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Managing Machine Learning/Deep Learning Models like Docker Images.
ormb helps you manage your Machine Learning/Deep Learning models. It makes your models easy to create, version, share and publish.
ormb can publish models by reading the information from a ormbfile.yaml. A ormbfile.yaml is a text document that contains all the information about the model.
go install github.com/caicloud/ormb$ ormb save ./resnet_v2_fp32_savedmodel_NCHW caicloud/resnetv2:v1
ref: caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
v1: saved$ ormb push caicloud/resnetv2:v1
The push refers to repository [caicloud/resnetv2]
ref: caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
v1: pushed to remote (1 layer, 90.6 MiB total)$ ormb pull caicloud/resnetv2:v1
v1: Pulling from caicloud/resnetv2
ref: caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
Status: Downloaded newer model for caicloud/resnetv2:v1$ ormb export caicloud/resnetv2:v1
ref: localhost:5000/caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
$ tree ./resnet_v2_fp32_savedmodel_NCHW
resnet_v2_fp32_savedmodel_NCHW
├── 1538687196
│ ├── saved_model.pb
│ └── variables
│ ├── variables.data-00000-of-00001
│ └── variables.index
└── ormbfile.yaml
2 directories, 4 filesormb project is part of Clever, a Cloud Native Machine Learning platform. We are going to open source a community edition soon.
The Clever slack workspace is caicloud-clever.slack.com. To join, click this invitation to our Slack workspace.