///

/// info

This page will teach you how to use **virtual environments** and how they work.

If you are ready to adopt a **tool that manages everything** for you (including installing Python), try <a href="https://github.com/astral-sh/uv" class="external-link" target="_blank">uv</a>.

///

## Create a Project { #create-a-project }

First, create a directory for your project.

ARG INSTALL_CUDNN=false
ARG CUDA_PACKAGES_FILE=cuda12.1_cudnn9.1.packages.txt
COPY ${CUDA_PACKAGES_FILE} /cudnn.packages.txt

RUN if [ "${INSTALL_CUDNN}" = "true" ]; then \
      echo "Installing cudnn"; \
      /setup.sources.cudnn.sh && /setup.packages.sh /cudnn.packages.txt; \
    else \
      echo "cudnn is not installed"; \
    fi

# Setup links for TensorFlow to compile.

  - [Setup Ambari](https://docs.hortonworks.com/HDPDocuments/Ambari-2.7.1.0/bk_ambari-installation/content/set_up_the_ambari_server.html) which automatically sets up YARN
  - [Installing Spark](https://docs.hortonworks.com/HDPDocuments/HDP3/HDP-3.0.1/installing-spark/content/installing_spark.html)
- Install MinIO Distributed Server using one of the guides below.

in the underlying infrastructure. (We recommend using https://github.com/minio/direct-csi) - Use Kubernetes version v1.19 and later for best experience. Configure MinIO Helm repo ---------- ```bash helm repo add minio https://charts.min.io/ ``` Installing the Chart ---------- Install this chart using: ```bash helm install --namespace minio --set rootUser=rootuser,rootPassword=rootpass123 --generate-name minio/minio ``` The command deploys MinIO on the Kubernetes cluster in the default configuration....

## Get Started

### 1. Prerequisites

- Install MinIO - [MinIO Quickstart Guide](https://docs.min.io/community/minio-object-store/operations/deployments/baremetal-deploy-minio-on-redhat-linux.html)
- Install `awscli` - [Installing AWS Command Line Interface](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-install.html)

### 2. Set bucket WORM configuration

	Write-Host ('Downloading {0} ...' -f $url); \
	[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12; \
	(New-Object Net.WebClient).DownloadFile($url, 'C:\tmp\pyinstall.exe'); \
	\
	Write-Host 'Installing...'; \
        Start-Process -FilePath \"C:\tmp\pyinstall.exe\" -ArgumentList '/quiet InstallAllUsers=1 PrependPath=1 TargetDir=C:\Python312' -Wait; \
	\
	Write-Host 'Verifying install ...'; \

- Install MinIO Server from [here](https://docs.min.io/community/minio-object-store/operations/deployments/baremetal-deploy-minio-on-redhat-linux.html#procedure).
- Familiarity with AWS S3 API.
- Familiarity with Python and installing dependencies.

### 2. Install boto3

Install `aws-sdk-python` from AWS SDK for Python official docs [here](https://aws.amazon.com/sdk-for-python/)

### 3. Example

/// info

This requires installing `orjson` for example with `pip install orjson`.

///

### `UJSONResponse` { #ujsonresponse }

An alternative JSON response using <a href="https://github.com/ultrajson/ultrajson" class="external-link" target="_blank">`ujson`</a>.

/// info

This requires installing `ujson` for example with `pip install ujson`.

///

/// warning

in the underlying infrastructure. (We recommend using https://github.com/minio/direct-csi) - Use Kubernetes version v1.19 and later for best experience. Configure MinIO Helm repo ---------- ```bash helm repo add minio https://charts.min.io/ ``` Installing the Chart ---------- Install this chart using: ```bash helm install --namespace minio --set rootUser=rootuser,rootPassword=rootpass123 --generate-name minio/minio ``` The command deploys MinIO on the Kubernetes cluster in the default configuration....

  trap clean HUP INT TERM EXIT
else
  die "cannot create temp dir"
fi

mkdir -p -- "${MAVEN_HOME%/*}"

# Download and Install Apache Maven
verbose "Couldn't find MAVEN_HOME, downloading and installing it ..."
verbose "Downloading from: $distributionUrl"
verbose "Downloading to: $TMP_DOWNLOAD_DIR/$distributionUrlName"

# select .zip or .tar.gz
if ! command -v unzip >/dev/null; then