Release 0.6 rc.5 (#1182)

Merging main to release branch

.github/ISSUE_TEMPLATE/ask_question.yml

@@ -0,0 +1,34 @@
+name: Need Help?
+description: Ask a question or request help regarding FastTrackML
+title: "[QUESTION]: <title>"
+labels: [ "question" ]
+
+body:
+  - type: textarea
+    id: question-details
+    attributes:
+      label: Question / Problem
+      description: Provide a clear and concise description of your question or the issue you're facing.
+    validations:
+      required: true
+
+  - type: textarea
+    id: environment
+    attributes:
+      label: Environment
+      description: "Please provide details about your environment:"
+      value: |
+        - FastTrackML Version: [e.g., 0.3.6]
+        - Operating System: [e.g., Ubuntu 18.04]
+        - Database: [e.g., SQLite]
+        - Artifact Storage: [e.g., MinIO]
+    validations:
+      required: false
+
+  - type: textarea
+    id: additional-context
+    attributes:
+      label: Additional Context
+      description: Include any relevant context, screenshots, or code snippets that can help us better understand and address your question or problem.
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -0,0 +1,61 @@
+name: Bug report
+description: Create a report to help us improve FastTrackML
+title: "[BUG]: <title>"
+labels: [ "bug" ]
+
+body:
+  - type: markdown
+    attributes:
+      value: |
+        **Thank you for reporting this issue!**        
+        To help us understand and address the problem effectively, please provide detailed information. 
+        You can refer to [this guide](https://stackoverflow.com/help/mcve) for tips on creating a good bug report.
+
+  - type: textarea
+    id: describe-bug
+    attributes:
+      label: Describe the bug
+      description: A clear and concise description of what the bug is.
+    validations:
+      required: true
+
+  - type: textarea
+    id: environment
+    attributes:
+      label: Environment
+      description: "Please complete the following information:"
+      value: |
+        - FastTrackML Version: [e.g., 0.3.6]
+        - Operating System: [e.g., Ubuntu 18.04]
+        - Database: [e.g., SQLite]
+        - Artifact Storage: [e.g., MinIO]
+    validations:
+      required: true
+
+  - type: textarea
+    id: steps-to-reproduce
+    attributes:
+      label: Steps To Reproduce
+      description: "Detailed steps to reproduce the behavior:"
+      placeholder: |
+        1. Provide a minimal code example or steps.
+        2. Specify the command used to run.
+        3. Explain the exact error message or current behavior.
+    validations:
+      required: true
+
+  - type: textarea
+    id: expected-behavior
+    attributes:
+      label: Expected Behavior
+      description: A clear and concise description of what you expected to happen.
+    validations:
+      required: true
+
+  - type: textarea
+    id: context
+    attributes:
+      label: Additional Context (Optional)
+      description: Add any other context about the problem here, including log outputs or screenshots if applicable.
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -0,0 +1,39 @@
+name: Feature request
+description: Suggest a new idea for FastTrackML
+title: "[FEATURE REQUEST]: <title>"
+labels: [ "feature" ]
+
+body:
+  - type: textarea
+    id: describe-desired-feature
+    attributes:
+      label: Describe the feature you'd like
+      description: A clear and concise description of what you want to happen.
+      placeholder: ex. I wish I could [...]
+    validations:
+      required: true
+
+  - type: textarea
+    id: related-problem
+    attributes:
+      label: Is your feature request related to a problem? Please describe
+      description: A clear and concise description of what the problem is.
+      placeholder: ex. I'm always frustrated when [...]
+    validations:
+      required: false
+
+  - type: textarea
+    id: describe-alternatives
+    attributes:
+      label: Describe alternatives you've considered
+      description: A clear and concise description of any alternative solutions or features you've considered.
+    validations:
+      required: false
+
+  - type: textarea
+    id: additional-context
+    attributes:
+      label: Additional context
+      description: Add any other context or screenshots about the feature request here.
+    validations:
+      required: false

.github/workflows/ci.yml

@@ -166,14 +166,7 @@ jobs:
         if: steps.cache.outputs.cache-hit == 'true'
         run: docker run --rm -v fml-integration-tests_go-cache:/cache -v /tmp/go-cache:/src alpine tar xf /src/go-build.tar -C /cache
 
-      - name: Run Integration Tests (Aim Original)
-        run: make container-test
-        env:
-          DOCKER_BUILDKIT: 1
-          FML_DATABASE_BACKEND: ${{ matrix.database-backend }}
-          FML_RUN_ORIGINAL_AIM_SERVICE: true
-
-      - name: Run Integration Tests (Aim Refactor)
+      - name: Run Integration Tests
         run: make container-test
         env:
           DOCKER_BUILDKIT: 1

Makefile

@@ -170,7 +170,7 @@ test-python-integration-aim: ## run the Aim python integration tests.
 container-test: ## run integration tests in container.
 	@echo ">>> Running integration tests in container."
 	@COMPOSE_FILE=$(COMPOSE_FILE) COMPOSE_PROJECT_NAME=$(COMPOSE_PROJECT_NAME) \
-		docker compose run -e FML_RUN_ORIGINAL_AIM_SERVICE -e FML_SLOW_TESTS_ENABLED integration-tests
+		docker compose run -e FML_SLOW_TESTS_ENABLED integration-tests
 
 .PHONY: container-clean
 container-clean: ## clean containers.
@@ -259,16 +259,22 @@ migrations-rebuild: ## rebuild the migrations script to detect new migrations.
 	@echo ">>> Running FastTrackML migrations rebuild."
 	@go run main.go migrations rebuild
 
-.PHONY: ui-aim-start
-ui-aim-start: ## start the Aim UI for development.
+.PHONY: ui-aim-sync
+ui-aim-sync: ## copy Aim UI files to docker volume.
 	@echo ">>> Syncing the Aim UI."
 	@rsync -rvu --exclude node_modules --exclude .git ui/fasttrackml-ui-aim/ $(AIM_BUILD_LOCATION)
+
+.PHONY: ui-aim-start
+ui-aim-start: ui-aim-sync ## start the Aim UI for development.	
 	@echo ">>> Starting the Aim UI."
 	@cd $(AIM_BUILD_LOCATION)/src && npm ci --legacy-peer-deps && npm start
 
-.PHONY: ui-mlflow-start
-ui-mlflow-start: ## start the MLflow UI for development.
+.PHONY: ui-mlflow-sync
+ui-mlflow-sync: ## copy MLflow UI files to docker volume.
 	@echo ">>> Syncing the MLflow UI."
 	@rsync -rvu --exclude node_modules --exclude .git ui/fasttrackml-ui-mlflow/ $(MLFLOW_BUILD_LOCATION)
+
+.PHONY: ui-mlflow-start
+ui-mlflow-start: ui-mlflow-sync ## start the MLflow UI for development.
 	@echo ">>> Starting the MLflow UI."
 	@cd $(MLFLOW_BUILD_LOCATION)/src && yarn install --immutable && yarn start

Pipfile

@@ -8,7 +8,7 @@ black = "*"
 isort = "*"
 
 [dev-packages]
-mlflow = "==2.11.3"
+mlflow = "==2.12.1"
 boto3 = "*"
 psycopg2-binary = "*"
 google-cloud-storage = "*"