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Docker Benchmarks

ROCm ONNXRuntime Model Benchmarks#

ort-models#

Introduction#

Run the rocm onnxruntime model training benchmarks packaged in docker superbench/benchmark:rocm4.3.1-onnxruntime1.9.0 which includes Bert-large, Distilbert-base, GPT-2, facebook/Bart-large and Roberta-large.

Metrics#

NameUnitDescription
onnxruntime-ort-models/bert_large_uncased_ngpu_1_train_throughputthroughput (samples/s)The throughput of bert large uncased model on 1 GPU.
onnxruntime-ort-models/bert_large_uncased_ngpu_8_train_throughputthroughput (samples/s)The throughput of bert large uncased model on 8 GPU.
onnxruntime-ort-models/distilbert_base_uncased_ngpu_1_train_throughputthroughput (samples/s)The throughput of distilbert base uncased model on 1 GPU.
onnxruntime-ort-models/distilbert_base_uncased_ngpu_8_train_throughputthroughput (samples/s)The throughput of distilbert base uncased model on 8 GPU.
onnxruntime-ort-models/gpt2_ngpu_1_train_throughputthroughput (samples/s)The throughput of gpt2 model on 1 GPU.
onnxruntime-ort-models/gpt2_ngpu_8_train_throughputthroughput (samples/s)The throughput of gpt2 model on 8 GPU.
onnxruntime-ort-models/facebook_bart_large_ngpu_1_train_throughputthroughput (samples/s)The throughput of facebook bart large model on 1 GPU.
onnxruntime-ort-models/facebook_bart_large_ngpu_8_train_throughputthroughput (samples/s)The throughput of facebook bart large model on 8 GPU.
onnxruntime-ort-models/roberta_large_ngpu_1_train_throughputthroughput (samples/s)The throughput of roberta large model on 1 GPU.
onnxruntime-ort-models/roberta_large_ngpu_8_train_throughputthroughput (samples/s)The throughput of roberta large model on 8 GPU.