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

2025-11-17 18:08:00.108741: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:08:12.424793: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:08:12.426157: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2025-11-17 18:08:12.452556: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:08:12.452611: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:08:12.456792: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:08:12.456854: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:08:12.458892: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:08:12.460120: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:08:12.463273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:08:12.464750: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:08:12.465790: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:08:12.466179: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:08:12.466514: 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 AVX512F FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2025-11-17 18:08:12.467841: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:08:12.468095: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:08:12.468116: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:08:12.468130: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:08:12.468139: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:08:12.468149: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:08:12.468158: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:08:12.468167: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:08:12.468176: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:08:12.468199: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:08:12.468484: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:08:12.468502: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:08:12.880165: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2025-11-17 18:08:12.880261: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2025-11-17 18:08:12.880273: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2025-11-17 18:08:12.880975: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42313 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:61:00.0, compute capability: 8.9)
2025-11-17 18:08:24.134075: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2025-11-17 18:08:24.134692: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2025-11-17 18:08:25.273716: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:08:25.772252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:08:25.783251: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:08:27.459009: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2025-11-17 18:08:27.572289: 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.
2025-11-17 18:08:49.615869: 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])
2025-11-17 18:16:22.709200: 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.
2025-11-17 18:16:26.411056: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:16:31.938235: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:16:31.939054: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2025-11-17 18:16:31.965532: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:16:31.965587: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:16:31.969574: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:16:31.969661: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:16:31.971639: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:16:31.972750: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:16:31.975838: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:16:31.977319: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:16:31.978321: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:16:31.978703: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:16:31.978942: 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 AVX512F FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2025-11-17 18:16:31.980554: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:16:31.980816: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:16:31.980838: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:16:31.980852: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:16:31.980863: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:16:31.980873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:16:31.980883: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:16:31.980893: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:16:31.980902: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:16:31.980912: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:16:31.981194: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:16:31.981214: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:16:32.388762: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2025-11-17 18:16:32.388857: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2025-11-17 18:16:32.388867: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2025-11-17 18:16:32.389555: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42313 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:61:00.0, compute capability: 8.9)
/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%|          | 0/92 [00:00<?, ?it/s]2025-11-17 18:16:33.969892: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2025-11-17 18:16:33.970408: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2025-11-17 18:16:34.164483: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:16:34.667734: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:16:34.669730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:16:36.203702: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2025-11-17 18:16:36.303143: 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%|          | 1/92 [00:28<42:37, 28.11s/it]batch:   2%|▏         | 2/92 [00:28<17:34, 11.72s/it]batch:   3%|▎         | 3/92 [00:28<09:36,  6.48s/it]batch:   4%|▍         | 4/92 [00:28<05:53,  4.01s/it]batch:   5%|▌         | 5/92 [00:29<03:50,  2.65s/it]batch:   7%|▋         | 6/92 [00:29<02:37,  1.83s/it]batch:   8%|▊         | 7/92 [00:29<01:51,  1.31s/it]batch:   9%|▊         | 8/92 [00:29<01:21,  1.03it/s]batch:  10%|▉         | 9/92 [00:30<01:01,  1.35it/s]batch:  11%|█         | 10/92 [00:30<00:47,  1.71it/s]batch:  12%|█▏        | 11/92 [00:30<00:38,  2.09it/s]batch:  13%|█▎        | 12/92 [00:30<00:32,  2.47it/s]batch:  14%|█▍        | 13/92 [00:30<00:27,  2.84it/s]batch:  15%|█▌        | 14/92 [00:31<00:24,  3.16it/s]batch:  16%|█▋        | 15/92 [00:31<00:22,  3.41it/s]batch:  17%|█▋        | 16/92 [00:31<00:20,  3.63it/s]batch:  18%|█▊        | 17/92 [00:31<00:19,  3.79it/s]batch:  20%|█▉        | 18/92 [00:32<00:18,  3.93it/s]batch:  21%|██        | 19/92 [00:32<00:18,  4.02it/s]batch:  22%|██▏       | 20/92 [00:32<00:17,  4.07it/s]batch:  23%|██▎       | 21/92 [00:32<00:17,  4.12it/s]batch:  24%|██▍       | 22/92 [00:33<00:16,  4.13it/s]batch:  25%|██▌       | 23/92 [00:33<00:16,  4.16it/s]batch:  26%|██▌       | 24/92 [00:33<00:16,  4.15it/s]batch:  27%|██▋       | 25/92 [00:33<00:16,  4.12it/s]batch:  28%|██▊       | 26/92 [00:34<00:16,  4.10it/s]batch:  29%|██▉       | 27/92 [00:34<00:15,  4.11it/s]batch:  30%|███       | 28/92 [00:34<00:15,  4.10it/s]batch:  32%|███▏      | 29/92 [00:34<00:15,  4.12it/s]batch:  33%|███▎      | 30/92 [00:35<00:14,  4.15it/s]batch:  34%|███▎      | 31/92 [00:35<00:14,  4.16it/s]batch:  35%|███▍      | 32/92 [00:35<00:14,  4.15it/s]batch:  36%|███▌      | 33/92 [00:35<00:14,  4.18it/s]batch:  37%|███▋      | 34/92 [00:35<00:13,  4.20it/s]batch:  38%|███▊      | 35/92 [00:36<00:13,  4.22it/s]batch:  39%|███▉      | 36/92 [00:36<00:13,  4.24it/s]batch:  40%|████      | 37/92 [00:36<00:12,  4.24it/s]batch:  41%|████▏     | 38/92 [00:36<00:12,  4.26it/s]batch:  42%|████▏     | 39/92 [00:37<00:12,  4.25it/s]batch:  43%|████▎     | 40/92 [00:37<00:12,  4.27it/s]batch:  45%|████▍     | 41/92 [00:37<00:11,  4.27it/s]batch:  46%|████▌     | 42/92 [00:37<00:11,  4.25it/s]batch:  47%|████▋     | 43/92 [00:38<00:11,  4.21it/s]batch:  48%|████▊     | 44/92 [00:38<00:11,  4.20it/s]batch:  49%|████▉     | 45/92 [00:38<00:11,  3.96it/s]batch:  50%|█████     | 46/92 [00:38<00:11,  4.04it/s]batch:  51%|█████     | 47/92 [00:39<00:10,  4.10it/s]batch:  52%|█████▏    | 48/92 [00:39<00:10,  4.12it/s]batch:  53%|█████▎    | 49/92 [00:39<00:10,  4.14it/s]batch:  54%|█████▍    | 50/92 [00:39<00:10,  4.18it/s]batch:  55%|█████▌    | 51/92 [00:40<00:09,  4.21it/s]batch:  57%|█████▋    | 52/92 [00:40<00:09,  4.22it/s]batch:  58%|█████▊    | 53/92 [00:40<00:09,  4.23it/s]batch:  59%|█████▊    | 54/92 [00:40<00:08,  4.23it/s]batch:  60%|█████▉    | 55/92 [00:40<00:08,  4.21it/s]batch:  61%|██████    | 56/92 [00:41<00:08,  4.23it/s]batch:  62%|██████▏   | 57/92 [00:41<00:08,  4.23it/s]batch:  63%|██████▎   | 58/92 [00:41<00:08,  4.20it/s]batch:  64%|██████▍   | 59/92 [00:41<00:07,  4.20it/s]batch:  65%|██████▌   | 60/92 [00:42<00:07,  4.24it/s]batch:  66%|██████▋   | 61/92 [00:42<00:07,  4.25it/s]batch:  67%|██████▋   | 62/92 [00:42<00:07,  4.24it/s]batch:  68%|██████▊   | 63/92 [00:42<00:06,  4.21it/s]batch:  70%|██████▉   | 64/92 [00:43<00:06,  4.21it/s]batch:  71%|███████   | 65/92 [00:43<00:06,  4.21it/s]batch:  72%|███████▏  | 66/92 [00:43<00:07,  3.52it/s]batch:  73%|███████▎  | 67/92 [00:43<00:06,  3.68it/s]batch:  74%|███████▍  | 68/92 [00:44<00:06,  3.81it/s]batch:  75%|███████▌  | 69/92 [00:44<00:05,  3.96it/s]batch:  76%|███████▌  | 70/92 [00:44<00:05,  4.02it/s]batch:  77%|███████▋  | 71/92 [00:44<00:05,  4.06it/s]batch:  78%|███████▊  | 72/92 [00:45<00:04,  4.14it/s]batch:  79%|███████▉  | 73/92 [00:45<00:04,  4.16it/s]batch:  80%|████████  | 74/92 [00:45<00:04,  4.19it/s]batch:  82%|████████▏ | 75/92 [00:45<00:04,  4.20it/s]batch:  83%|████████▎ | 76/92 [00:46<00:03,  4.20it/s]batch:  84%|████████▎ | 77/92 [00:46<00:03,  4.18it/s]batch:  85%|████████▍ | 78/92 [00:46<00:03,  4.18it/s]batch:  86%|████████▌ | 79/92 [00:46<00:03,  4.20it/s]batch:  87%|████████▋ | 80/92 [00:47<00:02,  4.20it/s]batch:  88%|████████▊ | 81/92 [00:47<00:02,  4.20it/s]batch:  89%|████████▉ | 82/92 [00:47<00:02,  4.23it/s]batch:  90%|█████████ | 83/92 [00:47<00:02,  4.22it/s]batch:  91%|█████████▏| 84/92 [00:48<00:01,  4.21it/s]batch:  92%|█████████▏| 85/92 [00:48<00:01,  4.24it/s]batch:  93%|█████████▎| 86/92 [00:48<00:01,  4.25it/s]batch:  95%|█████████▍| 87/92 [00:48<00:01,  4.25it/s]batch:  96%|█████████▌| 88/92 [00:48<00:00,  4.25it/s]batch:  97%|█████████▋| 89/92 [00:49<00:00,  4.26it/s]batch:  98%|█████████▊| 90/92 [00:49<00:00,  4.50it/s]batch:  99%|█████████▉| 91/92 [00:49<00:00,  4.43it/s]batch: 100%|██████████| 92/92 [00:49<00:00,  1.85it/s]
  0%|          | 0/5811 [00:00<?, ?it/s]  2%|▏         | 117/5811 [00:00<00:04, 1168.93it/s]  4%|▍         | 236/5811 [00:00<00:04, 1179.99it/s]  6%|▌         | 354/5811 [00:00<00:04, 1132.83it/s]  8%|▊         | 473/5811 [00:00<00:04, 1154.42it/s] 10%|█         | 595/5811 [00:00<00:04, 1170.58it/s] 12%|█▏        | 715/5811 [00:00<00:04, 1178.52it/s] 14%|█▍        | 833/5811 [00:00<00:04, 1158.27it/s] 16%|█▋        | 951/5811 [00:00<00:04, 1160.52it/s] 18%|█▊        | 1068/5811 [00:00<00:04, 1143.33it/s] 20%|██        | 1185/5811 [00:01<00:04, 1150.79it/s] 22%|██▏       | 1303/5811 [00:01<00:03, 1153.02it/s] 24%|██▍       | 1419/5811 [00:01<00:03, 1152.99it/s] 26%|██▋       | 1535/5811 [00:01<00:03, 1147.36it/s] 28%|██▊       | 1650/5811 [00:01<00:03, 1143.68it/s] 30%|███       | 1765/5811 [00:01<00:03, 1139.51it/s] 32%|███▏      | 1879/5811 [00:01<00:03, 1132.45it/s] 34%|███▍      | 1993/5811 [00:01<00:03, 1123.70it/s] 36%|███▌      | 2106/5811 [00:01<00:03, 1100.37it/s] 38%|███▊      | 2221/5811 [00:01<00:03, 1114.66it/s] 40%|████      | 2335/5811 [00:02<00:03, 1120.07it/s] 42%|████▏     | 2448/5811 [00:02<00:02, 1122.39it/s] 44%|████▍     | 2561/5811 [00:02<00:02, 1111.86it/s] 46%|████▌     | 2673/5811 [00:02<00:02, 1112.20it/s] 48%|████▊     | 2785/5811 [00:02<00:02, 1092.79it/s] 50%|████▉     | 2895/5811 [00:02<00:02, 1092.46it/s] 52%|█████▏    | 3006/5811 [00:02<00:02, 1096.99it/s] 54%|█████▎    | 3116/5811 [00:02<00:02, 1096.22it/s] 56%|█████▌    | 3226/5811 [00:02<00:02, 1093.54it/s] 57%|█████▋    | 3338/5811 [00:02<00:02, 1101.22it/s] 59%|█████▉    | 3450/5811 [00:03<00:02, 1103.54it/s] 61%|██████▏   | 3561/5811 [00:03<00:02, 1101.29it/s] 63%|██████▎   | 3672/5811 [00:03<00:01, 1102.52it/s] 65%|██████▌   | 3785/5811 [00:03<00:01, 1110.23it/s] 67%|██████▋   | 3909/5811 [00:03<00:01, 1148.33it/s] 69%|██████▉   | 4024/5811 [00:03<00:01, 1100.20it/s] 71%|███████   | 4135/5811 [00:03<00:01, 1102.71it/s] 73%|███████▎  | 4246/5811 [00:03<00:01, 1092.97it/s] 75%|███████▍  | 4356/5811 [00:03<00:01, 1074.14it/s] 77%|███████▋  | 4465/5811 [00:03<00:01, 1077.45it/s] 79%|███████▊  | 4573/5811 [00:04<00:01, 1077.83it/s] 81%|████████  | 4681/5811 [00:04<00:01, 1052.59it/s] 82%|████████▏ | 4787/5811 [00:04<00:00, 1050.92it/s] 84%|████████▍ | 4894/5811 [00:04<00:00, 1055.77it/s] 86%|████████▌ | 5001/5811 [00:04<00:00, 1059.74it/s] 88%|████████▊ | 5108/5811 [00:04<00:00, 1052.63it/s] 90%|████████▉ | 5216/5811 [00:04<00:00, 1056.88it/s] 92%|█████████▏| 5322/5811 [00:04<00:00, 1054.46it/s] 93%|█████████▎| 5429/5811 [00:04<00:00, 1052.79it/s] 95%|█████████▌| 5535/5811 [00:05<00:00, 1053.60it/s] 97%|█████████▋| 5641/5811 [00:05<00:00, 1039.15it/s] 99%|█████████▉| 5745/5811 [00:05<00:00, 1037.34it/s]100%|██████████| 5811/5811 [00:05<00:00, 1099.55it/s]
  0%|          | 0/5811 [00:00<?, ?it/s]  2%|▏         | 119/5811 [00:00<00:04, 1183.85it/s]  4%|▍         | 240/5811 [00:00<00:04, 1198.41it/s]  6%|▌         | 360/5811 [00:00<00:04, 1191.79it/s]  8%|▊         | 481/5811 [00:00<00:04, 1165.53it/s] 10%|█         | 603/5811 [00:00<00:04, 1178.93it/s] 12%|█▏        | 723/5811 [00:00<00:04, 1184.38it/s] 14%|█▍        | 842/5811 [00:00<00:04, 1183.65it/s] 17%|█▋        | 961/5811 [00:00<00:04, 1155.32it/s] 19%|█▊        | 1079/5811 [00:00<00:04, 1158.85it/s] 21%|██        | 1198/5811 [00:01<00:03, 1162.05it/s] 23%|██▎       | 1315/5811 [00:01<00:03, 1160.31it/s] 25%|██▍       | 1432/5811 [00:01<00:03, 1157.70it/s] 27%|██▋       | 1548/5811 [00:01<00:03, 1157.23it/s] 29%|██▊       | 1665/5811 [00:01<00:03, 1154.76it/s] 31%|███       | 1781/5811 [00:01<00:03, 1153.09it/s] 33%|███▎      | 1897/5811 [00:01<00:03, 1145.25it/s] 35%|███▍      | 2012/5811 [00:01<00:03, 1139.08it/s] 37%|███▋      | 2128/5811 [00:01<00:03, 1139.03it/s] 39%|███▊      | 2242/5811 [00:01<00:03, 1138.68it/s] 41%|████      | 2357/5811 [00:02<00:03, 1136.34it/s] 43%|████▎     | 2471/5811 [00:02<00:02, 1135.50it/s] 44%|████▍     | 2585/5811 [00:02<00:02, 1125.45it/s] 46%|████▋     | 2698/5811 [00:02<00:02, 1124.48it/s] 48%|████▊     | 2811/5811 [00:02<00:02, 1124.20it/s] 50%|█████     | 2924/5811 [00:02<00:02, 1114.11it/s] 52%|█████▏    | 3036/5811 [00:02<00:02, 1087.85it/s] 54%|█████▍    | 3148/5811 [00:02<00:02, 1091.34it/s] 56%|█████▌    | 3260/5811 [00:02<00:02, 1099.56it/s] 58%|█████▊    | 3373/5811 [00:02<00:02, 1102.39it/s] 60%|██████    | 3488/5811 [00:03<00:02, 1110.19it/s] 62%|██████▏   | 3600/5811 [00:03<00:02, 1094.03it/s] 64%|██████▍   | 3711/5811 [00:03<00:01, 1098.59it/s] 66%|██████▌   | 3840/5811 [00:03<00:01, 1152.53it/s] 68%|██████▊   | 3956/5811 [00:03<00:01, 1139.35it/s] 70%|███████   | 4071/5811 [00:03<00:01, 1100.98it/s] 72%|███████▏  | 4182/5811 [00:03<00:01, 1098.09it/s] 74%|███████▍  | 4293/5811 [00:03<00:01, 1095.82it/s] 76%|███████▌  | 4403/5811 [00:03<00:01, 1091.82it/s] 78%|███████▊  | 4513/5811 [00:03<00:01, 1090.79it/s] 80%|███████▉  | 4623/5811 [00:04<00:01, 1083.72it/s] 81%|████████▏ | 4732/5811 [00:04<00:00, 1082.46it/s] 83%|████████▎ | 4841/5811 [00:04<00:00, 1072.17it/s] 85%|████████▌ | 4949/5811 [00:04<00:00, 1067.00it/s] 87%|████████▋ | 5056/5811 [00:04<00:00, 1064.29it/s] 89%|████████▉ | 5163/5811 [00:04<00:00, 1065.39it/s] 91%|█████████ | 5271/5811 [00:04<00:00, 1065.39it/s] 93%|█████████▎| 5378/5811 [00:04<00:00, 1054.13it/s] 94%|█████████▍| 5486/5811 [00:04<00:00, 1060.80it/s] 96%|█████████▌| 5593/5811 [00:05<00:00, 1052.86it/s] 98%|█████████▊| 5699/5811 [00:05<00:00, 1053.63it/s]100%|█████████▉| 5805/5811 [00:05<00:00, 1045.06it/s]100%|██████████| 5811/5811 [00:05<00:00, 1112.90it/s]
2025-11-17 18:17:47.427539: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:17:53.331233: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:17:53.333045: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2025-11-17 18:17:53.360481: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:17:53.360538: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:17:53.364721: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:17:53.364801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:17:53.366848: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:17:53.368079: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:17:53.371212: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:17:53.372672: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:17:53.373769: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:17:53.374168: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:17:53.374680: 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 AVX512F FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2025-11-17 18:17:53.376349: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2025-11-17 18:17:53.376626: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:61:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2025-11-17 18:17:53.376657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:17:53.376673: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:17:53.376686: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:17:53.376699: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2025-11-17 18:17:53.376712: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2025-11-17 18:17:53.376725: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2025-11-17 18:17:53.376738: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2025-11-17 18:17:53.376751: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:17:53.377042: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2025-11-17 18:17:53.377068: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2025-11-17 18:17:53.798557: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2025-11-17 18:17:53.798657: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2025-11-17 18:17:53.798669: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2025-11-17 18:17:53.799436: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 42313 MB memory) -> physical GPU (device: 0, name: NVIDIA L40S, pci bus id: 0000:61:00.0, compute capability: 8.9)
2025-11-17 18:17:53.839500: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:196] None of the MLIR optimization passes are enabled (registered 0 passes)
2025-11-17 18:17:53.853663: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2025-11-17 18:17:58.414432: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2025-11-17 18:17:58.925808: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2025-11-17 18:17:58.932090: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2025-11-17 18:18:00.469526: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2025-11-17 18:18:00.594970: 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.
2025-11-17 18:18:21.132874: 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)
