From 6e79da8d30a3289cc3ead42c84baa01382c3b53e Mon Sep 17 00:00:00 2001 From: Gaius Date: Thu, 21 Nov 2024 10:47:59 +0800 Subject: [PATCH] feat: init commit Signed-off-by: Ricardo Aravena Signed-off-by: Steven Zou Signed-off-by: Wang Yan Signed-off-by: Peng Tao Signed-off-by: Chlins Zhang Signed-off-by: Zhao Chen Signed-off-by: Gaius --- .github/workflows/lint.yml | 36 +++++++ .gitignore | 56 ++++++++++ .golangci.yml | 35 +++++++ .markdownlint.yml | 6 ++ LICENSE | 201 ++++++++++++++++++++++++++++++++++++ README.md | 31 ++++++ docs/annotations.md | 40 +++++++ docs/img/build-and-push.png | Bin 0 -> 503693 bytes docs/img/infra-trends.png | Bin 0 -> 1992216 bytes docs/img/manifest.svg | 4 + docs/img/pull-and-serve.png | Bin 0 -> 263832 bytes docs/spec.md | 69 +++++++++++++ go.mod | 3 + specs-go/v1/annotations.go | 98 ++++++++++++++++++ specs-go/v1/mediatype.go | 31 ++++++ 15 files changed, 610 insertions(+) create mode 100644 .github/workflows/lint.yml create mode 100644 .gitignore create mode 100644 .golangci.yml create mode 100644 .markdownlint.yml create mode 100644 LICENSE create mode 100644 README.md create mode 100644 docs/annotations.md create mode 100644 docs/img/build-and-push.png create mode 100644 docs/img/infra-trends.png create mode 100644 docs/img/manifest.svg create mode 100644 docs/img/pull-and-serve.png create mode 100644 docs/spec.md create mode 100644 go.mod create mode 100644 specs-go/v1/annotations.go create mode 100644 specs-go/v1/mediatype.go diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml new file mode 100644 index 0000000..3da01ab --- /dev/null +++ b/.github/workflows/lint.yml @@ -0,0 +1,36 @@ +name: Lint + +on: + push: + branches: [main, release-*] + pull_request: + branches: [main, release-*] + +permissions: + contents: read + +jobs: + lint: + name: Lint + runs-on: ubuntu-latest + timeout-minutes: 30 + steps: + - name: Checkout code + uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 + + - uses: actions/setup-go@0a12ed9d6a96ab950c8f026ed9f722fe0da7ef32 + with: + go-version-file: go.mod + cache: false + + - name: Golangci lint + uses: golangci/golangci-lint-action@v6 + with: + version: v1.61 + args: --verbose + + - name: Markdown lint + uses: docker://avtodev/markdown-lint:v1@sha256:6aeedc2f49138ce7a1cd0adffc1b1c0321b841dc2102408967d9301c031949ee + with: + config: '.markdownlint.yml' + args: '**/*.md' diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..71cce7a --- /dev/null +++ b/.gitignore @@ -0,0 +1,56 @@ +# Binaries for programs and plugins +*.exe +*.exe~ + +# Test binary, built with `go test -c` +*.test + +# Output of the go coverage tool, specifically when used with LiteIDE +*.out + +# Dependency directories (remove the comment below to include it) +vendor/ +.idea +.vscode +.cache +*.DS_Store +target/ +scheduler/test/misc +manager/dist/* +!manager/dist/.gitkeep +.chglog + +# vscode +.vscode/* +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json +*.code-workspace + +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk diff --git a/.golangci.yml b/.golangci.yml new file mode 100644 index 0000000..43f886a --- /dev/null +++ b/.golangci.yml @@ -0,0 +1,35 @@ +run: + deadline: 3m + modules-download-mode: readonly + +linters-settings: + gocyclo: + min-complexity: 100 + gci: + sections: + - standard + - default + +issues: + new: true + exclude-rules: + - linters: + - staticcheck + text: "SA1019:" + +linters: + disable-all: true + enable: + - gci + - gofmt + - misspell + - govet + - goconst + - gocyclo + - staticcheck + - errcheck + +output: + format: colored-line-number + print-issued-lines: true + print-linter-name: true diff --git a/.markdownlint.yml b/.markdownlint.yml new file mode 100644 index 0000000..abd9eec --- /dev/null +++ b/.markdownlint.yml @@ -0,0 +1,6 @@ +MD010: false + +MD013: false + +MD046: + style: "fenced" diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..261eeb9 --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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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. diff --git a/README.md b/README.md new file mode 100644 index 0000000..18fad20 --- /dev/null +++ b/README.md @@ -0,0 +1,31 @@ +# CNAI Model Format Specification + +[![GoDoc](https://godoc.org/github.com/CloudNativeAI/model-spec?status.svg)](https://godoc.org/github.com/CloudNativeAI/model-spec) + +The Cloud Native Artifacial Intelligence (CNAI) Model Specification aims to provide a standard way to package, distribute and run AI models in a cloud native environment. + +## Rationale + +Looking back in history, there are clear trends in the evolution of infrastructure. At first, there is the machine centric infrastructure age. GNU/Linux was born there and we saw a boom of Linux distributions then. Then comes the Virtual Machine centric infrastructure age, where we saw the rise of cloud computing and the development of virtualization technologies. The third age is the container centric infrastructure, and we saw the rise of container technologies like Docker and Kubernetes. The fourth age, which has just begun, is the AI model centric infrastructure age, where we will see a burst of technologies and projects around AI model development and deployment. + +![img](docs/img/infra-trends.png) + +Each of the new ages has brought new technologies and new ways of thinking. The container centric infrastructure has brought us the OCI image specification, which has become the standard for packaging and distributing software. The AI model centric infrastructure will bring us new ways of packaging and distributing AI models. The model specification is an attempt to define a standard to help package, distribute and run AI models in a cloud native environment. + +## Current Work + +The specification, provides a compatible way to package and distribute models based on the current [OCI image specification](https://github.com/opencontainers/image-spec/) and [the artifacts guidelines](https://github.com/opencontainers/image-spec/blob/main/manifest.md#guidelines-for-artifact-usage). For compatibility reasons, it only contains part of the model metadata, and handles model artifacts as opaque binaries. However, it provides a convient way to package AI models in the container image format and can be used as [OCI volume sources](https://github.com/kubernetes/enhancements/issues/4639) in Kubernetes environments. + +For details, please see [the specification](docs/spec.md). + +## LICENSE + +Apache 2.0 License. Please see [LICENSE](LICENSE) for more information. + +## Contributing + +Any feedback, suggestions, and contributions are welcome. Please feel free to open an issue or pull request. + +Especially, we look forward to integrating the model specification with different model registry implementations (like [Harbor](https://goharbor.io/) and [Kubeflow model registry](https://www.kubeflow.org/docs/components/model-registry/overview/)), as well as existing model centric infrastructure projects like [Huggingface](https://huggingface.co/), [KitOps](https://kitops.ml/), [Kubeflow](https://www.kubeflow.org/), [Lepton](https://www.lepton.ai/), [Ollama](https://github.com/ollama/ollama), [ORAS](https://oras.land/), and others. + +Enjoy! diff --git a/docs/annotations.md b/docs/annotations.md new file mode 100644 index 0000000..b0d8c19 --- /dev/null +++ b/docs/annotations.md @@ -0,0 +1,40 @@ +# Annotations + +This property contains arbitrary metadata, and SHOULD follow the rules of [OCI image annotations](https://github.com/opencontainers/image-spec/blob/main/annotations.md). + +## Pre-defined Annotation Keys + +### Manifest Annotation Keys + +#### Model-common Annotation Keys + +- **`org.cnai.model.created`**: Date and time on which the model was built, conforming to [RFC 3339](https://tools.ietf.org/html/rfc3339#section-5.6). +- **`org.cnai.model.authors`**: Contact details of the people or organization responsible for the model (freeform string). +- **`org.cnai.model.url`**: URL to find more information on the model (string). +- **`org.cnai.model.documentation`**: URL to get documentation on the model (string). +- **`org.cnai.model.source`**: URL to get source code for building the model (string). +- **`org.cnai.model.version`**: Version of the model. +- **`org.cnai.model.revision`**: Source control revision identifier for the model. +- **`org.cnai.model.vendor`**: Name of the distributing entity, organization or individual. +- **`org.cnai.model.licenses`**: License(s) under which contained software is distributed as an [SPDX License Expression](https://spdx.github.io/spdx-spec/v2.3/SPDX-license-expressions/). +- **`org.cnai.model.ref.name`**: Name of the reference for a target (string). +- **`org.cnai.model.title`**: Human-readable title of the model (string). +- **`org.cnai.model.description`**: Human-readable description of the software packaged in the model (string). + +#### Model-specific Annotation Keys + +- **`org.cnai.model.architecture`**: Model architecture (string), such as `transformer`, `cnn`, `rnn`, etc. +- **`org.cnai.model.family`**: Model family (string), such as `llama3`, `gpt2`, `qwen2`, etc. +- **`org.cnai.model.name`**: Model name (string), such as `llama3-8b-instruct`, `gpt2-xl`, `qwen2-vl-72b-instruct`, etc. +- **`org.cnai.model.format`**: Model format (string), such as `onnx`, `tensorflow`, `pytorch`, etc. +- **`org.cnai.model.param.size`**: Number of parameters in the model (integer). +- **`org.cnai.model.precision`**: Model precision (string), such as `bf16`, `fp16`, `int8`, etc. +- **`org.cnai.model.quantization`**: Model quantization (string), such as `awq`, `gptq`, etc. + +### Layer Annotation Keys + +- **`org.cnai.model.readme`**: Specifies the layer is a README.md file (boolean), such as `true` or `false`. +- **`org.cnai.model.license`**: Specifies the layer is a LICENSE file (boolean), such as `true` or `false`. +- **`org.cnai.model.config`**: Specifies the layer is a configuration file (boolean), such as `true` or `false`. +- **`org.cnai.model.model`**: Specifies the layer is a model file (boolean), such as `true` or `false`. +- **`org.cnai.model.filepath`**: Specifies the file path of the layer (string). diff --git a/docs/img/build-and-push.png b/docs/img/build-and-push.png new file mode 100644 index 0000000000000000000000000000000000000000..c0111d5d2287c3df8dcd285a924515a434d57366 GIT binary patch literal 503693 zcmeEu1zc3?_O>FZhzSS^A_gFW3=AF8p`_FR5+cn2!w5sC0VpDEJ!{-$Wv(1LKz3l)u3d-3uZqa; z+I5s^*Dl<_{d>U{7vd}W;AJ;P{)*79)cR9nyLO3}Scs}vpltM!CVIQ5S%km6qh@9@ 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