OOM Error after 10 epochs in SSD Resnet-18

Hi,
Getting OOM error after 10th Epoch
1st tried using one 1660 Ti with 6GB GPU Memory. Batch size for gpu is 1
2nd I tried using two 1660 Ti with 12 GB GPU Memory.Batch size per gpu is 1 still getting OOM

Here is the log:

[code]Epoch 00010: saving model to /workspace/tlt-experiments/experiment_dir_unpruned/weights/ssd_resnet18_epoch_010.tlt
WARNING:tensorflow:From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
2019-11-20 06:09:36,167 [WARNING] tensorflow: From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Number of images in the evaluation dataset: 417
()
Producing predictions batch-wise: 0% 0/14 [00:00<?, ?it/s]2019-11-20 06:09:53.415515: W tensorflow/core/common_runtime/bfc_allocator.cc:267] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.96GiB. Current allocation summary follows.
2019-11-20 06:09:53.415716: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (256): Total Chunks: 425, Chunks in use: 425. 106.2KiB allocated for chunks. 106.2KiB in use in bin. 55.3KiB client-requested in use in bin.
2019-11-20 06:09:53.415773: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (512): Total Chunks: 188, Chunks in use: 188. 95.0KiB allocated for chunks. 95.0KiB in use in bin. 94.8KiB client-requested in use in bin.
2019-11-20 06:09:53.415807: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1024): Total Chunks: 189, Chunks in use: 189. 189.2KiB allocated for chunks. 189.2KiB in use in bin. 189.0KiB client-requested in use in bin.
2019-11-20 06:09:53.415836: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2048): Total Chunks: 176, Chunks in use: 176. 352.0KiB allocated for chunks. 352.0KiB in use in bin. 352.0KiB client-requested in use in bin.
2019-11-20 06:09:53.415864: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4096): Total Chunks: 11, Chunks in use: 11. 47.5KiB allocated for chunks. 47.5KiB in use in bin. 47.5KiB client-requested in use in bin.
2019-11-20 06:09:53.415891: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8192): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 06:09:53.415920: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16384): Total Chunks: 16, Chunks in use: 16. 265.5KiB allocated for chunks. 265.5KiB in use in bin. 265.3KiB client-requested in use in bin.
2019-11-20 06:09:53.415949: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (32768): Total Chunks: 15, Chunks in use: 15. 508.5KiB allocated for chunks. 508.5KiB in use in bin. 508.5KiB client-requested in use in bin.
2019-11-20 06:09:53.415975: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (65536): Total Chunks: 22, Chunks in use: 22. 1.76MiB allocated for chunks. 1.76MiB in use in bin. 1.76MiB client-requested in use in bin.
2019-11-20 06:09:53.416003: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (131072): Total Chunks: 73, Chunks in use: 73. 11.16MiB allocated for chunks. 11.16MiB in use in bin. 11.13MiB client-requested in use in bin.
2019-11-20 06:09:53.416031: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (262144): Total Chunks: 47, Chunks in use: 47. 14.67MiB allocated for chunks. 14.67MiB in use in bin. 14.54MiB client-requested in use in bin.
2019-11-20 06:09:53.416059: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (524288): Total Chunks: 32, Chunks in use: 32. 17.40MiB allocated for chunks. 17.40MiB in use in bin. 17.05MiB client-requested in use in bin.
2019-11-20 06:09:53.416087: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1048576): Total Chunks: 37, Chunks in use: 37. 40.12MiB allocated for chunks. 40.12MiB in use in bin. 40.12MiB client-requested in use in bin.
2019-11-20 06:09:53.416116: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2097152): Total Chunks: 23, Chunks in use: 23. 55.90MiB allocated for chunks. 55.90MiB in use in bin. 55.90MiB client-requested in use in bin.
2019-11-20 06:09:53.416145: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4194304): Total Chunks: 22, Chunks in use: 22. 102.44MiB allocated for chunks. 102.44MiB in use in bin. 98.61MiB client-requested in use in bin.
2019-11-20 06:09:53.416174: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8388608): Total Chunks: 21, Chunks in use: 21. 190.00MiB allocated for chunks. 190.00MiB in use in bin. 189.00MiB client-requested in use in bin.
2019-11-20 06:09:53.416203: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16777216): Total Chunks: 6, Chunks in use: 6. 109.23MiB allocated for chunks. 109.23MiB in use in bin. 104.86MiB client-requested in use in bin.
2019-11-20 06:09:53.416231: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (33554432): Total Chunks: 1, Chunks in use: 1. 32.00MiB allocated for chunks. 32.00MiB in use in bin. 18.00MiB client-requested in use in bin.
2019-11-20 06:09:53.416255: I tensorflow/core/common_runtime/bfc_allocator.cc:597] 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.
2019-11-20 06:09:53.416279: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (134217728): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 06:09:53.416307: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (268435456): Total Chunks: 5, Chunks in use: 1. 4.22GiB allocated for chunks. 765.98MiB in use in bin. 765.98MiB client-requested in use in bin.
2019-11-20 06:09:53.416333: I tensorflow/core/common_runtime/bfc_allocator.cc:613] Bin for 3.96GiB was 256.00MiB, Chunk State:
2019-11-20 06:09:53.416369: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 264.58MiB | Requested Size: 2B | in_use: 0, prev: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 06:09:53.416401: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 446.83MiB | Requested Size: 23.73MiB | in_use: 0, prev: Size: 256B | Requested Size: 24B | in_use: 1
2019-11-20 06:09:53.416432: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 759.38MiB | Requested Size: 759.38MiB | in_use: 0, next: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 06:09:53.416462: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 2.04GiB | Requested Size: 32B | in_use: 0, prev: Size: 765.98MiB | Requested Size: 765.98MiB | in_use: 1
2019-11-20 06:09:53.416489: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7f3138000000 of size 803188224
2019-11-20 06:09:53.416511: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7f3167dfae00 of size 2185272832
2019-11-20 06:09:53.416533: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7f31f0000000 of size 796262400
2019-11-20 06:09:53.416555: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7f321f760000 of size 2048
2019-11-20 06:09:53.416576: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7f321f760800 of size 2048
2019-11-20 06:09:53.416597: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7f321f761000 of size 1024
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2019-11-20 06:09:53.417583: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7f321f76b600 of size 277432832
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2019-11-20 06:09:53.426641: I tensorflow/core/common_runtim

Hi psgr,
You log is not full.Please export below parameter to true and try again.
$ export TF_FORCE_GPU_ALLOW_GROWTH=true

Refer to https://devtalk.nvidia.com/default/topic/1066112/transfer-learning-toolkit/unable-to-train-ssd-resnet-18-/
and https://devtalk.nvidia.com/default/topic/1066050/transfer-learning-toolkit/error-with-cudnn-when-attempting-to-perform-inference-after-training-an-ssd-model-with-tlt/

[code]
Epoch 00009: saving model to /workspace/tlt-experiments/experiment_dir_unpruned/weights/ssd_resnet18_epoch_009.tlt
Epoch 10/180
1283/1283 [==============================] - 404s 315ms/step - loss: 0.0031

Epoch 00010: saving model to /workspace/tlt-experiments/experiment_dir_unpruned/weights/ssd_resnet18_epoch_010.tlt
WARNING:tensorflow:From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
2019-11-20 08:22:58,086 [WARNING] tensorflow: From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Number of images in the evaluation dataset: 417
()
Producing predictions batch-wise: 0% 0/14 [00:00<?, ?it/s]2019-11-20 08:23:15.292786: W tensorflow/core/common_runtime/bfc_allocator.cc:267] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.96GiB. Current allocation summary follows.
2019-11-20 08:23:15.292838: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (256): Total Chunks: 425, Chunks in use: 425. 106.2KiB allocated for chunks. 106.2KiB in use in bin. 55.3KiB client-requested in use in bin.
2019-11-20 08:23:15.292846: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (512): Total Chunks: 188, Chunks in use: 188. 95.0KiB allocated for chunks. 95.0KiB in use in bin. 94.8KiB client-requested in use in bin.
2019-11-20 08:23:15.292853: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1024): Total Chunks: 189, Chunks in use: 189. 189.2KiB allocated for chunks. 189.2KiB in use in bin. 189.0KiB client-requested in use in bin.
2019-11-20 08:23:15.292858: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2048): Total Chunks: 176, Chunks in use: 176. 352.0KiB allocated for chunks. 352.0KiB in use in bin. 352.0KiB client-requested in use in bin.
2019-11-20 08:23:15.292864: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4096): Total Chunks: 11, Chunks in use: 11. 47.5KiB allocated for chunks. 47.5KiB in use in bin. 47.5KiB client-requested in use in bin.
2019-11-20 08:23:15.292869: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8192): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 08:23:15.292875: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16384): Total Chunks: 16, Chunks in use: 16. 265.5KiB allocated for chunks. 265.5KiB in use in bin. 265.3KiB client-requested in use in bin.
2019-11-20 08:23:15.292881: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (32768): Total Chunks: 15, Chunks in use: 15. 508.5KiB allocated for chunks. 508.5KiB in use in bin. 508.5KiB client-requested in use in bin.
2019-11-20 08:23:15.292886: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (65536): Total Chunks: 22, Chunks in use: 22. 1.76MiB allocated for chunks. 1.76MiB in use in bin. 1.76MiB client-requested in use in bin.
2019-11-20 08:23:15.292892: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (131072): Total Chunks: 73, Chunks in use: 73. 11.16MiB allocated for chunks. 11.16MiB in use in bin. 11.13MiB client-requested in use in bin.
2019-11-20 08:23:15.292898: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (262144): Total Chunks: 47, Chunks in use: 47. 14.67MiB allocated for chunks. 14.67MiB in use in bin. 14.54MiB client-requested in use in bin.
2019-11-20 08:23:15.292921: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (524288): Total Chunks: 32, Chunks in use: 32. 17.40MiB allocated for chunks. 17.40MiB in use in bin. 17.05MiB client-requested in use in bin.
2019-11-20 08:23:15.292927: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1048576): Total Chunks: 37, Chunks in use: 37. 40.12MiB allocated for chunks. 40.12MiB in use in bin. 40.12MiB client-requested in use in bin.
2019-11-20 08:23:15.292933: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2097152): Total Chunks: 23, Chunks in use: 23. 55.90MiB allocated for chunks. 55.90MiB in use in bin. 55.90MiB client-requested in use in bin.
2019-11-20 08:23:15.292939: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4194304): Total Chunks: 22, Chunks in use: 22. 102.44MiB allocated for chunks. 102.44MiB in use in bin. 98.61MiB client-requested in use in bin.
2019-11-20 08:23:15.292944: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8388608): Total Chunks: 21, Chunks in use: 21. 190.00MiB allocated for chunks. 190.00MiB in use in bin. 189.00MiB client-requested in use in bin.
2019-11-20 08:23:15.292950: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16777216): Total Chunks: 6, Chunks in use: 6. 109.23MiB allocated for chunks. 109.23MiB in use in bin. 104.86MiB client-requested in use in bin.
2019-11-20 08:23:15.292956: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (33554432): Total Chunks: 1, Chunks in use: 1. 32.00MiB allocated for chunks. 32.00MiB in use in bin. 18.00MiB client-requested in use in bin.
2019-11-20 08:23:15.292961: I tensorflow/core/common_runtime/bfc_allocator.cc:597] 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.
2019-11-20 08:23:15.292966: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (134217728): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 08:23:15.292972: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (268435456): Total Chunks: 5, Chunks in use: 1. 4.19GiB allocated for chunks. 765.98MiB in use in bin. 765.98MiB client-requested in use in bin.
2019-11-20 08:23:15.292977: I tensorflow/core/common_runtime/bfc_allocator.cc:613] Bin for 3.96GiB was 256.00MiB, Chunk State:
2019-11-20 08:23:15.292985: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 264.58MiB | Requested Size: 16B | in_use: 0, prev: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 08:23:15.292991: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 446.83MiB | Requested Size: 23.73MiB | in_use: 0, prev: Size: 256B | Requested Size: 24B | in_use: 1
2019-11-20 08:23:15.292998: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 759.38MiB | Requested Size: 759.38MiB | in_use: 0, next: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 08:23:15.293004: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 2.01GiB | Requested Size: 23.73MiB | in_use: 0, prev: Size: 765.98MiB | Requested Size: 765.98MiB | in_use: 1
2019-11-20 08:23:15.293010: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd4e6000000 of size 803188224
2019-11-20 08:23:15.293015: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7fd515dfae00 of size 2158082048
2019-11-20 08:23:15.293019: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7fd598000000 of size 796262400
2019-11-20 08:23:15.293024: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7760000 of size 2048
2019-11-20 08:23:15.293028: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7760800 of size 2048
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[quote=""]

[code]
Epoch 00009: saving model to /workspace/tlt-experiments/experiment_dir_unpruned/weights/ssd_resnet18_epoch_009.tlt
Epoch 10/180
1283/1283 [==============================] - 404s 315ms/step - loss: 0.0031

Epoch 00010: saving model to /workspace/tlt-experiments/experiment_dir_unpruned/weights/ssd_resnet18_epoch_010.tlt
WARNING:tensorflow:From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
2019-11-20 08:22:58,086 [WARNING] tensorflow: From ./ssd/box_coder/output_decoder_layer.py:83: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Number of images in the evaluation dataset: 417
()
Producing predictions batch-wise: 0% 0/14 [00:00<?, ?it/s]2019-11-20 08:23:15.292786: W tensorflow/core/common_runtime/bfc_allocator.cc:267] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.96GiB. Current allocation summary follows.
2019-11-20 08:23:15.292838: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (256): Total Chunks: 425, Chunks in use: 425. 106.2KiB allocated for chunks. 106.2KiB in use in bin. 55.3KiB client-requested in use in bin.
2019-11-20 08:23:15.292846: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (512): Total Chunks: 188, Chunks in use: 188. 95.0KiB allocated for chunks. 95.0KiB in use in bin. 94.8KiB client-requested in use in bin.
2019-11-20 08:23:15.292853: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1024): Total Chunks: 189, Chunks in use: 189. 189.2KiB allocated for chunks. 189.2KiB in use in bin. 189.0KiB client-requested in use in bin.
2019-11-20 08:23:15.292858: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2048): Total Chunks: 176, Chunks in use: 176. 352.0KiB allocated for chunks. 352.0KiB in use in bin. 352.0KiB client-requested in use in bin.
2019-11-20 08:23:15.292864: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4096): Total Chunks: 11, Chunks in use: 11. 47.5KiB allocated for chunks. 47.5KiB in use in bin. 47.5KiB client-requested in use in bin.
2019-11-20 08:23:15.292869: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8192): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 08:23:15.292875: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16384): Total Chunks: 16, Chunks in use: 16. 265.5KiB allocated for chunks. 265.5KiB in use in bin. 265.3KiB client-requested in use in bin.
2019-11-20 08:23:15.292881: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (32768): Total Chunks: 15, Chunks in use: 15. 508.5KiB allocated for chunks. 508.5KiB in use in bin. 508.5KiB client-requested in use in bin.
2019-11-20 08:23:15.292886: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (65536): Total Chunks: 22, Chunks in use: 22. 1.76MiB allocated for chunks. 1.76MiB in use in bin. 1.76MiB client-requested in use in bin.
2019-11-20 08:23:15.292892: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (131072): Total Chunks: 73, Chunks in use: 73. 11.16MiB allocated for chunks. 11.16MiB in use in bin. 11.13MiB client-requested in use in bin.
2019-11-20 08:23:15.292898: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (262144): Total Chunks: 47, Chunks in use: 47. 14.67MiB allocated for chunks. 14.67MiB in use in bin. 14.54MiB client-requested in use in bin.
2019-11-20 08:23:15.292921: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (524288): Total Chunks: 32, Chunks in use: 32. 17.40MiB allocated for chunks. 17.40MiB in use in bin. 17.05MiB client-requested in use in bin.
2019-11-20 08:23:15.292927: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (1048576): Total Chunks: 37, Chunks in use: 37. 40.12MiB allocated for chunks. 40.12MiB in use in bin. 40.12MiB client-requested in use in bin.
2019-11-20 08:23:15.292933: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (2097152): Total Chunks: 23, Chunks in use: 23. 55.90MiB allocated for chunks. 55.90MiB in use in bin. 55.90MiB client-requested in use in bin.
2019-11-20 08:23:15.292939: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (4194304): Total Chunks: 22, Chunks in use: 22. 102.44MiB allocated for chunks. 102.44MiB in use in bin. 98.61MiB client-requested in use in bin.
2019-11-20 08:23:15.292944: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (8388608): Total Chunks: 21, Chunks in use: 21. 190.00MiB allocated for chunks. 190.00MiB in use in bin. 189.00MiB client-requested in use in bin.
2019-11-20 08:23:15.292950: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (16777216): Total Chunks: 6, Chunks in use: 6. 109.23MiB allocated for chunks. 109.23MiB in use in bin. 104.86MiB client-requested in use in bin.
2019-11-20 08:23:15.292956: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (33554432): Total Chunks: 1, Chunks in use: 1. 32.00MiB allocated for chunks. 32.00MiB in use in bin. 18.00MiB client-requested in use in bin.
2019-11-20 08:23:15.292961: I tensorflow/core/common_runtime/bfc_allocator.cc:597] 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.
2019-11-20 08:23:15.292966: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (134217728): Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2019-11-20 08:23:15.292972: I tensorflow/core/common_runtime/bfc_allocator.cc:597] Bin (268435456): Total Chunks: 5, Chunks in use: 1. 4.19GiB allocated for chunks. 765.98MiB in use in bin. 765.98MiB client-requested in use in bin.
2019-11-20 08:23:15.292977: I tensorflow/core/common_runtime/bfc_allocator.cc:613] Bin for 3.96GiB was 256.00MiB, Chunk State:
2019-11-20 08:23:15.292985: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 264.58MiB | Requested Size: 16B | in_use: 0, prev: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 08:23:15.292991: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 446.83MiB | Requested Size: 23.73MiB | in_use: 0, prev: Size: 256B | Requested Size: 24B | in_use: 1
2019-11-20 08:23:15.292998: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 759.38MiB | Requested Size: 759.38MiB | in_use: 0, next: Size: 2.0KiB | Requested Size: 2.0KiB | in_use: 1
2019-11-20 08:23:15.293004: I tensorflow/core/common_runtime/bfc_allocator.cc:619] Size: 2.01GiB | Requested Size: 23.73MiB | in_use: 0, prev: Size: 765.98MiB | Requested Size: 765.98MiB | in_use: 1
2019-11-20 08:23:15.293010: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd4e6000000 of size 803188224
2019-11-20 08:23:15.293015: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7fd515dfae00 of size 2158082048
2019-11-20 08:23:15.293019: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7fd598000000 of size 796262400
2019-11-20 08:23:15.293024: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7760000 of size 2048
2019-11-20 08:23:15.293028: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7760800 of size 2048
2019-11-20 08:23:15.293032: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761000 of size 1024
2019-11-20 08:23:15.293036: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761400 of size 1024
2019-11-20 08:23:15.293041: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761800 of size 512
2019-11-20 08:23:15.293045: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761a00 of size 512
2019-11-20 08:23:15.293049: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761c00 of size 256
2019-11-20 08:23:15.293053: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761d00 of size 256
2019-11-20 08:23:15.293058: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761e00 of size 256
2019-11-20 08:23:15.293062: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7761f00 of size 256
2019-11-20 08:23:15.293066: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762000 of size 256
2019-11-20 08:23:15.293070: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762100 of size 256
2019-11-20 08:23:15.293074: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762200 of size 256
2019-11-20 08:23:15.293078: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762300 of size 512
2019-11-20 08:23:15.293083: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762500 of size 512
2019-11-20 08:23:15.293087: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762700 of size 512
2019-11-20 08:23:15.293091: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762900 of size 512
2019-11-20 08:23:15.293095: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762b00 of size 1024
2019-11-20 08:23:15.293099: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7762f00 of size 1024
2019-11-20 08:23:15.293103: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7763300 of size 1024
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2019-11-20 08:23:15.293112: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7763b00 of size 2048
2019-11-20 08:23:15.293116: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7764300 of size 2048
2019-11-20 08:23:15.293120: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7764b00 of size 2048
2019-11-20 08:23:15.293124: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7765300 of size 2048
2019-11-20 08:23:15.293128: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7765b00 of size 2048
2019-11-20 08:23:15.293133: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7766300 of size 2048
2019-11-20 08:23:15.293137: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7766b00 of size 1024
2019-11-20 08:23:15.293141: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7766f00 of size 1024
2019-11-20 08:23:15.293146: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7767300 of size 512
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2019-11-20 08:23:15.293154: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7767700 of size 256
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2019-11-20 08:23:15.293183: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7767e00 of size 512
2019-11-20 08:23:15.293187: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7768000 of size 512
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2019-11-20 08:23:15.293200: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7768600 of size 1024
2019-11-20 08:23:15.293204: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7768a00 of size 1024
2019-11-20 08:23:15.293208: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7768e00 of size 1024
2019-11-20 08:23:15.293213: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7769200 of size 1024
2019-11-20 08:23:15.293217: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7769600 of size 2048
2019-11-20 08:23:15.293221: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c7769e00 of size 2048
2019-11-20 08:23:15.293225: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c776a600 of size 2048
2019-11-20 08:23:15.293229: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd5c776ae00 of size 2048
2019-11-20 08:23:15.293233: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Free at 0x7fd5c776b600 of size 277432832
2019-11-20 08:23:15.293238: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd652000000 of size 4155392
2019-11-20 08:23:15.293242: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd6523f6800 of size 256
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2019-11-20 08:23:15.293268: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd652fda400 of size 65536
2019-11-20 08:23:15.293272: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd652fea400 of size 589824
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2019-11-20 08:23:15.293285: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd6530ca400 of size 147456
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2019-11-20 08:23:15.303534: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd728806100 of size 256
2019-11-20 08:23:15.305105: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd728806200 of size 221184
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2019-11-20 08:23:15.305142: I tensorflow/core/common_runtime/bfc_allocator.cc:632] Chunk at 0x7fd7288a8200 of size 359936
2019-11-20 08:23:15.305146: I tensorflow/core/common_runtime/bfc_allocator.cc:638] Summary of in-use Chunks by size:
2019-11-20 08:23:15.305167: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 425 Chunks of size 256 totalling 106.2KiB
2019-11-20 08:23:15.305186: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 184 Chunks of size 512 totalling 92.0KiB
2019-11-20 08:23:15.305191: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 4 Chunks of size 768 totalling 3.0KiB
2019-11-20 08:23:15.305196: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 188 Chunks of size 1024 totalling 188.0KiB
2019-11-20 08:23:15.305200: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 1280 totalling 1.2KiB
2019-11-20 08:23:15.305205: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 176 Chunks of size 2048 totalling 352.0KiB
2019-11-20 08:23:15.305210: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 10 Chunks of size 4096 totalling 40.0KiB
2019-11-20 08:23:15.305215: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 7680 totalling 7.5KiB
2019-11-20 08:23:15.305219: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 15 Chunks of size 16384 totalling 240.0KiB
2019-11-20 08:23:15.305224: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 26112 totalling 25.5KiB
2019-11-20 08:23:15.305229: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 9 Chunks of size 32768 totalling 288.0KiB
2019-11-20 08:23:15.305234: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 6 Chunks of size 37632 totalling 220.5KiB
2019-11-20 08:23:15.305239: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 9 Chunks of size 65536 totalling 576.0KiB
2019-11-20 08:23:15.305243: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 6 Chunks of size 82944 totalling 486.0KiB
2019-11-20 08:23:15.305261: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 98048 totalling 95.8KiB
2019-11-20 08:23:15.305266: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 6 Chunks of size 110592 totalling 648.0KiB
2019-11-20 08:23:15.305270: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 18 Chunks of size 131072 totalling 2.25MiB
2019-11-20 08:23:15.305275: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 27 Chunks of size 147456 totalling 3.80MiB
2019-11-20 08:23:15.305279: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 14 Chunks of size 165888 totalling 2.21MiB
2019-11-20 08:23:15.305284: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 167936 totalling 164.0KiB
2019-11-20 08:23:15.305288: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 13 Chunks of size 221184 totalling 2.74MiB
2019-11-20 08:23:15.305293: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 15 Chunks of size 262144 totalling 3.75MiB
2019-11-20 08:23:15.305297: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 9 Chunks of size 294912 totalling 2.53MiB
2019-11-20 08:23:15.305302: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 9 Chunks of size 331776 totalling 2.85MiB
2019-11-20 08:23:15.305306: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 359936 totalling 351.5KiB
2019-11-20 08:23:15.305311: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 3 Chunks of size 360448 totalling 1.03MiB
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2019-11-20 08:23:15.305379: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 13 Chunks of size 4718592 totalling 58.50MiB
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2019-11-20 08:23:15.305397: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 20 Chunks of size 9437184 totalling 180.00MiB
2019-11-20 08:23:15.305402: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 10485760 totalling 10.00MiB
2019-11-20 08:23:15.305406: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 5 Chunks of size 18874368 totalling 90.00MiB
2019-11-20 08:23:15.305411: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 20160768 totalling 19.23MiB
2019-11-20 08:23:15.305416: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 33554432 totalling 32.00MiB
2019-11-20 08:23:15.305420: I tensorflow/core/common_runtime/bfc_allocator.cc:641] 1 Chunks of size 803188224 totalling 765.98MiB
2019-11-20 08:23:15.305425: I tensorflow/core/common_runtime/bfc_allocator.cc:645] Sum Total of in-use chunks: 1.31GiB
2019-11-20 08:23:15.305431: I tensorflow/core/common_runtime/bfc_allocator.cc:647] Stats:
Limit: 5436735488
InUse: 1407395072
MaxInUse: 5061397760
NumAllocs: 21370732
MaxAllocSize: 2644469248

2019-11-20 08:23:15.305484: W tensorflow/core/common_runtime/bfc_allocator.cc:271] *_____________________________________________________________________
2019-11-20 08:23:15.305510: W tensorflow/core/framework/op_kernel.cc:1401] OP_REQUIRES failed at conv_ops.cc:446 : Resource exhausted: OOM when allocating tensor with shape[32,64,540,960] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc
Traceback (most recent call last):
File “/usr/local/bin/tlt-train-g1”, line 10, in
sys.exit(main())
File “./common/magnet_train.py”, line 33, in main
File “./ssd/scripts/train.py”, line 301, in main
File “./ssd/scripts/train.py”, line 245, in run_experiment
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training.py”, line 1039, in fit
validation_steps=validation_steps)
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training_arrays.py”, line 217, in fit_loop
callbacks.on_epoch_end(epoch, epoch_logs)
File “/usr/local/lib/python2.7/dist-packages/keras/callbacks.py”, line 79, in on_epoch_end
callback.on_epoch_end(epoch, logs)
File “./ssd/scripts/train.py”, line 95, in on_epoch_end
File “./ssd/utils/average_precision_evaluator.py”, line 184, in call
File “./ssd/utils/average_precision_evaluator.py”, line 305, in predict_on_dataset
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training.py”, line 1169, in predict
steps=steps)
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training_arrays.py”, line 294, in predict_loop
batch_outs = f(ins_batch)
File “/usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py”, line 2715, in call
return self._call(inputs)
File “/usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py”, line 2675, in _call
fetched = self._callable_fn(*array_vals)
File “/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.py”, line 1439, in call
run_metadata_ptr)
File “/usr/local/lib/python2.7/dist-packages/tensorflow/python/framework/errors_impl.py”, line 528, in exit
c_api.TF_GetCode(self.status.status))
tensorflow.python.framework.errors_impl.ResourceExhaustedError: OOM when allocating tensor with shape[32,64,540,960] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc
[[{{node model_1/conv1/convolution}}]]
Hint: If you want to see a list of allocated tensors when OOM happens, add report_tensor_allocations_upon_oom to RunOptions for current allocation info.

 [[{{node model_1/decoded_predictions/loop_over_batch/while/cond_1/non_maximum_suppresion/NonMaxSuppressionV3/Switch}}]]

Hint: If you want to see a list of allocated tensors when OOM happens, add report_tensor_allocations_upon_oom to RunOptions for current allocation info.

Traceback (most recent call last):
File “/usr/local/bin/tlt-train-g1”, line 10, in
sys.exit(main())
File “./common/magnet_train.py”, line 33, in main
File “./ssd/scripts/train.py”, line 301, in main
File “./ssd/scripts/train.py”, line 245, in run_experiment
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training.py”, line 1039, in fit
validation_steps=validation_steps)
File “/usr/local/lib/python2.7/dist-packages/keras/engine/training_arrays.py”, line 154, in fit_loop
outs = f(ins)
File “/usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py”, line 2715, in call
return self._call(inputs)
File “/usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py”, line 2675, in _call
fetched = self._callable_fn(*array_vals)
File “/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.py”, line 1439, in call
run_metadata_ptr)
File “/usr/local/lib/python2.7/dist-packages/tensorflow/python/framework/errors_impl.py”, line 528, in exit
c_api.TF_GetCode(self.status.status))
tensorflow.python.framework.errors_impl.UnknownError: Horovod has been shut down. This was caused by an exception on one of the ranks or an attempt to allreduce, allgather or broadcast a tensor after one of the ranks finished execution. If the shutdown was caused by an exception, you should see the exception in the log before the first shutdown message.
[[{{node training_1/SGD/DistributedSGD_Allreduce/HorovodAllreduce_training_1_SGD_gradients_bn_conv1_1_FusedBatchNorm_grad_FusedBatchNormGrad_2}}]]
[[{{node training_1/SGD/DistributedSGD_Allreduce/HorovodAllreduce_training_1_SGD_gradients_block_4b_bn_shortcut_1_FusedBatchNorm_grad_FusedBatchNormGrad_1}}]]
Producing predictions batch-wise: 0% 0/14 [00:16<?, ?it/s]

Primary job terminated normally, but 1 process returned
a non-zero exit code. Per user-direction, the job has been aborted.


mpirun.real detected that one or more processes exited with non-zero status, thus causing
the job to be terminated. The first process to do so was:

Process name: [[20479,1],1]
Exit code: 1

print(‘Model for each epoch:’)
Also tried !export TF_FORCE_GPU_ALLOW_GROWTH=true
but ended up with same after 10 epochs

Hi psgr,
Could you please attach your training spec file?

Hi Morganh,

I hope it’s because the batch size of the evaluation is too high in spec file which is giving me the OOM. Just changed it and didn’t face any issue after 10th epoch. Maybe that’s what has been the bottleneck for training.

Thanks for the help.

Hi psgr,
Your original mentioned issue is from evaluation instead of training, right?

If for evaluation, please set below

$ export TF_FORCE_GPU_ALLOW_GROWTH=true

From your last comment, you already run without any issue, right?