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3080 ai-benchmark.com [run under NGC 20.10-tf1]
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| First goes 3080 Gigabyte Gaming OC, then 3080 MSI Gaming X Trio | |
| >> AI-Benchmark-v.0.1.2 | |
| >> Let the AI Games begin.. | |
| 2020-11-11 17:04:23.002305: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2599990000 Hz | |
| 2020-11-11 17:04:23.003399: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x5b4a090 initialized for platform Host (this does not guarantee that XLA will be used). Devices: | |
| 2020-11-11 17:04:23.003415: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version | |
| 2020-11-11 17:04:23.005150: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 | |
| 2020-11-11 17:04:23.108471: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x5b4c500 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: | |
| 2020-11-11 17:04:23.108495: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): GeForce RTX 3080, Compute Capability 8.6 | |
| 2020-11-11 17:04:23.109148: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:23.109175: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:23.111404: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:23.112215: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:23.112437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:23.114817: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:23.115382: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:23.115493: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:23.116567: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:23.116596: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:23.377793: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:04:23.377830: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:04:23.377835: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:04:23.379053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 2020-11-11 17:04:23.380394: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:23.380422: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:23.380440: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:23.380448: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:23.380456: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:23.380466: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:23.380475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:23.380484: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:23.381485: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:23.381502: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:04:23.381508: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:04:23.381513: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:04:23.382536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 2020-11-11 17:04:23.383258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:23.383278: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:23.383296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:23.383305: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:23.383315: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:23.383325: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:23.383334: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:23.383345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:23.384334: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:23.384348: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:04:23.384353: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:04:23.384358: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:04:23.385369: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| * TF Version: 1.15.4 | |
| * Platform: Linux-5.4.0-52-generic-x86_64-with-Ubuntu-18.04-bionic | |
| * CPU: N/A | |
| * CPU RAM: 63 GB | |
| * GPU/0: GeForce RTX 3080 | |
| * GPU RAM: 8.0 GB | |
| * CUDA Version: 11.1 | |
| * CUDA Build: V11.1.74 | |
| The benchmark is running... | |
| The tests might take up to 20 minutes | |
| Please don't interrupt the script | |
| 1/19. MobileNet-V2 | |
| 2020-11-11 17:04:30.372403: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:30.372431: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:30.372452: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:30.372462: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:30.372472: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:30.372483: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:30.372495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:30.372506: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:30.373540: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:30.374516: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:30.374537: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:30.374552: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:30.374562: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:30.374570: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:30.374578: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:30.374587: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:30.374597: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:30.375622: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:30.375648: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:04:30.375655: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:04:30.375661: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:04:30.376711: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 2020-11-11 17:04:31.686660: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:33.047448: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 1.1 - inference | batch=50, size=224x224: 63.0 ± 144.9 ms | |
| 1.2 - training | batch=50, size=224x224: 240 ± 248 ms | |
| 2/19. Inception-V3 | |
| 2020-11-11 17:04:56.395729: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:04:56.395766: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:04:56.395790: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:04:56.395805: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:04:56.395816: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:04:56.395825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:04:56.395834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:04:56.395843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:04:56.396605: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:04:56.396633: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:04:56.396641: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:04:56.396648: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:04:56.397427: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 2.1 - inference | batch=20, size=346x346: 48.5 ± 5.4 ms | |
| 2.2 - training | batch=20, size=346x346: 131 ± 2 ms | |
| 3/19. Inception-V4 | |
| 2020-11-11 17:05:12.093305: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:05:12.093339: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:05:12.093359: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:05:12.093367: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:05:12.093376: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:05:12.093385: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:05:12.093393: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:05:12.093406: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:05:12.094175: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:05:12.094201: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:05:12.094210: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:05:12.094216: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:05:12.094994: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 3.1 - inference | batch=10, size=346x346: 38.2 ± 0.5 ms | |
| 3.2 - training | batch=10, size=346x346: 162.6 ± 0.5 ms | |
| 4/19. Inception-ResNet-V2 | |
| 2020-11-11 17:05:30.995238: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:05:30.995274: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:05:30.995294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:05:30.995302: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:05:30.995311: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:05:30.995319: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:05:30.995327: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:05:30.995344: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:05:30.996114: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:05:30.996139: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:05:30.996145: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:05:30.996153: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:05:30.996935: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 4.1 - inference | batch=10, size=346x346: 52.7 ± 0.9 ms | |
| 4.2 - training | batch=8, size=346x346: 173.7 ± 1.0 ms | |
| 5/19. ResNet-V2-50 | |
| 2020-11-11 17:05:59.566744: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:05:59.566783: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:05:59.566809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:05:59.566820: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:05:59.566830: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:05:59.566840: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:05:59.566851: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:05:59.566861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:05:59.567614: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:05:59.567639: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:05:59.567645: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:05:59.567651: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:05:59.568424: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 5.1 - inference | batch=10, size=346x346: 28.3 ± 0.9 ms | |
| 5.2 - training | batch=10, size=346x346: 81.9 ± 0.3 ms | |
| 6/19. ResNet-V2-152 | |
| 2020-11-11 17:06:09.858758: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:06:09.858796: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:06:09.858815: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:06:09.858824: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:06:09.858834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:06:09.858843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:06:09.858852: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:06:09.858867: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:06:09.859616: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:06:09.859642: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:06:09.859648: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:06:09.859654: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:06:09.860423: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 6.1 - inference | batch=10, size=256x256: 36.8 ± 0.4 ms | |
| 6.2 - training | batch=10, size=256x256: 147.2 ± 0.7 ms | |
| 7/19. VGG-16 | |
| 2020-11-11 17:06:32.150505: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:06:32.150543: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:06:32.150566: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:06:32.150574: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:06:32.150583: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:06:32.150592: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:06:32.150600: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:06:32.150609: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:06:32.151356: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:06:32.151381: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:06:32.151388: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:06:32.151393: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:06:32.152162: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 7.1 - inference | batch=20, size=224x224: 48.0 ± 0.0 ms | |
| 7.2 - training | batch=2, size=224x224: 64.8 ± 0.5 ms | |
| 8/19. SRCNN 9-5-5 | |
| 2020-11-11 17:06:41.515397: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:06:41.515432: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:06:41.515457: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:06:41.515467: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:06:41.515477: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:06:41.515488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:06:41.515504: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:06:41.515515: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:06:41.516264: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:06:41.516284: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:06:41.516290: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:06:41.516295: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:06:41.517056: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 8.1 - inference | batch=10, size=512x512: 58.9 ± 3.6 ms | |
| 8.2 - inference | batch=1, size=1536x1536: 58.5 ± 0.5 ms | |
| 8.3 - training | batch=10, size=512x512: 141 ± 5 ms | |
| 9/19. VGG-19 Super-Res | |
| 2020-11-11 17:07:04.397808: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:07:04.397842: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:07:04.397862: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:07:04.397870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:07:04.397878: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:07:04.397885: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:07:04.397893: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:07:04.397908: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:07:04.398725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:07:04.398744: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:07:04.398750: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:07:04.398756: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:07:04.399517: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 9.1 - inference | batch=10, size=256x256: 60.9 ± 0.9 ms | |
| 9.2 - inference | batch=1, size=1024x1024: 104.0 ± 0.5 ms | |
| 9.3 - training | batch=10, size=224x224: 176.5 ± 0.6 ms | |
| 10/19. ResNet-SRGAN | |
| 2020-11-11 17:07:27.008873: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:07:27.008910: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:07:27.008933: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:07:27.008943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:07:27.008954: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:07:27.008964: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:07:27.008974: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:07:27.008998: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:07:27.009745: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:07:27.009767: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:07:27.009773: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:07:27.009779: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:07:27.010548: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 10.1 - inference | batch=10, size=512x512: 69.6 ± 1.8 ms | |
| 10.2 - inference | batch=1, size=1536x1536: 63.3 ± 0.5 ms | |
| 10.3 - training | batch=5, size=512x512: 103.0 ± 0.3 ms | |
| 11/19. ResNet-DPED | |
| 2020-11-11 17:07:45.780247: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:07:45.780281: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:07:45.780305: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:07:45.780316: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:07:45.780326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:07:45.780336: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:07:45.780346: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:07:45.780357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:07:45.781111: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:07:45.781132: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:07:45.781139: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:07:45.781144: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:07:45.781917: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 11.1 - inference | batch=10, size=256x256: 67.2 ± 0.7 ms | |
| 11.2 - inference | batch=1, size=1024x1024: 124.8 ± 0.8 ms | |
| 11.3 - training | batch=15, size=128x128: 105.6 ± 0.5 ms | |
| 12/19. U-Net | |
| 2020-11-11 17:08:12.942391: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:08:12.942423: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:08:12.942442: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:08:12.942449: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:08:12.942457: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:08:12.942467: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:08:12.942476: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:08:12.942493: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:08:12.943237: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:08:12.943258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:08:12.943265: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:08:12.943270: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:08:12.944092: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 12.1 - inference | batch=4, size=512x512: 118.8 ± 0.9 ms | |
| 12.2 - inference | batch=1, size=1024x1024: 143.2 ± 0.7 ms | |
| 12.3 - training | batch=4, size=256x256: 130.1 ± 0.3 ms | |
| 13/19. Nvidia-SPADE | |
| 2020-11-11 17:08:34.354428: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:08:34.354464: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:08:34.354484: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:08:34.354494: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:08:34.354503: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:08:34.354512: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:08:34.354521: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:08:34.354531: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:08:34.355285: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:08:34.355307: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:08:34.355313: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:08:34.355319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:08:34.356082: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 13.1 - inference | batch=5, size=128x128: 51.8 ± 0.4 ms | |
| 13.2 - training | batch=1, size=128x128: 88.6 ± 0.7 ms | |
| 14/19. ICNet | |
| 2020-11-11 17:08:50.175883: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:08:50.175918: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:08:50.175939: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:08:50.175948: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:08:50.175957: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:08:50.175966: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:08:50.175974: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:08:50.175984: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:08:50.176737: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:08:50.176763: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:08:50.176769: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:08:50.176774: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:08:50.177539: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 14.1 - inference | batch=5, size=1024x1536: 146.6 ± 0.7 ms | |
| 14.2 - training | batch=10, size=1024x1536: 450.4 ± 0.5 ms | |
| 15/19. PSPNet | |
| 2020-11-11 17:09:19.453292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:09:19.453328: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:09:19.453348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:09:19.453357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:09:19.453366: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:09:19.453374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:09:19.453383: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:09:19.453392: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:09:19.454144: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:09:19.454166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:09:19.454172: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:09:19.454178: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:09:19.454948: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 15.1 - inference | batch=5, size=720x720: 204.0 ± 0.7 ms | |
| 15.2 - training | batch=1, size=512x512: 93.3 ± 0.6 ms | |
| 16/19. DeepLab | |
| 2020-11-11 17:09:36.270615: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:09:36.270657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:09:36.270684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:09:36.270696: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:09:36.270708: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:09:36.270719: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:09:36.270730: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:09:36.270741: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:09:36.271504: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:09:36.271529: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:09:36.271536: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:09:36.271543: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:09:36.272319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 16.1 - inference | batch=2, size=512x512: 68.7 ± 0.5 ms | |
| 16.2 - training | batch=1, size=384x384: 81.4 ± 0.5 ms | |
| 17/19. Pixel-RNN | |
| 2020-11-11 17:09:52.425709: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:09:52.425745: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:09:52.425768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:09:52.425778: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:09:52.425789: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:09:52.425799: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:09:52.425810: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:09:52.425827: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:09:52.426604: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:09:52.426631: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:09:52.426638: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:09:52.426646: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:09:52.427425: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 17.1 - inference | batch=50, size=64x64: 305 ± 8 ms | |
| 17.2 - training | batch=10, size=64x64: 1015 ± 12 ms | |
| 18/19. LSTM-Sentiment | |
| 2020-11-11 17:11:25.841494: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:11:25.841536: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:11:25.841561: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:11:25.841571: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:11:25.841589: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:11:25.841605: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:11:25.841613: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:11:25.841622: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:11:25.844645: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:11:25.844680: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:11:25.844686: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:11:25.844691: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:11:25.845501: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 18.1 - inference | batch=100, size=1024x300: 330 ± 1 ms | |
| 18.2 - training | batch=10, size=1024x300: 430 ± 12 ms | |
| 19/19. GNMT-Translation | |
| 2020-11-11 17:11:48.564397: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.815 | |
| pciBusID: 0000:19:00.0 | |
| 2020-11-11 17:11:48.564432: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:11:48.564455: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:11:48.564464: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:11:48.564475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:11:48.564486: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:11:48.564501: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:11:48.564512: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:11:48.565257: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:11:48.565275: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:11:48.565281: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:11:48.565286: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:11:48.566055: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8145 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:19:00.0, compute capability: 8.6) | |
| 19.1 - inference | batch=1, size=1x20: 96.2 ± 0.9 ms | |
| Device Inference Score: 17645 | |
| Device Training Score: 18980 | |
| Device AI Score: 36625 | |
| >> AI-Benchmark-v.0.1.2 | |
| >> Let the AI Games begin.. | |
| 2020-11-11 17:13:19.658308: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2599990000 Hz | |
| 2020-11-11 17:13:19.659461: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x42495d0 initialized for platform Host (this does not guarantee that XLA will be used). Devices: | |
| 2020-11-11 17:13:19.659476: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version | |
| 2020-11-11 17:13:19.661119: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 | |
| 2020-11-11 17:13:19.762619: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x424ba40 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices: | |
| 2020-11-11 17:13:19.762647: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): GeForce RTX 3080, Compute Capability 8.6 | |
| 2020-11-11 17:13:19.763312: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:19.763341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:19.765522: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:19.766334: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:19.766554: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:19.768943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:19.769488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:19.769601: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:19.770685: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:19.770712: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:20.034534: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:13:20.034571: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:13:20.034576: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:13:20.035792: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 2020-11-11 17:13:20.037047: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:20.037075: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:20.037095: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:20.037104: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:20.037112: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:20.037120: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:20.037129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:20.037137: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:20.038153: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:20.038171: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:13:20.038176: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:13:20.038182: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:13:20.039206: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 2020-11-11 17:13:20.039941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:20.039960: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:20.039975: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:20.039983: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:20.039993: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:20.040003: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:20.040011: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:20.040020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:20.041033: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:20.041047: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:13:20.041053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:13:20.041058: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:13:20.042079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| * TF Version: 1.15.4 | |
| * Platform: Linux-5.4.0-52-generic-x86_64-with-Ubuntu-18.04-bionic | |
| * CPU: N/A | |
| * CPU RAM: 63 GB | |
| * GPU/0: GeForce RTX 3080 | |
| * GPU RAM: 7.8 GB | |
| * CUDA Version: 11.1 | |
| * CUDA Build: V11.1.74 | |
| The benchmark is running... | |
| The tests might take up to 20 minutes | |
| Please don't interrupt the script | |
| 1/19. MobileNet-V2 | |
| 2020-11-11 17:13:26.991308: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:26.991341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:26.991358: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:26.991367: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:26.991375: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:26.991385: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:26.991394: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:26.991412: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:26.992452: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:26.993437: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:26.993461: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:26.993476: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:26.993485: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:26.993493: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:26.993501: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:26.993510: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:26.993523: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:26.994578: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:26.994607: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:13:26.994614: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:13:26.994620: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:13:26.995695: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 2020-11-11 17:13:28.233417: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:29.596103: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 1.1 - inference | batch=50, size=224x224: 64.3 ± 142.0 ms | |
| 1.2 - training | batch=50, size=224x224: 218 ± 210 ms | |
| 2/19. Inception-V3 | |
| 2020-11-11 17:13:52.136430: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:13:52.136468: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:13:52.136490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:13:52.136499: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:13:52.136508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:13:52.136517: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:13:52.136526: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:13:52.136535: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:13:52.137288: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:13:52.137313: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:13:52.137319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:13:52.137325: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:13:52.138098: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 2.1 - inference | batch=20, size=346x346: 51.6 ± 3.5 ms | |
| 2.2 - training | batch=20, size=346x346: 126.6 ± 0.5 ms | |
| 3/19. Inception-V4 | |
| 2020-11-11 17:14:07.102147: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:14:07.102184: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:14:07.102207: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:14:07.102216: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:14:07.102225: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:14:07.102233: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:14:07.102241: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:14:07.102253: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:14:07.103045: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:14:07.103068: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:14:07.103074: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:14:07.103079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:14:07.103877: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 3.1 - inference | batch=10, size=346x346: 38.1 ± 0.3 ms | |
| 3.2 - training | batch=10, size=346x346: 160.2 ± 0.4 ms | |
| 4/19. Inception-ResNet-V2 | |
| 2020-11-11 17:14:25.256862: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:14:25.256897: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:14:25.256917: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:14:25.256925: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:14:25.256934: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:14:25.256942: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:14:25.256950: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:14:25.256959: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:14:25.257745: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:14:25.257772: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:14:25.257780: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:14:25.257784: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:14:25.258593: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 4.1 - inference | batch=10, size=346x346: 51.5 ± 0.7 ms | |
| 4.2 - training | batch=8, size=346x346: 167.3 ± 0.5 ms | |
| 5/19. ResNet-V2-50 | |
| 2020-11-11 17:14:52.537824: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:14:52.537859: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:14:52.537881: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:14:52.537889: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:14:52.537903: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:14:52.537912: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:14:52.537919: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:14:52.537928: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:14:52.538728: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:14:52.538754: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:14:52.538761: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:14:52.538766: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:14:52.539565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 5.1 - inference | batch=10, size=346x346: 27.3 ± 0.7 ms | |
| 5.2 - training | batch=10, size=346x346: 82.3 ± 0.5 ms | |
| 6/19. ResNet-V2-152 | |
| 2020-11-11 17:15:02.476257: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:15:02.476289: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:15:02.476309: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:15:02.476317: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:15:02.476324: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:15:02.476333: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:15:02.476341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:15:02.476358: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:15:02.477132: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:15:02.477158: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:15:02.477164: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:15:02.477170: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:15:02.477972: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 6.1 - inference | batch=10, size=256x256: 36.0 ± 0.2 ms | |
| 6.2 - training | batch=10, size=256x256: 145.5 ± 0.7 ms | |
| 7/19. VGG-16 | |
| 2020-11-11 17:15:23.695433: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:15:23.695471: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:15:23.695493: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:15:23.695502: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:15:23.695511: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:15:23.695519: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:15:23.695530: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:15:23.695543: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:15:23.696334: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:15:23.696360: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:15:23.696366: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:15:23.696372: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:15:23.697166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 7.1 - inference | batch=20, size=224x224: 46.3 ± 0.6 ms | |
| 2020-11-11 17:15:27.327238: W tensorflow/core/framework/cpu_allocator_impl.cc:81] Allocation of 411041792 exceeds 10% of system memory. | |
| 2020-11-11 17:15:27.483195: W tensorflow/core/framework/cpu_allocator_impl.cc:81] Allocation of 411041792 exceeds 10% of system memory. | |
| 2020-11-11 17:15:27.789007: W tensorflow/core/framework/cpu_allocator_impl.cc:81] Allocation of 411041792 exceeds 10% of system memory. | |
| 2020-11-11 17:15:27.944590: W tensorflow/core/framework/cpu_allocator_impl.cc:81] Allocation of 411041792 exceeds 10% of system memory. | |
| 2020-11-11 17:15:28.169532: W tensorflow/core/framework/cpu_allocator_impl.cc:81] Allocation of 411041792 exceeds 10% of system memory. | |
| 7.2 - training | batch=2, size=224x224: 64.3 ± 0.5 ms | |
| 8/19. SRCNN 9-5-5 | |
| 2020-11-11 17:15:32.938901: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:15:32.938940: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:15:32.938960: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:15:32.938969: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:15:32.938977: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:15:32.938985: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:15:32.938993: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:15:32.939002: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:15:32.939769: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:15:32.939792: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:15:32.939798: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:15:32.939804: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:15:32.940588: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 8.1 - inference | batch=10, size=512x512: 54.5 ± 4.0 ms | |
| 8.2 - inference | batch=1, size=1536x1536: 54.2 ± 0.4 ms | |
| 8.3 - training | batch=10, size=512x512: 135 ± 7 ms | |
| 9/19. VGG-19 Super-Res | |
| 2020-11-11 17:15:55.678941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:15:55.678972: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:15:55.678992: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:15:55.679000: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:15:55.679008: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:15:55.679015: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:15:55.679023: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:15:55.679032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:15:55.679797: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:15:55.679818: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:15:55.679825: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:15:55.679830: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:15:55.680624: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 9.1 - inference | batch=10, size=256x256: 59.8 ± 0.8 ms | |
| 9.2 - inference | batch=1, size=1024x1024: 102.8 ± 0.6 ms | |
| 9.3 - training | batch=10, size=224x224: 176.3 ± 0.9 ms | |
| 10/19. ResNet-SRGAN | |
| 2020-11-11 17:16:18.186756: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:16:18.186788: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:16:18.186807: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:16:18.186815: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:16:18.186822: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:16:18.186829: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:16:18.186837: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:16:18.186845: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:16:18.187604: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:16:18.187627: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:16:18.187633: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:16:18.187639: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:16:18.188435: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 10.1 - inference | batch=10, size=512x512: 66.5 ± 1.8 ms | |
| 10.2 - inference | batch=1, size=1536x1536: 63.3 ± 1.4 ms | |
| 10.3 - training | batch=5, size=512x512: 103.1 ± 0.9 ms | |
| 11/19. ResNet-DPED | |
| 2020-11-11 17:16:36.702263: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:16:36.702296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:16:36.702315: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:16:36.702323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:16:36.702331: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:16:36.702340: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:16:36.702348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:16:36.702357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:16:36.703212: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:16:36.703239: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:16:36.703245: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:16:36.703251: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:16:36.704043: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 11.1 - inference | batch=10, size=256x256: 67.2 ± 0.9 ms | |
| 11.2 - inference | batch=1, size=1024x1024: 122.4 ± 0.5 ms | |
| 11.3 - training | batch=15, size=128x128: 105.4 ± 0.5 ms | |
| 12/19. U-Net | |
| 2020-11-11 17:17:03.678634: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:17:03.678668: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:17:03.678686: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:17:03.678693: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:17:03.678701: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:17:03.678710: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:17:03.678719: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:17:03.678727: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:17:03.679576: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:17:03.679599: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:17:03.679605: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:17:03.679611: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:17:03.680480: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 12.1 - inference | batch=4, size=512x512: 117.3 ± 0.5 ms | |
| 12.2 - inference | batch=1, size=1024x1024: 141.1 ± 0.6 ms | |
| 12.3 - training | batch=4, size=256x256: 130.4 ± 0.5 ms | |
| 13/19. Nvidia-SPADE | |
| 2020-11-11 17:17:24.647385: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:17:24.647419: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:17:24.647437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:17:24.647445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:17:24.647452: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:17:24.647461: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:17:24.647469: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:17:24.647477: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:17:24.648242: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:17:24.648265: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:17:24.648271: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:17:24.648276: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:17:24.649062: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 13.1 - inference | batch=5, size=128x128: 50.9 ± 0.3 ms | |
| 13.2 - training | batch=1, size=128x128: 87.0 ± 0.6 ms | |
| 14/19. ICNet | |
| 2020-11-11 17:17:40.429806: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:17:40.429844: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:17:40.429872: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:17:40.429882: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:17:40.429901: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:17:40.429915: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:17:40.429929: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:17:40.429944: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:17:40.430740: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:17:40.430765: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:17:40.430772: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:17:40.430777: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:17:40.431564: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 14.1 - inference | batch=5, size=1024x1536: 138 ± 1 ms | |
| 14.2 - training | batch=10, size=1024x1536: 442 ± 3 ms | |
| 15/19. PSPNet | |
| 2020-11-11 17:18:09.403981: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:18:09.404015: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:18:09.404035: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:18:09.404043: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:18:09.404052: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:18:09.404061: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:18:09.404069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:18:09.404078: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:18:09.404869: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:18:09.404895: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:18:09.404901: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:18:09.404907: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:18:09.405696: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 15.1 - inference | batch=5, size=720x720: 202.1 ± 0.7 ms | |
| 15.2 - training | batch=1, size=512x512: 91.5 ± 0.5 ms | |
| 16/19. DeepLab | |
| 2020-11-11 17:18:26.213337: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:18:26.213370: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:18:26.213390: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:18:26.213398: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:18:26.213405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:18:26.213412: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:18:26.213420: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:18:26.213429: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:18:26.214210: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:18:26.214238: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:18:26.214245: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:18:26.214250: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:18:26.215050: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 16.1 - inference | batch=2, size=512x512: 68.5 ± 0.5 ms | |
| 16.2 - training | batch=1, size=384x384: 81.5 ± 0.5 ms | |
| 17/19. Pixel-RNN | |
| 2020-11-11 17:18:41.661295: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:18:41.661329: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:18:41.661349: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:18:41.661357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:18:41.661366: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:18:41.661375: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:18:41.661383: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:18:41.661399: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:18:41.662184: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:18:41.662210: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:18:41.662217: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:18:41.662222: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:18:41.663025: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 17.1 - inference | batch=50, size=64x64: 294 ± 7 ms | |
| 17.2 - training | batch=10, size=64x64: 961 ± 14 ms | |
| 18/19. LSTM-Sentiment | |
| 2020-11-11 17:20:11.907017: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:20:11.907063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:20:11.907094: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:20:11.907105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:20:11.907115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:20:11.907125: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:20:11.907135: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:20:11.907157: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:20:11.910236: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:20:11.910270: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:20:11.910277: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:20:11.910283: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:20:11.911359: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 18.1 - inference | batch=100, size=1024x300: 324 ± 2 ms | |
| 18.2 - training | batch=10, size=1024x300: 412 ± 6 ms | |
| 19/19. GNMT-Translation | |
| 2020-11-11 17:20:34.213415: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1665] Found device 0 with properties: | |
| name: GeForce RTX 3080 major: 8 minor: 6 memoryClockRate(GHz): 1.8 | |
| pciBusID: 0000:69:00.0 | |
| 2020-11-11 17:20:34.213452: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 | |
| 2020-11-11 17:20:34.213478: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 | |
| 2020-11-11 17:20:34.213488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 | |
| 2020-11-11 17:20:34.213498: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 | |
| 2020-11-11 17:20:34.213508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.11 | |
| 2020-11-11 17:20:34.213518: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 | |
| 2020-11-11 17:20:34.213529: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 | |
| 2020-11-11 17:20:34.214316: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1793] Adding visible gpu devices: 0 | |
| 2020-11-11 17:20:34.214341: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1206] Device interconnect StreamExecutor with strength 1 edge matrix: | |
| 2020-11-11 17:20:34.214349: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1212] 0 | |
| 2020-11-11 17:20:34.214356: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1225] 0: N | |
| 2020-11-11 17:20:34.215152: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1351] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 8034 MB memory) -> physical GPU (device: 0, name: GeForce RTX 3080, pci bus id: 0000:69:00.0, compute capability: 8.6) | |
| 19.1 - inference | batch=1, size=1x20: 91.5 ± 0.9 ms | |
| Device Inference Score: 18020 | |
| Device Training Score: 19392 | |
| Device AI Score: 37412 | |
| For more information and results, please visit http://ai-benchmark.com/alpha |
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