ormb is an open-source model registry to manage machine learning model.
ormb helps you manage your Machine Learning/Deep Learning models. It makes your models easy to create, version, share and publish.
You can install the pre-compiled binary, or compile from source.
Download the pre-compiled binaries from the releases page and copy to the desired location.
Clone:
$ git clone https://github.com/caicloud/ormb
$ cd ormb
Get the dependencies:
$ go mod tidy
Build:
$ make build-local
Verify it works:
$ ./bin/ormb --help
$ ormb save ./resnet_v2_fp32_savedmodel_NCHW caicloud/resnetv2:v1
ref: caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
format: SavedModel
v1: saved$ ormb push caicloud/resnetv2:v1
The push refers to repository [caicloud/resnetv2]
ref: caicloud/resnetv2:v1
digest: f51973c855608ab06d8f5e4333925a635f87f01ff992ffc5f9988f26d1da24e9
size: 90.6 MiB
format: SavedModel
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
format: SavedModel
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
2 directories, 3 filesPlease have a look at docs/tutorial.md
Please have a look at docs/tutorial-serving-seldon.md
Please have a look at docs/spec.md
ormb 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.