Hi. How can I handle the following TensorFlow warning?
I know, it’s just a warning. But it crash my training phase after calculating validation loss at the end of epochs.
Otherwise, how can I catch that warning? Any solutions?
I read suggestions to reduce batch size, model size, dataset, etc. But it doesn’t help me because I’m hypertuning with Keras Tuner and there are some combinations of hyperparameters to exclude: too complex to do it first! I’ve been clear?
Thank you for your help.
2023-01-10 22:20:54.151974: W tensorflow/core/framework/cpu_allocator_impl.cc:82] Allocation of 1535203200 exceeds 10% of free system memory.
2023-01-10 22:21:05.259244: W tensorflow/core/common_runtime/bfc_allocator.cc:462] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.43GiB (rounded to 1535203328)requested by op _EagerConst
If the cause is memory fragmentation maybe the environment variable 'TF_GPU_ALLOCATOR=cuda_malloc_async' will improve the situation.
Current allocation summary follows.
Current allocation summary follows.
2023-01-10 22:21:05.259353: I tensorflow/core/common_runtime/bfc_allocator.cc:1010] BFCAllocator dump for GPU_0_bfc
2023-01-10 22:21:05.259395: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (256): Total Chunks: 69, Chunks in use: 67. 17.2KiB allocated for chunks. 16.8KiB in use in bin. 2.0KiB client-requested in use in bin.
2023-01-10 22:21:05.259425: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (512): Total Chunks: 7, Chunks in use: 6. 4.5KiB allocated for chunks. 4.0KiB in use in bin. 3.3KiB client-requested in use in bin.
2023-01-10 22:21:05.259454: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (1024): Total Chunks: 7, Chunks in use: 7. 10.2KiB allocated for chunks. 10.2KiB in use in bin. 8.6KiB client-requested in use in bin.
2023-01-10 22:21:05.259482: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (2048): Total Chunks: 4, Chunks in use: 3. 13.5KiB allocated for chunks. 11.2KiB in use in bin. 11.1KiB client-requested in use in bin.
2023-01-10 22:21:05.259510: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (4096): Total Chunks: 3, Chunks in use: 3. 18.5KiB allocated for chunks. 18.5KiB in use in bin. 18.2KiB client-requested in use in bin.
2023-01-10 22:21:05.259541: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (8192): Total Chunks: 10, Chunks in use: 10. 134.0KiB allocated for chunks. 134.0KiB in use in bin. 118.5KiB client-requested in use in bin.
2023-01-10 22:21:05.259568: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (16384): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259598: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (32768): Total Chunks: 3, Chunks in use: 3. 126.2KiB allocated for chunks. 126.2KiB in use in bin. 99.7KiB client-requested in use in bin.
2023-01-10 22:21:05.259626: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (65536): Total Chunks: 1, Chunks in use: 0. 121.5KiB allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259653: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (131072): Total Chunks: 2, Chunks in use: 0. 378.5KiB allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259678: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (262144): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259703: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (524288): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259728: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (1048576): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259755: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (2097152): Total Chunks: 1, Chunks in use: 1. 2.27MiB allocated for chunks. 2.27MiB in use in bin. 2.27MiB client-requested in use in bin.
2023-01-10 22:21:05.259781: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (4194304): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259809: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (8388608): Total Chunks: 2, Chunks in use: 2. 16.08MiB allocated for chunks. 16.08MiB in use in bin. 16.08MiB client-requested in use in bin.
2023-01-10 22:21:05.259839: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (16777216): Total Chunks: 1, Chunks in use: 1. 16.82MiB allocated for chunks. 16.82MiB in use in bin. 16.82MiB client-requested in use in bin.
2023-01-10 22:21:05.259869: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (33554432): Total Chunks: 3, Chunks in use: 3. 164.61MiB allocated for chunks. 164.61MiB in use in bin. 164.61MiB client-requested in use in bin.
2023-01-10 22:21:05.259894: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (67108864): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2023-01-10 22:21:05.259924: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (134217728): Total Chunks: 1, Chunks in use: 1. 173.36MiB allocated for chunks. 173.36MiB in use in bin. 160.88MiB client-requested in use in bin.
2023-01-10 22:21:05.259952: I tensorflow/core/common_runtime/bfc_allocator.cc:1017] Bin (268435456): Total Chunks: 3, Chunks in use: 2. 2.14GiB allocated for chunks. 1.83GiB in use in bin. 1.83GiB client-requested in use in bin.
2023-01-10 22:21:05.260390: I tensorflow/core/common_runtime/bfc_allocator.cc:1033] Bin for 1.43GiB was 256.00MiB, Chunk State:
2023-01-10 22:21:05.260439: I tensorflow/core/common_runtime/bfc_allocator.cc:1039] Size: 314.40MiB | Requested Size: 8.12MiB | in_use: 0 | bin_num: 20, prev: Size: 45.52MiB | Requested Size: 45.52MiB | in_use: 1 | bin_num: -1
2023-01-10 22:21:05.260461: I tensorflow/core/common_runtime/bfc_allocator.cc:1046] Next region of size 2691366912
2023-01-10 22:21:05.261721: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000000 of size 256 next 1
2023-01-10 22:21:05.261763: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000100 of size 1280 next 2
2023-01-10 22:21:05.261783: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000600 of size 256 next 3
2023-01-10 22:21:05.261802: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000700 of size 256 next 4
2023-01-10 22:21:05.261821: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000800 of size 256 next 5
2023-01-10 22:21:05.261841: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000900 of size 256 next 6
2023-01-10 22:21:05.261861: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000a00 of size 256 next 9
2023-01-10 22:21:05.261881: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000b00 of size 256 next 12
2023-01-10 22:21:05.261899: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a000c00 of size 256 next 10
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2023-01-10 22:21:05.262017: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001200 of size 256 next 26
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2023-01-10 22:21:05.262101: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001600 of size 256 next 103
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2023-01-10 22:21:05.262179: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001a00 of size 256 next 22
2023-01-10 22:21:05.262199: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001b00 of size 256 next 11
2023-01-10 22:21:05.262218: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001c00 of size 256 next 97
2023-01-10 22:21:05.262238: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001d00 of size 256 next 7
2023-01-10 22:21:05.262258: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001e00 of size 256 next 74
2023-01-10 22:21:05.262279: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a001f00 of size 768 next 14
2023-01-10 22:21:05.262300: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a002200 of size 256 next 29
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2023-01-10 22:21:05.262339: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a002400 of size 3840 next 24
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2023-01-10 22:21:05.262411: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a004200 of size 256 next 106
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2023-01-10 22:21:05.262596: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free at 7f755a004700 of size 256 next 112
2023-01-10 22:21:05.262617: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a004800 of size 256 next 110
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2023-01-10 22:21:05.262676: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free at 7f755a004b00 of size 256 next 132
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2023-01-10 22:21:05.262715: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free at 7f755a004d00 of size 2304 next 33
2023-01-10 22:21:05.262736: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a005600 of size 5120 next 37
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2023-01-10 22:21:05.262829: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free at 7f755a006d00 of size 512 next 98
2023-01-10 22:21:05.262869: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a006f00 of size 256 next 44
2023-01-10 22:21:05.262911: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a007000 of size 1536 next 31
2023-01-10 22:21:05.262961: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a007600 of size 3840 next 41
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2023-01-10 22:21:05.263027: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755a009100 of size 256 next 104
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2023-01-10 22:21:05.264610: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755dc56b00 of size 8429568 next 86
2023-01-10 22:21:05.264658: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755e460b00 of size 14592 next 91
2023-01-10 22:21:05.264698: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755e464400 of size 17640192 next 75
2023-01-10 22:21:05.264731: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755f536f00 of size 2381568 next 63
2023-01-10 22:21:05.264764: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f755f77c600 of size 181783040 next 32
2023-01-10 22:21:05.264796: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f756a4d9000 of size 62440192 next 67
2023-01-10 22:21:05.264828: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f756e065300 of size 8429568 next 83
2023-01-10 22:21:05.264861: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f756e86f300 of size 1535203328 next 73
2023-01-10 22:21:05.264904: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f75ca084b00 of size 434369024 next 113
2023-01-10 22:21:05.264953: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] InUse at 7f75e3ec3d00 of size 47730176 next 122
2023-01-10 22:21:05.264985: I tensorflow/core/common_runtime/bfc_allocator.cc:1066] Free at 7f75e6c48b00 of size 329676032 next 18446744073709551615
2023-01-10 22:21:05.265006: I tensorflow/core/common_runtime/bfc_allocator.cc:1071] Summary of in-use Chunks by size:
2023-01-10 22:21:05.265037: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 67 Chunks of size 256 totalling 16.8KiB
2023-01-10 22:21:05.265088: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 512 totalling 1.0KiB
2023-01-10 22:21:05.265135: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 4 Chunks of size 768 totalling 3.0KiB
2023-01-10 22:21:05.265183: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 1280 totalling 1.2KiB
2023-01-10 22:21:05.265231: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 6 Chunks of size 1536 totalling 9.0KiB
2023-01-10 22:21:05.265281: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 3 Chunks of size 3840 totalling 11.2KiB
2023-01-10 22:21:05.265323: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 5120 totalling 5.0KiB
2023-01-10 22:21:05.265359: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 6912 totalling 13.5KiB
2023-01-10 22:21:05.265395: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 9728 totalling 9.5KiB
2023-01-10 22:21:05.265431: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 9984 totalling 9.8KiB
2023-01-10 22:21:05.265466: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 6 Chunks of size 14592 totalling 85.5KiB
2023-01-10 22:21:05.265502: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 14848 totalling 14.5KiB
2023-01-10 22:21:05.265543: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 15104 totalling 14.8KiB
2023-01-10 22:21:05.265594: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 34048 totalling 66.5KiB
2023-01-10 22:21:05.265648: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 61184 totalling 59.8KiB
2023-01-10 22:21:05.265688: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 2381568 totalling 2.27MiB
2023-01-10 22:21:05.265725: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 8429568 totalling 16.08MiB
2023-01-10 22:21:05.265761: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 17640192 totalling 16.82MiB
2023-01-10 22:21:05.265798: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 47730176 totalling 45.52MiB
2023-01-10 22:21:05.265839: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 2 Chunks of size 62440192 totalling 119.09MiB
2023-01-10 22:21:05.265886: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 181783040 totalling 173.36MiB
2023-01-10 22:21:05.265926: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 434369024 totalling 414.25MiB
2023-01-10 22:21:05.265950: I tensorflow/core/common_runtime/bfc_allocator.cc:1074] 1 Chunks of size 1535203328 totalling 1.43GiB
2023-01-10 22:21:05.265972: I tensorflow/core/common_runtime/bfc_allocator.cc:1078] Sum Total of in-use chunks: 2.20GiB
2023-01-10 22:21:05.266017: I tensorflow/core/common_runtime/bfc_allocator.cc:1080] total_region_allocated_bytes_: 2691366912 memory_limit_: 2691366912 available bytes: 0 curr_region_allocation_bytes_: 5382733824
2023-01-10 22:21:05.266453: I tensorflow/core/common_runtime/bfc_allocator.cc:1086] Stats:
Limit: 2691366912
InUse: 2361175552
MaxInUse: 2370018048
NumAllocs: 2465021
MaxAllocSize: 1535203328
Reserved: 0
PeakReserved: 0
LargestFreeBlock: 0
2023-01-10 22:21:05.266529: W tensorflow/core/common_runtime/bfc_allocator.cc:474] ****************************************************************************************___________