4 Star 6 Fork 2

Gitee 极速下载 / kleveross-ormb

加入 Gitee
与超过 1200万 开发者一起发现、参与优秀开源项目,私有仓库也完全免费 :)
免费加入
此仓库是为了提升国内下载速度的镜像仓库,每日同步一次。 原始仓库: https://github.com/kleveross/ormb
克隆/下载
贡献代码
同步代码
取消
提示: 由于 Git 不支持空文件夾,创建文件夹后会生成空的 .keep 文件
Loading...
README
Apache-2.0

Build Status Coverage Status

English | 中文

ORMB 是一个用于管理机器学习模型的开源模型仓库。

ORMB 通过镜像仓库来分发模型,可以帮助用户更好的管理他们的机器学习 / 深度学习模型。通过 ORMB,模型能更易于创建、版本化、共享以及发布。

入门指南

您可以查看我们的使用示例视频或阅读下面的文字版说明。

asciicast

打开本地满足 ORMB 规范的模型文件夹(有关 ormbfile.yaml 的说明详见 文档):

# 查看本地文件目录结构
$ tree examples/SavedModel-fashion
examples/SavedModel-fashion
├── model
│   ├── saved_model.pb
│   └── variables
│       ├── variables.data-00000-of-00001
│       └── variables.index
├── ormbfile.yaml
└── training-serving.ipynb

2 directories, 5 files

接下来,我们可以将在本地训练好的模型推送到远端镜像仓库中:

# 将模型目录中的文件保存在本地文件系统的缓存中
$ ormb save <model directory> gaocegege/fashion_model:v1
ref:       gaocegege/fashion_model:v1
digest:    6b08cd25d01f71a09c1eb852b3a696ee2806abc749628de28a71b507f9eab996
size:      162.1 KiB
format:    SavedModel
v1: saved

# 将保存在缓存中的模型推送到远端仓库中
$ ormb push gaocegege/fashion_model:v1
The push refers to repository [gaocegege/fashion_model]
ref:       gaocegege/fashion_model:v1
digest:    6b08cd25d01f71a09c1eb852b3a696ee2806abc749628de28a71b507f9eab996
size:      162.1 KiB
format:    SavedModel
v1: pushed to remote (1 layer, 162.1 KiB total)

Harbor 为例,在 Harbor 镜像仓库中,我们可以看到这一模型的元数据等。

随后,我们可以在服务器上将模型下载下来。下载的过程也与推送到镜像仓库的方法类似。

# 从远端仓库拉取到服务器的本地缓存
$ ormb pull gaocegege/fashion_model:v1
v1: Pulling from gaocegege/fashion_model
ref:     gaocegege/fashion_model:v1
digest:  6b08cd25d01f71a09c1eb852b3a696ee2806abc749628de28a71b507f9eab996
size:    162.1 KiB
Status: Downloaded newer model for gaocegege/fashion_model:v1

# 将本地缓存的模型导出到当前目录
$ ormb export gaocegege/fashion_model:v1
ref:     localhost/gaocegege/fashion_model:v1
digest:  6b08cd25d01f71a09c1eb852b3a696ee2806abc749628de28a71b507f9eab996
size:    162.1 KiB

# 查看本地文件目录结构
$ tree examples/SavedModel-fashion
examples/SavedModel-fashion
├── model
│   ├── saved_model.pb
│   └── variables
│       ├── variables.data-00000-of-00001
│       └── variables.index
├── ormbfile.yaml
└── training-serving.ipynb

2 directories, 5 files

安装

安装镜像仓库

ORMB 使用镜像仓库存储模型,您可以选择 安装 Harbor 或者 使用 Docker Registry。此处推荐使用 Harbor。

安装 ORMB

您可以安装预编译的二进制文件,或是从源代码进行编译。

安装二进制文件

releases 页面中下载预编译的二进制文件并且将其复制到所需的位置。

从源代码编译

下载源码:

$ git clone https://github.com/kleveross/ormb
$ cd ormb

安装依赖:

$ go mod tidy

编译:

$ make build-local

验证运行:

$ ./bin/ormb --help

深入了解

为什么选择 ORMB

详见 ormb 介绍

官方文档

详见 ormb 文档

使用教程

OCI 模型配置规范

请查阅 spec_v1alpha1.md

社区

ormb 是 Klever 云原生机器学习平台的子项目。

Klever 的 Slack 是 klever.slack.com,请点击 邀请链接 加入 Slack 讨论。

Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. "Object" form shall mean any form resulting from mechanical transformation or translation of a Source form, including but not limited to compiled object code, generated documentation, and conversions to other media types. "Work" shall mean the work of authorship, whether in Source or Object form, made available under the License, as indicated by a copyright notice that is included in or attached to the work (an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original work of authorship. For the purposes of this License, Derivative Works shall not include works that remain separable from, or merely link (or bind by name) to the interfaces of, the Work and Derivative Works thereof. "Contribution" shall mean any work of authorship, including the original version of the Work and any modifications or additions to that Work or Derivative Works thereof, that is intentionally submitted to Licensor for inclusion in the Work by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, "submitted" means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Work, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as "Not a Contribution." "Contributor" shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Work. 2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare Derivative Works of, publicly display, publicly perform, sublicense, and distribute the Work and such Derivative Works in Source or Object form. 3. Grant of Patent License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this section) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Work, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Work to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Work or a Contribution incorporated within the Work constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for that Work shall terminate as of the date such litigation is filed. 4. Redistribution. You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions for use, reproduction, or distribution of Your modifications, or for any such Derivative Works as a whole, provided Your use, reproduction, and distribution of the Work otherwise complies with the conditions stated in this License. 5. Submission of Contributions. Unless You explicitly state otherwise, any Contribution intentionally submitted for inclusion in the Work by You to the Licensor shall be under the terms and conditions of this License, without any additional terms or conditions. Notwithstanding the above, nothing herein shall supersede or modify the terms of any separate license agreement you may have executed with Licensor regarding such Contributions. 6. Trademarks. This License does not grant permission to use the trade names, trademarks, service marks, or product names of the Licensor, except as required for reasonable and customary use in describing the origin of the Work and reproducing the content of the NOTICE file. 7. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Work (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Work and assume any risks associated with Your exercise of permissions under this License. 8. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Work (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages. 9. Accepting Warranty or Additional Liability. While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [yyyy] [name of copyright owner] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

简介

Klever 是一个支持 OCI(Open Container Initiative)标准存储训练模型、支持在线模型服务部署的云原生机器学习平台 展开 收起
C/C++
Apache-2.0
取消

发行版

暂无发行版

贡献者

全部

近期动态

加载更多
不能加载更多了
C/C++
1
https://gitee.com/mirrors/kleveross-ormb.git
git@gitee.com:mirrors/kleveross-ormb.git
mirrors
kleveross-ormb
kleveross-ormb
master

搜索帮助