In this repo we have implemented example pipelines from three previous work and also some of our own imagined pipelines
Also some pipelines were adaptod from industrial MLaaS products like:
Model sources:
audio and text models
Source:
For image models
Source:
Selected variats family For each pipeline selected variants refer to its own READMD file. But in general following previous works like INFaaS, Cocktail, Morphling and MLPerf
INFaaS
Model - Task - #Varaint alexnet densenet121 densenet169 densenet201 mobilenetv1 mobilenetv2 nasnetmobile resnet101 resnet101v2 resnet152 resnet152v2 resnet50 resnet50v2 resnext101 resnext50 vgg16 vgg19 inception-resnetv2 inceptionv3 xception nasnetlarge gnmt
Cocktail
Text Albert-base CodeBert DistilBert Albert-large XLNet Bert Roberta Albert-xlarge Albert-xxlarge
Image Classification Squeezenet MobileNEt Inception Resnet50 ResNet18 DenseNet-201 DenseNet-121 Xxception NasNet InceptionResnetV2
Morphling
Model type - model - # of models Img. Class.
ResNet (5), NASNet (2), VGG (2), Inception (2), DenseNet (1), MobileNet (2), EfficientNet (7),
Lang. Mod.
BERT (2), ALBERT (4), ELMo (1), NNLM (2), Small BERT (4), Word2vec (2), ELECTRA (2), Universal Sentence Encoder (4)