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

2026-05-28 11:39:54.316814: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:41:43.479710: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:41:43.505034: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-28 11:41:43.561196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:41:43.561264: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:41:44.216662: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:41:44.216809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:41:44.536826: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:41:45.134780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:41:45.721129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:41:45.951411: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:41:46.193798: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:41:46.194605: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:41:46.195071: 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.
2026-05-28 11:41:46.195292: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:41:46.195725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:41:46.195748: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:41:46.195764: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:41:46.195773: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:41:46.195783: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:41:46.195792: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:41:46.195801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:41:46.195810: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:41:46.195832: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:41:46.196292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:41:46.196312: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:41:48.749507: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-28 11:41:48.749631: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-28 11:41:48.749644: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-28 11:41:48.750372: 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:ca:00.0, compute capability: 8.9)
2026-05-28 11:41:58.109485: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-05-28 11:41:58.110227: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2026-05-28 11:42:00.342373: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:42:02.896332: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:42:02.917618: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:42:18.857449: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-28 11:42:18.959442: 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.
2026-05-28 11:42:40.527686: 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])
2026-05-28 11:50:37.681625: 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.
2026-05-28 11:50:42.667089: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:50:49.728578: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:50:49.729534: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-28 11:50:49.756183: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:50:49.756265: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:50:49.760768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:50:49.760861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:50:49.762969: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:50:49.764230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:50:49.767511: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:50:49.769176: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:50:49.770368: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:50:49.770779: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:50:49.771121: 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.
2026-05-28 11:50:49.771252: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:50:49.771504: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:50:49.771524: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:50:49.771537: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:50:49.771547: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:50:49.771558: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:50:49.771568: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:50:49.771578: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:50:49.771595: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:50:49.771605: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:50:49.771883: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:50:49.771907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:50:50.219304: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-28 11:50:50.219403: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-28 11:50:50.219413: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-28 11:50:50.220121: 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:ca: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%|          | 0/80 [00:00<?, ?it/s]2026-05-28 11:50:51.981538: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2026-05-28 11:50:51.982056: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2026-05-28 11:50:52.408449: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:50:53.028382: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:50:53.030245: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:50:55.134276: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-28 11:50:55.277994: 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%|▏         | 1/80 [00:30<40:18, 30.61s/it]batch:   2%|▎         | 2/80 [00:30<16:34, 12.75s/it]batch:   4%|▍         | 3/80 [00:31<09:02,  7.04s/it]batch:   5%|▌         | 4/80 [00:31<05:31,  4.36s/it]batch:   6%|▋         | 5/80 [00:31<03:35,  2.88s/it]batch:   8%|▊         | 6/80 [00:31<02:26,  1.98s/it]batch:   9%|▉         | 7/80 [00:32<01:43,  1.41s/it]batch:  10%|█         | 8/80 [00:32<01:14,  1.04s/it]batch:  11%|█▏        | 9/80 [00:32<00:56,  1.26it/s]batch:  12%|█▎        | 10/80 [00:32<00:43,  1.61it/s]batch:  14%|█▍        | 11/80 [00:33<00:35,  1.97it/s]batch:  15%|█▌        | 12/80 [00:33<00:29,  2.33it/s]batch:  16%|█▋        | 13/80 [00:33<00:25,  2.66it/s]batch:  18%|█▊        | 14/80 [00:33<00:22,  2.97it/s]batch:  19%|█▉        | 15/80 [00:34<00:20,  3.23it/s]batch:  20%|██        | 16/80 [00:34<00:18,  3.44it/s]batch:  21%|██▏       | 17/80 [00:34<00:17,  3.61it/s]batch:  22%|██▎       | 18/80 [00:34<00:16,  3.75it/s]batch:  24%|██▍       | 19/80 [00:35<00:16,  3.79it/s]batch:  25%|██▌       | 20/80 [00:35<00:15,  3.82it/s]batch:  26%|██▋       | 21/80 [00:35<00:15,  3.88it/s]batch:  28%|██▊       | 22/80 [00:35<00:14,  3.93it/s]batch:  29%|██▉       | 23/80 [00:36<00:14,  3.99it/s]batch:  30%|███       | 24/80 [00:36<00:13,  4.02it/s]batch:  31%|███▏      | 25/80 [00:36<00:13,  4.02it/s]batch:  32%|███▎      | 26/80 [00:36<00:13,  4.00it/s]batch:  34%|███▍      | 27/80 [00:37<00:13,  4.02it/s]batch:  35%|███▌      | 28/80 [00:37<00:12,  4.05it/s]batch:  36%|███▋      | 29/80 [00:37<00:12,  4.07it/s]batch:  38%|███▊      | 30/80 [00:37<00:12,  4.08it/s]batch:  39%|███▉      | 31/80 [00:38<00:12,  4.04it/s]batch:  40%|████      | 32/80 [00:38<00:12,  3.96it/s]batch:  41%|████▏     | 33/80 [00:38<00:11,  4.00it/s]batch:  42%|████▎     | 34/80 [00:38<00:11,  4.02it/s]batch:  44%|████▍     | 35/80 [00:39<00:11,  4.02it/s]batch:  45%|████▌     | 36/80 [00:39<00:10,  4.04it/s]batch:  46%|████▋     | 37/80 [00:39<00:10,  4.04it/s]batch:  48%|████▊     | 38/80 [00:39<00:10,  4.03it/s]batch:  49%|████▉     | 39/80 [00:40<00:10,  4.03it/s]batch:  50%|█████     | 40/80 [00:40<00:09,  4.04it/s]batch:  51%|█████▏    | 41/80 [00:40<00:09,  4.03it/s]batch:  52%|█████▎    | 42/80 [00:40<00:09,  4.02it/s]batch:  54%|█████▍    | 43/80 [00:41<00:09,  4.04it/s]batch:  55%|█████▌    | 44/80 [00:41<00:08,  4.03it/s]batch:  56%|█████▋    | 45/80 [00:41<00:08,  3.98it/s]batch:  57%|█████▊    | 46/80 [00:41<00:08,  4.00it/s]batch:  59%|█████▉    | 47/80 [00:42<00:08,  4.02it/s]batch:  60%|██████    | 48/80 [00:42<00:07,  4.02it/s]batch:  61%|██████▏   | 49/80 [00:42<00:07,  4.01it/s]batch:  62%|██████▎   | 50/80 [00:42<00:07,  4.02it/s]batch:  64%|██████▍   | 51/80 [00:43<00:07,  4.01it/s]batch:  65%|██████▌   | 52/80 [00:43<00:06,  4.05it/s]batch:  66%|██████▋   | 53/80 [00:43<00:06,  4.05it/s]batch:  68%|██████▊   | 54/80 [00:43<00:06,  4.07it/s]batch:  69%|██████▉   | 55/80 [00:43<00:06,  4.08it/s]batch:  70%|███████   | 56/80 [00:44<00:05,  4.07it/s]batch:  71%|███████▏  | 57/80 [00:44<00:05,  4.08it/s]batch:  72%|███████▎  | 58/80 [00:44<00:05,  4.05it/s]batch:  74%|███████▍  | 59/80 [00:44<00:05,  4.02it/s]batch:  75%|███████▌  | 60/80 [00:45<00:04,  4.05it/s]batch:  76%|███████▋  | 61/80 [00:45<00:04,  4.04it/s]batch:  78%|███████▊  | 62/80 [00:45<00:04,  4.09it/s]batch:  79%|███████▉  | 63/80 [00:45<00:04,  4.08it/s]batch:  80%|████████  | 64/80 [00:46<00:03,  4.10it/s]batch:  81%|████████▏ | 65/80 [00:46<00:03,  4.06it/s]batch:  82%|████████▎ | 66/80 [00:46<00:04,  3.44it/s]batch:  84%|████████▍ | 67/80 [00:47<00:03,  3.61it/s]batch:  85%|████████▌ | 68/80 [00:47<00:03,  3.76it/s]batch:  86%|████████▋ | 69/80 [00:47<00:02,  3.84it/s]batch:  88%|████████▊ | 70/80 [00:47<00:02,  3.92it/s]batch:  89%|████████▉ | 71/80 [00:48<00:02,  3.87it/s]batch:  90%|█████████ | 72/80 [00:48<00:02,  3.95it/s]batch:  91%|█████████▏| 73/80 [00:48<00:01,  3.98it/s]batch:  92%|█████████▎| 74/80 [00:48<00:01,  4.01it/s]batch:  94%|█████████▍| 75/80 [00:49<00:01,  4.02it/s]batch:  95%|█████████▌| 76/80 [00:49<00:01,  3.98it/s]batch:  96%|█████████▋| 77/80 [00:49<00:00,  4.02it/s]batch:  98%|█████████▊| 78/80 [00:49<00:00,  4.03it/s]batch:  99%|█████████▉| 79/80 [00:50<00:00,  4.04it/s]batch: 100%|██████████| 80/80 [00:50<00:00,  4.55it/s]batch: 100%|██████████| 80/80 [00:50<00:00,  1.59it/s]
  0%|          | 0/5091 [00:00<?, ?it/s]  2%|▏         | 115/5091 [00:00<00:04, 1146.24it/s]  5%|▍         | 232/5091 [00:00<00:04, 1159.82it/s]  7%|▋         | 350/5091 [00:00<00:04, 1161.39it/s]  9%|▉         | 467/5091 [00:00<00:04, 1135.38it/s] 11%|█▏        | 583/5091 [00:00<00:03, 1143.41it/s] 14%|█▍        | 701/5091 [00:00<00:03, 1151.74it/s] 16%|█▌        | 819/5091 [00:00<00:03, 1158.12it/s] 18%|█▊        | 935/5091 [00:00<00:03, 1126.75it/s] 21%|██        | 1052/5091 [00:00<00:03, 1139.82it/s] 23%|██▎       | 1169/5091 [00:01<00:03, 1148.89it/s] 25%|██▌       | 1285/5091 [00:01<00:03, 1146.21it/s] 27%|██▋       | 1400/5091 [00:01<00:03, 1145.11it/s] 30%|██▉       | 1515/5091 [00:01<00:03, 1141.18it/s] 32%|███▏      | 1630/5091 [00:01<00:03, 1131.15it/s] 34%|███▍      | 1744/5091 [00:01<00:02, 1131.53it/s] 36%|███▋      | 1858/5091 [00:01<00:02, 1123.51it/s] 39%|███▊      | 1971/5091 [00:01<00:02, 1106.88it/s] 41%|████      | 2084/5091 [00:01<00:02, 1109.78it/s] 43%|████▎     | 2196/5091 [00:01<00:02, 1081.41it/s] 45%|████▌     | 2310/5091 [00:02<00:02, 1092.70it/s] 48%|████▊     | 2422/5091 [00:02<00:02, 1095.48it/s] 50%|████▉     | 2535/5091 [00:02<00:02, 1101.25it/s] 52%|█████▏    | 2646/5091 [00:02<00:02, 1075.58it/s] 54%|█████▍    | 2757/5091 [00:02<00:02, 1083.36it/s] 56%|█████▋    | 2869/5091 [00:02<00:02, 1091.75it/s] 59%|█████▊    | 2981/5091 [00:02<00:01, 1096.02it/s] 61%|██████    | 3093/5091 [00:02<00:01, 1100.09it/s] 63%|██████▎   | 3204/5091 [00:02<00:01, 1095.92it/s] 65%|██████▌   | 3314/5091 [00:02<00:01, 1095.51it/s] 67%|██████▋   | 3424/5091 [00:03<00:01, 1091.24it/s] 69%|██████▉   | 3534/5091 [00:03<00:01, 1085.80it/s] 72%|███████▏  | 3644/5091 [00:03<00:01, 1084.08it/s] 74%|███████▎  | 3754/5091 [00:03<00:01, 1083.06it/s] 76%|███████▌  | 3863/5091 [00:03<00:01, 1077.24it/s] 78%|███████▊  | 3971/5091 [00:03<00:01, 1077.48it/s] 80%|████████  | 4079/5091 [00:03<00:00, 1043.80it/s] 82%|████████▏ | 4186/5091 [00:03<00:00, 1048.90it/s] 84%|████████▍ | 4295/5091 [00:03<00:00, 1054.98it/s] 86%|████████▋ | 4403/5091 [00:03<00:00, 1062.18it/s] 89%|████████▊ | 4510/5091 [00:04<00:00, 1062.69it/s] 91%|█████████ | 4617/5091 [00:04<00:00, 1029.73it/s] 93%|█████████▎| 4723/5091 [00:04<00:00, 1037.55it/s] 95%|█████████▍| 4829/5091 [00:04<00:00, 1039.71it/s] 97%|█████████▋| 4936/5091 [00:04<00:00, 1046.43it/s] 99%|█████████▉| 5042/5091 [00:04<00:00, 1039.36it/s]100%|██████████| 5091/5091 [00:04<00:00, 1093.13it/s]
  0%|          | 0/5091 [00:00<?, ?it/s]  2%|▏         | 118/5091 [00:00<00:04, 1177.39it/s]  5%|▍         | 236/5091 [00:00<00:04, 1178.78it/s]  7%|▋         | 354/5091 [00:00<00:04, 1178.28it/s]  9%|▉         | 472/5091 [00:00<00:03, 1164.49it/s] 12%|█▏        | 589/5091 [00:00<00:03, 1164.35it/s] 14%|█▍        | 706/5091 [00:00<00:03, 1161.82it/s] 16%|█▌        | 823/5091 [00:00<00:03, 1162.42it/s] 18%|█▊        | 941/5091 [00:00<00:03, 1162.79it/s] 21%|██        | 1058/5091 [00:00<00:03, 1164.63it/s] 23%|██▎       | 1175/5091 [00:01<00:03, 1159.59it/s] 25%|██▌       | 1291/5091 [00:01<00:03, 1154.42it/s] 28%|██▊       | 1408/5091 [00:01<00:03, 1149.05it/s] 30%|██▉       | 1523/5091 [00:01<00:03, 1149.32it/s] 32%|███▏      | 1638/5091 [00:01<00:03, 1147.36it/s] 34%|███▍      | 1753/5091 [00:01<00:02, 1135.26it/s] 37%|███▋      | 1867/5091 [00:01<00:02, 1132.74it/s] 39%|███▉      | 1981/5091 [00:01<00:02, 1131.36it/s] 41%|████      | 2095/5091 [00:01<00:02, 1127.24it/s] 43%|████▎     | 2208/5091 [00:01<00:02, 1096.28it/s] 46%|████▌     | 2321/5091 [00:02<00:02, 1105.65it/s] 48%|████▊     | 2433/5091 [00:02<00:02, 1107.33it/s] 50%|█████     | 2546/5091 [00:02<00:02, 1110.85it/s] 52%|█████▏    | 2658/5091 [00:02<00:02, 1112.93it/s] 54%|█████▍    | 2771/5091 [00:02<00:02, 1114.64it/s] 57%|█████▋    | 2883/5091 [00:02<00:02, 1095.70it/s] 59%|█████▉    | 2995/5091 [00:02<00:01, 1098.57it/s] 61%|██████    | 3107/5091 [00:02<00:01, 1101.99it/s] 63%|██████▎   | 3219/5091 [00:02<00:01, 1103.42it/s] 65%|██████▌   | 3330/5091 [00:02<00:01, 1078.32it/s] 68%|██████▊   | 3440/5091 [00:03<00:01, 1084.17it/s] 70%|██████▉   | 3549/5091 [00:03<00:01, 1085.64it/s] 72%|███████▏  | 3659/5091 [00:03<00:01, 1088.98it/s] 74%|███████▍  | 3768/5091 [00:03<00:01, 1088.23it/s] 76%|███████▌  | 3877/5091 [00:03<00:01, 1088.18it/s] 78%|███████▊  | 3986/5091 [00:03<00:01, 1088.17it/s] 80%|████████  | 4095/5091 [00:03<00:00, 1084.59it/s] 83%|████████▎ | 4204/5091 [00:03<00:00, 1084.22it/s] 85%|████████▍ | 4313/5091 [00:03<00:00, 1080.93it/s] 87%|████████▋ | 4422/5091 [00:03<00:00, 1071.96it/s] 89%|████████▉ | 4530/5091 [00:04<00:00, 1069.20it/s] 91%|█████████ | 4638/5091 [00:04<00:00, 1069.96it/s] 93%|█████████▎| 4746/5091 [00:04<00:00, 1071.91it/s] 95%|█████████▌| 4854/5091 [00:04<00:00, 1061.70it/s] 97%|█████████▋| 4961/5091 [00:04<00:00, 1062.74it/s]100%|█████████▉| 5068/5091 [00:04<00:00, 1064.27it/s]100%|██████████| 5091/5091 [00:04<00:00, 1108.65it/s]
2026-05-28 11:52:04.105067: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:52:13.131851: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:52:13.133403: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1
2026-05-28 11:52:13.161459: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:52:13.161558: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:52:13.168412: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:52:13.168508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:52:13.171597: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:52:13.173869: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:52:13.178525: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:52:13.181170: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:52:13.184099: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:52:13.184559: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:52:13.185015: 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.
2026-05-28 11:52:13.185222: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set
2026-05-28 11:52:13.185814: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:ca:00.0 name: NVIDIA L40S computeCapability: 8.9
coreClock: 2.52GHz coreCount: 142 deviceMemorySize: 44.52GiB deviceMemoryBandwidth: 804.75GiB/s
2026-05-28 11:52:13.185866: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:52:13.185884: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:52:13.185897: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:52:13.185911: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10
2026-05-28 11:52:13.185924: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10
2026-05-28 11:52:13.185937: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10
2026-05-28 11:52:13.185965: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11
2026-05-28 11:52:13.185979: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:52:13.186272: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0
2026-05-28 11:52:13.186301: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0
2026-05-28 11:52:13.635132: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2026-05-28 11:52:13.635237: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 
2026-05-28 11:52:13.635247: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N 
2026-05-28 11:52:13.636035: 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:ca:00.0, compute capability: 8.9)
2026-05-28 11:52:13.686000: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:196] None of the MLIR optimization passes are enabled (registered 0 passes)
2026-05-28 11:52:13.702078: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500000000 Hz
2026-05-28 11:52:17.894173: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11
2026-05-28 11:52:18.422469: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11
2026-05-28 11:52:18.427092: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8
2026-05-28 11:52:20.010274: W tensorflow/stream_executor/gpu/asm_compiler.cc:63] Running ptxas --version returned 256
2026-05-28 11:52:20.111189: 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.
2026-05-28 11:52:44.914596: 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)
