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Results from GH action on NVIDIA_RTX4090x2
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@arjunsuresh
arjunsuresh committed Dec 29, 2024
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6 changes: 3 additions & 3 deletions ...-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/README.md
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Expand Up @@ -19,7 +19,7 @@ pip install -U cmind

cm rm cache -f

cm pull repo mlcommons@mlperf-automations --checkout=467517e4a572872046058e394a0d83512cfff38b
cm pull repo mlcommons@mlperf-automations --checkout=c52956b27fa8d06ec8db53f885e1f05021e379e9

cm run script \
--tags=app,mlperf,inference,generic,_nvidia,_bert-99,_tensorrt,_cuda,_valid,_r4.1-dev_default,_offline \
Expand Down Expand Up @@ -71,7 +71,7 @@ cm run script \
--env.CM_DOCKER_REUSE_EXISTING_CONTAINER=yes \
--env.CM_DOCKER_DETACHED_MODE=yes \
--env.CM_MLPERF_INFERENCE_RESULTS_DIR_=/home/arjun/gh_action_results/valid_results \
--env.CM_DOCKER_CONTAINER_ID=0ea02743d854 \
--env.CM_DOCKER_CONTAINER_ID=6733602d12a8 \
--env.CM_MLPERF_LOADGEN_COMPLIANCE_TEST=TEST01 \
--add_deps_recursive.compiler.tags=gcc \
--add_deps_recursive.coco2014-original.tags=_full \
Expand Down Expand Up @@ -129,4 +129,4 @@ Model Precision: int8
`F1`: `90.15674`, Required accuracy for closed division `>= 89.96526`

### Performance Results
`Samples per second`: `8277.86`
`Samples per second`: `8237.36`
76 changes: 38 additions & 38 deletions ...nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy_console.out
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@@ -1,7 +1,7 @@
[2024-12-27 20:25:43,536 main.py:229 INFO] Detected system ID: KnownSystem.RTX4090x2
[2024-12-27 20:25:44,069 generate_conf_files.py:107 INFO] Generated measurements/ entries for RTX4090x2_TRT/bert-99/Offline
[2024-12-27 20:25:44,069 __init__.py:46 INFO] Running command: ./build/bin/harness_bert --logfile_outdir="/cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy" --logfile_prefix="mlperf_log_" --performance_sample_count=10833 --test_mode="AccuracyOnly" --gpu_batch_size=256 --mlperf_conf_path="/home/cmuser/CM/repos/local/cache/6c5d0d8c0f4f47c1/inference/mlperf.conf" --tensor_path="build/preprocessed_data/squad_tokenized/input_ids.npy,build/preprocessed_data/squad_tokenized/segment_ids.npy,build/preprocessed_data/squad_tokenized/input_mask.npy" --use_graphs=false --user_conf_path="/home/cmuser/CM/repos/mlcommons@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/3ef477688d004a39a48da5ba31ae9c98.conf" --gpu_inference_streams=2 --gpu_copy_streams=2 --gpu_engines="./build/engines/RTX4090x2/bert/Offline/bert-Offline-gpu-int8_S_384_B_256_P_2_vs.custom_k_99_MaxP.plan" --scenario Offline --model bert
[2024-12-27 20:25:44,069 __init__.py:53 INFO] Overriding Environment
[2024-12-28 20:41:21,631 main.py:229 INFO] Detected system ID: KnownSystem.RTX4090x2
[2024-12-28 20:41:22,190 generate_conf_files.py:107 INFO] Generated measurements/ entries for RTX4090x2_TRT/bert-99/Offline
[2024-12-28 20:41:22,190 __init__.py:46 INFO] Running command: ./build/bin/harness_bert --logfile_outdir="/cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy" --logfile_prefix="mlperf_log_" --performance_sample_count=10833 --test_mode="AccuracyOnly" --gpu_batch_size=256 --mlperf_conf_path="/home/cmuser/CM/repos/local/cache/10b872089277481d/inference/mlperf.conf" --tensor_path="build/preprocessed_data/squad_tokenized/input_ids.npy,build/preprocessed_data/squad_tokenized/segment_ids.npy,build/preprocessed_data/squad_tokenized/input_mask.npy" --use_graphs=false --user_conf_path="/home/cmuser/CM/repos/mlcommons@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/733a046654da43acb8b34def0e921432.conf" --gpu_inference_streams=2 --gpu_copy_streams=2 --gpu_engines="./build/engines/RTX4090x2/bert/Offline/bert-Offline-gpu-int8_S_384_B_256_P_2_vs.custom_k_99_MaxP.plan" --scenario Offline --model bert
[2024-12-28 20:41:22,190 __init__.py:53 INFO] Overriding Environment
benchmark : Benchmark.BERT
buffer_manager_thread_count : 0
coalesced_tensor : True
Expand All @@ -11,8 +11,8 @@ gpu_copy_streams : 2
gpu_inference_streams : 2
input_dtype : int32
input_format : linear
log_dir : /home/cmuser/CM/repos/local/cache/94a57f78972843c6/repo/closed/NVIDIA/build/logs/2024.12.27-20.25.42
mlperf_conf_path : /home/cmuser/CM/repos/local/cache/6c5d0d8c0f4f47c1/inference/mlperf.conf
log_dir : /home/cmuser/CM/repos/local/cache/94a57f78972843c6/repo/closed/NVIDIA/build/logs/2024.12.28-20.41.20
mlperf_conf_path : /home/cmuser/CM/repos/local/cache/10b872089277481d/inference/mlperf.conf
offline_expected_qps : 0.0
precision : int8
preprocessed_data_dir : /home/cmuser/CM/repos/local/cache/4db00c74da1e44c8/preprocessed_data
Expand All @@ -21,7 +21,7 @@ system : SystemConfiguration(host_cpu_conf=CPUConfiguration(layout={CPU(name='In
tensor_path : build/preprocessed_data/squad_tokenized/input_ids.npy,build/preprocessed_data/squad_tokenized/segment_ids.npy,build/preprocessed_data/squad_tokenized/input_mask.npy
test_mode : AccuracyOnly
use_graphs : False
user_conf_path : /home/cmuser/CM/repos/mlcommons@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/3ef477688d004a39a48da5ba31ae9c98.conf
user_conf_path : /home/cmuser/CM/repos/mlcommons@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/733a046654da43acb8b34def0e921432.conf
system_id : RTX4090x2
config_name : RTX4090x2_bert_Offline
workload_setting : WorkloadSetting(HarnessType.Custom, AccuracyTarget.k_99, PowerSetting.MaxP)
Expand All @@ -34,8 +34,8 @@ skip_file_checks : True
power_limit : None
cpu_freq : None
&&&& RUNNING BERT_HARNESS # ./build/bin/harness_bert
I1227 20:25:44.119817 20262 main_bert.cc:163] Found 2 GPUs
I1227 20:25:44.249424 20262 bert_server.cc:147] Engine Path: ./build/engines/RTX4090x2/bert/Offline/bert-Offline-gpu-int8_S_384_B_256_P_2_vs.custom_k_99_MaxP.plan
I1228 20:41:22.237586 20263 main_bert.cc:163] Found 2 GPUs
I1228 20:41:22.367789 20263 bert_server.cc:147] Engine Path: ./build/engines/RTX4090x2/bert/Offline/bert-Offline-gpu-int8_S_384_B_256_P_2_vs.custom_k_99_MaxP.plan
[I] [TRT] Loaded engine size: 414 MiB
[I] [TRT] Loaded engine size: 414 MiB
[W] [TRT] Using an engine plan file across different models of devices is not recommended and is likely to affect performance or even cause errors.
Expand All @@ -45,53 +45,53 @@ I1227 20:25:44.249424 20262 bert_server.cc:147] Engine Path: ./build/engines/RTX
[I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +6, GPU +8, now: CPU 737, GPU 969 (MiB)
[I] [TRT] [MemUsageChange] Init cuDNN: CPU +1, GPU +10, now: CPU 738, GPU 979 (MiB)
[I] [TRT] [MemUsageChange] TensorRT-managed allocation in engine deserialization: CPU +1, GPU +291, now: CPU 1, GPU 581 (MiB)
I1227 20:25:44.739281 20262 bert_server.cc:208] Engines Creation Completed
I1227 20:25:44.759653 20262 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1227 20:25:44.759660 20262 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1227 20:25:44.759663 20262 bert_core_vs.cc:415] Engine - Profile 0 maxDims 98304 Bmax=256 Smax=384
I1228 20:41:22.845306 20263 bert_server.cc:208] Engines Creation Completed
I1228 20:41:22.863188 20263 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1228 20:41:22.863198 20263 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1228 20:41:22.863202 20263 bert_core_vs.cc:415] Engine - Profile 0 maxDims 98304 Bmax=256 Smax=384
[I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +8, now: CPU 324, GPU 1901 (MiB)
[I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU +8, now: CPU 324, GPU 1909 (MiB)
I1227 20:25:44.826346 20262 bert_core_vs.cc:426] Setting Opt.Prof. to 0
I1227 20:25:44.826371 20262 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1228 20:41:22.928879 20263 bert_core_vs.cc:426] Setting Opt.Prof. to 0
I1228 20:41:22.928902 20263 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
[I] [TRT] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +0, GPU +0, now: CPU 1, GPU 581 (MiB)
I1227 20:25:44.827178 20262 bert_core_vs.cc:476] Setup complete
I1227 20:25:44.827324 20262 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1227 20:25:44.827328 20262 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1227 20:25:44.827332 20262 bert_core_vs.cc:415] Engine - Profile 0 maxDims 98304 Bmax=256 Smax=384
I1228 20:41:22.929729 20263 bert_core_vs.cc:476] Setup complete
I1228 20:41:22.929889 20263 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1228 20:41:22.929893 20263 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1228 20:41:22.929896 20263 bert_core_vs.cc:415] Engine - Profile 0 maxDims 98304 Bmax=256 Smax=384
[I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +8, now: CPU 447, GPU 1645 (MiB)
[I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU +8, now: CPU 447, GPU 1653 (MiB)
I1227 20:25:44.893194 20262 bert_core_vs.cc:426] Setting Opt.Prof. to 0
I1227 20:25:44.893208 20262 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1228 20:41:22.995138 20263 bert_core_vs.cc:426] Setting Opt.Prof. to 0
I1228 20:41:22.995153 20263 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
[I] [TRT] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +0, GPU +0, now: CPU 1, GPU 581 (MiB)
I1227 20:25:44.894070 20262 bert_core_vs.cc:476] Setup complete
I1227 20:25:44.894234 20262 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1227 20:25:44.894239 20262 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1227 20:25:44.894243 20262 bert_core_vs.cc:415] Engine - Profile 1 maxDims 98304 Bmax=256 Smax=384
I1228 20:41:22.995955 20263 bert_core_vs.cc:476] Setup complete
I1228 20:41:22.996120 20263 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1228 20:41:22.996124 20263 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1228 20:41:22.996127 20263 bert_core_vs.cc:415] Engine - Profile 1 maxDims 98304 Bmax=256 Smax=384
[I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +8, now: CPU 570, GPU 2715 (MiB)
[I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU +10, now: CPU 570, GPU 2725 (MiB)
I1227 20:25:44.957968 20262 bert_core_vs.cc:426] Setting Opt.Prof. to 1
I1228 20:41:23.060681 20263 bert_core_vs.cc:426] Setting Opt.Prof. to 1
[I] [TRT] Could not set default profile 0 for execution context. Profile index must be set explicitly.
[I] [TRT] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +1, GPU +0, now: CPU 2, GPU 581 (MiB)
I1227 20:25:44.958278 20262 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1227 20:25:44.959084 20262 bert_core_vs.cc:476] Setup complete
I1227 20:25:44.959231 20262 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1227 20:25:44.959236 20262 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1227 20:25:44.959239 20262 bert_core_vs.cc:415] Engine - Profile 1 maxDims 98304 Bmax=256 Smax=384
I1228 20:41:23.061033 20263 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1228 20:41:23.061902 20263 bert_core_vs.cc:476] Setup complete
I1228 20:41:23.062060 20263 bert_core_vs.cc:385] Engine - Device Memory requirements: 704644608
I1228 20:41:23.062063 20263 bert_core_vs.cc:393] Engine - Number of Optimization Profiles: 2
I1228 20:41:23.062067 20263 bert_core_vs.cc:415] Engine - Profile 1 maxDims 98304 Bmax=256 Smax=384
[I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +8, now: CPU 693, GPU 2459 (MiB)
[I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU +10, now: CPU 693, GPU 2469 (MiB)
I1227 20:25:45.022871 20262 bert_core_vs.cc:426] Setting Opt.Prof. to 1
I1228 20:41:23.127297 20263 bert_core_vs.cc:426] Setting Opt.Prof. to 1
[I] [TRT] Could not set default profile 0 for execution context. Profile index must be set explicitly.
[I] [TRT] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +0, GPU +0, now: CPU 2, GPU 581 (MiB)
I1227 20:25:45.023195 20262 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1227 20:25:45.024029 20262 bert_core_vs.cc:476] Setup complete
I1227 20:25:45.478945 20262 main_bert.cc:184] Starting running actual test.
I1227 20:25:46.866901 20262 main_bert.cc:190] Finished running actual test.
I1228 20:41:23.127616 20263 bert_core_vs.cc:444] Context creation complete. Max supported batchSize: 256
I1228 20:41:23.128468 20263 bert_core_vs.cc:476] Setup complete
I1228 20:41:23.583055 20263 main_bert.cc:184] Starting running actual test.
I1228 20:41:24.961525 20263 main_bert.cc:190] Finished running actual test.

No warnings encountered during test.

No errors encountered during test.
[2024-12-27 20:25:47,087 run_harness.py:166 INFO] Result: Accuracy run detected.
[2024-12-27 20:25:47,088 __init__.py:46 INFO] Running command: PYTHONPATH=code/bert/tensorrt/helpers python3 /home/cmuser/CM/repos/local/cache/94a57f78972843c6/repo/closed/NVIDIA/build/inference/language/bert/accuracy-squad.py --log_file /cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy/mlperf_log_accuracy.json --vocab_file build/models/bert/vocab.txt --val_data /home/cmuser/CM/repos/local/cache/4db00c74da1e44c8/data/squad/dev-v1.1.json --out_file /cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy/predictions.json --output_dtype float16
[2024-12-28 20:41:25,182 run_harness.py:166 INFO] Result: Accuracy run detected.
[2024-12-28 20:41:25,182 __init__.py:46 INFO] Running command: PYTHONPATH=code/bert/tensorrt/helpers python3 /home/cmuser/CM/repos/local/cache/94a57f78972843c6/repo/closed/NVIDIA/build/inference/language/bert/accuracy-squad.py --log_file /cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy/mlperf_log_accuracy.json --vocab_file build/models/bert/vocab.txt --val_data /home/cmuser/CM/repos/local/cache/4db00c74da1e44c8/data/squad/dev-v1.1.json --out_file /cm-mount/home/arjun/gh_action_results/valid_results/RTX4090x2-nvidia_original-gpu-tensorrt-vdefault-default_config/bert-99/offline/accuracy/predictions.json --output_dtype float16
{"exact_match": 82.81929990539263, "f1": 90.15673510616978}
Reading examples...
Loading cached features from 'eval_features.pickle'...
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