From e9b297f7d0f2c024dbf27c0d197d9c0529fa9a13 Mon Sep 17 00:00:00 2001 From: tarilabs Date: Wed, 3 Jan 2024 12:09:42 +0100 Subject: [PATCH 1/3] Model Registry proposal (ref KF community meeting 20240102) --- .../diagrams/model-registry-connections.png | Bin 0 -> 90898 bytes .../diagrams/model-registry-connections2.png | Bin 0 -> 124617 bytes .../model-registry-inferenceserviceflow.png | Bin 0 -> 201501 bytes .../model-registry-kubeflowsurvey.png | Bin 0 -> 72109 bytes .../diagrams/model-registry-overview.jpg | Bin 0 -> 124368 bytes proposals/model-registry-proposal.md | 246 ++++++++++++++++++ 6 files changed, 246 insertions(+) create mode 100644 proposals/diagrams/model-registry-connections.png create mode 100644 proposals/diagrams/model-registry-connections2.png create mode 100644 proposals/diagrams/model-registry-inferenceserviceflow.png create mode 100644 proposals/diagrams/model-registry-kubeflowsurvey.png create mode 100644 proposals/diagrams/model-registry-overview.jpg create 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zC_v>wY9Yr#c!e@~g;uVz4^W^YpO=oCmp?NHHg*sQoB{H=09OCP`ucydG{&D3{|1Ix BU1 Date: Thu, 4 Jan 2024 14:12:10 +0100 Subject: [PATCH 2/3] add Note per discussion on OCI/ORAS paragraph --- proposals/model-registry-proposal.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/proposals/model-registry-proposal.md b/proposals/model-registry-proposal.md index 4b46e2e86..b8d783d4b 100644 --- a/proposals/model-registry-proposal.md +++ b/proposals/model-registry-proposal.md @@ -85,6 +85,9 @@ We intend to use this model to extend and provide metadata storage services for ### Step 2: The Re-Write (Target to Deliver End Of Q2/2024) +> [!NOTE] +> this step might be influenced by the outcomes of the current investigation on OCI/ORAS as an infrastructure layer for Model Registry (see related chapter later in this document); as such, amendments to time or scope might follow depending on the results and decisions in relation to that topic. + In this step we propose to rewrite parts of the ML-Metadata project, primarily remove the C++ server and re-implement it based on Golang and make it Kube native. As part of the rewrite, we want to make this multi-tenant such that there is only a single installation of the Model Registry and integrate with Istio/envoy to support the RBAC and mTLS on its endpoints. We have done a POC using GoLang and found using the code generation and ORM solutions we could eliminate a lot of crud code for easier maintenance. We also believe picking more mainstream language for the Kubernetes environment might also encourage more contributions from the community. ![Step2 Diagram](diagrams/model-registry-connections2.png "Step2 Diagram") From 10364e3518eba61377f0039e30bddfed6efce9dd Mon Sep 17 00:00:00 2001 From: tarilabs Date: Thu, 1 Feb 2024 11:48:31 +0100 Subject: [PATCH 3/3] update as discussed in KF community meeting 2024-01-30 --- proposals/model-registry-proposal.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/proposals/model-registry-proposal.md b/proposals/model-registry-proposal.md index b8d783d4b..32530f69c 100644 --- a/proposals/model-registry-proposal.md +++ b/proposals/model-registry-proposal.md @@ -73,7 +73,7 @@ To bootstrap the project fast as well as to keep the existing investment in the * Step 2: Re-implement parts of the ML-Metadata project in Go lang and also make this server multi-tenant capable. Implement the RBAC features on the server to control the behavior with permissions and user personas. -### Step 1: The Incubation (Target to Deliver End Of Q1/2024) +### Step 1: The Incubation (Target to Deliver as Alpha in KF 1.9) Google community project [ML-Metadata](https://github.com/google/ml-metadata/) will be used as the core component to build the Model Registry. ML-Metadata provides a very extensible schema that is generic, similar to a key-value store, but also allows for the creation of logical schemas that can be queried as if they were physical schemas. Those can be manipulated using their bindings in the Python library. @@ -83,7 +83,7 @@ We intend to use this model to extend and provide metadata storage services for [Diagram source](https://lucid.app/lucidchart/6a9818f2-d76e-40b7-b30c-57cb1c143d9e/edit?viewport_l[…]1528%2C0_0&invitationId=inv_a7e226fb-edc9-4c4e-b36e-dac9df95219b) -### Step 2: The Re-Write (Target to Deliver End Of Q2/2024) +### Step 2: The Re-Write > [!NOTE] > this step might be influenced by the outcomes of the current investigation on OCI/ORAS as an infrastructure layer for Model Registry (see related chapter later in this document); as such, amendments to time or scope might follow depending on the results and decisions in relation to that topic.