AWS 2023 VM Renewing: m7i & m7a - DeepSparse
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|
items_per_sec |
|
|
|
|
mean |
std |
flavor_name |
domain |
subdomain |
model |
|
|
m6a.8xlarge |
cv |
classification |
efficientnet-b0 |
4231.8 |
93.5 |
resnet_v1-50 |
749.1 |
9.9 |
detection |
yolov5-l |
39.0 |
0.3 |
yolov5-s |
152.7 |
2.3 |
nlp |
question_answering |
bert-base |
98.7 |
1.1 |
distilbert-none |
90.7 |
1.6 |
text_classification |
distilbert-none |
497.7 |
11.9 |
m6i.8xlarge |
cv |
classification |
efficientnet-b0 |
4703.0 |
62.0 |
resnet_v1-50 |
1206.5 |
3.3 |
detection |
yolov5-l |
67.1 |
1.1 |
yolov5-s |
298.8 |
2.4 |
nlp |
question_answering |
bert-base |
158.2 |
0.1 |
distilbert-none |
152.0 |
0.7 |
text_classification |
distilbert-none |
768.5 |
4.0 |
m7a.8xlarge |
cv |
classification |
efficientnet-b0 |
4003.6 |
12.4 |
resnet_v1-50 |
1558.4 |
12.3 |
detection |
yolov5-l |
85.9 |
0.2 |
yolov5-s |
362.2 |
1.3 |
nlp |
question_answering |
bert-base |
199.6 |
1.0 |
distilbert-none |
178.0 |
7.7 |
text_classification |
distilbert-none |
1042.4 |
34.6 |
m7i.8xlarge |
cv |
classification |
efficientnet-b0 |
5516.4 |
200.5 |
resnet_v1-50 |
1571.2 |
64.1 |
detection |
yolov5-l |
90.7 |
2.7 |
yolov5-s |
404.3 |
10.9 |
nlp |
question_answering |
bert-base |
178.9 |
3.4 |
distilbert-none |
178.7 |
10.0 |
text_classification |
distilbert-none |
992.1 |
44.1 |