:44<01:13,  3.45it/s]
batch:  23%|██▎       | 76/328 [01:44<01:11,  3.55it/s]
batch:  23%|██▎       | 77/328 [01:44<01:09,  3.59it/s]
batch:  24%|██▍       | 78/328 [01:45<01:08,  3.65it/s]
batch:  24%|██▍       | 79/328 [01:45<01:07,  3.67it/s]
batch:  24%|██▍       | 80/328 [01:45<01:07,  3.68it/s]
batch:  25%|██▍       | 81/328 [01:45<01:07,  3.67it/s]
batch:  25%|██▌       | 82/328 [01:46<01:06,  3.70it/s]
batch:  25%|██▌       | 83/328 [01:46<01:05,  3.72it/s]
batch:  26%|██▌       | 84/328 [01:46<01:05,  3.73it/s]
batch:  26%|██▌       | 85/328 [01:46<01:05,  3.73it/s]
batch:  26%|██▌       | 86/328 [01:47<01:04,  3.73it/s]
batch:  27%|██▋       | 87/328 [01:47<01:04,  3.74it/s]
batch:  27%|██▋       | 88/328 [01:47<01:04,  3.74it/s]
batch:  27%|██▋       | 89/328 [01:47<01:03,  3.75it/s]
batch:  27%|██▋       | 90/328 [01:48<01:03,  3.72it/s]
batch:  28%|██▊       | 91/328 [01:48<01:03,  3.75it/s]
batch:  28%|██▊       | 92/328 [01:48<01:03,  3.74it/s]
batch:  28%|██▊       | 93/328 [01:49<01:02,  3.76it/s]
batch:  29%|██▊       | 94/328 [01:49<01:02,  3.75it/s]
batch:  29%|██▉       | 95/328 [01:49<01:02,  3.76it/s]
batch:  29%|██▉       | 96/328 [01:49<01:01,  3.77it/s]
batch:  30%|██▉       | 97/328 [01:50<01:01,  3.76it/s]
batch:  30%|██▉       | 98/328 [01:50<01:01,  3.76it/s]
batch:  30%|███       | 99/328 [01:50<01:00,  3.76it/s]
batch:  30%|███       | 100/328 [01:50<01:00,  3.77it/s]
batch:  31%|███       | 101/328 [01:51<01:00,  3.76it/s]
batch:  31%|███       | 102/328 [01:51<01:00,  3.76it/s]
batch:  31%|███▏      | 103/328 [01:51<01:00,  3.74it/s]
batch:  32%|███▏      | 104/328 [01:51<00:59,  3.75it/s]
batch:  32%|███▏      | 105/328 [01:52<00:59,  3.73it/s]
batch:  32%|███▏      | 106/328 [01:52<00:59,  3.75it/s]
batch:  33%|███▎      | 107/328 [01:52<00:59,  3.74it/s]
batch:  33%|███▎      | 108/328 [01:53<00:58,  3.75it/s]
batch:  33%|███▎      | 109/328 [01:53<00:58,  3.74it/s]
batch:  34%|███▎      | 110/328 [01:53<00:58,  3.72it/s]
batch:  34%|███▍      | 111/328 [01:53<00:58,  3.73it/s]
batch:  34%|███▍      | 112/328 [01:54<00:57,  3.74it/s]
batch:  34%|███▍      | 113/328 [01:54<00:57,  3.75it/s]
batch:  35%|███▍      | 114/328 [01:54<00:57,  3.72it/s]
batch:  35%|███▌      | 115/328 [01:54<00:57,  3.73it/s]
batch:  35%|███▌      | 116/328 [01:55<00:56,  3.75it/s]
batch:  36%|███▌      | 117/328 [01:55<00:56,  3.77it/s]
batch:  36%|███▌      | 118/328 [01:55<00:55,  3.77it/s]
batch:  36%|███▋      | 119/328 [01:56<01:55,  1.81it/s]
batch:  37%|███▋      | 120/328 [01:57<01:36,  2.15it/s]
batch:  37%|███▋      | 121/328 [01:57<01:23,  2.47it/s]
batch:  37%|███▋      | 122/328 [01:57<01:14,  2.75it/s]
batch:  38%|███▊      | 123/328 [01:57<01:08,  2.99it/s]
batch:  38%|███▊      | 124/328 [01:58<01:04,  3.18it/s]
batch:  38%|███▊      | 125/328 [01:58<01:00,  3.34it/s]
batch:  38%|███▊      | 126/328 [01:58<00:58,  3.43it/s]
batch:  39%|███▊      | 127/328 [01:59<00:56,  3.53it/s]
batch:  39%|███▉      | 128/328 [01:59<00:55,  3.59it/s]
batch:  39%|███▉      | 129/328 [01:59<00:54,  3.65it/s]
batch:  40%|███▉      | 130/328 [01:59<00:54,  3.66it/s]
batch:  40%|███▉      | 131/328 [02:00<00:53,  3.69it/s]
batch:  40%|████      | 132/328 [02:00<00:52,  3.71it/s]
batch:  41%|████      | 133/328 [02:00<00:52,  3.73it/s]
batch:  41%|████      | 134/328 [02:00<00:52,  3.70it/s]
batch:  41%|████      | 135/328 [02:01<00:52,  3.71it/s]
batch:  41%|████▏     | 136/328 [02:01<00:51,  3.72it/s]
batch:  42%|████▏     | 137/328 [02:01<00:51,  3.72it/s]
batch:  42%|████▏     | 138/328 [02:01<00:50,  3.73it/s]
batch:  42%|████▏     | 139/328 [02:02<00:50,  3.74it/s]
batch:  43%|████▎     | 140/328 [02:02<00:50,  3.74it/s]
batch:  43%|████▎     | 141/328 [02:02<00:49,  3.76it/s]
batch:  43%|████▎     | 142/328 [02:03<00:49,  3.77it/s]
batch:  44%|████▎     | 143/328 [02:03<00:49,  3.77it/s]
batch:  44%|████▍     | 144/328 [02:03<00:49,  3.71it/s]
batch:  44%|████▍     | 145/328 [02:03<00:49,  3.72it/s]
batch:  45%|████▍     | 146/328 [02:04<00:48,  3.73it/s]
batch:  45%|████▍     | 147/328 [02:04<00:48,  3.75it/s]
batch:  45%|████▌     | 148/328 [02:04<00:48,  3.71it/s]
batch:  45%|████▌     | 149/328 [02:04<00:48,  3.71it/s]
batch:  46%|████▌     | 150/328 [02:05<00:47,  3.73it/s]
batch:  46%|████▌     | 151/328 [02:05<00:47,  3.74it/s]
batch:  46%|████▋     | 152/328 [02:05<00:46,  3.76it/s]
batch:  47%|████▋     | 153/328 [02:06<01:00,  2.87it/s]
batch:  47%|████▋     | 154/328 [02:06<00:56,  3.09it/s]
batch:  47%|████▋     | 155/328 [02:06<00:52,  3.27it/s]
batch:  48%|████▊     | 156/328 [02:07<00:50,  3.40it/s]
batch:  48%|████▊     | 157/328 [02:07<00:48,  3.51it/s]
batch:  48%|████▊     | 158/328 [02:07<00:47,  3.59it/s]
batch:  48%|████▊     | 159/328 [02:07<00:46,  3.65it/s]
batch:  49%|████▉     | 160/328 [02:08<00:45,  3.67it/s]
batch:  49%|████▉     | 161/328 [02:08<00:45,  3.71it/s]
batch:  49%|████▉     | 162/328 [02:08<00:44,  3.72it/s]
batch:  50%|████▉     | 163/328 [02:08<00:43,  3.75it/s]
batch:  50%|█████     | 164/328 [02:09<00:43,  3.76it/s]
batch:  50%|█████     | 165/328 [02:09<00:43,  3.76it/s]
batch:  51%|█████     | 166/328 [02:09<00:42,  3.77it/s]
batch:  51%|█████     | 167/328 [02:09<00:42,  3.77it/s]
batch:  51%|█████     | 168/328 [02:10<00:42,  3.77it/s]
batch:  52%|█████▏    | 169/328 [02:10<00:42,  3.78it/s]
batch:  52%|█████▏    | 170/328 [02:10<00:41,  3.78it/s]
batch:  52%|█████▏    | 171/328 [02:11<00:41,  3.78it/s]
batch:  52%|█████▏    | 172/328 [02:11<00:41,  3.77it/s]
batch:  53%|█████▎    | 173/328 [02:11<00:41,  3.77it/s]
batch:  53%|█████▎    | 174/328 [02:11<00:40,  3.78it/s]
batch:  53%|█████▎    | 175/328 [02:12<00:40,  3.77it/s]
batch:  54%|█████▎    | 176/328 [02:12<00:40,  3.79it/s]
batch:  54%|█████▍    | 177/328 [02:12<00:39,  3.78it/s]
batch:  54%|█████▍    | 178/328 [02:12<00:39,  3.79it/s]
batch:  55%|█████▍    | 179/328 [02:13<00:39,  3.77it/s]
batch:  55%|█████▍    | 180/328 [02:13<00:39,  3.78it/s]
batch:  55%|█████▌    | 181/328 [02:13<00:38,  3.79it/s]
batch:  55%|█████▌    | 182/328 [02:13<00:38,  3.77it/s]
batch:  56%|█████▌    | 183/328 [02:14<00:38,  3.78it/s]
batch:  56%|█████▌    | 184/328 [02:14<00:38,  3.78it/s]
batch:  56%|█████▋    | 185/328 [02:14<00:37,  3.78it/s]
batch:  57%|█████▋    | 186/328 [02:14<00:37,  3.78it/s]
batch:  57%|█████▋    | 187/328 [02:15<00:37,  3.77it/s]
batch:  57%|█████▋    | 188/328 [02:15<00:37,  3.78it/s]
batch:  58%|█████▊    | 189/328 [02:15<00:36,  3.77it/s]
batch:  58%|█████▊    | 190/328 [02:16<00:36,  3.76it/s]
batch:  58%|█████▊    | 191/328 [02:16<00:36,  3.76it/s]
batch:  59%|█████▊    | 192/328 [02:16<00:36,  3.75it/s]
batch:  59%|█████▉    | 193/328 [02:16<00:35,  3.76it/s]
batch:  59%|█████▉    | 194/328 [02:17<00:35,  3.74it/s]
batch:  59%|█████▉    | 195/328 [02:17<00:35,  3.76it/s]
batch:  60%|█████▉    | 196/328 [02:17<00:35,  3.76it/s]
batch:  60%|██████    | 197/328 [02:17<00:34,  3.76it/s]
batch:  60%|██████    | 198/328 [02:18<00:34,  3.77it/s]
batch:  61%|██████    | 199/328 [02:18<00:34,  3.76it/s]
batch:  61%|██████    | 200/328 [02:18<00:33,  3.77it/s]
batch:  61%|██████▏   | 201/328 [02:18<00:33,  3.78it/s]
batch:  62%|██████▏   | 202/328 [02:19<00:33,  3.78it/s]
batch:  62%|██████▏   | 203/328 [02:19<00:32,  3.79it/s]
batch:  62%|██████▏   | 204/328 [02:19<00:32,  3.77it/s]
batch:  62%|██████▎   | 205/328 [02:20<00:32,  3.78it/s]
batch:  63%|██████▎   | 206/328 [02:20<00:32,  3.77it/s]
batch:  63%|██████▎   | 207/328 [02:20<00:32,  3.77it/s]
batch:  63%|██████▎   | 208/328 [02:20<00:31,  3.76it/s]
batch:  64%|██████▎   | 209/328 [02:21<00:31,  3.76it/s]
batch:  64%|██████▍   | 210/328 [02:21<00:31,  3.78it/s]
batch:  64%|██████▍   | 211/328 [02:21<00:31,  3.77it/s]
batch:  65%|██████▍   | 212/328 [02:21<00:30,  3.78it/s]
batch:  65%|██████▍   | 213/328 [02:22<00:30,  3.76it/s]
batch:  65%|██████▌   | 214/328 [02:22<00:30,  3.77it/s]
batch:  66%|██████▌   | 215/328 [02:22<00:30,  3.76it/s]
batch:  66%|██████▌   | 216/328 [02:22<00:29,  3.73it/s]
batch:  66%|██████▌   | 217/328 [02:23<00:29,  3.75it/s]
batch:  66%|██████▋   | 218/328 [02:23<00:29,  3.76it/s]
batch:  67%|██████▋   | 219/328 [02:23<00:28,  3.77it/s]
batch:  67%|██████▋   | 220/328 [02:24<00:28,  3.77it/s]
batch:  67%|██████▋   | 221/328 [02:24<00:28,  3.76it/s]
batch:  68%|██████▊   | 222/328 [02:24<00:28,  3.77it/s]
batch:  68%|██████▊   | 223/328 [02:24<00:27,  3.77it/s]
batch:  68%|██████▊   | 224/328 [02:25<00:27,  3.79it/s]
batch:  69%|██████▊   | 225/328 [02:25<00:27,  3.76it/s]
batch:  69%|██████▉   | 226/328 [02:25<00:27,  3.78it/s]
batch:  69%|██████▉   | 227/328 [02:25<00:26,  3.79it/s]
batch:  70%|██████▉   | 228/328 [02:26<00:26,  3.78it/s]
batch:  70%|██████▉   | 229/328 [02:26<00:26,  3.73it/s]
batch:  70%|███████   | 230/328 [02:26<00:26,  3.74it/s]
batch:  70%|███████   | 231/328 [02:26<00:25,  3.75it/s]
batch:  71%|███████   | 232/328 [02:27<00:25,  3.77it/s]
batch:  71%|███████   | 233/328 [02:27<00:25,  3.76it/s]
batch:  71%|███████▏  | 234/328 [02:27<00:24,  3.77it/s]
batch:  72%|███████▏  | 235/328 [02:28<00:24,  3.77it/s]
batch:  72%|███████▏  | 236/328 [02:28<00:24,  3.76it/s]
batch:  72%|███████▏  | 237/328 [02:28<00:24,  3.77it/s]
batch:  73%|███████▎  | 238/328 [02:28<00:24,  3.74it/s]
batch:  73%|███████▎  | 239/328 [02:29<00:23,  3.75it/s]
batch:  73%|███████▎  | 240/328 [02:29<00:23,  3.75it/s]
batch:  73%|███████▎  | 241/328 [02:29<00:23,  3.76it/s]
batch:  74%|███████▍  | 242/328 [02:29<00:22,  3.77it/s]
batch:  74%|███████▍  | 243/328 [02:30<00:22,  3.79it/s]
batch:  74%|███████▍  | 244/328 [02:30<00:22,  3.79it/s]
batch:  75%|███████▍  | 245/328 [02:30<00:22,  3.76it/s]
batch:  75%|███████▌  | 246/328 [02:30<00:22,  3.71it/s]
batch:  75%|███████▌  | 247/328 [02:31<00:21,  3.73it/s]
batch:  76%|███████▌  | 248/328 [02:31<00:31,  2.51it/s]
batch:  76%|███████▌  | 249/328 [02:32<00:28,  2.80it/s]
batch:  76%|███████▌  | 250/328 [02:32<00:25,  3.01it/s]
batch:  77%|███████▋  | 251/328 [02:32<00:23,  3.21it/s]
batch:  77%|███████▋  | 252/328 [02:32<00:22,  3.36it/s]
batch:  77%|███████▋  | 253/328 [02:33<00:21,  3.48it/s]
batch:  77%|███████▋  | 254/328 [02:33<00:20,  3.56it/s]
batch:  78%|███████▊  | 255/328 [02:33<00:20,  3.60it/s]
batch:  78%|███████▊  | 256/328 [02:34<00:19,  3.65it/s]
batch:  78%|███████▊  | 257/328 [02:34<00:19,  3.66it/s]
batch:  79%|███████▊  | 258/328 [02:34<00:18,  3.70it/s]
batch:  79%|███████▉  | 259/328 [02:34<00:18,  3.72it/s]
batch:  79%|███████▉  | 260/328 [02:35<00:18,  3.75it/s]
batch:  80%|███████▉  | 261/328 [02:35<00:18,  3.71it/s]
batch:  80%|███████▉  | 262/328 [02:35<00:17,  3.70it/s]
batch:  80%|████████  | 263/328 [02:35<00:17,  3.72it/s]
batch:  80%|████████  | 264/328 [02:36<00:17,  3.73it/s]
batch:  81%|████████  | 265/328 [02:36<00:16,  3.74it/s]
batch:  81%|████████  | 266/328 [02:37<00:31,  1.97it/s]
batch:  81%|████████▏ | 267/328 [02:37<00:26,  2.30it/s]
batch:  82%|████████▏ | 268/328 [02:38<00:23,  2.60it/s]
batch:  82%|████████▏ | 269/328 [02:38<00:20,  2.87it/s]
batch:  82%|████████▏ | 270/328 [02:38<00:18,  3.10it/s]
batch:  83%|████████▎ | 271/328 [02:38<00:17,  3.27it/s]
batch:  83%|████████▎ | 272/328 [02:39<00:16,  3.39it/s]
batch:  83%|████████▎ | 273/328 [02:39<00:15,  3.49it/s]
batch:  84%|████████▎ | 274/328 [02:39<00:15,  3.57it/s]
batch:  84%|████████▍ | 275/328 [02:39<00:14,  3.62it/s]
batch:  84%|████████▍ | 276/328 [02:40<00:14,  3.66it/s]
batch:  84%|████████▍ | 277/328 [02:40<00:13,  3.70it/s]
batch:  85%|████████▍ | 278/328 [02:40<00:13,  3.73it/s]
batch:  85%|████████▌ | 279/328 [02:40<00:13,  3.73it/s]
batch:  85%|████████▌ | 280/328 [02:41<00:12,  3.75it/s]
batch:  86%|████████▌ | 281/328 [02:41<00:12,  3.75it/s]
batch:  86%|████████▌ | 282/328 [02:41<00:12,  3.76it/s]
batch:  86%|████████▋ | 283/328 [02:42<00:12,  3.73it/s]
batch:  87%|████████▋ | 284/328 [02:42<00:11,  3.72it/s]
batch:  87%|████████▋ | 285/328 [02:42<00:11,  3.72it/s]
batch:  87%|████████▋ | 286/328 [02:42<00:11,  3.74it/s]
batch:  88%|████████▊ | 287/328 [02:43<00:10,  3.77it/s]
batch:  88%|████████▊ | 288/328 [02:43<00:10,  3.77it/s]
batch:  88%|████████▊ | 289/328 [02:43<00:10,  3.77it/s]
batch:  88%|████████▊ | 290/328 [02:43<00:10,  3.77it/s]
batch:  89%|████████▊ | 291/328 [02:44<00:09,  3.75it/s]
batch:  89%|████████▉ | 292/328 [02:44<00:09,  3.77it/s]
batch:  89%|████████▉ | 293/328 [02:44<00:09,  3.76it/s]
batch:  90%|████████▉ | 294/328 [02:44<00:09,  3.76it/s]
batch:  90%|████████▉ | 295/328 [02:45<00:08,  3.77it/s]
batch:  90%|█████████ | 296/328 [02:45<00:08,  3.76it/s]
batch:  91%|█████████ | 297/328 [02:45<00:08,  3.77it/s]
batch:  91%|█████████ | 298/328 [02:46<00:07,  3.76it/s]
batch:  91%|█████████ | 299/328 [02:46<00:07,  3.77it/s]
batch:  91%|█████████▏| 300/328 [02:46<00:07,  3.74it/s]
batch:  92%|█████████▏| 301/328 [02:46<00:07,  3.69it/s]
batch:  92%|█████████▏| 302/328 [02:47<00:06,  3.71it/s]
batch:  92%|█████████▏| 303/328 [02:47<00:06,  3.72it/s]
batch:  93%|█████████▎| 304/328 [02:47<00:06,  3.74it/s]
batch:  93%|█████████▎| 305/328 [02:47<00:06,  3.77it/s]
batch:  93%|█████████▎| 306/328 [02:48<00:05,  3.76it/s]
batch:  94%|█████████▎| 307/328 [02:48<00:05,  3.77it/s]
batch:  94%|█████████▍| 308/328 [02:48<00:05,  3.77it/s]
batch:  94%|█████████▍| 309/328 [02:48<00:05,  3.78it/s]
batch:  95%|█████████▍| 310/328 [02:49<00:04,  3.77it/s]
batch:  95%|█████████▍| 311/328 [02:49<00:04,  3.74it/s]
batch:  95%|█████████▌| 312/328 [02:49<00:04,  3.75it/s]
batch:  95%|█████████▌| 313/328 [02:50<00:04,  3.73it/s]
batch:  96%|█████████▌| 314/328 [02:50<00:03,  3.74it/s]
batch:  96%|█████████▌| 315/328 [02:50<00:03,  3.76it/s]
batch:  96%|█████████▋| 316/328 [02:50<00:03,  3.77it/s]
batch:  97%|█████████▋| 317/328 [02:51<00:02,  3.77it/s]
batch:  97%|█████████▋| 318/328 [02:51<00:02,  3.75it/s]
batch:  97%|█████████▋| 319/328 [02:51<00:02,  3.76it/s]
batch:  98%|█████████▊| 320/328 [02:51<00:02,  3.74it/s]
batch:  98%|█████████▊| 321/328 [02:52<00:01,  3.75it/s]
batch:  98%|█████████▊| 322/328 [02:52<00:01,  3.75it/s]
batch:  98%|█████████▊| 323/328 [02:52<00:01,  3.76it/s]
batch:  99%|█████████▉| 324/328 [02:52<00:01,  3.77it/s]
batch:  99%|█████████▉| 325/328 [02:53<00:00,  3.76it/s]
batch:  99%|█████████▉| 326/328 [02:53<00:00,  3.77it/s]
batch: 100%|█████████▉| 327/328 [02:53<00:00,  4.16it/s]
batch: 100%|██████████| 328/328 [02:53<00:00,  1.89it/s]

  0%|          | 0/20902 [00:00<?, ?it/s]
  1%|          | 119/20902 [00:00<00:17, 1176.78it/s]
  1%|          | 239/20902 [00:00<00:17, 1189.32it/s]
  2%|▏         | 358/20902 [00:00<00:17, 1185.96it/s]
  2%|▏         | 477/20902 [00:00<00:17, 1185.52it/s]
  3%|▎         | 596/20902 [00:00<00:17, 1186.34it/s]
  3%|▎         | 715/20902 [00:00<00:17, 1182.36it/s]
  4%|▍         | 834/20902 [00:00<00:17, 1172.00it/s]
  5%|▍         | 955/20902 [00:00<00:16, 1177.99it/s]
  5%|▌         | 1074/20902 [00:00<00:16, 1181.10it/s]
  6%|▌         | 1193/20902 [00:01<00:16, 1177.01it/s]
  6%|▋         | 1311/20902 [00:01<00:16, 1175.71it/s]
  7%|▋         | 1430/20902 [00:01<00:16, 1175.27it/s]
  7%|▋         | 1549/20902 [00:01<00:16, 1176.15it/s]
  8%|▊         | 1668/20902 [00:01<00:16, 1180.19it/s]
  9%|▊         | 1787/20902 [00:01<00:16, 1173.15it/s]
  9%|▉         | 1905/20902 [00:01<00:16, 1174.86it/s]
 10%|▉         | 2025/20902 [00:01<00:15, 1181.95it/s]
 10%|█         | 2144/20902 [00:01<00:15, 1174.21it/s]
 11%|█         | 2263/20902 [00:01<00:15, 1173.32it/s]
 11%|█▏        | 2383/20902 [00:02<00:15, 1178.25it/s]
 12%|█▏        | 2502/20902 [00:02<00:15, 1178.92it/s]
 13%|█▎        | 2620/20902 [00:02<00:15, 1176.81it/s]
 13%|█▎        | 2739/20902 [00:02<00:15, 1178.22it/s]
 14%|█▎        | 2857/20902 [00:02<00:15, 1165.47it/s]
 14%|█▍        | 2977/20902 [00:02<00:15, 1173.39it/s]
 15%|█▍        | 3095/20902 [00:02<00:15, 1171.57it/s]
 15%|█▌        | 3214/20902 [00:02<00:15, 1171.23it/s]
 16%|█▌        | 3332/20902 [00:02<00:15, 1168.39it/s]
 17%|█▋        | 3449/20902 [00:02<00:14, 1168.78it/s]
 17%|█▋        | 3566/20902 [00:03<00:14, 1165.46it/s]
 18%|█▊        | 3683/20902 [00:03<00:14, 1161.87it/s]
 18%|█▊        | 3801/20902 [00:03<00:14, 1163.93it/s]
 19%|█▊        | 3919/20902 [00:03<00:14, 1163.63it/s]
 19%|█▉        | 4037/20902 [00:03<00:14, 1166.28it/s]
 20%|█▉        | 4154/20902 [00:03<00:14, 1166.46it/s]
 20%|██        | 4271/20902 [00:03<00:14, 1161.96it/s]
 21%|██        | 4389/20902 [00:03<00:14, 1162.56it/s]
 22%|██▏       | 4506/20902 [00:03<00:14, 1163.79it/s]
 22%|██▏       | 4623/20902 [00:03<00:14, 1160.03it/s]
 23%|██▎       | 4740/20902 [00:04<00:14, 1153.12it/s]
 23%|██▎       | 4857/20902 [00:04<00:13, 1157.38it/s]
 24%|██▍       | 4973/20902 [00:04<00:13, 1157.05it/s]
 24%|██▍       | 5090/20902 [00:04<00:13, 1157.85it/s]
 25%|██▍       | 5208/20902 [00:04<00:13, 1158.20it/s]
 25%|██▌       | 5324/20902 [00:04<00:13, 1155.79it/s]
 26%|██▌       | 5440/20902 [00:04<00:13, 1151.81it/s]
 27%|██▋       | 5559/20902 [00:04<00:13, 1156.82it/s]
 27%|██▋       | 5675/20902 [00:04<00:13, 1155.16it/s]
 28%|██▊       | 5792/20902 [00:04<00:13, 1153.40it/s]
 28%|██▊       | 5909/20902 [00:05<00:12, 1158.17it/s]
 29%|██▉       | 6025/20902 [00:05<00:12, 1156.67it/s]
 29%|██▉       | 6141/20902 [00:05<00:12, 1153.89it/s]
 30%|██▉       | 6257/20902 [00:05<00:12, 1152.86it/s]
 30%|███       | 6373/20902 [00:05<00:12, 1150.62it/s]
 31%|███       | 6489/20902 [00:05<00:12, 1146.17it/s]
 32%|███▏      | 6605/20902 [00:05<00:12, 1146.57it/s]
 32%|███▏      | 6721/20902 [00:05<00:12, 1146.31it/s]
 33%|███▎      | 6836/20902 [00:05<00:12, 1136.14it/s]
 33%|███▎      | 6950/20902 [00:05<00:12, 1134.26it/s]
 34%|███▍      | 7066/20902 [00:06<00:12, 1137.19it/s]
 34%|███▍      | 7180/20902 [00:06<00:12, 1137.17it/s]
 35%|███▍      | 7295/20902 [00:06<00:11, 1135.79it/s]
 35%|███▌      | 7410/20902 [00:06<00:11, 1139.73it/s]
 36%|███▌      | 7525/20902 [00:06<00:11, 1137.62it/s]
 37%|███▋      | 7639/20902 [00:06<00:11, 1137.57it/s]
 37%|███▋      | 7753/20902 [00:06<00:11, 1132.48it/s]
 38%|███▊      | 7867/20902 [00:06<00:11, 1129.46it/s]
 38%|███▊      | 7982/20902 [00:06<00:11, 1130.08it/s]
 39%|███▊      | 8096/20902 [00:06<00:11, 1129.06it/s]
 39%|███▉      | 8209/20902 [00:07<00:11, 1126.91it/s]
 40%|███▉      | 8322/20902 [00:07<00:11, 1121.90it/s]
 40%|████      | 8438/20902 [00:07<00:10, 1133.20it/s]
 41%|████      | 8552/20902 [00:07<00:10, 1132.17it/s]
 41%|████▏     | 8666/20902 [00:07<00:10, 1120.65it/s]
 42%|████▏     | 8780/20902 [00:07<00:10, 1123.24it/s]
 43%|████▎     | 8895/20902 [00:07<00:10, 1125.54it/s]
 43%|████▎     | 9008/20902 [00:07<00:10, 1124.47it/s]
 44%|████▎     | 9121/20902 [00:07<00:10, 1120.90it/s]
 44%|████▍     | 9234/20902 [00:07<00:10, 1117.97it/s]
 45%|████▍     | 9347/20902 [00:08<00:10, 1116.82it/s]
 45%|████▌     | 9460/20902 [00:08<00:10, 1114.52it/s]
 46%|████▌     | 9573/20902 [00:08<00:10, 1118.24it/s]
 46%|████▋     | 9685/20902 [00:08<00:10, 1114.03it/s]
 47%|████▋     | 9797/20902 [00:08<00:09, 1113.83it/s]
 47%|████▋     | 9909/20902 [00:08<00:09, 1112.49it/s]
 48%|████▊     | 10021/20902 [00:08<00:09, 1113.77it/s]
 48%|████▊     | 10133/20902 [00:08<00:09, 1113.47it/s]
 49%|████▉     | 10246/20902 [00:08<00:09, 1113.10it/s]
 50%|████▉     | 10358/20902 [00:09<00:09, 1114.09it/s]
 50%|█████     | 10470/20902 [00:09<00:09, 1113.76it/s]
 51%|█████     | 10582/20902 [00:09<00:09, 1105.30it/s]
 51%|█████     | 10693/20902 [00:09<00:09, 1105.16it/s]
 52%|█████▏    | 10806/20902 [00:09<00:09, 1107.15it/s]
 52%|█████▏    | 10918/20902 [00:09<00:09, 1108.09it/s]
 53%|█████▎    | 11031/20902 [00:09<00:08, 1110.33it/s]
 53%|█████▎    | 11145/20902 [00:09<00:08, 1115.03it/s]
 54%|█████▍    | 11257/20902 [00:09<00:08, 1115.17it/s]
 54%|█████▍    | 11370/20902 [00:09<00:08, 1115.60it/s]
 55%|█████▍    | 11483/20902 [00:10<00:08, 1119.04it/s]
 55%|█████▌    | 11595/20902 [00:10<00:08, 1117.84it/s]
 56%|█████▌    | 11709/20902 [00:10<00:08, 1120.22it/s]
 57%|█████▋    | 11822/20902 [00:10<00:08, 1119.19it/s]
 57%|█████▋    | 11935/20902 [00:10<00:08, 1117.54it/s]
 58%|█████▊    | 12047/20902 [00:10<00:07, 1117.86it/s]
 58%|█████▊    | 12159/20902 [00:10<00:07, 1108.49it/s]
 59%|█████▊    | 12271/20902 [00:10<00:07, 1111.18it/s]
 59%|█████▉    | 12383/20902 [00:10<00:07, 1104.14it/s]
 60%|█████▉    | 12495/20902 [00:10<00:07, 1102.53it/s]
 60%|██████    | 12606/20902 [00:11<00:07, 1103.28it/s]
 61%|██████    | 12718/20902 [00:11<00:07, 1107.57it/s]
 61%|██████▏   | 12829/20902 [00:11<00:07, 1104.04it/s]
 62%|██████▏   | 12940/20902 [00:11<00:07, 1100.53it/s]
 62%|██████▏   | 13051/20902 [00:11<00:07, 1102.21it/s]
 63%|██████▎   | 13162/20902 [00:11<00:07, 1097.15it/s]
 63%|██████▎   | 13272/20902 [00:11<00:06, 1094.38it/s]
 64%|██████▍   | 13382/20902 [00:11<00:06, 1095.13it/s]
 65%|██████▍   | 13492/20902 [00:11<00:06, 1096.50it/s]
 65%|██████▌   | 13603/20902 [00:11<00:06, 1098.53it/s]
 66%|██████▌   | 13714/20902 [00:12<00:06, 1100.98it/s]
 66%|██████▌   | 13825/20902 [00:12<00:06, 1092.77it/s]
 67%|██████▋   | 13935/20902 [00:12<00:06, 1091.26it/s]
 67%|██████▋   | 14045/20902 [00:12<00:06, 1090.62it/s]
 68%|██████▊   | 14155/20902 [00:12<00:06, 1089.77it/s]
 68%|██████▊   | 14264/20902 [00:12<00:06, 1082.23it/s]
 69%|██████▉   | 14373/20902 [00:12<00:06, 1082.51it/s]
 69%|██████▉   | 14483/20902 [00:12<00:05, 1085.27it/s]
 70%|██████▉   | 14593/20902 [00:12<00:05, 1085.15it/s]
 70%|███████   | 14703/20902 [00:12<00:05, 1085.33it/s]
 71%|███████   | 14813/20902 [00:13<00:05, 1086.20it/s]
 71%|███████▏  | 14922/20902 [00:13<00:05, 1084.21it/s]
 72%|███████▏  | 15032/20902 [00:13<00:05, 1086.14it/s]
 72%|███████▏  | 15142/20902 [00:13<00:05, 1085.66it/s]
 73%|███████▎  | 15252/20902 [00:13<00:05, 1087.96it/s]
 73%|███████▎  | 15362/20902 [00:13<00:05, 1089.79it/s]
 74%|███████▍  | 15472/20902 [00:13<00:04, 1090.69it/s]
 75%|███████▍  | 15582/20902 [00:13<00:04, 1088.12it/s]
 75%|███████▌  | 15691/20902 [00:13<00:04, 1087.86it/s]
 76%|███████▌  | 15800/20902 [00:13<00:04, 1084.48it/s]
 76%|███████▌  | 15909/20902 [00:14<00:04, 1083.44it/s]
 77%|███████▋  | 16018/20902 [00:14<00:04, 1075.13it/s]
 77%|███████▋  | 16128/20902 [00:14<00:04, 1078.74it/s]
 78%|███████▊  | 16238/20902 [00:14<00:04, 1079.50it/s]
 78%|███████▊  | 16348/20902 [00:14<00:04, 1081.04it/s]
 79%|███████▊  | 16459/20902 [00:14<00:04, 1085.89it/s]
 79%|███████▉  | 16568/20902 [00:14<00:03, 1085.80it/s]
 80%|███████▉  | 16678/20902 [00:14<00:03, 1084.85it/s]
 80%|████████  | 16787/20902 [00:14<00:03, 1080.81it/s]
 81%|████████  | 16896/20902 [00:14<00:03, 1083.08it/s]
 81%|████████▏ | 17005/20902 [00:15<00:03, 1085.11it/s]
 82%|████████▏ | 17114/20902 [00:15<00:03, 1079.50it/s]
 82%|████████▏ | 17223/20902 [00:15<00:03, 1079.31it/s]
 83%|████████▎ | 17333/20902 [00:15<00:03, 1079.78it/s]
 83%|████████▎ | 17443/20902 [00:15<00:03, 1085.57it/s]
 84%|████████▍ | 17552/20902 [00:15<00:03, 1078.88it/s]
 84%|████████▍ | 17660/20902 [00:15<00:03, 1077.19it/s]
 85%|████████▌ | 17768/20902 [00:15<00:02, 1073.52it/s]
 86%|████████▌ | 17876/20902 [00:15<00:02, 1065.33it/s]
 86%|████████▌ | 17985/20902 [00:15<00:02, 1071.62it/s]
 87%|████████▋ | 18094/20902 [00:16<00:02, 1072.80it/s]
 87%|████████▋ | 18202/20902 [00:16<00:02, 1073.36it/s]
 88%|████████▊ | 18310/20902 [00:16<00:02, 1067.47it/s]
 88%|████████▊ | 18418/20902 [00:16<00:02, 1069.20it/s]
 89%|████████▊ | 18526/20902 [00:16<00:02, 1072.19it/s]
 89%|████████▉ | 18634/20902 [00:16<00:02, 1070.04it/s]
 90%|████████▉ | 18744/20902 [00:16<00:02, 1078.12it/s]
 90%|█████████ | 18852/20902 [00:16<00:01, 1074.49it/s]
 91%|█████████ | 18960/20902 [00:16<00:01, 1075.21it/s]
 91%|█████████ | 19068/20902 [00:16<00:01, 1076.12it/s]
 92%|█████████▏| 19176/20902 [00:17<00:01, 1072.68it/s]
 92%|█████████▏| 19285/20902 [00:17<00:01, 1077.30it/s]
 93%|█████████▎| 19394/20902 [00:17<00:01, 1075.23it/s]
 93%|█████████▎| 19502/20902 [00:17<00:01, 1073.19it/s]
 94%|█████████▍| 19610/20902 [00:17<00:01, 1072.11it/s]
 94%|█████████▍| 19718/20902 [00:17<00:01, 1066.87it/s]
 95%|█████████▍| 19825/20902 [00:17<00:01, 1042.93it/s]
 95%|█████████▌| 19932/20902 [00:17<00:00, 1049.15it/s]
 96%|█████████▌| 20039/20902 [00:17<00:00, 1054.27it/s]
 96%|█████████▋| 20146/20902 [00:18<00:00, 1057.21it/s]
 97%|█████████▋| 20253/20902 [00:18<00:00, 1057.74it/s]
 97%|█████████▋| 20361/20902 [00:18<00:00, 1060.84it/s]
 98%|█████████▊| 20469/20902 [00:18<00:00, 1065.52it/s]
 98%|█████████▊| 20576/20902 [00:18<00:00, 1063.96it/s]
 99%|█████████▉| 20683/20902 [00:18<00:00, 1061.50it/s]
 99%|█████████▉| 20790/20902 [00:18<00:00, 1060.92it/s]
100%|█████████▉| 20897/20902 [00:18<00:00, 1061.51it/s]
100%|██████████| 20902/20902 [00:18<00:00, 1116.40it/s]

  0%|          | 0/20902 [00:00<?, ?it/s]
  1%|          | 116/20902 [00:00<00:17, 1155.19it/s]
  1%|          | 234/20902 [00:00<00:17, 1168.55it/s]
  2%|▏         | 351/20902 [00:00<00:17, 1161.13it/s]
  2%|▏         | 468/20902 [00:00<00:17, 1157.67it/s]
  3%|▎         | 587/20902 [00:00<00:17, 1167.17it/s]
  3%|▎         | 705/20902 [00:00<00:17, 1168.99it/s]
  4%|▍         | 823/20902 [00:00<00:17, 1170.82it/s]
  5%|▍         | 941/20902 [00:00<00:17, 1173.69it/s]
  5%|▌         | 1059/20902 [00:00<00:17, 1130.19it/s]
  6%|▌         | 1176/20902 [00:01<00:17, 1137.71it/s]
  6%|▌         | 1294/20902 [00:01<00:17, 1145.35it/s]
  7%|▋         | 1411/20902 [00:01<00:16, 1149.79it/s]
  7%|▋         | 1529/20902 [00:01<00:16, 1158.38it/s]
  8%|▊         | 1646/20902 [00:01<00:16, 1161.01it/s]
  8%|▊         | 1763/20902 [00:01<00:16, 1162.43it/s]
  9%|▉         | 1880/20902 [00:01<00:16, 1164.01it/s]
 10%|▉         | 2000/20902 [00:01<00:16, 1173.56it/s]
 10%|█         | 2118/20902 [00:01<00:16, 1172.32it/s]
 11%|█         | 2236/20902 [00:01<00:15, 1170.12it/s]
 11%|█▏        | 2356/20902 [00:02<00:15, 1177.87it/s]
 12%|█▏        | 2474/20902 [00:02<00:15, 1172.72it/s]
 12%|█▏        | 2592/20902 [00:02<00:15, 1173.28it/s]
 13%|█▎        | 2712/20902 [00:02<00:15, 1177.79it/s]
 14%|█▎        | 2830/20902 [00:02<00:15, 1176.09it/s]
 14%|█▍        | 2949/20902 [00:02<00:15, 1178.50it/s]
 15%|█▍        | 3067/20902 [00:02<00:15, 1177.89it/s]
 15%|█▌        | 3186/20902 [00:02<00:15, 1178.35it/s]
 16%|█▌        | 3304/20902 [00:02<00:14, 1173.87it/s]
 16%|█▋        | 3424/20902 [00:02<00:14, 1175.71it/s]
 17%|█▋        | 3542/20902 [00:03<00:14, 1165.69it/s]
 18%|█▊        | 3659/20902 [00:03<00:14, 1166.36it/s]
 18%|█▊        | 3776/20902 [00:03<00:14, 1163.62it/s]
 19%|█▊        | 3895/20902 [00:03<00:14, 1167.71it/s]
 19%|█▉        | 4013/20902 [00:03<00:14, 1170.74it/s]
 20%|█▉        | 4131/20902 [00:03<00:14, 1164.85it/s]
 20%|██        | 4248/20902 [00:03<00:14, 1156.33it/s]
 21%|██        | 4367/20902 [00:03<00:14, 1162.17it/s]
 21%|██▏       | 4484/20902 [00:03<00:14, 1164.34it/s]
 22%|██▏       | 4601/20902 [00:03<00:14, 1161.05it/s]
 23%|██▎       | 4720/20902 [00:04<00:13, 1168.66it/s]
 23%|██▎       | 4839/20902 [00:04<00:13, 1170.01it/s]
 24%|██▎       | 4957/20902 [00:04<00:13, 1163.20it/s]
 24%|██▍       | 5076/20902 [00:04<00:13, 1167.21it/s]
 25%|██▍       | 5194/20902 [00:04<00:13, 1165.28it/s]
 25%|██▌       | 5311/20902 [00:04<00:13, 1164.69it/s]
 26%|██▌       | 5428/20902 [00:04<00:13, 1160.78it/s]
 27%|██▋       | 5545/20902 [00:04<00:13, 1158.69it/s]
 27%|██▋       | 5661/20902 [00:04<00:13, 1155.34it/s]
 28%|██▊       | 5778/20902 [00:04<00:13, 1153.59it/s]
 28%|██▊       | 5896/20902 [00:05<00:12, 1161.11it/s]
 29%|██▉       | 6013/20902 [00:05<00:12, 1154.87it/s]
 29%|██▉       | 6129/20902 [00:05<00:12, 1147.77it/s]
 30%|██▉       | 6245/20902 [00:05<00:12, 1148.31it/s]
 30%|███       | 6360/20902 [00:05<00:12, 1146.63it/s]
 31%|███       | 6475/20902 [00:05<00:12, 1147.08it/s]
 32%|███▏      | 6592/20902 [00:05<00:12, 1150.78it/s]
 32%|███▏      | 6708/20902 [00:05<00:12, 1149.51it/s]
 33%|███▎      | 6823/20902 [00:05<00:12, 1146.21it/s]
 33%|███▎      | 6938/20902 [00:05<00:12, 1145.00it/s]
 34%|███▎      | 7053/20902 [00:06<00:12, 1143.46it/s]
 34%|███▍      | 7168/20902 [00:06<00:12, 1139.74it/s]
 35%|███▍      | 7284/20902 [00:06<00:11, 1140.35it/s]
 35%|███▌      | 7400/20902 [00:06<00:11, 1139.77it/s]
 36%|███▌      | 7517/20902 [00:06<00:11, 1142.68it/s]
 37%|███▋      | 7632/20902 [00:06<00:11, 1137.49it/s]
 37%|███▋      | 7746/20902 [00:06<00:11, 1133.52it/s]
 38%|███▊      | 7861/20902 [00:06<00:11, 1137.82it/s]
 38%|███▊      | 7975/20902 [00:06<00:11, 1129.01it/s]
 39%|███▊      | 8088/20902 [00:06<00:11, 1125.81it/s]
 39%|███▉      | 8201/20902 [00:07<00:11, 1126.13it/s]
 40%|███▉      | 8314/20902 [00:07<00:11, 1121.15it/s]
 40%|████      | 8432/20902 [00:07<00:11, 1132.22it/s]
 41%|████      | 8546/20902 [00:07<00:10, 1132.43it/s]
 41%|████▏     | 8660/20902 [00:07<00:10, 1128.59it/s]
 42%|████▏     | 8775/20902 [00:07<00:10, 1133.00it/s]
 43%|████▎     | 8890/20902 [00:07<00:10, 1135.49it/s]
 43%|████▎     | 9004/20902 [00:07<00:10, 1135.04it/s]
 44%|████▎     | 9118/20902 [00:07<00:10, 1126.92it/s]
 44%|████▍     | 9232/20902 [00:08<00:10, 1125.35it/s]
 45%|████▍     | 9345/20902 [00:08<00:10, 1124.16it/s]
 45%|████▌     | 9458/20902 [00:08<00:10, 1121.02it/s]
 46%|████▌     | 9571/20902 [00:08<00:10, 1116.10it/s]
 46%|████▋     | 9683/20902 [00:08<00:10, 1115.77it/s]
 47%|████▋     | 9795/20902 [00:08<00:10, 1105.77it/s]
 47%|████▋     | 9906/20902 [00:08<00:09, 1104.68it/s]
 48%|████▊     | 10019/20902 [00:08<00:09, 1105.93it/s]
 48%|████▊     | 10133/20902 [00:08<00:09, 1111.29it/s]
 49%|████▉     | 10246/20902 [00:08<00:09, 1111.75it/s]
 50%|████▉     | 10358/20902 [00:09<00:09, 1113.96it/s]
 50%|█████     | 10470/20902 [00:09<00:09, 1114.35it/s]
 51%|█████     | 10582/20902 [00:09<00:09, 1114.49it/s]
 51%|█████     | 10694/20902 [00:09<00:09, 1113.84it/s]
 52%|█████▏    | 10806/20902 [00:09<00:09, 1111.45it/s]
 52%|█████▏    | 10918/20902 [00:09<00:08, 1111.22it/s]
 53%|█████▎    | 11031/20902 [00:09<00:08, 1113.63it/s]
 53%|█████▎    | 11145/20902 [00:09<00:08, 1118.40it/s]
 54%|█████▍    | 11257/20902 [00:09<00:08, 1116.63it/s]
 54%|█████▍    | 11370/20902 [00:09<00:08, 1117.33it/s]
 55%|█████▍    | 11483/20902 [00:10<00:08, 1121.01it/s]
 55%|█████▌    | 11596/20902 [00:10<00:08, 1122.45it/s]
 56%|█████▌    | 11709/20902 [00:10<00:08, 1116.16it/s]
 57%|█████▋    | 11822/20902 [00:10<00:08, 1115.81it/s]
 57%|█████▋    | 11935/20902 [00:10<00:08, 1114.37it/s]
 58%|█████▊    | 12048/20902 [00:10<00:07, 1112.71it/s]
 58%|█████▊    | 12160/20902 [00:10<00:07, 1111.25it/s]
 59%|█████▊    | 12272/20902 [00:10<00:07, 1108.10it/s]
 59%|█████▉    | 12384/20902 [00:10<00:07, 1107.13it/s]
 60%|█████▉    | 12495/20902 [00:10<00:07, 1107.67it/s]
 60%|██████    | 12606/20902 [00:11<00:07, 1106.92it/s]
 61%|██████    | 12718/20902 [00:11<00:07, 1110.27it/s]
 61%|██████▏   | 12830/20902 [00:11<00:07, 1108.37it/s]
 62%|██████▏   | 12941/20902 [00:11<00:07, 1103.58it/s]
 62%|██████▏   | 13052/20902 [00:11<00:07, 1099.02it/s]
 63%|██████▎   | 13162/20902 [00:11<00:07, 1098.88it/s]
 63%|██████▎   | 13272/20902 [00:11<00:06, 1096.85it/s]
 64%|██████▍   | 13382/20902 [00:11<00:06, 1090.76it/s]
 65%|██████▍   | 13492/20902 [00:11<00:06, 1092.44it/s]
 65%|██████▌   | 13603/20902 [00:11<00:06, 1095.88it/s]
 66%|██████▌   | 13714/20902 [00:12<00:06, 1099.19it/s]
 66%|██████▌   | 13824/20902 [00:12<00:06, 1095.62it/s]
 67%|██████▋   | 13934/20902 [00:12<00:06, 1093.63it/s]
 67%|██████▋   | 14044/20902 [00:12<00:06, 1093.15it/s]
 68%|██████▊   | 14154/20902 [00:12<00:06, 1091.55it/s]
 68%|██████▊   | 14264/20902 [00:12<00:06, 1084.76it/s]
 69%|██████▉   | 14373/20902 [00:12<00:06, 1085.26it/s]
 69%|██████▉   | 14483/20902 [00:12<00:05, 1087.19it/s]
 70%|██████▉   | 14593/20902 [00:12<00:05, 1087.54it/s]
 70%|███████   | 14703/20902 [00:12<00:05, 1087.71it/s]
 71%|███████   | 14813/20902 [00:13<00:05, 1088.58it/s]
 71%|███████▏  | 14922/20902 [00:13<00:05, 1086.05it/s]
 72%|███████▏  | 15032/20902 [00:13<00:05, 1088.47it/s]
 72%|███████▏  | 15141/20902 [00:13<00:05, 1051.52it/s]
 73%|███████▎  | 15250/20902 [00:13<00:05, 1061.33it/s]
 73%|███████▎  | 15359/20902 [00:13<00:05, 1068.64it/s]
 74%|███████▍  | 15469/20902 [00:13<00:05, 1076.04it/s]
 75%|███████▍  | 15579/20902 [00:13<00:04, 1077.68it/s]
 75%|███████▌  | 15687/20902 [00:13<00:04, 1077.92it/s]
 76%|███████▌  | 15796/20902 [00:13<00:04, 1076.78it/s]
 76%|███████▌  | 15905/20902 [00:14<00:04, 1077.24it/s]
 77%|███████▋  | 16015/20902 [00:14<00:04, 1079.55it/s]
 77%|███████▋  | 16125/20902 [00:14<00:04, 1082.33it/s]
 78%|███████▊  | 16235/20902 [00:14<00:04, 1082.15it/s]
 78%|███████▊  | 16345/20902 [00:14<00:04, 1081.59it/s]
 79%|███████▊  | 16456/20902 [00:14<00:04, 1085.58it/s]
 79%|███████▉  | 16565/20902 [00:14<00:03, 1084.91it/s]
 80%|███████▉  | 16675/20902 [00:14<00:03, 1085.07it/s]
 80%|████████  | 16784/20902 [00:14<00:03, 1085.36it/s]
 81%|████████  | 16893/20902 [00:14<00:03, 1081.14it/s]
 81%|████████▏ | 17002/20902 [00:15<00:03, 1081.94it/s]
 82%|████████▏ | 17111/20902 [00:15<00:03, 1076.62it/s]
 82%|████████▏ | 17220/20902 [00:15<00:03, 1075.74it/s]
 83%|████████▎ | 17328/20902 [00:15<00:03, 1039.01it/s]
 83%|████████▎ | 17437/20902 [00:15<00:03, 1053.16it/s]
 84%|████████▍ | 17543/20902 [00:15<00:03, 1054.40it/s]
 84%|████████▍ | 17650/20902 [00:15<00:03, 1058.17it/s]
 85%|████████▍ | 17760/20902 [00:15<00:02, 1065.02it/s]
 85%|████████▌ | 17867/20902 [00:15<00:02, 1064.20it/s]
 86%|████████▌ | 17977/20902 [00:16<00:02, 1069.53it/s]
 87%|████████▋ | 18087/20902 [00:16<00:02, 1078.06it/s]
 87%|████████▋ | 18195/20902 [00:16<00:02, 1071.36it/s]
 88%|████████▊ | 18303/20902 [00:16<00:02, 1071.83it/s]
 88%|████████▊ | 18411/20902 [00:16<00:02, 1071.42it/s]
 89%|████████▊ | 18519/20902 [00:16<00:02, 1067.76it/s]
 89%|████████▉ | 18628/20902 [00:16<00:02, 1074.36it/s]
 90%|████████▉ | 18736/20902 [00:16<00:02, 1071.00it/s]
 90%|█████████ | 18845/20902 [00:16<00:01, 1072.70it/s]
 91%|█████████ | 18954/20902 [00:16<00:01, 1074.58it/s]
 91%|█████████ | 19062/20902 [00:17<00:01, 1075.23it/s]
 92%|█████████▏| 19171/20902 [00:17<00:01, 1073.53it/s]
 92%|█████████▏| 19280/20902 [00:17<00:01, 1072.73it/s]
 93%|█████████▎| 19388/20902 [00:17<00:01, 1049.45it/s]
 93%|█████████▎| 19496/20902 [00:17<00:01, 1054.72it/s]
 94%|█████████▍| 19604/20902 [00:17<00:01, 1057.83it/s]
 94%|█████████▍| 19712/20902 [00:17<00:01, 1063.23it/s]
 95%|█████████▍| 19819/20902 [00:17<00:01, 1061.94it/s]
 95%|█████████▌| 19926/20902 [00:17<00:00, 1062.84it/s]
 96%|█████████▌| 20033/20902 [00:17<00:00, 1063.79it/s]
 96%|█████████▋| 20141/20902 [00:18<00:00, 1065.68it/s]
 97%|█████████▋| 20248/20902 [00:18<00:00, 1064.30it/s]
 97%|█████████▋| 20355/20902 [00:18<00:00, 1063.57it/s]
 98%|█████████▊| 20464/20902 [00:18<00:00, 1071.25it/s]
 98%|█████████▊| 20572/20902 [00:18<00:00, 1066.27it/s]
 99%|█████████▉| 20680/20902 [00:18<00:00, 1065.33it/s]
 99%|█████████▉| 20787/20902 [00:18<00:00, 1065.08it/s]
100%|█████████▉| 20894/20902 [00:18<00:00, 1065.21it/s]
100%|██████████| 20902/20902 [00:18<00:00, 1114.81it/s]
2026-07-10 16:12:24.845590: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:12:31.141611: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 16:12:31.143115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-07-10 16:12:31.233286: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 16:12:31.233368: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:12:31.237742: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:12:31.237801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:12:31.239971: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 16:12:31.241494: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 16:12:31.244982: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 16:12:31.246619: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 16:12:31.247793: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:12:31.250903: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 16:12:31.251392: 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.
2026-07-10 16:12:31.251472: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-07-10 16:12:31.253064: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:46:00.0 name: NVIDIA A40 computeCapability: 8.6
coreClock: 1.74GHz coreCount: 84 deviceMemorySize: 44.34GiB deviceMemoryBandwidth: 648.29GiB/s
2026-07-10 16:12:31.253104: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:12:31.253129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:12:31.253151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:12:31.253171: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-07-10 16:12:31.253191: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-07-10 16:12:31.253210: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-07-10 16:12:31.253230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-07-10 16:12:31.253249: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:12:31.256198: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-07-10 16:12:31.256239: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-07-10 16:12:31.745882: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-07-10 16:12:31.746008: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-07-10 16:12:31.746023: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-07-10 16:12:31.755623: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42291 MB memory) -> physical GPU (device: 0, name: NVIDIA A40, pci bus id: 0000:46:00.0, compute capability: 8.6)
2026-07-10 16:12:31.796318: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:196] None of the MLIR optimization passes are enabled (registered 0 passes)
2026-07-10 16:12:31.806693: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2800120000 Hz
2026-07-10 16:12:46.452928: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-07-10 16:12:46.904734: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-07-10 16:12:46.911435: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-07-10 16:12:48.369848: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-07-10 16:12:48.535894: 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.
2026-07-10 16:13:16.049102: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be 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)