Bug fixes :

- Added base version in DockerFile
- Updated requirements accordingly
Features:
- Updated the API calls to deploy interms of model_name and model_version instead of model_run_id

Author: shyamsunder0072

CHANGELOG.rst

@@ -1,5 +1,19 @@
 Changelog
 =========
+
+1.11.1 (2021-04-02)
+-------------------
+MLflow 1.11.0 includes several major features and improvements:
+
+Bug fixes :
+
+- Added base version in DockerFile
+- Updated requirements accordingly
+
+Features:
+
+- Updated the API calls to deploy interms of model_name and model_version instead of model_run_id
+
 1.11.0 (2020-08-31)
 -------------------
 MLflow 1.11.0 includes several major features and improvements:

Dockerfile

@@ -1,4 +1,4 @@
-FROM continuumio/miniconda3
+FROM continuumio/miniconda3:4.8.2
 
 WORKDIR /app
 
@@ -9,22 +9,23 @@ ARG REACT_APP_MODEL_INFERENCE_API
 
 ENV REACT_APP_MODEL_DEPLOYMENT_URL ${REACT_APP_MODEL_INFERENCE_API}
 ENV REACT_APP_MODEL_INFERENCE_API ${REACT_APP_MODEL_INFERENCE_API}
-
-RUN apt-get update && \
+#Ri pip install --upgrade pip
+RUN apt-get update 
     # install prequired modules to support install of mlflow and related components
-    apt-get install -y default-libmysqlclient-dev build-essential curl \
+RUN apt-get install -y default-libmysqlclient-dev build-essential curl \
     # cmake and protobuf-compiler required for onnx install
-    cmake protobuf-compiler &&  \
+    cmake protobuf-compiler 
     # install required python packages
-    pip install -r dev-requirements.txt --no-cache-dir && \
-    pip install -r test-requirements.txt --no-cache-dir && \
+RUN pip install --upgrade pip
+RUN pip install --use-deprecated=legacy-resolver -r dev-requirements.txt --no-cache-dir 
+RUN pip install --use-deprecated=legacy-resolver -r test-requirements.txt --no-cache-dir
     # install mlflow in editable form
-    pip install --no-cache-dir -e . && \
+RUN pip install --use-deprecated=legacy-resolver --no-cache-dir -e .
     # mkdir required to support install openjdk-11-jre-headless
-    mkdir -p /usr/share/man/man1 && apt-get install -y openjdk-11-jre-headless && \
+RUN mkdir -p /usr/share/man/man1 && apt-get install -y openjdk-11-jre-headless 
     # install npm for node.js support
-    curl -sL https://deb.nodesource.com/setup_10.x | bash - && \
-    apt-get update && apt-get install -y nodejs && \
-    cd mlflow/server/js && \
+RUN curl -sL https://deb.nodesource.com/setup_10.x | bash - 
+RUN apt-get update && apt-get install -y nodejs 
+RUN cd mlflow/server/js && \
     npm install && \
     npm run build

dev/large-requirements.txt

@@ -6,20 +6,20 @@ boto3==1.9.84
 mock==2.0.0
 moto==1.3.7
 h2o==3.22.1.4
-onnx==1.4.1;
-onnxmltools==1.4.0;
-onnxruntime==0.3.0;
+onnx==1.4.1
+onnxmltools==1.4.0
+onnxruntime==1.2.0
 mleap==0.16.0
 mxnet==1.5.0
 pyarrow==0.17.0
 pyspark==2.4.0
 pytest==3.2.1
 pytest-cov==2.6.0
 scikit-learn==0.23.2
-scipy==1.2.1
+#scipy==1.2.1
 spacy==2.2.3
-tensorflow==1.15.2
-tf2onnx==1.5.4;
+tensorflow==2.3.0
+tf2onnx==1.5.4
 torch==1.4.0
 torchvision==0.5.0
 xgboost>=0.82

dev/small-requirements.txt

@@ -7,7 +7,7 @@ mock==2.0.0
 moto==1.3.7
 mxnet==1.5.0
 scikit-learn==0.23.2
-scipy==1.2.1
+#scipy==1.2.1
 pyarrow==0.17.0
 pysftp==0.2.9
 attrdict==2.0.0

mlflow/server/js/src/model-registry/components/ModelVersionView.js

@@ -28,7 +28,7 @@ import { getModelVersionTags } from '../reducers';
 import { setModelVersionTagApi, deleteModelVersionTagApi } from '../actions';
 import { connect } from 'react-redux';
 
-var MODEL_DEPLOYMENT_URL="http://"+window.location.hostname+":5000/workflow/deploy";
+var MODEL_DEPLOYMENT_URL="http://"+window.location.hostname+":8080/workflow/trainedmodelsview/deploy"   //+":5000/workflow/deploy";
 var MODEL_INFERENCE_API=window.location.hostname+":8500";
 
 export class ModelVersionViewImpl extends React.Component {
@@ -67,12 +67,12 @@ export class ModelVersionViewImpl extends React.Component {
     const pageTitle = `${this.props.modelName} v${this.props.modelVersion.version} - MLflow Model`;
     Utils.updatePageTitle(pageTitle);
     checkDeploymentStatus(
-      this.props.modelVersion.run_id,
+      this.props.modelVersion.name +"_"+this.props.modelVersion.version,
+      // this.props.modelVersion.run_id,
       MODEL_DEPLOYMENT_URL,
       MODEL_INFERENCE_API,
       this.updateDeploymentState.bind(this));
   }
-
   handleModelDeployment = () => {
     var modelInfo = this.props.modelVersion;
     if (this.state.isModelDeployed === true) {

mlflow/server/js/src/model-registry/components/constants.js

@@ -0,0 +1,96 @@
+import React from 'react';
+import { Tag } from 'antd';
+// eslint-disable-next-line
+import * as overrides from './constant-overrides'; // eslint-disable-line import/no-namespace
+
+export const Stages = {
+  NONE: 'None',
+  STAGING: 'Staging',
+  PRODUCTION: 'Production',
+  ARCHIVED: 'Archived',
+};
+
+export const ACTIVE_STAGES = [Stages.STAGING, Stages.PRODUCTION];
+
+export const StageLabels = {
+  [Stages.NONE]: 'None',
+  [Stages.STAGING]: 'Staging',
+  [Stages.PRODUCTION]: 'Production',
+  [Stages.ARCHIVED]: 'Archived',
+};
+
+export const StageTagComponents = {
+  [Stages.NONE]: <Tag key='none'>{StageLabels[Stages.NONE]}</Tag>,
+  [Stages.STAGING]: (
+    <Tag key='staging' className='staging-tag'>
+      {StageLabels[Stages.STAGING]}
+    </Tag>
+  ),
+  [Stages.PRODUCTION]: (
+    <Tag key='production' className='production-tag'>
+      {StageLabels[Stages.PRODUCTION]}
+    </Tag>
+  ),
+  [Stages.ARCHIVED]: (
+    <Tag key='archived' color='#eee' style={{ color: '#333' }}>
+      {StageLabels[Stages.ARCHIVED]}
+    </Tag>
+  ),
+};
+
+export const ActivityTypes = {
+  APPLIED_TRANSITION: 'APPLIED_TRANSITION',
+  REQUESTED_TRANSITION: 'REQUESTED_TRANSITION',
+  SYSTEM_TRANSITION: 'SYSTEM_TRANSITION',
+  CANCELLED_REQUEST: 'CANCELLED_REQUEST',
+  APPROVED_REQUEST: 'APPROVED_REQUEST',
+  REJECTED_REQUEST: 'REJECTED_REQUEST',
+  NEW_COMMENT: 'NEW_COMMENT',
+};
+
+export const EMPTY_CELL_PLACEHOLDER = <div style={{ marginTop: -12 }}>_</div>;
+
+export const ModelVersionStatus = {
+  READY: 'READY',
+};
+
+export const DefaultModelVersionStatusMessages = {
+  [ModelVersionStatus.READY]: 'Ready.',
+};
+
+export const modelVersionStatusIconTooltips = {
+  [ModelVersionStatus.READY]: 'Ready',
+};
+
+export const ModelVersionStatusIcons = {
+  [ModelVersionStatus.READY]: (
+    <i className='far fa-check-circle icon-ready model-version-status-icon' />
+  ),
+};
+
+export const MODEL_VERSION_STATUS_POLL_INTERVAL = 10000;
+
+export const REGISTERED_MODELS_PER_PAGE = 10;
+
+export const REGISTERED_MODELS_SEARCH_NAME_FIELD = 'name';
+
+export const REGISTERED_MODELS_SEARCH_TIMESTAMP_FIELD = 'timestamp';
+
+export const MODEL_DEPLOYMENT_URL = process.env.REACT_APP_MODEL_DEPLOYMENT_URL || 'http://localhost:8080/trainedmodelsview/deploy';
+
+export const MODEL_INFERENCE_API = process.env.REACT_APP_MODEL_INFERENCE_API || 'tfserving:8500';
+
+export const AntdTableSortOrder = {
+  ASC: 'ascend',
+  DESC: 'descend',
+};
+
+export const MODEL_VERSION_DELETE_MENU_ITEM_DISABLED_TOOLTIP_TEXT = `You cannot delete a model
+version in an active stage. To delete this model version, transition it to the 'Archived' stage.`;
+
+export const REGISTERED_MODEL_DELETE_MENU_ITEM_DISABLED_TOOLTIP_TEXT = `You cannot delete a
+registered model with versions in active stages ('Staging' or 'Production'). To delete this
+registered model, transition versions in active stages to the 'Archived' stage.`;
+
+export const archiveExistingVersionToolTipText = (currentStage) => `Model versions in the
+'${currentStage}' stage will be moved to the 'Archived' stage.`;