diff --git a/.devcontainer/Dockerfile.txt b/.devcontainer/Dockerfile.txt
new file mode 100644
index 0000000..de453a9
--- /dev/null
+++ b/.devcontainer/Dockerfile.txt
@@ -0,0 +1,21 @@
+# See here for image contents: https://github.com/microsoft/vscode-dev-containers/tree/v0.236.0/containers/python-3/.devcontainer/base.Dockerfile
+
+# [Choice] Python version (use -bullseye variants on local arm64/Apple Silicon): 3, 3.10, 3.9, 3.8, 3.7, 3.6, 3-bullseye, 3.10-bullseye, 3.9-bullseye, 3.8-bullseye, 3.7-bullseye, 3.6-bullseye, 3-buster, 3.10-buster, 3.9-buster, 3.8-buster, 3.7-buster, 3.6-buster
+ARG VARIANT="3.8-bullseye"
+FROM mcr.microsoft.com/vscode/devcontainers/python:0-${VARIANT}
+
+# [Choice] Node.js version: none, lts/*, 16, 14, 12, 10
+ARG NODE_VERSION="none"
+RUN if [ "${NODE_VERSION}" != "none" ]; then su vscode -c "umask 0002 && . /usr/local/share/nvm/nvm.sh && nvm install ${NODE_VERSION} 2>&1"; fi
+
+# [Optional] If your pip requirements rarely change, uncomment this section to add them to the image.
+COPY requirements.txt /tmp/pip-tmp/
+RUN pip3 --disable-pip-version-check --no-cache-dir install -r /tmp/pip-tmp/requirements.txt \
+    && rm -rf /tmp/pip-tmp
+
+# [Optional] Uncomment this section to install additional OS packages.
+# RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+#     && apt-get -y install --no-install-recommends <your-package-list-here>
+
+# [Optional] Uncomment this line to install global node packages.
+# RUN su vscode -c "source /usr/local/share/nvm/nvm.sh && npm install -g <your-package-here>" 2>&1
\ No newline at end of file
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 0000000..6db5eda
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,71 @@
+// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
+// https://github.com/microsoft/vscode-dev-containers/tree/v0.236.0/containers/python-3
+{
+	"name": "Sagemaker Demo",
+	"build": {
+		"dockerfile": "Dockerfile",
+		"context": "..",
+		"args": {
+			// Update 'VARIANT' to pick a Python version: 3, 3.10, 3.9, 3.8, 3.7, 3.6
+			// Append -bullseye or -buster to pin to an OS version.
+			// Use -bullseye variants on local on arm64/Apple Silicon.
+			"VARIANT": "3.8",
+			// Options
+			"NODE_VERSION": "none"
+		}
+	},
+	"containerEnv": {
+		"MLRUN_ENV_FILE": "${containerWorkspaceFolder}/mlrun.env",
+		"SHARED_DIR": "~/mlrun-data",
+		"MLRUN_TAG": "1.5.2"
+	},
+	// Configure tool-specific properties.
+	"customizations": {
+		// Configure properties specific to VS Code.
+		"vscode": {
+			// Set *default* container specific settings.json values on container create.
+			"settings": {
+				"python.defaultInterpreterPath": "/usr/local/bin/python",
+				"python.linting.enabled": true,
+				"python.linting.pylintEnabled": true,
+				"python.formatting.autopep8Path": "/usr/local/py-utils/bin/autopep8",
+				"python.formatting.blackPath": "/usr/local/py-utils/bin/black",
+				"python.formatting.yapfPath": "/usr/local/py-utils/bin/yapf",
+				"python.linting.banditPath": "/usr/local/py-utils/bin/bandit",
+				"python.linting.flake8Path": "/usr/local/py-utils/bin/flake8",
+				"python.linting.mypyPath": "/usr/local/py-utils/bin/mypy",
+				"python.linting.pycodestylePath": "/usr/local/py-utils/bin/pycodestyle",
+				"python.linting.pydocstylePath": "/usr/local/py-utils/bin/pydocstyle",
+				"python.linting.pylintPath": "/usr/local/py-utils/bin/pylint"
+			},
+
+			// Add the IDs of extensions you want installed when the container is created.
+			"extensions": [
+				"ms-python.python",
+				"ms-python.vscode-pylance"
+			]
+		}
+	},
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	"forwardPorts": [8060, 8070, 8080],
+	// "runArgs": [ "--network", "host"],
+	"portsAttributes": {"8060": {"label": "MLRun UI"}, "8070": {"label": "Nuclio UI"}, "8080": {"label": "MLRun API"}},
+
+	// Use 'postCreateCommand' to run commands after the container is created.
+	// "postCreateCommand": "chmod +x /workspaces/tutorials/start.sh",
+	// "postStartCommand": "echo XXX=$(ip route get 1.2.3.4 | awk '{print $7}') > xx.env",
+
+	// Comment out to connect as root instead. More info: https://aka.ms/vscode-remote/containers/non-root.
+	"remoteUser": "vscode",
+	"features": {
+		"docker-from-docker": "latest",
+		"git": "latest",
+		"jupyterlab": "latest"
+	},
+	"hostRequirements": {
+	   "cpus": 4,
+	   "memory": "8gb",
+	   "storage": "32gb"
+	}
+}
\ No newline at end of file
diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000..55b0286
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,6 @@
+[flake8]
+max-line-length = 120
+extend-ignore = E203, W503
+
+# exclude these dirs
+exclude = .git,venv,playground
\ No newline at end of file
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 0000000..6d82de4
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,61 @@
+name: CI
+
+on:
+  pull_request:
+    branches:
+    - development
+  push:
+    branches:
+    - main
+
+jobs:
+  lint:
+    name: Lint code (Python ${{ matrix.python-version }})
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.9]
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('**/dev-requirements.txt') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-${{ matrix.python-version }}-
+          ${{ runner.os }}-pip-
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip~=22.3.0
+        pip install -r dev-requirements.txt
+    - name: Lint
+      run: make lint
+
+
+  tests:
+    name: Run tests (Python ${{ matrix.python-version }})
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.9]
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+    - uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('requirements.txt') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-${{ matrix.python-version }}-
+          ${{ runner.os }}-pip-
+    - name: Install automation scripts dependencies and add mlrun to dev packages
+      run: pip install -r requirements.txt -r dev-requirements.txt
+    - name: Test package
+      run: make test
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..9fe17bc
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,129 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..dfa0412
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,3 @@
+FROM mlrun/mlrun
+RUN pip install sagemaker
+RUN pip install xgboost
\ No newline at end of file
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..3bbc6ab
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,80 @@
+
+PYTHON_INTERPRETER = python3
+SHARED_DIR ?= ~/mlrun-data
+MLRUN_TAG ?= 1.4.0
+HOST_IP ?=$$(ip route get 1.2.3.4 | awk '{print $$7}')
+CONDA_ENV ?= mlrun
+SHELL=/bin/bash
+CONDA_PY_VER ?= 3.9
+CONDA_ACTIVATE = source $$(conda info --base)/etc/profile.d/conda.sh ; conda activate ; conda activate
+
+#################################################################################
+# COMMANDS                                                                      #
+#################################################################################
+
+.PHONY: help
+help: ## Display available commands
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | sort | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-30s\033[0m %s\n", $$1, $$2}'
+
+.PHONY: all
+all:
+	$(error please pick a target)
+
+.PHONY: install-requirements
+install-requirements: ## Install all requirements needed for development
+	$(PYTHON_INTERPRETER) -m pip install -r requirements.txt -r dev-requirements.txt
+
+
+.PHONY: package-wheel
+package-wheel: clean ## Build python package wheel
+	python setup.py bdist_wheel
+
+.PHONY: clean
+clean: ## Clean python package build artifacts
+	rm -rf build
+	rm -rf dist
+	find . -type f -name "*.py[co]" -delete
+	find . -type d -name "__pycache__" -delete
+
+.PHONY: fmt
+fmt: ## Format the code (using black and isort)
+	@echo "Running black fmt..."
+	$(PYTHON_INTERPRETER) -m black src
+	$(PYTHON_INTERPRETER) -m isort src
+
+.PHONY: lint
+lint: fmt-check flake8 ## Run lint on the code
+
+.PHONY: fmt-check
+fmt-check: ## Format and check the code (using black and isort)
+	@echo "Running black+isort fmt check..."
+	$(PYTHON_INTERPRETER) -m black --check --diff src
+	$(PYTHON_INTERPRETER) -m isort --check --diff src
+
+.PHONY: flake8
+flake8: ## Run flake8 lint
+	@echo "Running flake8 lint..."
+	$(PYTHON_INTERPRETER) -m flake8 src
+
+.PHONY: mlrun-docker
+mlrun-docker: ## Start MLRun & Nuclio containers (using Docker compose)
+	mkdir $(SHARED_DIR) -p
+	@echo "HOST_IP=$(HOST_IP)" > .env
+	SHARED_DIR=$(SHARED_DIR) TAG=$(MLRUN_TAG) docker-compose -f compose.yaml up -d
+	@echo "use docker-compose stop / logs commands to stop or view logs"
+
+.PHONY: mlrun-api
+mlrun-api: ## Run MLRun DB locally (as process)
+	@echo "Installing MLRun API dependencies ..."
+	$(PYTHON_INTERPRETER) -m pip install uvicorn~=0.17.0 dask-kubernetes~=0.11.0 apscheduler~=3.6 sqlite3-to-mysql~=1.4
+	@echo "Starting local mlrun..."
+	MLRUN_ARTIFACT_PATH=$$(realpath ./artifacts) MLRUN_ENV_FILE= mlrun db -b
+
+.PHONY: conda-env
+conda-env: ## Create a conda environment
+	@echo "Creating new conda environment $(CONDA_ENV)..."
+	conda create -n $(CONDA_ENV) -y python=$(CONDA_PY_VER) ipykernel graphviz pip
+	test -s ./mlrun.env && conda env config vars set -n $(CONDA_ENV) MLRUN_ENV_FILE=$$(realpath ./mlrun.env)
+	@echo "Installing requirements.txt..."
+	$(CONDA_ACTIVATE) $(CONDA_ENV); pip install -r requirements.txt
+	@echo -e "\nTo run mlrun API as a local process type:\n  conda activate $(CONDA_ENV) && make mlrun-api"
\ No newline at end of file
diff --git a/compose.yaml b/compose.yaml
new file mode 100644
index 0000000..235c7be
--- /dev/null
+++ b/compose.yaml
@@ -0,0 +1,94 @@
+services:
+  init_nuclio:
+    image: alpine:3.16
+    command:
+      - "/bin/sh"
+      - "-c"
+      - |
+        mkdir -p /etc/nuclio/config/platform; \
+        cat << EOF | tee /etc/nuclio/config/platform/platform.yaml
+        runtime:
+          common:
+            env:
+              MLRUN_DBPATH: http://${HOST_IP:?err}:8080
+        local:
+          defaultFunctionContainerNetworkName: mlrun
+          defaultFunctionRestartPolicy:
+            name: always
+            maxRetryCount: 0
+          defaultFunctionVolumes:
+            - volume:
+                name: mlrun-stuff
+                hostPath:
+                  path: ${SHARED_DIR:?err}
+              volumeMount:
+                name: mlrun-stuff
+                mountPath: /home/jovyan/data/
+        logger:
+          sinks:
+            myStdoutLoggerSink:
+              kind: stdout
+          system:
+            - level: debug
+              sink: myStdoutLoggerSink
+          functions:
+            - level: debug
+              sink: myStdoutLoggerSink
+        EOF
+    volumes:
+      - nuclio-platform-config:/etc/nuclio/config
+
+  mlrun-api:
+    image: "mlrun/mlrun-api:${TAG:-1.1.2}"
+    ports:
+      - "8080:8080"
+    environment:
+      MLRUN_ARTIFACT_PATH: "${SHARED_DIR}/{{project}}"
+      # using local storage, meaning files / artifacts are stored locally, so we want to allow access to them
+      MLRUN_HTTPDB__REAL_PATH: /data
+      MLRUN_HTTPDB__DATA_VOLUME: "${SHARED_DIR}"
+      MLRUN_LOG_LEVEL: DEBUG
+      MLRUN_NUCLIO_DASHBOARD_URL: http://nuclio:8070
+      MLRUN_HTTPDB__DSN: "sqlite:////data/mlrun.db?check_same_thread=false"
+      MLRUN_UI__URL: http://localhost:8060
+      # not running on k8s meaning no need to store secrets
+      MLRUN_SECRET_STORES__KUBERNETES__AUTO_ADD_PROJECT_SECRETS: "false"
+      # let mlrun control nuclio resources
+      MLRUN_HTTPDB__PROJECTS__FOLLOWERS: "nuclio"
+    volumes:
+      - "${SHARED_DIR:?err}:/data"
+    networks:
+      - mlrun
+
+  mlrun-ui:
+    image: "mlrun/mlrun-ui:${TAG:-1.1.2}"
+    ports:
+      - "8060:8090"
+    environment:
+      MLRUN_API_PROXY_URL: http://mlrun-api:8080
+      MLRUN_NUCLIO_MODE: enable
+      MLRUN_NUCLIO_API_URL: http://nuclio:8070
+      MLRUN_NUCLIO_UI_URL: http://localhost:8070
+    networks:
+      - mlrun
+
+  nuclio:
+    image: "quay.io/nuclio/dashboard:${NUCLIO_TAG:-stable-amd64}"
+    ports:
+      - "8070:8070"
+    environment:
+      NUCLIO_DASHBOARD_EXTERNAL_IP_ADDRESSES: "${HOST_IP:?err}"
+    volumes:
+      - /var/run/docker.sock:/var/run/docker.sock
+      - nuclio-platform-config:/etc/nuclio/config
+    depends_on:
+      - init_nuclio
+    networks:
+      - mlrun
+
+volumes:
+  nuclio-platform-config: {}
+
+networks:
+  mlrun:
+    name: mlrun
\ No newline at end of file
diff --git a/dev-requirements.txt b/dev-requirements.txt
new file mode 100644
index 0000000..ab2f267
--- /dev/null
+++ b/dev-requirements.txt
@@ -0,0 +1,4 @@
+pytest~=5.4
+black~=22.0
+isort~=5.7
+flake8~=5.0
\ No newline at end of file
diff --git a/financial-payment-pipeline_v2.ipynb b/financial-payment-pipeline_v2.ipynb
index adaf520..990c106 100644
--- a/financial-payment-pipeline_v2.ipynb
+++ b/financial-payment-pipeline_v2.ipynb
@@ -17,7 +17,7 @@
      "output_type": "stream",
      "text": [
       "sagemaker.config INFO - Not applying SDK defaults from location: /etc/xdg/sagemaker/config.yaml\n",
-      "sagemaker.config INFO - Not applying SDK defaults from location: /home/sagemaker-user/.config/sagemaker/config.yaml\n"
+      "sagemaker.config INFO - Not applying SDK defaults from location: /User/.config/sagemaker/config.yaml\n"
      ]
     }
    ],
@@ -30,1097 +30,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "b742009e-c76f-45ec-91fc-e4c9cb0d06dc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import mlrun\n",
-    "mlrun.set_env_from_file(\"env.var\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "d5399e5b-ca31-4e62-b099-d57d3146c27c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Set the base project name\n",
-    "project_name = 'sagemaker-payment'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 34,
    "id": "e34f8c80-6584-4e80-981c-0f17e1584ebf",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> 2024-01-24 14:54:25,603 [info] Project loaded successfully: {'project_name': 'sagemaker'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "project = mlrun.get_or_create_project(name=\"sagemaker\",\n",
-    "                                      user_project=True,\n",
-    "                                      context=\"./\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "6d313b06-19d0-4345-906c-9b9bc94e0857",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Getting our model training function\n",
-    "train = project.set_function('./src/train.py', requirements=['sagemaker'],\n",
-    "                     name='train', kind='job', image='mlrun/mlrun')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "200c7038-8ec4-49f2-8fee-a049d489f643",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "evaluate_function = project.set_function(\n",
-    "    \"src/evaluate.py\",\n",
-    "    \"evaluate\",\n",
-    "    handler=\"evaluate\",\n",
-    "    image=\"mlrun/mlrun\",\n",
-    "    requirements=[\"xgboost\"],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "592cf102-9c36-48b2-8b9d-fd43c31916f7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Serving\n",
-    "serving_function = project.set_function(\n",
-    "    func=\"src/serving.py\",\n",
-    "    name=\"serving\",\n",
-    "    kind=\"serving\",\n",
-    "    image=\"mlrun/mlrun\",\n",
-    "    requirements=[\"xgboost\"],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "0c569982-0fce-4b1f-bed8-c3c978cb2ca6",
-   "metadata": {
-    "scrolled": true,
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> 2024-01-24 14:54:25,893 [info] Started building image: .mlrun/func-sagemaker-admin-train:latest\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "The `overwrite_build_params` parameter default will change from 'False' to 'True' in 1.8.0.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image mlrun/mlrun:1.6.0-rc22 from registry index.docker.io \n",
-      "\u001b[36mINFO\u001b[0m[0000] Built cross stage deps: map[]                \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Returning cached image manifest              \n",
-      "\u001b[36mINFO\u001b[0m[0000] Executing 0 build triggers                   \n",
-      "\u001b[36mINFO\u001b[0m[0000] Building stage 'mlrun/mlrun:1.6.0-rc22' [idx: '0', base-idx: '-1'] \n",
-      "\u001b[36mINFO\u001b[0m[0000] Unpacking rootfs as cmd RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt requires it. \n",
-      "\u001b[36mINFO\u001b[0m[0040] ARG AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID     \n",
-      "\u001b[36mINFO\u001b[0m[0040] ARG AWS_DEFAULT_REGION=$AWS_DEFAULT_REGION   \n",
-      "\u001b[36mINFO\u001b[0m[0040] ARG AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \n",
-      "\u001b[36mINFO\u001b[0m[0040] ARG SAGEMAKER-ROLE=$SAGEMAKER-ROLE           \n",
-      "\u001b[36mINFO\u001b[0m[0040] RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0040] Initializing snapshotter ...                 \n",
-      "\u001b[36mINFO\u001b[0m[0040] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0067] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0067] Args: [-c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0067] Running: [/bin/sh -c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "Installing /empty/requirements.txt...\n",
-      "mlrun[complete]==1.6.0-rc22\n",
-      "sagemaker\n",
-      "\u001b[36mINFO\u001b[0m[0067] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0071] No files were changed, appending empty layer to config. No layer added to image. \n",
-      "\u001b[36mINFO\u001b[0m[0071] RUN python -m pip install -r /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0071] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0071] Args: [-c python -m pip install -r /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0071] Running: [/bin/sh -c python -m pip install -r /empty/requirements.txt] \n",
-      "Requirement already satisfied: mlrun[complete]==1.6.0-rc22 in /opt/conda/lib/python3.9/site-packages (from -r /empty/requirements.txt (line 1)) (1.6.0rc22)\n",
-      "Collecting sagemaker (from -r /empty/requirements.txt (line 2))\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/a2/db/683af222db2bbf0abb17e6c223b158e5e76e9251dd664f469d761eb6c027/sagemaker-2.204.0-py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.204.0-py3-none-any.whl.metadata (13 kB)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.26.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.18)\n",
-      "Requirement already satisfied: GitPython>=3.1.30,~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.41)\n",
-      "Requirement already satisfied: aiohttp~=3.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.1)\n",
-      "Requirement already satisfied: aiohttp-retry~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.3)\n",
-      "Requirement already satisfied: click~=8.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.1.7)\n",
-      "Requirement already satisfied: kfp~=1.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.22)\n",
-      "Requirement already satisfied: nest-asyncio~=1.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.9)\n",
-      "Requirement already satisfied: ipython~=8.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.18.1)\n",
-      "Requirement already satisfied: nuclio-jupyter~=0.9.14 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.14)\n",
-      "Requirement already satisfied: numpy<1.27.0,>=1.16.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.3)\n",
-      "Requirement already satisfied: pandas<3,>=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.4)\n",
-      "Requirement already satisfied: pyarrow<15,>=10.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (14.0.2)\n",
-      "Requirement already satisfied: pyyaml~=5.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.4.1)\n",
-      "Requirement already satisfied: requests~=2.31 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.31.0)\n",
-      "Requirement already satisfied: tabulate~=0.8.6 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.8.10)\n",
-      "Requirement already satisfied: v3io~=0.5.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.21)\n",
-      "Requirement already satisfied: pydantic>=1.10.8,~=1.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.10.13)\n",
-      "Requirement already satisfied: mergedeep~=1.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.4)\n",
-      "Requirement already satisfied: v3io-frames~=0.10.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.10.10)\n",
-      "Requirement already satisfied: semver~=3.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.2)\n",
-      "Requirement already satisfied: dependency-injector~=4.41 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.41.0)\n",
-      "Requirement already satisfied: fsspec==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: v3iofs~=0.1.17 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.18)\n",
-      "Requirement already satisfied: storey~=1.6.16 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.6.16)\n",
-      "Requirement already satisfied: inflection~=0.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: python-dotenv~=0.17.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.17.1)\n",
-      "Requirement already satisfied: setuptools~=68.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (68.2.2)\n",
-      "Requirement already satisfied: deprecated~=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.14)\n",
-      "Requirement already satisfied: jinja2~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.3)\n",
-      "Requirement already satisfied: anyio~=3.7 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.7.1)\n",
-      "Requirement already satisfied: orjson~=3.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.10)\n",
-      "Requirement already satisfied: adlfs==2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.0)\n",
-      "Requirement already satisfied: aiobotocore<2.8,>=2.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.5.4)\n",
-      "Requirement already satisfied: avro~=1.11 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.11.3)\n",
-      "Requirement already satisfied: azure-core~=1.24 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.29.6)\n",
-      "Requirement already satisfied: azure-identity~=1.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.15.0)\n",
-      "Requirement already satisfied: azure-keyvault-secrets~=4.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.7.0)\n",
-      "Requirement already satisfied: boto3<1.29.0,>=1.28.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.28.17)\n",
-      "Requirement already satisfied: dask~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: databricks-sdk~=0.13.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.13.0)\n",
-      "Requirement already satisfied: distributed~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: gcsfs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: google-cloud-bigquery[bqstorage,pandas]==3.14.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.14.1)\n",
-      "Requirement already satisfied: graphviz~=0.20.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.20.1)\n",
-      "Requirement already satisfied: kafka-python~=2.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.2)\n",
-      "Requirement already satisfied: mlflow~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.9.2)\n",
-      "Requirement already satisfied: msrest~=0.6.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.21)\n",
-      "Requirement already satisfied: plotly<5.12.0,~=5.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.11.0)\n",
-      "Requirement already satisfied: pyopenssl>=23 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.2.0)\n",
-      "Requirement already satisfied: redis~=4.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.6.0)\n",
-      "Requirement already satisfied: s3fs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: sqlalchemy~=1.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.51)\n",
-      "Requirement already satisfied: azure-datalake-store<0.1,>=0.0.46 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.0.53)\n",
-      "Requirement already satisfied: azure-storage-blob>=12.12.0 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (12.19.0)\n",
-      "Requirement already satisfied: decorator>4.1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.1.1)\n",
-      "Requirement already satisfied: google-auth>=1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.26.2)\n",
-      "Requirement already satisfied: google-auth-oauthlib in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: google-cloud-storage in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.14.0)\n",
-      "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.15.0)\n",
-      "Requirement already satisfied: google-cloud-core<3.0.0dev,>=1.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.1)\n",
-      "Requirement already satisfied: google-resumable-media<3.0dev,>=0.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.7.0)\n",
-      "Requirement already satisfied: packaging>=20.0.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.1)\n",
-      "Requirement already satisfied: python-dateutil<3.0dev,>=2.7.2 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.2)\n",
-      "Requirement already satisfied: db-dtypes<2.0.0dev,>=0.3.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: google-cloud-bigquery-storage<3.0.0dev,>=2.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.24.0)\n",
-      "Requirement already satisfied: grpcio<2.0dev,>=1.47.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.60.0)\n",
-      "Requirement already satisfied: attrs<24,>=23.1.0 in /opt/conda/lib/python3.9/site-packages (from sagemaker->-r /empty/requirements.txt (line 2)) (23.2.0)\n",
-      "INFO: pip is looking at multiple versions of sagemaker to determine which version is compatible with other requirements. This could take a while.\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/c9/18/39b659879f4312fc484c79043b0f49fd5446ecd1e1ad90c5043bd6d1c459/sagemaker-2.203.1-py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.203.1-py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/4a/b0/dd6e8ffc253768e3676837cd620dc108346a459d415353a582b61cb9feba/sagemaker-2.203.0-py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.203.0-py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/ca/c2/1720855a813b411f0f599f19a64042ae995f22aae9cac6fb73184f8684f9/sagemaker-2.202.1-py2.py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.202.1-py2.py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/57/02/48feefc9eae90689aa94196dcb0388b08a46b985125764d76e0683dce25d/sagemaker-2.202.0-py2.py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.202.0-py2.py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/43/0d/90d442a09cc7f82d433542a7a6f9014f6c1abdd01d95709efd602ca5c2f0/sagemaker-2.201.0-py2.py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.201.0-py2.py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/74/e9/7c99298b535fc3cb8cd50efe4978c2fd115a9eba22f3cf7bf1921ad6b53d/sagemaker-2.200.1-py2.py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.200.1-py2.py3-none-any.whl.metadata (13 kB)\n",
-      "  Obtaining dependency information for sagemaker from https://files.pythonhosted.org/packages/6b/2e/5a212380364960a209f8397be1f382e02d9078175435cc393e70af39d05a/sagemaker-2.200.0-py2.py3-none-any.whl.metadata\n",
-      "  Downloading sagemaker-2.200.0-py2.py3-none-any.whl.metadata (13 kB)\n",
-      "INFO: pip is still looking at multiple versions of sagemaker to determine which version is compatible with other requirements. This could take a while.\n",
-      "  Downloading sagemaker-2.199.0.tar.gz (1.0 MB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 15.4 MB/s eta 0:00:00\n",
-      "  Preparing metadata (setup.py): started\n",
-      "  Preparing metadata (setup.py): finished with status 'done'\n",
-      "  Downloading sagemaker-2.198.0.tar.gz (919 kB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 919.4/919.4 kB 267.0 MB/s eta 0:00:00\n",
-      "  Preparing metadata (setup.py): started\n",
-      "  Preparing metadata (setup.py): finished with status 'done'\n",
-      "  Downloading sagemaker-2.197.0.tar.gz (917 kB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 917.0/917.0 kB 322.2 MB/s eta 0:00:00\n",
-      "  Preparing metadata (setup.py): started\n",
-      "  Preparing metadata (setup.py): finished with status 'done'\n",
-      "Requirement already satisfied: cloudpickle==2.2.1 in /opt/conda/lib/python3.9/site-packages (from sagemaker->-r /empty/requirements.txt (line 2)) (2.2.1)\n",
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-      "  Obtaining dependency information for importlib-metadata<7.0,>=1.4.0 from https://files.pythonhosted.org/packages/59/9b/ecce94952ab5ea74c31dcf9ccf78ccd484eebebef06019bf8cb579ab4519/importlib_metadata-6.11.0-py3-none-any.whl.metadata\n",
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-      "INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 884.6/884.6 kB 323.8 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 867.8/867.8 kB 322.9 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 857.8/857.8 kB 334.0 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 857.5/857.5 kB 320.1 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 857.5/857.5 kB 336.5 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 857.4/857.4 kB 286.9 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 857.4/857.4 kB 325.8 MB/s eta 0:00:00\n",
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-      "Collecting importlib-metadata<5.0,>=1.4.0 (from sagemaker->-r /empty/requirements.txt (line 2))\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 796.5/796.5 kB 198.0 MB/s eta 0:00:00\n",
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-      "  Downloading sagemaker-2.159.0.tar.gz (795 kB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 795.2/795.2 kB 210.9 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 795.1/795.1 kB 207.1 MB/s eta 0:00:00\n",
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-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 790.6/790.6 kB 204.3 MB/s eta 0:00:00\n",
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-      "  Downloading sagemaker-2.156.0.tar.gz (789 kB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 790.0/790.0 kB 224.6 MB/s eta 0:00:00\n",
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-      "  Downloading sagemaker-2.155.0.tar.gz (787 kB)\n",
-      "     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 787.1/787.1 kB 193.3 MB/s eta 0:00:00\n",
-      "  Preparing metadata (setup.py): started\n",
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-      "Collecting attrs<23,>=20.3.0 (from sagemaker->-r /empty/requirements.txt (line 2))\n",
-      "  Downloading attrs-22.2.0-py3-none-any.whl (60 kB)\n",
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-      "  Downloading tblib-1.7.0-py2.py3-none-any.whl (12 kB)\n",
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-      "Requirement already satisfied: uri-template in /opt/conda/lib/python3.9/site-packages (from jsonschema->sagemaker->-r /empty/requirements.txt (line 2)) (1.3.0)\n",
-      "Requirement already satisfied: webcolors>=1.11 in /opt/conda/lib/python3.9/site-packages (from jsonschema->sagemaker->-r /empty/requirements.txt (line 2)) (1.13)\n",
-      "Requirement already satisfied: arrow>=0.15.0 in /opt/conda/lib/python3.9/site-packages (from isoduration->jsonschema->sagemaker->-r /empty/requirements.txt (line 2)) (1.3.0)\n",
-      "Requirement already satisfied: types-python-dateutil>=2.8.10 in /opt/conda/lib/python3.9/site-packages (from arrow>=0.15.0->isoduration->jsonschema->sagemaker->-r /empty/requirements.txt (line 2)) (2.8.19.20240106)\n",
-      "Downloading pathos-0.3.1-py3-none-any.whl (82 kB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 82.1/82.1 kB 240.8 MB/s eta 0:00:00\n",
-      "Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 115.3/115.3 kB 292.0 MB/s eta 0:00:00\n",
-      "Downloading multiprocess-0.70.15-py39-none-any.whl (133 kB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 133.3/133.3 kB 299.6 MB/s eta 0:00:00\n",
-      "Downloading pox-0.3.3-py3-none-any.whl (29 kB)\n",
-      "Downloading ppft-1.7.6.7-py3-none-any.whl (56 kB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 56.8/56.8 kB 248.1 MB/s eta 0:00:00\n",
-      "Building wheels for collected packages: sagemaker, protobuf3-to-dict\n",
-      "  Building wheel for sagemaker (setup.py): started\n",
-      "  Building wheel for sagemaker (setup.py): finished with status 'done'\n",
-      "  Created wheel for sagemaker: filename=sagemaker-2.155.0-py2.py3-none-any.whl size=1062941 sha256=105f2bc9e983bc82fc197aa46a9990538c14a63ab1b8ba222c7765ce44a9d788\n",
-      "  Stored in directory: /tmp/pip-ephem-wheel-cache-amlwhk99/wheels/86/0d/22/744959c10ece5fa9187ad47b4a8753a0794bc7ea017f10316d\n",
-      "  Building wheel for protobuf3-to-dict (setup.py): started\n",
-      "  Building wheel for protobuf3-to-dict (setup.py): finished with status 'done'\n",
-      "  Created wheel for protobuf3-to-dict: filename=protobuf3_to_dict-0.1.5-py3-none-any.whl size=4009 sha256=8517d1d35f1e54c52a51d97eaeecfd5b380b65782f4ec67a841c0217ad0cb378\n",
-      "  Stored in directory: /tmp/pip-ephem-wheel-cache-amlwhk99/wheels/21/bf/76/90dd7b8d0598c7642532062ddff00ecef07df873c36396488c\n",
-      "Successfully built sagemaker protobuf3-to-dict\n",
-      "Installing collected packages: tblib, smdebug_rulesconfig, protobuf3-to-dict, ppft, pox, importlib-metadata, google-pasta, dill, contextlib2, attrs, schema, multiprocess, pathos, sagemaker\n",
-      "  Attempting uninstall: tblib\n",
-      "    Found existing installation: tblib 3.0.0\n",
-      "    Uninstalling tblib-3.0.0:\n",
-      "      Successfully uninstalled tblib-3.0.0\n",
-      "  Attempting uninstall: importlib-metadata\n",
-      "    Found existing installation: importlib-metadata 7.0.1\n",
-      "    Uninstalling importlib-metadata-7.0.1:\n",
-      "      Successfully uninstalled importlib-metadata-7.0.1\n",
-      "  Attempting uninstall: attrs\n",
-      "    Found existing installation: attrs 23.2.0\n",
-      "    Uninstalling attrs-23.2.0:\n",
-      "      Successfully uninstalled attrs-23.2.0\n",
-      "Successfully installed attrs-22.2.0 contextlib2-21.6.0 dill-0.3.7 google-pasta-0.2.0 importlib-metadata-4.13.0 multiprocess-0.70.15 pathos-0.3.1 pox-0.3.3 ppft-1.7.6.7 protobuf3-to-dict-0.1.5 sagemaker-2.155.0 schema-0.7.5 smdebug_rulesconfig-1.0.1 tblib-1.7.0\n",
-      "WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "\u001b[36mINFO\u001b[0m[0106] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0111] Pushing image to docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-train:latest \n",
-      "\u001b[36mINFO\u001b[0m[0111] Pushed docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-train@sha256:4a9ea72cfc361ca187030f6fb913382c4d1dc3787aa02b241cc8b69dc317dac4 \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "BuildStatus(ready=True, outputs={'image': '.mlrun/func-sagemaker-admin-train:latest'})"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "project.build_function(\"train\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "6fc59031-fa07-491e-a33b-5b628e56e14e",
    "metadata": {
-    "scrolled": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "The `overwrite_build_params` parameter default will change from 'False' to 'True' in 1.8.0.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> 2024-01-24 14:56:24,075 [info] Started building image: .mlrun/func-sagemaker-admin-evaluate:latest\n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image mlrun/mlrun:1.6.0-rc22 from registry index.docker.io \n",
-      "\u001b[36mINFO\u001b[0m[0000] Built cross stage deps: map[]                \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Returning cached image manifest              \n",
-      "\u001b[36mINFO\u001b[0m[0000] Executing 0 build triggers                   \n",
-      "\u001b[36mINFO\u001b[0m[0000] Building stage 'mlrun/mlrun:1.6.0-rc22' [idx: '0', base-idx: '-1'] \n",
-      "\u001b[36mINFO\u001b[0m[0000] Unpacking rootfs as cmd RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt requires it. \n",
-      "\u001b[36mINFO\u001b[0m[0036] ARG AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID     \n",
-      "\u001b[36mINFO\u001b[0m[0036] ARG AWS_DEFAULT_REGION=$AWS_DEFAULT_REGION   \n",
-      "\u001b[36mINFO\u001b[0m[0036] ARG AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \n",
-      "\u001b[36mINFO\u001b[0m[0036] ARG SAGEMAKER-ROLE=$SAGEMAKER-ROLE           \n",
-      "\u001b[36mINFO\u001b[0m[0036] RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0036] Initializing snapshotter ...                 \n",
-      "\u001b[36mINFO\u001b[0m[0036] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0066] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0066] Args: [-c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0066] Running: [/bin/sh -c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "Installing /empty/requirements.txt...\n",
-      "mlrun[complete]==1.6.0-rc22\n",
-      "xgboost\n",
-      "\u001b[36mINFO\u001b[0m[0066] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0071] No files were changed, appending empty layer to config. No layer added to image. \n",
-      "\u001b[36mINFO\u001b[0m[0071] RUN python -m pip install -r /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0071] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0071] Args: [-c python -m pip install -r /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0071] Running: [/bin/sh -c python -m pip install -r /empty/requirements.txt] \n",
-      "Requirement already satisfied: mlrun[complete]==1.6.0-rc22 in /opt/conda/lib/python3.9/site-packages (from -r /empty/requirements.txt (line 1)) (1.6.0rc22)\n",
-      "Collecting xgboost (from -r /empty/requirements.txt (line 2))\n",
-      "  Obtaining dependency information for xgboost from https://files.pythonhosted.org/packages/c3/eb/496aa2f5d356af4185f770bc76055307f8d1870e11016b10fd779b21769c/xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl.metadata\n",
-      "  Downloading xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl.metadata (2.0 kB)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.26.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.18)\n",
-      "Requirement already satisfied: GitPython>=3.1.30,~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.41)\n",
-      "Requirement already satisfied: aiohttp~=3.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.1)\n",
-      "Requirement already satisfied: aiohttp-retry~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.3)\n",
-      "Requirement already satisfied: click~=8.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.1.7)\n",
-      "Requirement already satisfied: kfp~=1.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.22)\n",
-      "Requirement already satisfied: nest-asyncio~=1.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.9)\n",
-      "Requirement already satisfied: ipython~=8.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.18.1)\n",
-      "Requirement already satisfied: nuclio-jupyter~=0.9.14 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.14)\n",
-      "Requirement already satisfied: numpy<1.27.0,>=1.16.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.3)\n",
-      "Requirement already satisfied: pandas<3,>=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.4)\n",
-      "Requirement already satisfied: pyarrow<15,>=10.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (14.0.2)\n",
-      "Requirement already satisfied: pyyaml~=5.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.4.1)\n",
-      "Requirement already satisfied: requests~=2.31 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.31.0)\n",
-      "Requirement already satisfied: tabulate~=0.8.6 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.8.10)\n",
-      "Requirement already satisfied: v3io~=0.5.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.21)\n",
-      "Requirement already satisfied: pydantic>=1.10.8,~=1.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.10.13)\n",
-      "Requirement already satisfied: mergedeep~=1.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.4)\n",
-      "Requirement already satisfied: v3io-frames~=0.10.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.10.10)\n",
-      "Requirement already satisfied: semver~=3.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.2)\n",
-      "Requirement already satisfied: dependency-injector~=4.41 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.41.0)\n",
-      "Requirement already satisfied: fsspec==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: v3iofs~=0.1.17 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.18)\n",
-      "Requirement already satisfied: storey~=1.6.16 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.6.16)\n",
-      "Requirement already satisfied: inflection~=0.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: python-dotenv~=0.17.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.17.1)\n",
-      "Requirement already satisfied: setuptools~=68.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (68.2.2)\n",
-      "Requirement already satisfied: deprecated~=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.14)\n",
-      "Requirement already satisfied: jinja2~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.3)\n",
-      "Requirement already satisfied: anyio~=3.7 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.7.1)\n",
-      "Requirement already satisfied: orjson~=3.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.10)\n",
-      "Requirement already satisfied: adlfs==2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.0)\n",
-      "Requirement already satisfied: aiobotocore<2.8,>=2.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.5.4)\n",
-      "Requirement already satisfied: avro~=1.11 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.11.3)\n",
-      "Requirement already satisfied: azure-core~=1.24 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.29.6)\n",
-      "Requirement already satisfied: azure-identity~=1.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.15.0)\n",
-      "Requirement already satisfied: azure-keyvault-secrets~=4.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.7.0)\n",
-      "Requirement already satisfied: boto3<1.29.0,>=1.28.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.28.17)\n",
-      "Requirement already satisfied: dask~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: databricks-sdk~=0.13.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.13.0)\n",
-      "Requirement already satisfied: distributed~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: gcsfs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: google-cloud-bigquery[bqstorage,pandas]==3.14.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.14.1)\n",
-      "Requirement already satisfied: graphviz~=0.20.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.20.1)\n",
-      "Requirement already satisfied: kafka-python~=2.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.2)\n",
-      "Requirement already satisfied: mlflow~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.9.2)\n",
-      "Requirement already satisfied: msrest~=0.6.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.21)\n",
-      "Requirement already satisfied: plotly<5.12.0,~=5.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.11.0)\n",
-      "Requirement already satisfied: pyopenssl>=23 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.2.0)\n",
-      "Requirement already satisfied: redis~=4.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.6.0)\n",
-      "Requirement already satisfied: s3fs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: sqlalchemy~=1.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.51)\n",
-      "Requirement already satisfied: azure-datalake-store<0.1,>=0.0.46 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.0.53)\n",
-      "Requirement already satisfied: azure-storage-blob>=12.12.0 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (12.19.0)\n",
-      "Requirement already satisfied: decorator>4.1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.1.1)\n",
-      "Requirement already satisfied: google-auth>=1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.26.2)\n",
-      "Requirement already satisfied: google-auth-oauthlib in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: google-cloud-storage in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.14.0)\n",
-      "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.15.0)\n",
-      "Requirement already satisfied: google-cloud-core<3.0.0dev,>=1.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.1)\n",
-      "Requirement already satisfied: google-resumable-media<3.0dev,>=0.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.7.0)\n",
-      "Requirement already satisfied: packaging>=20.0.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.1)\n",
-      "Requirement already satisfied: python-dateutil<3.0dev,>=2.7.2 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.2)\n",
-      "Requirement already satisfied: google-cloud-bigquery-storage<3.0.0dev,>=2.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.24.0)\n",
-      "Requirement already satisfied: grpcio<2.0dev,>=1.47.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.60.0)\n",
-      "Requirement already satisfied: db-dtypes<2.0.0dev,>=0.3.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: scipy in /opt/conda/lib/python3.9/site-packages (from xgboost->-r /empty/requirements.txt (line 2)) (1.11.4)\n",
-      "Requirement already satisfied: botocore<1.31.18,>=1.31.17 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.31.17)\n",
-      "Requirement already satisfied: wrapt<2.0.0,>=1.10.10 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: aioitertools<1.0.0,>=0.5.1 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.11.0)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.2.0)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.0.4)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.9.4)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.1)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.1)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.0.3)\n",
-      "Requirement already satisfied: idna>=2.8 in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.4)\n",
-      "Requirement already satisfied: sniffio>=1.1 in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: exceptiongroup in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: six>=1.11.0 in /opt/conda/lib/python3.9/site-packages (from azure-core~=1.24->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: typing-extensions>=4.6.0 in /opt/conda/lib/python3.9/site-packages (from azure-core~=1.24->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9.0)\n",
-      "Requirement already satisfied: cryptography>=2.5 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (41.0.7)\n",
-      "Requirement already satisfied: msal<2.0.0,>=1.24.0 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.0)\n",
-      "Requirement already satisfied: msal-extensions<2.0.0,>=0.3.0 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.1.0)\n",
-      "Requirement already satisfied: azure-common~=1.1 in /opt/conda/lib/python3.9/site-packages (from azure-keyvault-secrets~=4.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.1.28)\n",
-      "Requirement already satisfied: isodate>=0.6.1 in /opt/conda/lib/python3.9/site-packages (from azure-keyvault-secrets~=4.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.1)\n",
-      "Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /opt/conda/lib/python3.9/site-packages (from boto3<1.29.0,>=1.28.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.1)\n",
-      "Requirement already satisfied: s3transfer<0.7.0,>=0.6.0 in /opt/conda/lib/python3.9/site-packages (from boto3<1.29.0,>=1.28.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.2)\n",
-      "Requirement already satisfied: cloudpickle>=1.5.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.2.1)\n",
-      "Requirement already satisfied: partd>=1.2.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.1)\n",
-      "Requirement already satisfied: toolz>=0.10.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.12.0)\n",
-      "Requirement already satisfied: importlib-metadata>=4.13.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.0.1)\n",
-      "Requirement already satisfied: locket>=1.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.0)\n",
-      "Requirement already satisfied: msgpack>=1.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.7)\n",
-      "Requirement already satisfied: psutil>=5.7.2 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.9.7)\n",
-      "Requirement already satisfied: sortedcontainers>=2.0.5 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.0)\n",
-      "Requirement already satisfied: tblib>=1.6.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: tornado>=6.0.4 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.4)\n",
-      "Requirement already satisfied: zict>=3.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.9/site-packages (from GitPython>=3.1.30,~=3.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.0.11)\n",
-      "Requirement already satisfied: jedi>=0.16 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.19.1)\n",
-      "Requirement already satisfied: matplotlib-inline in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.6)\n",
-      "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.43)\n",
-      "Requirement already satisfied: pygments>=2.4.0 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.17.2)\n",
-      "Requirement already satisfied: stack-data in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.3)\n",
-      "Requirement already satisfied: traitlets>=5 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.14.1)\n",
-      "Requirement already satisfied: pexpect>4.3 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9.0)\n",
-      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.9/site-packages (from jinja2~=3.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.3)\n",
-      "Requirement already satisfied: absl-py<2,>=0.9 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.0)\n",
-      "Requirement already satisfied: kubernetes<26,>=8.0.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (25.3.0)\n",
-      "Requirement already satisfied: google-api-python-client<2,>=1.7.8 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.12.11)\n",
-      "Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.10.1)\n",
-      "Requirement already satisfied: kfp-server-api<2.0.0,>=1.1.2 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.5)\n",
-      "Requirement already satisfied: jsonschema<5,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.21.0)\n",
-      "Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.10)\n",
-      "Requirement already satisfied: docstring-parser<1,>=0.7.3 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.15)\n",
-      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.16 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.16)\n",
-      "Requirement already satisfied: fire<1,>=0.3.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.0)\n",
-      "Requirement already satisfied: protobuf<4,>=3.13.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.20.3)\n",
-      "Requirement already satisfied: uritemplate<4,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.1)\n",
-      "Requirement already satisfied: typer<1.0,>=0.3.2 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.0)\n",
-      "Requirement already satisfied: databricks-cli<1,>=0.8.7 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.18.0)\n",
-      "Requirement already satisfied: entrypoints<1 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.4)\n",
-      "Requirement already satisfied: pytz<2024 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.3.post1)\n",
-      "Requirement already satisfied: sqlparse<1,>=0.4.0 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.4.4)\n",
-      "Requirement already satisfied: alembic!=1.10.0,<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.13.1)\n",
-      "Requirement already satisfied: docker<7,>=4.0.0 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.1.3)\n",
-      "Requirement already satisfied: Flask<4 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: querystring-parser<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.4)\n",
-      "Requirement already satisfied: scikit-learn<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.0)\n",
-      "Requirement already satisfied: markdown<4,>=3.3 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.5.2)\n",
-      "Requirement already satisfied: matplotlib<4 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.8.2)\n",
-      "Requirement already satisfied: gunicorn<22 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (21.2.0)\n",
-      "Requirement already satisfied: requests-oauthlib>=0.5.0 in /opt/conda/lib/python3.9/site-packages (from msrest~=0.6.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.1)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.9/site-packages (from msrest~=0.6.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.11.17)\n",
-      "Requirement already satisfied: nbconvert>=6.4.5 in /opt/conda/lib/python3.9/site-packages (from nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.14.2)\n",
-      "Requirement already satisfied: notebook<7.0.0,>=6.4 in /opt/conda/lib/python3.9/site-packages (from nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.5.6)\n",
-      "Requirement already satisfied: tzdata>=2022.1 in /opt/conda/lib/python3.9/site-packages (from pandas<3,>=1.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.4)\n",
-      "Requirement already satisfied: tenacity>=6.2.0 in /opt/conda/lib/python3.9/site-packages (from plotly<5.12.0,~=5.4->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.2.3)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.9/site-packages (from requests~=2.31->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.4)\n",
-      "Requirement already satisfied: greenlet!=0.4.17 in /opt/conda/lib/python3.9/site-packages (from sqlalchemy~=1.4->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.3)\n",
-      "Requirement already satisfied: xxhash>=1 in /opt/conda/lib/python3.9/site-packages (from storey~=1.6.16->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.4.1)\n",
-      "Requirement already satisfied: nuclio-sdk>=0.5.3 in /opt/conda/lib/python3.9/site-packages (from storey~=1.6.16->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.9)\n",
-      "Requirement already satisfied: future>=0.18.2 in /opt/conda/lib/python3.9/site-packages (from v3io~=0.5.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.18.3)\n",
-      "Requirement already satisfied: ujson>=3 in /opt/conda/lib/python3.9/site-packages (from v3io~=0.5.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.9.0)\n",
-      "Requirement already satisfied: googleapis-common-protos>=1.5.3 in /opt/conda/lib/python3.9/site-packages (from v3io-frames~=0.10.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.62.0)\n",
-      "Requirement already satisfied: grpcio-tools!=1.34.0,<1.49,>=1.30 in /opt/conda/lib/python3.9/site-packages (from v3io-frames~=0.10.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.48.2)\n",
-      "Requirement already satisfied: Mako in /opt/conda/lib/python3.9/site-packages (from alembic!=1.10.0,<2->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: cffi in /opt/conda/lib/python3.9/site-packages (from azure-datalake-store<0.1,>=0.0.46->adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: pyjwt>=1.7.0 in /opt/conda/lib/python3.9/site-packages (from databricks-cli<1,>=0.8.7->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.0)\n",
-      "Requirement already satisfied: oauthlib>=3.1.0 in /opt/conda/lib/python3.9/site-packages (from databricks-cli<1,>=0.8.7->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.2.2)\n",
-      "Requirement already satisfied: websocket-client>=0.32.0 in /opt/conda/lib/python3.9/site-packages (from docker<7,>=4.0.0->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.7.0)\n",
-      "Requirement already satisfied: termcolor in /opt/conda/lib/python3.9/site-packages (from fire<1,>=0.3.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.0)\n",
-      "Requirement already satisfied: Werkzeug>=3.0.0 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.1)\n",
-      "Requirement already satisfied: itsdangerous>=2.1.2 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.2)\n",
-      "Requirement already satisfied: blinker>=1.6.2 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.7.0)\n",
-      "Requirement already satisfied: smmap<6,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from gitdb<5,>=4.0.1->GitPython>=3.1.30,~=3.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.0.1)\n",
-      "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /opt/conda/lib/python3.9/site-packages (from google-api-python-client<2,>=1.7.8->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.22.0)\n",
-      "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /opt/conda/lib/python3.9/site-packages (from google-api-python-client<2,>=1.7.8->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.0)\n",
-      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.3.2)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.3.0)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9)\n",
-      "Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery-storage<3.0.0dev,>=2.6.0->google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.23.0)\n",
-      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-storage->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.0)\n",
-      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.9/site-packages (from importlib-metadata>=4.13.0->dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.17.0)\n",
-      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /opt/conda/lib/python3.9/site-packages (from jedi>=0.16->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.8.3)\n",
-      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.12.1)\n",
-      "Requirement already satisfied: referencing>=0.28.4 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.32.1)\n",
-      "Requirement already satisfied: rpds-py>=0.7.1 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.17.1)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.47.2)\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.5)\n",
-      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (10.2.0)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.1)\n",
-      "Requirement already satisfied: importlib-resources>=3.2.0 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.1.1)\n",
-      "Requirement already satisfied: portalocker<3,>=1.0 in /opt/conda/lib/python3.9/site-packages (from msal-extensions<2.0.0,>=0.3.0->azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.2)\n",
-      "Requirement already satisfied: beautifulsoup4 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.12.3)\n",
-      "Requirement already satisfied: bleach!=5.0.0 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.1.0)\n",
-      "Requirement already satisfied: defusedxml in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.7.1)\n",
-      "Requirement already satisfied: jupyter-core>=4.7 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.7.1)\n",
-      "Requirement already satisfied: jupyterlab-pygments in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.3.0)\n",
-      "Requirement already satisfied: mistune<4,>=2.0.3 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.2)\n",
-      "Requirement already satisfied: nbclient>=0.5.0 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.0)\n",
-      "Requirement already satisfied: nbformat>=5.7 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.9.2)\n",
-      "Requirement already satisfied: pandocfilters>=1.4.1 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.0)\n",
-      "Requirement already satisfied: tinycss2 in /opt/conda/lib/python3.9/site-packages (from nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.1)\n",
-      "Requirement already satisfied: pyzmq<25,>=17 in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (24.0.1)\n",
-      "Requirement already satisfied: argon2-cffi in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.1.0)\n",
-      "Requirement already satisfied: jupyter-client<8,>=5.3.4 in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.4.9)\n",
-      "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.0)\n",
-      "Requirement already satisfied: ipykernel in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.29.0)\n",
-      "Requirement already satisfied: Send2Trash>=1.8.0 in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.2)\n",
-      "Requirement already satisfied: terminado>=0.8.3 in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.18.0)\n",
-      "Requirement already satisfied: prometheus-client in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.19.0)\n",
-      "Requirement already satisfied: nbclassic>=0.4.7 in /opt/conda/lib/python3.9/site-packages (from notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.0)\n",
-      "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.9/site-packages (from pexpect>4.3->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.7.0)\n",
-      "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.9/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.13)\n",
-      "Requirement already satisfied: joblib>=1.2.0 in /opt/conda/lib/python3.9/site-packages (from scikit-learn<2->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.2)\n",
-      "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.9/site-packages (from scikit-learn<2->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.2.0)\n",
-      "Requirement already satisfied: wheel in /opt/conda/lib/python3.9/site-packages (from strip-hints<1,>=0.1.8->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.41.2)\n",
-      "Requirement already satisfied: executing>=1.2.0 in /opt/conda/lib/python3.9/site-packages (from stack-data->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.1)\n",
-      "Requirement already satisfied: asttokens>=2.1.0 in /opt/conda/lib/python3.9/site-packages (from stack-data->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.1)\n",
-      "Requirement already satisfied: pure-eval in /opt/conda/lib/python3.9/site-packages (from stack-data->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.2)\n",
-      "Requirement already satisfied: webencodings in /opt/conda/lib/python3.9/site-packages (from bleach!=5.0.0->nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: pycparser in /opt/conda/lib/python3.9/site-packages (from cffi->azure-datalake-store<0.1,>=0.0.46->adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.21)\n",
-      "Requirement already satisfied: grpcio-status<2.0.dev0,>=1.33.2 in /opt/conda/lib/python3.9/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.48.2)\n",
-      "Requirement already satisfied: platformdirs>=2.5 in /opt/conda/lib/python3.9/site-packages (from jupyter-core>=4.7->nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.10.0)\n",
-      "Requirement already satisfied: jupyter-server>=1.8 in /opt/conda/lib/python3.9/site-packages (from nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.12.5)\n",
-      "Requirement already satisfied: notebook-shim>=0.2.3 in /opt/conda/lib/python3.9/site-packages (from nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.3)\n",
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-      "Requirement already satisfied: argon2-cffi-bindings in /opt/conda/lib/python3.9/site-packages (from argon2-cffi->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (21.2.0)\n",
-      "Requirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.9/site-packages (from beautifulsoup4->nbconvert>=6.4.5->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.5)\n",
-      "Requirement already satisfied: comm>=0.1.1 in /opt/conda/lib/python3.9/site-packages (from ipykernel->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.1)\n",
-      "Requirement already satisfied: debugpy>=1.6.5 in /opt/conda/lib/python3.9/site-packages (from ipykernel->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.0)\n",
-      "Requirement already satisfied: jupyter-events>=0.9.0 in /opt/conda/lib/python3.9/site-packages (from jupyter-server>=1.8->nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.0)\n",
-      "Requirement already satisfied: jupyter-server-terminals in /opt/conda/lib/python3.9/site-packages (from jupyter-server>=1.8->nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: overrides in /opt/conda/lib/python3.9/site-packages (from jupyter-server>=1.8->nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.4.0)\n",
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-      "Requirement already satisfied: rfc3339-validator in /opt/conda/lib/python3.9/site-packages (from jupyter-events>=0.9.0->jupyter-server>=1.8->nbclassic>=0.4.7->notebook<7.0.0,>=6.4->nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.4)\n",
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-      "Requirement already satisfied: fqdn in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.1)\n",
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-      "Requirement already satisfied: uri-template in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: webcolors>=1.11 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.13)\n",
-      "Requirement already satisfied: arrow>=0.15.0 in /opt/conda/lib/python3.9/site-packages (from isoduration->jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: types-python-dateutil>=2.8.10 in /opt/conda/lib/python3.9/site-packages (from arrow>=0.15.0->isoduration->jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.19.20240106)\n",
-      "Downloading xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl (297.1 MB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 297.1/297.1 MB 262.5 MB/s eta 0:00:00\n",
-      "Installing collected packages: xgboost\n",
-      "Successfully installed xgboost-2.0.3\n",
-      "WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "\u001b[36mINFO\u001b[0m[0084] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0099] Pushing image to docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-evaluate:latest \n",
-      "\u001b[36mINFO\u001b[0m[0102] Pushed docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-evaluate@sha256:b0e68f50a3b63c9245c90a78078eeffa1cd0d955ac8084e1c9aafa4aba18b5c5 \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "BuildStatus(ready=True, outputs={'image': '.mlrun/func-sagemaker-admin-evaluate:latest'})"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "project.build_function(\"evaluate\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "73cd9279-f871-4561-8f12-5f4930c7032f",
-   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Overwriting src/workflow.py\n"
+      "> 2024-01-25 15:31:36,885 [info] Project loaded successfully: {'project_name': 'sagemaker'}\n"
      ]
     }
    ],
    "source": [
-    "%%writefile src/workflow.py\n",
-    "import mlrun\n",
-    "from kfp import dsl\n",
-    "from mlrun import get_or_create_ctx\n",
-    "\n",
-    "\n",
-    "@dsl.pipeline(\n",
-    "    name=\"Fraud Detection Pipeline\",\n",
-    "    description=\"Detecting fraud from a transactions dataset\"\n",
-    ")\n",
-    "def kfpipeline(evaluate_path):\n",
-    "    project = mlrun.get_current_project()\n",
-    "\n",
-    "    train_function = project.get_function('train', sync=True)\n",
-    "    train_run = project.run_function(\n",
-    "        function=train_function,\n",
-    "        name='train',\n",
-    "        handler='train',\n",
-    "        params={},\n",
-    "        outputs=[\"model_path\"],\n",
-    "    )\n",
-    "\n",
-    "    ctx = get_or_create_ctx(\"kfp\")\n",
-    "    ctx.logger.info(train_run.outputs)\n",
-    "\n",
-    "    # evaluating the model\n",
-    "    evaluate_function = project.get_function(\"evaluate\")\n",
-    "\n",
-    "    # running\n",
-    "    evaluate_run = project.run_function(\n",
-    "        evaluate_function,\n",
-    "        handler=\"evaluate\",\n",
-    "        params={\n",
-    "            \"model_path\": train_run.outputs['model_path'],\n",
-    "            \"model_name\": \"xgboost-model\",\n",
-    "            \"test_set\": evaluate_path,\n",
-    "            \"label_column\": \"transaction_category\",\n",
-    "        },\n",
-    "        returns=[\"classification_report: dataset\"]\n",
-    "    )\n",
-    "\n",
-    "    # # deploying serving function\n",
-    "    # serving_function = project.get_function(\"serving\")\n",
-    "\n",
-    "    # if serving_function.spec.graph is None:\n",
-    "    #     # Set the topology and get the graph object:\n",
-    "    #     graph = serving_function.set_topology(\"flow\", engine=\"async\")\n",
-    "\n",
-    "    #     # Add the steps:\n",
-    "    #     graph.to(\"XGBModelServer\",\n",
-    "    #              name=\"xgboost-model\",\n",
-    "    #              model_path= train_run.outputs['model_path'])\\\n",
-    "    #     .to(handler=\"postprocess\", name=\"postprocess\").respond()\n",
-    "               \n",
-    "\n",
-    "    # # Set the desired requirements:\n",
-    "\n",
-    "    # # Deploy the serving function:\n",
-    "    # project.deploy_function(\"serving\").after(train_run)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "c920d4ea-b506-413a-881a-41e0b8adc940",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "workflow_name = \"workflow\"\n",
-    "project.set_workflow(name=workflow_name, workflow_path=\"src/workflow.py\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "b4ac62b0-9970-4413-8485-29835635d19b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s3_data = \"s3://{}/{}/test/test.csv\".format(\"sagemaker-us-east-2-934638699319\", \"payment-classification\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "78bddbd6-601b-4e9c-8174-5ac7855d7d84",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "#project.run(workflow_name ,watch = True ,local = True, arguments={\"evaluate_path\": s3_data})"
+    "project = mlrun.get_or_create_project(\n",
+    "    name=\"sagemaker\", \n",
+    "    user_project=True,\n",
+    "    parameters={\n",
+    "        # \"source\" : \"git://github.com/mlrun/demo-sagemaker#main\",\n",
+    "        \"default_image\" : \"yonishelach/sagemaker-demo\"\n",
+    "    }\n",
+    ")"
    ]
   },
   {
@@ -1133,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 35,
    "id": "9fb9bf8f-dfc5-4b9f-8d63-d423ae326630",
    "metadata": {
     "tags": []
@@ -1142,7 +74,7 @@
     {
      "data": {
       "text/html": [
-       "<div>Pipeline running (id=703220cf-d4f6-4201-bd8c-fc2a53bf689b), <a href=\"https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor-workflows/workflow/703220cf-d4f6-4201-bd8c-fc2a53bf689b\" target=\"_blank\"><b>click here</b></a> to view the details in MLRun UI</div>"
+       "<div>Pipeline running (id=a678285c-f0b4-4d4a-a33d-a4ffa2e91380), <a href=\"https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor-workflows/workflow/a678285c-f0b4-4d4a-a33d-a4ffa2e91380\" target=\"_blank\"><b>click here</b></a> to view the details in MLRun UI</div>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1157,37 +89,37 @@
        "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
-       "<!-- Generated by graphviz version 8.1.0 (20230707.2238)\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
        " -->\n",
        "<!-- Title: kfp Pages: 1 -->\n",
-       "<svg width=\"182pt\" height=\"116pt\"\n",
-       " viewBox=\"0.00 0.00 181.98 116.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<svg width=\"108pt\" height=\"116pt\"\n",
+       " viewBox=\"0.00 0.00 108.09 116.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
        "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 112)\">\n",
        "<title>kfp</title>\n",
-       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-112 177.98,-112 177.98,4 -4,4\"/>\n",
-       "<!-- fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;1414903847 -->\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-112 104.09,-112 104.09,4 -4,4\"/>\n",
+       "<!-- fraud&#45;detection&#45;pipeline&#45;fb26j&#45;1027424835 -->\n",
        "<g id=\"node1\" class=\"node\">\n",
-       "<title>fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;1414903847</title>\n",
-       "<ellipse fill=\"green\" stroke=\"black\" cx=\"86.99\" cy=\"-90\" rx=\"33.1\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"86.99\" y=\"-84.58\" font-family=\"Times,serif\" font-size=\"14.00\">train</text>\n",
+       "<title>fraud&#45;detection&#45;pipeline&#45;fb26j&#45;1027424835</title>\n",
+       "<ellipse fill=\"green\" stroke=\"black\" cx=\"50.05\" cy=\"-90\" rx=\"33.29\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"50.05\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">train</text>\n",
        "</g>\n",
-       "<!-- fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;2098072488 -->\n",
+       "<!-- fraud&#45;detection&#45;pipeline&#45;fb26j&#45;2973628420 -->\n",
        "<g id=\"node2\" class=\"node\">\n",
-       "<title>fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;2098072488</title>\n",
-       "<ellipse fill=\"green\" stroke=\"black\" cx=\"86.99\" cy=\"-18\" rx=\"86.99\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"86.99\" y=\"-12.57\" font-family=\"Times,serif\" font-size=\"14.00\">evaluate&#45;evaluate</text>\n",
+       "<title>fraud&#45;detection&#45;pipeline&#45;fb26j&#45;2973628420</title>\n",
+       "<ellipse fill=\"green\" stroke=\"black\" cx=\"50.05\" cy=\"-18\" rx=\"50.09\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"50.05\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">evaluate</text>\n",
        "</g>\n",
-       "<!-- fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;1414903847&#45;&gt;fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;2098072488 -->\n",
+       "<!-- fraud&#45;detection&#45;pipeline&#45;fb26j&#45;1027424835&#45;&gt;fraud&#45;detection&#45;pipeline&#45;fb26j&#45;2973628420 -->\n",
        "<g id=\"edge1\" class=\"edge\">\n",
-       "<title>fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;1414903847&#45;&gt;fraud&#45;detection&#45;pipeline&#45;6d6nl&#45;2098072488</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M86.99,-71.7C86.99,-64.24 86.99,-55.32 86.99,-46.97\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"90.49,-47.1 86.99,-37.1 83.49,-47.1 90.49,-47.1\"/>\n",
+       "<title>fraud&#45;detection&#45;pipeline&#45;fb26j&#45;1027424835&#45;&gt;fraud&#45;detection&#45;pipeline&#45;fb26j&#45;2973628420</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M50.05,-71.7C50.05,-63.98 50.05,-54.71 50.05,-46.11\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"53.55,-46.1 50.05,-36.1 46.55,-46.1 53.55,-46.1\"/>\n",
        "</g>\n",
        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7f83ad79bf40>"
+       "<graphviz.graphs.Digraph at 0x7fc323ea58b0>"
       ]
      },
      "metadata": {},
@@ -1196,7 +128,7 @@
     {
      "data": {
       "text/html": [
-       "<h2>Run Results</h2><h3>[info] Workflow 703220cf-d4f6-4201-bd8c-fc2a53bf689b finished, state=Succeeded</h3><br>click the hyper links below to see detailed results<br><table border=\"1\" class=\"dataframe\">\n",
+       "<h2>Run Results</h2><h3>[info] Workflow a678285c-f0b4-4d4a-a33d-a4ffa2e91380 finished, state=Succeeded</h3><br>click the hyper links below to see detailed results<br><table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th>uid</th>\n",
@@ -1209,16 +141,16 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <td><div title=\"733c913934f544e6821706047dcff03b\"><a href=\"https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor/733c913934f544e6821706047dcff03b/overview\" target=\"_blank\" >...7dcff03b</a></div></td>\n",
-       "      <td>Jan 24 15:05:25</td>\n",
+       "      <td><div title=\"d39195d41fae4f8f819e9177862862d1\"><a href=\"https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor/d39195d41fae4f8f819e9177862862d1/overview\" target=\"_blank\" >...862862d1</a></div></td>\n",
+       "      <td>Jan 25 15:38:44</td>\n",
        "      <td>completed</td>\n",
-       "      <td>evaluate-evaluate</td>\n",
-       "      <td><div class=\"dictlist\">model_path=store://artifacts/sagemaker-admin/train_model_path@703220cf-d4f6-4201-bd8c-fc2a53bf689b</div><div class=\"dictlist\">model_name=xgboost-model</div><div class=\"dictlist\">test_set=s3://sagemaker-us-east-2-934638699319/payment-classification/test/test.csv</div><div class=\"dictlist\">label_column=transaction_category</div></td>\n",
+       "      <td>evaluate</td>\n",
+       "      <td><div class=\"dictlist\">model_path=store://artifacts/sagemaker-yoni/train_model_path@a678285c-f0b4-4d4a-a33d-a4ffa2e91380</div><div class=\"dictlist\">model_name=xgboost-model</div><div class=\"dictlist\">label_column=transaction_category</div></td>\n",
        "      <td></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <td><div title=\"be44e54e2897489dac2e5eb80ab29451\"><a href=\"https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor/be44e54e2897489dac2e5eb80ab29451/overview\" target=\"_blank\" >...0ab29451</a></div></td>\n",
-       "      <td>Jan 24 14:58:26</td>\n",
+       "      <td><div title=\"135ba47ef51242ad85f73fa478f07a1f\"><a href=\"https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor/135ba47ef51242ad85f73fa478f07a1f/overview\" target=\"_blank\" >...78f07a1f</a></div></td>\n",
+       "      <td>Jan 25 15:31:47</td>\n",
        "      <td>completed</td>\n",
        "      <td>train</td>\n",
        "      <td></td>\n",
@@ -1237,23 +169,25 @@
     {
      "data": {
       "text/plain": [
-       "703220cf-d4f6-4201-bd8c-fc2a53bf689b"
+       "a678285c-f0b4-4d4a-a33d-a4ffa2e91380"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "project.run(workflow_name,         \n",
-    "            watch=True,arguments={\"evaluate_path\": s3_data})"
+    "project.run(\n",
+    "    name=\"sagemaker\",\n",
+    "    watch=True,\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc5d7d29-145f-4a66-b194-b771eac35636",
+   "id": "e032f348-6f75-4a2b-8383-a9f4e92dc176",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1261,9 +195,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "smdemo",
+   "display_name": "mlrun-base",
    "language": "python",
-   "name": "smdemo"
+   "name": "conda-env-mlrun-base-py"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1275,7 +209,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,
diff --git a/financial_payment_classification.ipynb b/financial_payment_classification.ipynb
index 7dd4c5c..c9dbb07 100644
--- a/financial_payment_classification.ipynb
+++ b/financial_payment_classification.ipynb
@@ -89,8 +89,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import mlrun\n",
-    "mlrun.set_env_from_file(\"env.var\")"
+    "import mlrun"
    ]
   },
   {
@@ -109,24 +108,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "> 2024-01-24 15:14:27,619 [info] Project loaded successfully: {'project_name': 'sagemaker'}\n"
+      "> 2024-01-25 14:10:06,832 [info] Project loaded successfully: {'project_name': 'sagemaker'}\n"
      ]
     }
    ],
    "source": [
-    "project = mlrun.get_or_create_project(name=\"sagemaker\",\n",
-    "                                      user_project=True,\n",
-    "                                      context=\"./\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "c9a7610c-af86-4249-b9ff-af1d8574e3cb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "project.set_secrets(file_path=\"env.var\")"
+    "project = mlrun.get_or_create_project(\n",
+    "    name=\"sagemaker\", \n",
+    "    user_project=True,\n",
+    "    parameters={\n",
+    "        # \"source\" : \"git://github.com/mlrun/demo-sagemaker#main\",\n",
+    "        \"default_image\" : \"yonishelach/sagemaker-demo\"\n",
+    "    }\n",
+    ")"
    ]
   },
   {
@@ -139,7 +133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "42c5d6d0",
    "metadata": {},
    "outputs": [
@@ -148,7 +142,7 @@
      "output_type": "stream",
      "text": [
       "sagemaker.config INFO - Not applying SDK defaults from location: /etc/xdg/sagemaker/config.yaml\n",
-      "sagemaker.config INFO - Not applying SDK defaults from location: /home/sagemaker-user/.config/sagemaker/config.yaml\n"
+      "sagemaker.config INFO - Not applying SDK defaults from location: /User/.config/sagemaker/config.yaml\n"
      ]
     }
    ],
@@ -167,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "6406c0df-e745-4e3d-ad98-7d4504ff8b07",
    "metadata": {},
    "outputs": [],
@@ -177,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "b0f0ea71-1c48-4174-a0bd-e1b4c0137d25",
    "metadata": {},
    "outputs": [],
@@ -197,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "c0e4db17",
    "metadata": {},
    "outputs": [],
@@ -222,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "43946b9f",
    "metadata": {},
    "outputs": [],
@@ -262,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "5ff0d280",
    "metadata": {},
    "outputs": [],
@@ -285,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "a477abd7",
    "metadata": {},
    "outputs": [],
@@ -329,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "id": "24f6090e",
    "metadata": {},
    "outputs": [],
@@ -346,7 +340,7 @@
   },
   {
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-   "execution_count": 13,
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@@ -357,7 +351,7 @@
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@@ -375,7 +369,7 @@
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@@ -394,7 +388,7 @@
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@@ -424,7 +418,7 @@
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@@ -453,7 +447,7 @@
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-      "> 2024-01-24 14:17:16,797 [warning] Overriding type of entity 'transaction_id' from 'str' to 'int'. This may result in errors or unusable data.\n"
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-      "INFO:sagemaker:Creating training-job with name: sagemaker-xgboost-2024-01-24-14-17-33-351\n"
+      "INFO:sagemaker:Creating training-job with name: sagemaker-xgboost-2024-01-25-14-12-01-149\n"
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-      "2024-01-24 14:17:33 Starting - Starting the training job......\n",
-      "2024-01-24 14:18:12 Starting - Preparing the instances for training.........\n",
-      "2024-01-24 14:19:34 Downloading - Downloading input data...\n",
-      "2024-01-24 14:20:04 Downloading - Downloading the training image...\n",
-      "2024-01-24 14:21:00 Training - Training image download completed. Training in progress....\u001b[34m[2024-01-24 14:21:17.336 ip-10-0-122-14.us-east-2.compute.internal:7 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Imported framework sagemaker_xgboost_container.training\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Failed to parse hyperparameter objective value multi:softprob to Json.\u001b[0m\n",
+      "2024-01-25 14:12:01 Starting - Starting the training job...\n",
+      "2024-01-25 14:12:18 Starting - Preparing the instances for training.........\n",
+      "2024-01-25 14:13:58 Downloading - Downloading input data......\n",
+      "2024-01-25 14:14:34 Downloading - Downloading the training image...\n",
+      "2024-01-25 14:15:29 Training - Training image download completed. Training in progress...\u001b[34m[2024-01-25 14:15:41.041 ip-10-2-106-129.ec2.internal:7 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Imported framework sagemaker_xgboost_container.training\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Failed to parse hyperparameter objective value multi:softprob to Json.\u001b[0m\n",
       "\u001b[34mReturning the value itself\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] No GPUs detected (normal if no gpus installed)\u001b[0m\n",
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-      "\u001b[34m[2024-01-24:14:21:17:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Single node training.\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Train matrix has 69997 rows and 29 columns\u001b[0m\n",
-      "\u001b[34m[2024-01-24:14:21:17:INFO] Validation matrix has 20000 rows\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:17.631 ip-10-0-122-14.us-east-2.compute.internal:7 INFO json_config.py:91] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:17.632 ip-10-0-122-14.us-east-2.compute.internal:7 INFO hook.py:201] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:17.632 ip-10-0-122-14.us-east-2.compute.internal:7 INFO profiler_config_parser.py:102] User has disabled profiler.\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:17.633 ip-10-0-122-14.us-east-2.compute.internal:7 INFO hook.py:255] Saving to /opt/ml/output/tensors\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:17.633 ip-10-0-122-14.us-east-2.compute.internal:7 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.\u001b[0m\n",
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+      "\u001b[34m[2024-01-25:14:15:41:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Determined delimiter of CSV input is ','\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Single node training.\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Train matrix has 69997 rows and 29 columns\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Validation matrix has 20000 rows\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:41.342 ip-10-2-106-129.ec2.internal:7 INFO json_config.py:91] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:41.343 ip-10-2-106-129.ec2.internal:7 INFO hook.py:201] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:41.343 ip-10-2-106-129.ec2.internal:7 INFO profiler_config_parser.py:102] User has disabled profiler.\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:41.344 ip-10-2-106-129.ec2.internal:7 INFO hook.py:255] Saving to /opt/ml/output/tensors\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:41.344 ip-10-2-106-129.ec2.internal:7 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.\u001b[0m\n",
+      "\u001b[34m[2024-01-25:14:15:41:INFO] Debug hook created from config\u001b[0m\n",
       "\u001b[34m[0]#011train-merror:0.00047#011validation-merror:0.00050\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:18.744 ip-10-0-122-14.us-east-2.compute.internal:7 INFO hook.py:423] Monitoring the collections: metrics\u001b[0m\n",
-      "\u001b[34m[2024-01-24 14:21:18.748 ip-10-0-122-14.us-east-2.compute.internal:7 INFO hook.py:486] Hook is writing from the hook with pid: 7\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:42.380 ip-10-2-106-129.ec2.internal:7 INFO hook.py:423] Monitoring the collections: metrics\u001b[0m\n",
+      "\u001b[34m[2024-01-25 14:15:42.383 ip-10-2-106-129.ec2.internal:7 INFO hook.py:486] Hook is writing from the hook with pid: 7\u001b[0m\n",
       "\u001b[34m[1]#011train-merror:0.00023#011validation-merror:0.00040\u001b[0m\n",
       "\u001b[34m[2]#011train-merror:0.00001#011validation-merror:0.00015\u001b[0m\n",
       "\u001b[34m[3]#011train-merror:0.00001#011validation-merror:0.00015\u001b[0m\n",
@@ -1276,7 +1270,8 @@
       "\u001b[34m[87]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[88]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[89]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
-      "\u001b[34m[90]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
+      "\n",
+      "2024-01-25 14:17:00 Uploading - Uploading generated training model\u001b[34m[90]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[91]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[92]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[93]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
@@ -1287,10 +1282,9 @@
       "\u001b[34m[98]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\u001b[34m[99]#011train-merror:0.00000#011validation-merror:0.00010\u001b[0m\n",
       "\n",
-      "2024-01-24 14:22:57 Uploading - Uploading generated training model\n",
-      "2024-01-24 14:22:57 Completed - Training job completed\n",
-      "Training seconds: 203\n",
-      "Billable seconds: 203\n"
+      "2024-01-25 14:17:16 Completed - Training job completed\n",
+      "Training seconds: 198\n",
+      "Billable seconds: 198\n"
      ]
     }
    ],
@@ -1310,23 +1304,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "id": "78444d49-4ad3-49e4-a579-19b173facb26",
    "metadata": {},
    "outputs": [],
    "source": [
-    "serving_function = project.set_function(\n",
-    "    name=\"serving\",\n",
-    "    func=\"src/serving.py\",\n",
-    "    kind=\"serving\",\n",
-    "    image=\"mlrun/mlrun\",\n",
-    "    requirements=[\"xgboost\"],\n",
-    ")"
+    "serving_function = project.get_function(\"serving\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "id": "bd061d8f-82e5-4ed2-b3ed-d994fadaceaa",
    "metadata": {},
    "outputs": [
@@ -1336,52 +1324,52 @@
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       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7f181b0dfdf0>"
+       "<graphviz.graphs.Digraph at 0x7efd4223b5b0>"
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      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1402,7 +1390,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "ceae49b8-98d1-4c00-8bde-597ee80cf6e3",
    "metadata": {},
    "outputs": [
@@ -1410,23 +1398,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "> 2024-01-24 14:23:16,612 [info] Starting remote function deploy\n",
-      "2024-01-24 14:23:17  (info) Deploying function\n",
-      "2024-01-24 14:23:17  (info) Building\n",
-      "2024-01-24 14:23:18  (info) Staging files and preparing base images\n",
-      "2024-01-24 14:23:18  (info) Building processor image\n",
-      "2024-01-24 14:24:23  (info) Build complete\n",
-      "2024-01-24 14:24:31  (info) Function deploy complete\n",
-      "> 2024-01-24 14:24:38,852 [info] successfully deployed function: {'internal_invocation_urls': ['nuclio-sagemaker-admin-serving.default-tenant.svc.cluster.local:8080'], 'external_invocation_urls': ['sagemaker-admin-serving-sagemaker-admin.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/']}\n"
+      "> 2024-01-25 14:17:46,696 [info] Starting remote function deploy\n",
+      "2024-01-25 14:17:46  (info) Deploying function\n",
+      "2024-01-25 14:17:46  (info) Building\n",
+      "2024-01-25 14:17:47  (info) Staging files and preparing base images\n",
+      "2024-01-25 14:17:47  (info) Building processor image\n",
+      "2024-01-25 14:19:32  (info) Build complete\n",
+      "2024-01-25 14:19:40  (info) Function deploy complete\n",
+      "> 2024-01-25 14:19:48,105 [info] successfully deployed function: {'internal_invocation_urls': ['nuclio-sagemaker-yoni-serving.default-tenant.svc.cluster.local:8080'], 'external_invocation_urls': ['sagemaker-yoni-serving-sagemaker-yoni.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/']}\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "DeployStatus(state=ready, outputs={'endpoint': 'http://sagemaker-admin-serving-sagemaker-admin.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/', 'name': 'sagemaker-admin-serving'})"
+       "DeployStatus(state=ready, outputs={'endpoint': 'http://sagemaker-yoni-serving-sagemaker-yoni.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/', 'name': 'sagemaker-yoni-serving'})"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1437,7 +1425,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "id": "c858e3e9-9e43-4148-8015-6047565db456",
    "metadata": {},
    "outputs": [],
@@ -1447,7 +1435,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "id": "de741da6-8ff6-4f60-bae4-3c1d11df87c4",
    "metadata": {},
    "outputs": [
@@ -1455,7 +1443,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "> 2024-01-24 14:24:38,929 [info] invoking function: {'method': 'POST', 'path': 'http://sagemaker-admin-serving-sagemaker-admin.default-tenant.app.cust-cs-il-353.iguazio-cd2.com//predict'}\n"
+      "> 2024-01-25 14:19:48,167 [info] invoking function: {'method': 'POST', 'path': 'http://nuclio-sagemaker-yoni-serving.default-tenant.svc.cluster.local:8080/predict'}\n"
      ]
     }
    ],
@@ -1475,7 +1463,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "id": "2e863ea7-5804-4637-b677-390c305cabfe",
    "metadata": {},
    "outputs": [],
@@ -1493,331 +1481,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "id": "ca4f7e49",
    "metadata": {},
    "outputs": [],
    "source": [
-    "evaluate_function = project.set_function(\n",
-    "    \"src/evaluate.py\",\n",
-    "    \"evaluate\",\n",
-    "    handler=\"evaluate\",\n",
-    "    image=\"mlrun/mlrun\",\n",
-    "    requirements=[\"xgboost\"],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b6df4226-2e2e-40ce-9c44-28df86a348f8",
-   "metadata": {},
-   "source": [
-    "Build the function's image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "b5b37328-c8ac-4c22-aaa5-6c3e4442660a",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "The `overwrite_build_params` parameter default will change from 'False' to 'True' in 1.8.0.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> 2024-01-24 14:26:42,427 [info] Started building image: .mlrun/func-sagemaker-admin-evaluate:latest\n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image mlrun/mlrun:1.6.0-rc22 from registry index.docker.io \n",
-      "\u001b[36mINFO\u001b[0m[0000] Built cross stage deps: map[]                \n",
-      "\u001b[36mINFO\u001b[0m[0000] Retrieving image manifest mlrun/mlrun:1.6.0-rc22 \n",
-      "\u001b[36mINFO\u001b[0m[0000] Returning cached image manifest              \n",
-      "\u001b[36mINFO\u001b[0m[0000] Executing 0 build triggers                   \n",
-      "\u001b[36mINFO\u001b[0m[0000] Building stage 'mlrun/mlrun:1.6.0-rc22' [idx: '0', base-idx: '-1'] \n",
-      "\u001b[36mINFO\u001b[0m[0000] Unpacking rootfs as cmd RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt requires it. \n",
-      "\u001b[36mINFO\u001b[0m[0035] ARG AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID     \n",
-      "\u001b[36mINFO\u001b[0m[0035] ARG AWS_DEFAULT_REGION=$AWS_DEFAULT_REGION   \n",
-      "\u001b[36mINFO\u001b[0m[0035] ARG AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \n",
-      "\u001b[36mINFO\u001b[0m[0035] ARG SAGEMAKER-ROLE=$SAGEMAKER-ROLE           \n",
-      "\u001b[36mINFO\u001b[0m[0035] RUN echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0035] Initializing snapshotter ...                 \n",
-      "\u001b[36mINFO\u001b[0m[0035] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0074] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0074] Args: [-c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0074] Running: [/bin/sh -c echo 'Installing /empty/requirements.txt...'; cat /empty/requirements.txt] \n",
-      "Installing /empty/requirements.txt...\n",
-      "mlrun[complete]==1.6.0-rc22\n",
-      "xgboost\n",
-      "\u001b[36mINFO\u001b[0m[0074] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0082] No files were changed, appending empty layer to config. No layer added to image. \n",
-      "\u001b[36mINFO\u001b[0m[0082] RUN python -m pip install -r /empty/requirements.txt \n",
-      "\u001b[36mINFO\u001b[0m[0082] Cmd: /bin/sh                                 \n",
-      "\u001b[36mINFO\u001b[0m[0082] Args: [-c python -m pip install -r /empty/requirements.txt] \n",
-      "\u001b[36mINFO\u001b[0m[0082] Running: [/bin/sh -c python -m pip install -r /empty/requirements.txt] \n",
-      "Requirement already satisfied: mlrun[complete]==1.6.0-rc22 in /opt/conda/lib/python3.9/site-packages (from -r /empty/requirements.txt (line 1)) (1.6.0rc22)\n",
-      "Collecting xgboost (from -r /empty/requirements.txt (line 2))\n",
-      "  Obtaining dependency information for xgboost from https://files.pythonhosted.org/packages/c3/eb/496aa2f5d356af4185f770bc76055307f8d1870e11016b10fd779b21769c/xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl.metadata\n",
-      "  Downloading xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl.metadata (2.0 kB)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.26.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.18)\n",
-      "Requirement already satisfied: GitPython>=3.1.30,~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.41)\n",
-      "Requirement already satisfied: aiohttp~=3.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.1)\n",
-      "Requirement already satisfied: aiohttp-retry~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.3)\n",
-      "Requirement already satisfied: click~=8.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.1.7)\n",
-      "Requirement already satisfied: kfp~=1.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.22)\n",
-      "Requirement already satisfied: nest-asyncio~=1.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.9)\n",
-      "Requirement already satisfied: ipython~=8.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.18.1)\n",
-      "Requirement already satisfied: nuclio-jupyter~=0.9.14 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.14)\n",
-      "Requirement already satisfied: numpy<1.27.0,>=1.16.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.3)\n",
-      "Requirement already satisfied: pandas<3,>=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.4)\n",
-      "Requirement already satisfied: pyarrow<15,>=10.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (14.0.2)\n",
-      "Requirement already satisfied: pyyaml~=5.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.4.1)\n",
-      "Requirement already satisfied: requests~=2.31 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.31.0)\n",
-      "Requirement already satisfied: tabulate~=0.8.6 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.8.10)\n",
-      "Requirement already satisfied: v3io~=0.5.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.21)\n",
-      "Requirement already satisfied: pydantic>=1.10.8,~=1.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.10.13)\n",
-      "Requirement already satisfied: mergedeep~=1.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.4)\n",
-      "Requirement already satisfied: v3io-frames~=0.10.10 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.10.10)\n",
-      "Requirement already satisfied: semver~=3.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.2)\n",
-      "Requirement already satisfied: dependency-injector~=4.41 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.41.0)\n",
-      "Requirement already satisfied: fsspec==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: v3iofs~=0.1.17 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.18)\n",
-      "Requirement already satisfied: storey~=1.6.16 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.6.16)\n",
-      "Requirement already satisfied: inflection~=0.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: python-dotenv~=0.17.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.17.1)\n",
-      "Requirement already satisfied: setuptools~=68.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (68.2.2)\n",
-      "Requirement already satisfied: deprecated~=1.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.14)\n",
-      "Requirement already satisfied: jinja2~=3.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.1.3)\n",
-      "Requirement already satisfied: anyio~=3.7 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.7.1)\n",
-      "Requirement already satisfied: orjson~=3.9 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.9.10)\n",
-      "Requirement already satisfied: adlfs==2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.0)\n",
-      "Requirement already satisfied: aiobotocore<2.8,>=2.5.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.5.4)\n",
-      "Requirement already satisfied: avro~=1.11 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.11.3)\n",
-      "Requirement already satisfied: azure-core~=1.24 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.29.6)\n",
-      "Requirement already satisfied: azure-identity~=1.5 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.15.0)\n",
-      "Requirement already satisfied: azure-keyvault-secrets~=4.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.7.0)\n",
-      "Requirement already satisfied: boto3<1.29.0,>=1.28.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.28.17)\n",
-      "Requirement already satisfied: dask~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: databricks-sdk~=0.13.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.13.0)\n",
-      "Requirement already satisfied: distributed~=2023.9.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.3)\n",
-      "Requirement already satisfied: gcsfs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: google-cloud-bigquery[bqstorage,pandas]==3.14.1 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.14.1)\n",
-      "Requirement already satisfied: graphviz~=0.20.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.20.1)\n",
-      "Requirement already satisfied: kafka-python~=2.0 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.2)\n",
-      "Requirement already satisfied: mlflow~=2.8 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.9.2)\n",
-      "Requirement already satisfied: msrest~=0.6.21 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.21)\n",
-      "Requirement already satisfied: plotly<5.12.0,~=5.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.11.0)\n",
-      "Requirement already satisfied: pyopenssl>=23 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.2.0)\n",
-      "Requirement already satisfied: redis~=4.3 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.6.0)\n",
-      "Requirement already satisfied: s3fs==2023.9.2 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.9.2)\n",
-      "Requirement already satisfied: sqlalchemy~=1.4 in /opt/conda/lib/python3.9/site-packages (from mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.51)\n",
-      "Requirement already satisfied: azure-datalake-store<0.1,>=0.0.46 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.0.53)\n",
-      "Requirement already satisfied: azure-storage-blob>=12.12.0 in /opt/conda/lib/python3.9/site-packages (from adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (12.19.0)\n",
-      "Requirement already satisfied: decorator>4.1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.1.1)\n",
-      "Requirement already satisfied: google-auth>=1.2 in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.26.2)\n",
-      "Requirement already satisfied: google-auth-oauthlib in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: google-cloud-storage in /opt/conda/lib/python3.9/site-packages (from gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.14.0)\n",
-      "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.15.0)\n",
-      "Requirement already satisfied: google-cloud-core<3.0.0dev,>=1.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.1)\n",
-      "Requirement already satisfied: google-resumable-media<3.0dev,>=0.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.7.0)\n",
-      "Requirement already satisfied: packaging>=20.0.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.1)\n",
-      "Requirement already satisfied: python-dateutil<3.0dev,>=2.7.2 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.2)\n",
-      "Requirement already satisfied: db-dtypes<2.0.0dev,>=0.3.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: google-cloud-bigquery-storage<3.0.0dev,>=2.6.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.24.0)\n",
-      "Requirement already satisfied: grpcio<2.0dev,>=1.47.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.60.0)\n",
-      "Requirement already satisfied: scipy in /opt/conda/lib/python3.9/site-packages (from xgboost->-r /empty/requirements.txt (line 2)) (1.11.4)\n",
-      "Requirement already satisfied: botocore<1.31.18,>=1.31.17 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.31.17)\n",
-      "Requirement already satisfied: wrapt<2.0.0,>=1.10.10 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: aioitertools<1.0.0,>=0.5.1 in /opt/conda/lib/python3.9/site-packages (from aiobotocore<2.8,>=2.5.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.11.0)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (23.2.0)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.0.4)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.9.4)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.1)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.1)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /opt/conda/lib/python3.9/site-packages (from aiohttp~=3.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.0.3)\n",
-      "Requirement already satisfied: idna>=2.8 in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.4)\n",
-      "Requirement already satisfied: sniffio>=1.1 in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: exceptiongroup in /opt/conda/lib/python3.9/site-packages (from anyio~=3.7->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: six>=1.11.0 in /opt/conda/lib/python3.9/site-packages (from azure-core~=1.24->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: typing-extensions>=4.6.0 in /opt/conda/lib/python3.9/site-packages (from azure-core~=1.24->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9.0)\n",
-      "Requirement already satisfied: cryptography>=2.5 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (41.0.7)\n",
-      "Requirement already satisfied: msal<2.0.0,>=1.24.0 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.26.0)\n",
-      "Requirement already satisfied: msal-extensions<2.0.0,>=0.3.0 in /opt/conda/lib/python3.9/site-packages (from azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.1.0)\n",
-      "Requirement already satisfied: azure-common~=1.1 in /opt/conda/lib/python3.9/site-packages (from azure-keyvault-secrets~=4.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.1.28)\n",
-      "Requirement already satisfied: isodate>=0.6.1 in /opt/conda/lib/python3.9/site-packages (from azure-keyvault-secrets~=4.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.1)\n",
-      "Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /opt/conda/lib/python3.9/site-packages (from boto3<1.29.0,>=1.28.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.1)\n",
-      "Requirement already satisfied: s3transfer<0.7.0,>=0.6.0 in /opt/conda/lib/python3.9/site-packages (from boto3<1.29.0,>=1.28.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.2)\n",
-      "Requirement already satisfied: cloudpickle>=1.5.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.2.1)\n",
-      "Requirement already satisfied: partd>=1.2.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.1)\n",
-      "Requirement already satisfied: toolz>=0.10.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.12.0)\n",
-      "Requirement already satisfied: importlib-metadata>=4.13.0 in /opt/conda/lib/python3.9/site-packages (from dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.0.1)\n",
-      "Requirement already satisfied: locket>=1.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.0)\n",
-      "Requirement already satisfied: msgpack>=1.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.0.7)\n",
-      "Requirement already satisfied: psutil>=5.7.2 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.9.7)\n",
-      "Requirement already satisfied: sortedcontainers>=2.0.5 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.0)\n",
-      "Requirement already satisfied: tblib>=1.6.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: tornado>=6.0.4 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.4)\n",
-      "Requirement already satisfied: zict>=3.0.0 in /opt/conda/lib/python3.9/site-packages (from distributed~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.9/site-packages (from GitPython>=3.1.30,~=3.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.0.11)\n",
-      "Requirement already satisfied: jedi>=0.16 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.19.1)\n",
-      "Requirement already satisfied: matplotlib-inline in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.6)\n",
-      "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.43)\n",
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-      "Requirement already satisfied: stack-data in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.6.3)\n",
-      "Requirement already satisfied: traitlets>=5 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.14.1)\n",
-      "Requirement already satisfied: pexpect>4.3 in /opt/conda/lib/python3.9/site-packages (from ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9.0)\n",
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-      "Requirement already satisfied: absl-py<2,>=0.9 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.0)\n",
-      "Requirement already satisfied: kubernetes<26,>=8.0.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (25.3.0)\n",
-      "Requirement already satisfied: google-api-python-client<2,>=1.7.8 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.12.11)\n",
-      "Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.10.1)\n",
-      "Requirement already satisfied: kfp-server-api<2.0.0,>=1.1.2 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.8.5)\n",
-      "Requirement already satisfied: jsonschema<5,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.21.0)\n",
-      "Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.10)\n",
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-      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.16 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.1.16)\n",
-      "Requirement already satisfied: fire<1,>=0.3.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.0)\n",
-      "Requirement already satisfied: protobuf<4,>=3.13.0 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.20.3)\n",
-      "Requirement already satisfied: uritemplate<4,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.1)\n",
-      "Requirement already satisfied: typer<1.0,>=0.3.2 in /opt/conda/lib/python3.9/site-packages (from kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.9.0)\n",
-      "Requirement already satisfied: databricks-cli<1,>=0.8.7 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.18.0)\n",
-      "Requirement already satisfied: entrypoints<1 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.4)\n",
-      "Requirement already satisfied: pytz<2024 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.3.post1)\n",
-      "Requirement already satisfied: sqlparse<1,>=0.4.0 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.4.4)\n",
-      "Requirement already satisfied: alembic!=1.10.0,<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.13.1)\n",
-      "Requirement already satisfied: docker<7,>=4.0.0 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.1.3)\n",
-      "Requirement already satisfied: Flask<4 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.0)\n",
-      "Requirement already satisfied: querystring-parser<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.4)\n",
-      "Requirement already satisfied: scikit-learn<2 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.4.0)\n",
-      "Requirement already satisfied: markdown<4,>=3.3 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.5.2)\n",
-      "Requirement already satisfied: matplotlib<4 in /opt/conda/lib/python3.9/site-packages (from mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.8.2)\n",
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-      "Requirement already satisfied: requests-oauthlib>=0.5.0 in /opt/conda/lib/python3.9/site-packages (from msrest~=0.6.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.1)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.9/site-packages (from msrest~=0.6.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.11.17)\n",
-      "Requirement already satisfied: nbconvert>=6.4.5 in /opt/conda/lib/python3.9/site-packages (from nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (7.14.2)\n",
-      "Requirement already satisfied: notebook<7.0.0,>=6.4 in /opt/conda/lib/python3.9/site-packages (from nuclio-jupyter~=0.9.14->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.5.6)\n",
-      "Requirement already satisfied: tzdata>=2022.1 in /opt/conda/lib/python3.9/site-packages (from pandas<3,>=1.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.4)\n",
-      "Requirement already satisfied: tenacity>=6.2.0 in /opt/conda/lib/python3.9/site-packages (from plotly<5.12.0,~=5.4->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (8.2.3)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.9/site-packages (from requests~=2.31->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.0.4)\n",
-      "Requirement already satisfied: greenlet!=0.4.17 in /opt/conda/lib/python3.9/site-packages (from sqlalchemy~=1.4->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.3)\n",
-      "Requirement already satisfied: xxhash>=1 in /opt/conda/lib/python3.9/site-packages (from storey~=1.6.16->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.4.1)\n",
-      "Requirement already satisfied: nuclio-sdk>=0.5.3 in /opt/conda/lib/python3.9/site-packages (from storey~=1.6.16->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.5.9)\n",
-      "Requirement already satisfied: future>=0.18.2 in /opt/conda/lib/python3.9/site-packages (from v3io~=0.5.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.18.3)\n",
-      "Requirement already satisfied: ujson>=3 in /opt/conda/lib/python3.9/site-packages (from v3io~=0.5.21->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.9.0)\n",
-      "Requirement already satisfied: googleapis-common-protos>=1.5.3 in /opt/conda/lib/python3.9/site-packages (from v3io-frames~=0.10.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.62.0)\n",
-      "Requirement already satisfied: grpcio-tools!=1.34.0,<1.49,>=1.30 in /opt/conda/lib/python3.9/site-packages (from v3io-frames~=0.10.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.48.2)\n",
-      "Requirement already satisfied: Mako in /opt/conda/lib/python3.9/site-packages (from alembic!=1.10.0,<2->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.3.0)\n",
-      "Requirement already satisfied: cffi in /opt/conda/lib/python3.9/site-packages (from azure-datalake-store<0.1,>=0.0.46->adlfs==2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.16.0)\n",
-      "Requirement already satisfied: pyjwt>=1.7.0 in /opt/conda/lib/python3.9/site-packages (from databricks-cli<1,>=0.8.7->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.0)\n",
-      "Requirement already satisfied: oauthlib>=3.1.0 in /opt/conda/lib/python3.9/site-packages (from databricks-cli<1,>=0.8.7->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.2.2)\n",
-      "Requirement already satisfied: websocket-client>=0.32.0 in /opt/conda/lib/python3.9/site-packages (from docker<7,>=4.0.0->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.7.0)\n",
-      "Requirement already satisfied: termcolor in /opt/conda/lib/python3.9/site-packages (from fire<1,>=0.3.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.4.0)\n",
-      "Requirement already satisfied: Werkzeug>=3.0.0 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.0.1)\n",
-      "Requirement already satisfied: itsdangerous>=2.1.2 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.1.2)\n",
-      "Requirement already satisfied: blinker>=1.6.2 in /opt/conda/lib/python3.9/site-packages (from Flask<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.7.0)\n",
-      "Requirement already satisfied: smmap<6,>=3.0.1 in /opt/conda/lib/python3.9/site-packages (from gitdb<5,>=4.0.1->GitPython>=3.1.30,~=3.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.0.1)\n",
-      "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /opt/conda/lib/python3.9/site-packages (from google-api-python-client<2,>=1.7.8->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.22.0)\n",
-      "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /opt/conda/lib/python3.9/site-packages (from google-api-python-client<2,>=1.7.8->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.2.0)\n",
-      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (5.3.2)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.3.0)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.9/site-packages (from google-auth>=1.2->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (4.9)\n",
-      "Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-bigquery-storage<3.0.0dev,>=2.6.0->google-cloud-bigquery[bqstorage,pandas]==3.14.1->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.23.0)\n",
-      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.9/site-packages (from google-cloud-storage->gcsfs==2023.9.2->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.5.0)\n",
-      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.9/site-packages (from importlib-metadata>=4.13.0->dask~=2023.9.0->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (3.17.0)\n",
-      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /opt/conda/lib/python3.9/site-packages (from jedi>=0.16->ipython~=8.10->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.8.3)\n",
-      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2023.12.1)\n",
-      "Requirement already satisfied: referencing>=0.28.4 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.32.1)\n",
-      "Requirement already satisfied: rpds-py>=0.7.1 in /opt/conda/lib/python3.9/site-packages (from jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.17.1)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (1.2.0)\n",
-      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (0.12.1)\n",
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-      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (10.2.0)\n",
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-      "Requirement already satisfied: importlib-resources>=3.2.0 in /opt/conda/lib/python3.9/site-packages (from matplotlib<4->mlflow~=2.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (6.1.1)\n",
-      "Requirement already satisfied: portalocker<3,>=1.0 in /opt/conda/lib/python3.9/site-packages (from msal-extensions<2.0.0,>=0.3.0->azure-identity~=1.5->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.2)\n",
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-      "Requirement already satisfied: types-python-dateutil>=2.8.10 in /opt/conda/lib/python3.9/site-packages (from arrow>=0.15.0->isoduration->jsonschema<5,>=3.0.1->kfp~=1.8->mlrun[complete]==1.6.0-rc22->-r /empty/requirements.txt (line 1)) (2.8.19.20240106)\n",
-      "Downloading xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl (297.1 MB)\n",
-      "   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 297.1/297.1 MB 262.2 MB/s eta 0:00:00\n",
-      "Installing collected packages: xgboost\n",
-      "Successfully installed xgboost-2.0.3\n",
-      "WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "\u001b[36mINFO\u001b[0m[0095] Taking snapshot of full filesystem...        \n",
-      "\u001b[36mINFO\u001b[0m[0111] Pushing image to docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-evaluate:latest \n",
-      "\u001b[36mINFO\u001b[0m[0114] Pushed docker-registry.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlrun/func-sagemaker-admin-evaluate@sha256:d2b1a488f7dbf707b5299e33e398cc53e723082bc1273d373057e0047be7b71d \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "BuildStatus(ready=True, outputs={'image': '.mlrun/func-sagemaker-admin-evaluate:latest'})"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "project.build_function(\"evaluate\")"
+    "evaluate_function = project.get_function(\"evaluate\")"
    ]
   },
   {
@@ -1830,7 +1499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 33,
    "id": "b6eab7af-e967-4e22-9817-18cc4bf2db0c",
    "metadata": {},
    "outputs": [
@@ -1838,9 +1507,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "> 2024-01-24 14:28:44,898 [info] Storing function: {'name': 'evaluate-evaluate', 'uid': '5371430132ad4088b2c45be42ef724ef', 'db': 'https://mlrun-api.default-tenant.app.cust-cs-il-353.iguazio-cd2.com'}\n",
-      "> 2024-01-24 14:28:45,334 [info] Job is running in the background, pod: evaluate-evaluate-hqf7z\n",
-      "[14:28:59] WARNING: /workspace/src/common/error_msg.h:80: If you are loading a serialized model (like pickle in Python, RDS in R) or\n",
+      "> 2024-01-25 14:19:48,410 [info] Storing function: {'name': 'evaluate-evaluate', 'uid': 'cac9cd3c55ba40d58fbe1156d4861e79', 'db': 'http://mlrun-api:8080'}\n",
+      "> 2024-01-25 14:19:48,708 [info] Job is running in the background, pod: evaluate-evaluate-5rrtk\n",
+      "[14:19:52] WARNING: /workspace/src/common/error_msg.h:80: If you are loading a serialized model (like pickle in Python, RDS in R) or\n",
       "configuration generated by an older version of XGBoost, please export the model by calling\n",
       "`Booster.save_model` from that version first, then load it back in current version. See:\n",
       "\n",
@@ -1848,9 +1517,9 @@
       "\n",
       "for more details about differences between saving model and serializing.\n",
       "\n",
-      "> 2024-01-24 14:28:59,616 [info] To track results use the CLI: {'info_cmd': 'mlrun get run 5371430132ad4088b2c45be42ef724ef -p sagemaker-admin', 'logs_cmd': 'mlrun logs 5371430132ad4088b2c45be42ef724ef -p sagemaker-admin'}\n",
-      "> 2024-01-24 14:28:59,616 [info] Or click for UI: {'ui_url': 'https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor/5371430132ad4088b2c45be42ef724ef/overview'}\n",
-      "> 2024-01-24 14:28:59,616 [info] Run execution finished: {'status': 'completed', 'name': 'evaluate-evaluate'}\n"
+      "> 2024-01-25 14:19:53,802 [info] To track results use the CLI: {'info_cmd': 'mlrun get run cac9cd3c55ba40d58fbe1156d4861e79 -p sagemaker-yoni', 'logs_cmd': 'mlrun logs cac9cd3c55ba40d58fbe1156d4861e79 -p sagemaker-yoni'}\n",
+      "> 2024-01-25 14:19:53,802 [info] Or click for UI: {'ui_url': 'https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor/cac9cd3c55ba40d58fbe1156d4861e79/overview'}\n",
+      "> 2024-01-25 14:19:53,803 [info] Run execution finished: {'status': 'completed', 'name': 'evaluate-evaluate'}\n"
      ]
     },
     {
@@ -2023,27 +1692,27 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <td>sagemaker-admin</td>\n",
-       "      <td><div title=\"5371430132ad4088b2c45be42ef724ef\"><a href=\"https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor/5371430132ad4088b2c45be42ef724ef/overview\" target=\"_blank\" >...2ef724ef</a></div></td>\n",
+       "      <td>sagemaker-yoni</td>\n",
+       "      <td><div title=\"cac9cd3c55ba40d58fbe1156d4861e79\"><a href=\"https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor/cac9cd3c55ba40d58fbe1156d4861e79/overview\" target=\"_blank\" >...d4861e79</a></div></td>\n",
        "      <td>0</td>\n",
-       "      <td>Jan 24 14:28:56</td>\n",
+       "      <td>Jan 25 14:19:51</td>\n",
        "      <td>completed</td>\n",
        "      <td>evaluate-evaluate</td>\n",
-       "      <td><div class=\"dictlist\">v3io_user=admin</div><div class=\"dictlist\">kind=job</div><div class=\"dictlist\">owner=admin</div><div class=\"dictlist\">mlrun/client_version=1.6.0-rc22</div><div class=\"dictlist\">mlrun/client_python_version=3.9.18</div><div class=\"dictlist\">host=evaluate-evaluate-hqf7z</div></td>\n",
+       "      <td><div class=\"dictlist\">v3io_user=yoni</div><div class=\"dictlist\">kind=job</div><div class=\"dictlist\">owner=yoni</div><div class=\"dictlist\">mlrun/client_version=1.6.0-rc21</div><div class=\"dictlist\">mlrun/client_python_version=3.9.16</div><div class=\"dictlist\">host=evaluate-evaluate-5rrtk</div></td>\n",
        "      <td></td>\n",
-       "      <td><div class=\"dictlist\">model_path=s3://sagemaker-us-east-2-934638699319/payment-classification/output/sagemaker-xgboost-2024-01-24-14-17-33-351/output/model.tar.gz</div><div class=\"dictlist\">model_name=xgboost-model</div><div class=\"dictlist\">test_set=s3://sagemaker-us-east-2-934638699319/payment-classification/test/test.csv</div><div class=\"dictlist\">label_column=transaction_category</div><div class=\"dictlist\">factorize_key={'Uncategorized': '0', 'Entertainment': '1', 'Education': '2', 'Shopping': '3', 'Personal Care': '4', 'Health and Fitness': '5', 'Food and Dining': '6', 'Gifts and Donations': '7', 'Investments': '8', 'Bills and Utilities': '9', 'Auto and Transport': '10', 'Travel': '11', 'Fees and Charges': '12', 'Business Services': '13', 'Personal Services': '14', 'Taxes': '15', 'Gambling': '16', 'Home': '17', 'Pension and insurances': '18'}</div></td>\n",
+       "      <td><div class=\"dictlist\">model_path=s3://sagemaker-us-east-1-934638699319/payment-classification/output/sagemaker-xgboost-2024-01-25-14-12-01-149/output/model.tar.gz</div><div class=\"dictlist\">model_name=xgboost-model</div><div class=\"dictlist\">test_set=s3://sagemaker-us-east-1-934638699319/payment-classification/test/test.csv</div><div class=\"dictlist\">label_column=transaction_category</div><div class=\"dictlist\">factorize_key={'Uncategorized': '0', 'Entertainment': '1', 'Education': '2', 'Shopping': '3', 'Personal Care': '4', 'Health and Fitness': '5', 'Food and Dining': '6', 'Gifts and Donations': '7', 'Investments': '8', 'Bills and Utilities': '9', 'Auto and Transport': '10', 'Travel': '11', 'Fees and Charges': '12', 'Business Services': '13', 'Personal Services': '14', 'Taxes': '15', 'Gambling': '16', 'Home': '17', 'Pension and insurances': '18'}</div></td>\n",
        "      <td></td>\n",
-       "      <td><div title=\"v3io:///projects/sagemaker-admin/artifacts/evaluate-evaluate/0/classification_report.parquet\">classification_report</div></td>\n",
+       "      <td><div title=\"v3io:///projects/sagemaker-yoni/artifacts/evaluate-evaluate/0/classification_report.parquet\">classification_report</div></td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div></div>\n",
-       "  <div id=\"result94db5c93-pane\" class=\"right-pane block hidden\">\n",
+       "  <div id=\"result50262445-pane\" class=\"right-pane block hidden\">\n",
        "    <div class=\"pane-header\">\n",
-       "      <span id=\"result94db5c93-title\" class=\"pane-header-title\">Title</span>\n",
-       "      <span onclick=\"closePanel(this)\" paneName=\"result94db5c93\" class=\"close clickable\">&times;</span>\n",
+       "      <span id=\"result50262445-title\" class=\"pane-header-title\">Title</span>\n",
+       "      <span onclick=\"closePanel(this)\" paneName=\"result50262445\" class=\"close clickable\">&times;</span>\n",
        "    </div>\n",
-       "    <iframe class=\"fileview\" id=\"result94db5c93-body\"></iframe>\n",
+       "    <iframe class=\"fileview\" id=\"result50262445-body\"></iframe>\n",
        "  </div>\n",
        "</div>\n"
       ],
@@ -2064,7 +1733,7 @@
     {
      "data": {
       "text/html": [
-       "<b> > to track results use the .show() or .logs() methods  or <a href=\"https://dashboard.default-tenant.app.cust-cs-il-353.iguazio-cd2.com/mlprojects/sagemaker-admin/jobs/monitor/5371430132ad4088b2c45be42ef724ef/overview\" target=\"_blank\">click here</a> to open in UI</b>"
+       "<b> > to track results use the .show() or .logs() methods  or <a href=\"https://dashboard.default-tenant.app.app-lab-2-b688.iguazio-cd2.com/mlprojects/sagemaker-yoni/jobs/monitor/cac9cd3c55ba40d58fbe1156d4861e79/overview\" target=\"_blank\">click here</a> to open in UI</b>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2077,7 +1746,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "> 2024-01-24 14:29:05,564 [info] Run execution finished: {'status': 'completed', 'name': 'evaluate-evaluate'}\n"
+      "> 2024-01-25 14:19:59,831 [info] Run execution finished: {'status': 'completed', 'name': 'evaluate-evaluate'}\n"
      ]
     }
    ],
@@ -2104,7 +1773,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 34,
    "id": "3a9c30bd-a3bf-49f1-b57e-1490f3da00f2",
    "metadata": {},
    "outputs": [
@@ -2320,7 +1989,7 @@
        "weighted avg             0.999906  0.999900  0.999901  10000.0000"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2383,7 +2052,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "id": "f79b1164",
    "metadata": {},
    "outputs": [],
@@ -2442,9 +2111,9 @@
  "metadata": {
   "instance_type": "ml.t3.medium",
   "kernelspec": {
-   "display_name": "smdemo",
+   "display_name": "mlrun-base",
    "language": "python",
-   "name": "smdemo"
+   "name": "conda-env-mlrun-base-py"
   },
   "language_info": {
    "codemirror_mode": {
@@ -2456,7 +2125,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,
diff --git a/project_setup.py b/project_setup.py
new file mode 100644
index 0000000..b7efcad
--- /dev/null
+++ b/project_setup.py
@@ -0,0 +1,116 @@
+# Copyright 2023 Iguazio
+#
+# 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.
+import mlrun
+
+
+def setup(
+    project: mlrun.projects.MlrunProject,
+) -> mlrun.projects.MlrunProject:
+    """
+    Creating the project for the demo. This function is expected to call automatically when calling the function
+    `mlrun.get_or_create_project`.
+
+    :param project: The project to set up.
+
+    :returns: A fully prepared project for this demo.
+    """
+    # Set secrets:
+    _set_secrets(project=project)
+
+    # Unpack parameters:
+    source = project.get_param(key="source")
+    default_image = project.get_param(key="default_image")
+
+    # Set or build the default image:
+    if default_image is None and not project.spec.build.image:
+        print("Building default image for the demo:")
+        _build_image(project=project)
+    else:
+        project.set_default_image(default_image)
+
+    # Set the project git source:
+    if source:
+        print(f"Project Source: {source}")
+        project.set_source(source=source, pull_at_runtime=True)
+
+    # Set the functions:
+    _set_functions(project=project)
+
+    # Set the workflows:
+    project.set_workflow(name="sagemaker", workflow_path="./src/workflows/workflow.py")
+
+    # Save and return the project:
+    project.save()
+    return project
+
+
+def _set_secrets(project: mlrun.projects.MlrunProject):
+    # Set the secrets:
+    project.set_secrets(file_path="mlrun.env")
+    # Set as environment variables:
+    mlrun.set_env_from_file("mlrun.env")
+
+
+def _build_image(project: mlrun.projects.MlrunProject):
+    assert project.build_image(
+        base_image="mlrun/mlrun",
+        commands=[
+            "pip install sagemaker",
+            "pip install xgboost",
+        ],
+        set_as_default=True,
+    )
+
+
+def _set_functions(project: mlrun.projects.MlrunProject):
+    # Train
+    _set_function(
+        project=project,
+        func="src/functions/train.py",
+        name="train",
+        kind="job",
+    )
+
+    # Evaluate
+    _set_function(
+        project=project,
+        func="src/functions/evaluate.py",
+        name="evaluate",
+        kind="job",
+    )
+
+    # Serving
+    _set_function(
+        project=project,
+        func="src/functions/serving.py",
+        name="serving",
+        kind="serving",
+    )
+
+
+def _set_function(
+    project: mlrun.projects.MlrunProject,
+    func: str,
+    name: str,
+    kind: str,
+):
+    # Set the given function:
+    mlrun_function = project.set_function(
+        func=func,
+        name=name,
+        kind=kind,
+    )
+
+    # Save:
+    mlrun_function.save()
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..73628d6
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,3 @@
+[tool.isort]
+profile = "black"
+multi_line_output = 3
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..b575d3b
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+sagemaker
+xgboost
\ No newline at end of file
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..ff1da1d
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,19 @@
+from setuptools import find_packages, setup
+
+project_name = "myproj"
+with open("README.md", "r", encoding="utf-8") as fh:
+    long_description = fh.read()
+
+setup(
+    name=project_name,
+    packages=[project_name],
+    package_dir={project_name: "src"},
+    version="0.1.0",
+    description="my desc",
+    author="Yaron",
+    author_email="author@example.com",
+    license="MIT",
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+    python_requires=">=3.9",
+)
\ No newline at end of file
diff --git a/src/evaluate.py b/src/functions/evaluate.py
similarity index 81%
rename from src/evaluate.py
rename to src/functions/evaluate.py
index 2c7dbce..34a7359 100644
--- a/src/evaluate.py
+++ b/src/functions/evaluate.py
@@ -1,11 +1,12 @@
+import tarfile
 import tempfile
-import xgboost as xgb
-from sklearn.metrics import classification_report
-from cloudpickle import load
+from typing import Union
+
 import mlrun
-import tarfile
 import pandas as pd
-
+import xgboost as xgb
+from cloudpickle import load
+from sklearn.metrics import classification_report
 
 FACTORIZE_KEY = {
     "Uncategorized": 0,
@@ -33,17 +34,17 @@
 def evaluate(
     model_path: str,
     model_name: str,
-    test_set: str,
+    test_set: Union[mlrun.DataItem, str],
     label_column: str,
-    factorize_key: dict = FACTORIZE_KEY,
+    factorize_key: dict = None,
 ) -> pd.DataFrame:
     # download model from s3:
     if model_path.startswith("store://"):
-        model_path = mlrun.get_dataitem(model_path).get().decode("utf-8") 
+        model_path = mlrun.get_dataitem(model_path).get().decode("utf-8")
     model_temp_path = _download_object_from_s3(model_path, suffix=".tar.gz")
 
     # extract model file:
-    t = tarfile.open(model_temp_path, 'r:gz')
+    t = tarfile.open(model_temp_path, "r:gz")
     t.extractall()
 
     # load model from file:
@@ -54,26 +55,31 @@ def evaluate(
 
     # convert to pandas dataframe:
     test_set = pd.read_csv(test_set_temp_path)
-    
+
     # convert to xgboost object:
     test_data = xgb.DMatrix(test_set.drop(columns=[label_column], axis=1))
 
     # get predictions:
     predictions = [prediction.argmax() for prediction in model.predict(test_data)]
 
+    if factorize_key is None:
+        factorize_key = FACTORIZE_KEY
+
     # generate classification report:
     report = classification_report(
         y_true=test_set["transaction_category"].to_list(),
         y_pred=predictions,
         target_names=factorize_key,
-        output_dict=True
+        output_dict=True,
     )
     report_df = pd.DataFrame.from_dict(report).transpose()
 
     return report_df
 
 
-def _download_object_from_s3(object_path: str, suffix: str):
+def _download_object_from_s3(object_path: Union[mlrun.DataItem, str], suffix: str):
+    if isinstance(object_path, mlrun.DataItem):
+        object_path = object_path.get().decode("utf-8")
     obj = mlrun.datastore.store_manager.object(url=object_path)
     temp_path = tempfile.NamedTemporaryFile(
         suffix=suffix,
diff --git a/src/serving.py b/src/functions/serving.py
similarity index 93%
rename from src/serving.py
rename to src/functions/serving.py
index 7a1e6f2..eca3524 100644
--- a/src/serving.py
+++ b/src/functions/serving.py
@@ -1,11 +1,11 @@
-import mlrun
-from cloudpickle import load
-from typing import List
-import xgboost as xgb
 import tarfile
-import numpy as np
-
 import warnings
+from typing import List
+
+import mlrun
+import numpy as np
+import xgboost as xgb
+from cloudpickle import load
 
 warnings.filterwarnings("ignore")
 
@@ -13,26 +13,26 @@
 class XGBModelServer(mlrun.serving.V2ModelServer):
     def load(self):
         """load and initialize the model and/or other elements"""
-        
+
         # Download the model file:
         model_file, extra_data = self.get_model(".tar.gz")
-        
+
         # Extract model file:
-        t = tarfile.open(model_file, 'r:gz')
+        t = tarfile.open(model_file, "r:gz")
         t.extractall()
-        
+
         # Load model from file:
         self.model = load(open("xgboost-model", "rb"))
 
     def predict(self, body: dict) -> List:
         """Generate model predictions from sample."""
-        
+
         # Convert input to numpy array:
         data = np.asarray(body["inputs"])
-        
+
         # Transform into XGBoost object:
         data = xgb.DMatrix(data)
-        
+
         # Perform prediction:
         result: np.ndarray = self.model.predict(data)
         return result.tolist()
@@ -54,7 +54,7 @@ def postprocess(inputs: dict) -> dict:
         confidence = max(prediction)
         predictions.extend([int(pred)])
         confidences.extend([float(confidence)])
-        
+
     inputs["predictions"] = predictions
     inputs["confidences"] = confidences
     return inputs
diff --git a/src/train.py b/src/functions/train.py
similarity index 51%
rename from src/train.py
rename to src/functions/train.py
index 0c9e562..de6d2bb 100644
--- a/src/train.py
+++ b/src/functions/train.py
@@ -1,72 +1,42 @@
-import boto3
-import io
-import sagemaker
-import time
 import os
 
-from time import sleep
-from sklearn.metrics import classification_report
-#from sagemaker.feature_store.feature_group import FeatureGroup
-
-import pandas as pd
-import numpy as np
-
-import numpy as np
-import pandas as pd
+import boto3
+import mlrun
 import mlrun.feature_store as fs
+import numpy as np
+import sagemaker
 
 
-def get_feature_store_data():        
-    features = [
-        "sagemaker-admin/transactions.*",
-    ]
-
-    vector = fs.FeatureVector("transactions",features=features,description="enriched transactions")
-    resp = fs.FeatureVector.get_offline_features(vector)
-
-    #Preview the dataset
-    df = resp.to_dataframe()
-    
-    return df
-
-def save_data(train_data, validation_data, test_data):
-    train_data.to_csv("train.csv", index=False, header=False)
-    validation_data.to_csv("validation.csv", index=False, header=False)
-    test_data.to_csv("test.csv", index=False, header=False)
-    
-    
-def upload_files():
-    boto3.Session().resource("s3").Bucket(s3_bucket).Object(
-    os.path.join(bucket_prefix, "train/train.csv")
-    ).upload_file("train.csv")
-    boto3.Session().resource("s3").Bucket(s3_bucket).Object(
-    os.path.join(bucket_prefix, "validation/validation.csv")
-    ).upload_file("validation.csv")
-
 def train(context):
+    # Set AWS environment variables:
     _set_envars(context)
-    data = get_feature_store_data()
-    sagemaker_role = context.get_secret("SAGEMAKER-ROLE")
-    context.logger.info(sagemaker_role)
+
+    # Get data from feature-store:
+    data = _get_feature_store_data()
+
     # Randomly sort the data then split out first 70%, second 20%, and last 10%
     train_data, validation_data, test_data = np.split(
-        data.sample(frac=1, random_state=42), [int(0.7 * len(data)), int(0.9 * len(data))]
+        data.sample(frac=1, random_state=42),
+        [int(0.7 * len(data)), int(0.9 * len(data))],
     )
-    # save_data(train_data, validation_data, test_data)    
-    # upload_files()
+
+    # Save the data locally:
     train_data.to_csv("train.csv", index=False, header=False)
     validation_data.to_csv("validation.csv", index=False, header=False)
     test_data.to_csv("test.csv", index=False, header=True)
 
+    # Setting up a session:
     region = sagemaker.Session().boto_region_name
     sm_client = boto3.client("sagemaker")
     boto_session = boto3.Session(region_name=region)
-    sagemaker_session = sagemaker.session.Session(boto_session=boto_session, sagemaker_client=sm_client)
-    # role = sagemaker.get_execution_role()
-    role = sagemaker_role
+    sagemaker_session = sagemaker.session.Session(
+        boto_session=boto_session, sagemaker_client=sm_client
+    )
+    role = context.get_secret("SAGEMAKER-ROLE")
     bucket_prefix = "payment-classification"
     s3_bucket = sagemaker_session.default_bucket()
 
+    # Uploading csv files to s3:
     boto3.Session().resource("s3").Bucket(s3_bucket).Object(
         os.path.join(bucket_prefix, "train/train.csv")
     ).upload_file("train.csv")
@@ -76,22 +46,32 @@ def train(context):
     boto3.Session().resource("s3").Bucket(s3_bucket).Object(
         os.path.join(bucket_prefix, "test/test.csv")
     ).upload_file("test.csv")
-    
-    container = sagemaker.image_uris.retrieve(region=region, framework="xgboost", version="1.2-2")
 
+    # Retrieve container from sagemaker:
+    container = sagemaker.image_uris.retrieve(
+        region=region, framework="xgboost", version="1.2-2"
+    )
+
+    # Convert train and validation datasets into TrainingInput objects:
     s3_input_train = sagemaker.inputs.TrainingInput(
-        s3_data="s3://{}/{}/train".format(s3_bucket, bucket_prefix), content_type="csv")
+        s3_data="s3://{}/{}/train".format(s3_bucket, bucket_prefix), content_type="csv"
+    )
     s3_input_validation = sagemaker.inputs.TrainingInput(
-        s3_data="s3://{}/{}/validation/".format(s3_bucket, bucket_prefix), content_type="csv")
+        s3_data="s3://{}/{}/validation/".format(s3_bucket, bucket_prefix),
+        content_type="csv",
+    )
 
+    # Set up an xgb estimator:
     xgb = sagemaker.estimator.Estimator(
         container,
         role,
         instance_count=1,
         instance_type="ml.m4.xlarge",
         output_path="s3://{}/{}/output".format(s3_bucket, bucket_prefix),
-        sagemaker_session=sagemaker_session, )
+        sagemaker_session=sagemaker_session,
+    )
 
+    # Set up hyperparameters:
     xgb.set_hyperparameters(
         max_depth=5,
         eta=0.2,
@@ -101,15 +81,39 @@ def train(context):
         objective="multi:softprob",
         num_class=19,
         verbosity=0,
-        num_round=100, )
+        num_round=100,
+    )
 
+    # Apply training:
     xgb.fit({"train": s3_input_train, "validation": s3_input_validation}, logs="None")
 
+    # Save the model's path:
     context.log_artifact("model_path", body=xgb.model_data)
 
+    # Save the test data path:
+    context.log_artifact("test_data", body=os.path.join(bucket_prefix, "test/test.csv"))
+
 
 def _set_envars(context):
-    os.environ["AWS_ACCESS_KEY_ID"]= context.get_secret("AWS_ACCESS_KEY_ID")
-    os.environ["AWS_SECRET_ACCESS_KEY"]= context.get_secret("AWS_SECRET_ACCESS_KEY")
-    os.environ["AWS_DEFAULT_REGION"]= context.get_secret("AWS_DEFAULT_REGION")
-    os.environ["SAGEMAKER-ROLE"]= context.get_secret("SAGEMAKER-ROLE")
+    os.environ["AWS_ACCESS_KEY_ID"] = context.get_secret("AWS_ACCESS_KEY_ID")
+    os.environ["AWS_SECRET_ACCESS_KEY"] = context.get_secret("AWS_SECRET_ACCESS_KEY")
+    os.environ["AWS_DEFAULT_REGION"] = context.get_secret("AWS_DEFAULT_REGION")
+    os.environ["SAGEMAKER-ROLE"] = context.get_secret("SAGEMAKER-ROLE")
+
+
+def _get_feature_store_data():
+    project = mlrun.get_current_project()
+
+    features = [
+        f"{project.name}/transactions.*",
+    ]
+
+    vector = fs.FeatureVector(
+        "transactions", features=features, description="enriched transactions"
+    )
+    resp = fs.FeatureVector.get_offline_features(vector)
+
+    # Preview the dataset
+    df = resp.to_dataframe()
+
+    return df
diff --git a/src/workflows/workflow.py b/src/workflows/workflow.py
new file mode 100644
index 0000000..b958812
--- /dev/null
+++ b/src/workflows/workflow.py
@@ -0,0 +1,51 @@
+import mlrun
+from kfp import dsl
+
+
+@dsl.pipeline(
+    name="Fraud Detection Pipeline",
+    description="Detecting fraud from a transactions dataset",
+)
+def kfpipeline():
+    project = mlrun.get_current_project()
+
+    # Train
+    train_run = project.run_function(
+        function="train",
+        name="train",
+        handler="train",
+        params={},
+        outputs=["model_path", "test_data"],
+    )
+
+    # Evaluate
+    evaluate_run = project.run_function(
+        function="evaluate",
+        name="evaluate",
+        handler="evaluate",
+        inputs={"test_set": train_run.outputs["test_data"]},
+        params={
+            "model_path": train_run.outputs["model_path"],
+            "model_name": "xgboost-model",
+            # "test_set": train_run.outputs['test_data'],
+            "label_column": "transaction_category",
+        },
+        returns=["classification_report: dataset"],
+    )
+
+
+#     serving_function = project.get_function("serving")
+
+#     with dsl.Condition(serving_function.spec.graph is None) as build_graph:
+#     # if serving_function.spec.graph is None:
+#         # Set the topology and get the graph object:
+#         graph = serving_function.set_topology("flow", engine="async")
+
+#         # Add the steps:
+#         graph.to("XGBModelServer",
+#                  name="xgboost-model",
+#                  model_path=train_run.outputs['model_path'])\
+#         .to(handler="postprocess", name="postprocess").respond()
+
+#     # Deploy the serving function:
+#     project.deploy_function(serving_function).after(train_run)