diff --git a/notebooks/AWS-ParallelCluster.ipynb b/notebooks/AWS-ParallelCluster.ipynb new file mode 100644 index 0000000..157141c --- /dev/null +++ b/notebooks/AWS-ParallelCluster.ipynb @@ -0,0 +1,691 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b5b1446", + "metadata": {}, + "source": [ + "# Snakemake on AWS ParallelCluster \n", + "\n", + "## Introduction\n", + "\n", + "### AWS ParallelCluster \n", + "AWS ParallelCluster is a fully managed tool that simplifies the creation, management, and deployment of High-Performance Computing (HPC) clusters on the AWS cloud. It automates the setup and running of HPC clusters. Users can define their cluster configurations, including instance types, storage options, install scripts, and advanced networking settings like VPC, subnets, and security groups.\n", + "\n", + "AWS ParallelCluster integrates with HPC schedulers like Slurm, offering robust job scheduling and resource management. \n", + "\n", + "### Snakemake and the `pcluster-slurm` plugin\n", + "\n", + "Snakemake is a workflow manager that simplifies the process of creating and executing complex data analysis pipelines. It uses a Python-based language to define workflows and automate the execution of tasks. \n", + "\n", + "Snakemake workflows can be deployed seamlessly on AWS ParallelCluster using the `pcluster-slurm` plugin. This plugin enables the use of Slurm via AWS ParallelCluster as an executor for Snakemake workflows. " + ] + }, + { + "cell_type": "markdown", + "id": "0970e82b", + "metadata": {}, + "source": [ + "## Setup \n", + "\n", + "### Dependencies \n", + "\n", + "* AWS ParallelCluster UI \n", + "\n", + "Please follow the installation instructions for the ParallelCluster UI provided here: [here](https://github.com/STRIDES/NIHCloudLabAWS/blob/main/docs/Install_AWSParallelCluster.md). These instructions will guide you through the necessary steps to create a CloudFormation Stack through which you can access the AWS ParallelCluster UI. \n", + "\n", + "Additionally, we urge you to check out the documents within the `docs/` folder of the repository for more bioinformatics and Gen AI tutorials." + ] + }, + { + "attachments": { + "pcui.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "23a541f6", + "metadata": {}, + "source": [ + "![pcui.png](attachment:pcui.png)" + ] + }, + { + "attachments": { + "create-cluster.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "ca5bcc55", + "metadata": {}, + "source": [ + "### Create a Cluster \n", + "\n", + "(![create-cluster.png](attachment:create-cluster.png))\n", + "\n", + "1. In the PCUI Clusters view, choose **Create cluster** > **Step by step**.\n", + "2. In Cluster, **Name**, enter a name for your cluster.\n", + "3. Choose a **VPC** with a public subnet for your cluster, and choose Next.\n", + "4. In **Head node**, choose Add **SSM session**. This will allow you to access the head node through the **`Shell`** button. Change the instance type of your head node to **t2.xlarge**. \n", + "5. In **Queues**, provide a name and subnet for your queue.\n", + "6. In **Compute resources**, choose 1 for **Static nodes** and select **c5n.large** as the instance type for your compute resources. \n", + "7. In Storage, choose Next.\n", + "8. In Cluster configuration, review the cluster configuration YAML and choose **Dry run** to \n", + "validate it.\n", + "1. Choose **Create** to create your cluster, based on the validated configuration.\n", + "2. After a few seconds, the PCUI automatically navigates you back to Clusters, where you can\n", + "monitor the cluster creation status and Stack events.\n", + "1. Choose **Details** to see cluster details, such as the version and status.\n", + "2. Choose **Instances** to see the list of Amazon EC2 instances and status.\n", + "3. Choose **Stack events** to view cluster stack events, and a AWS Management Console link to the\n", + "CloudFormation stack that creates the cluster.\n", + "1. In Details, after cluster creation completes, choose **View YAML** to view or download the cluster configuration YAML file.\n", + "\n", + "This is the YAML file for the cluster described above: " + ] + }, + { + "cell_type": "markdown", + "id": "9f2138e1", + "metadata": {}, + "source": [ + "```yaml\n", + "Imds:\n", + " ImdsSupport: v2.0\n", + "HeadNode:\n", + " InstanceType: t2.xlarge\n", + " Imds:\n", + " Secured: true\n", + " LocalStorage:\n", + " RootVolume:\n", + " VolumeType: gp3\n", + " Size: 50\n", + " Networking:\n", + " SubnetId: subnet-0be4c22d8137b8085\n", + " Iam:\n", + " AdditionalIamPolicies:\n", + " - Policy: arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore\n", + " Ssh:\n", + " KeyName: snakemake-cluster-key-pair\n", + "Scheduling:\n", + " Scheduler: slurm\n", + " SlurmQueues:\n", + " - Name: queue-1\n", + " AllocationStrategy: lowest-price\n", + " ComputeResources:\n", + " - Name: queue-1-cr-1\n", + " Instances:\n", + " - InstanceType: c5n.large\n", + " MaxCount: 1\n", + " MinCount: 1\n", + " ComputeSettings:\n", + " LocalStorage:\n", + " RootVolume:\n", + " VolumeType: gp3\n", + " Networking:\n", + " SubnetIds:\n", + " - subnet-0be4c22d8137b8085\n", + " SlurmSettings: {}\n", + "Region: us-east-1\n", + "Image:\n", + " Os: alinux2\n", + "````" + ] + }, + { + "cell_type": "markdown", + "id": "71b66c2c", + "metadata": {}, + "source": [ + "### Set up your head node\n", + "\n", + "After cluster creation completes, click on the **Shell** button to access the cluster head node.\n" + ] + }, + { + "cell_type": "markdown", + "id": "0954a6c4", + "metadata": {}, + "source": [ + "1. Switch to user and create a working directory" + ] + }, + { + "cell_type": "markdown", + "id": "b4ef6fb3", + "metadata": {}, + "source": [ + "```bash \n", + "sudo -su ssm-user \n", + "`cd ~` \n", + "`mkdir workdir`\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "73692fbe", + "metadata": {}, + "source": [ + "3. Install conda. We will be executing snakemake using conda. " + ] + }, + { + "cell_type": "markdown", + "id": "ccabf387", + "metadata": {}, + "source": [ + "```bash\n", + "wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh\n", + "bash ~/miniconda.sh\n", + "~/miniconda3/bin/conda init\n", + "source ~/.bashrc\n", + "which conda\n", + "conda --version\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "6c90d562", + "metadata": {}, + "source": [ + "3. Install Snakemake and the Snakemake ParallelCluster plugin. \n", + "\n", + "Note: the PCluster plugin requires snakemake > 8.0.0" + ] + }, + { + "cell_type": "markdown", + "id": "d9aee275", + "metadata": {}, + "source": [ + "```bash\n", + "pip3 install snakemake==8.25.5\n", + "pip3 install snakemake-executor-plugin-pcluster-slurm\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "5302b6ba", + "metadata": {}, + "source": [ + "Alternatively, you may use conda to install snakemake using the following command: " + ] + }, + { + "cell_type": "markdown", + "id": "edea31ff", + "metadata": {}, + "source": [ + "```bash\n", + "conda install bioconda::snakemake==8.25.5\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "fc10a99d", + "metadata": {}, + "source": [ + "## Submitting a \"Hello World\" job to the Slurm cluster \n" + ] + }, + { + "cell_type": "markdown", + "id": "dc8187f0", + "metadata": {}, + "source": [ + "### Using Slurm\n", + "\n", + "You can submit jobs to the slurm cluster using a slurm script and the sbatch command for submission. \n", + "\n", + "1. Create a slurm script. This example runs prints \"Hello World\" in an output file, then appends the file with the name of the compute node the task ran on. " + ] + }, + { + "cell_type": "markdown", + "id": "33ad0a63", + "metadata": {}, + "source": [ + "```bash \n", + "#hello-world.slurm\n", + "\n", + "#!/bin/bash\n", + "#SBATCH --job-name=hello-world\n", + "#SBATCH --output=hello-world.out\n", + "#SBATCH --error=hello-world.err\n", + "#SBATCH --ntasks=1\n", + "#SBATCH --time=00:01:00\n", + "\n", + "echo \"Hello, World!\" > ~/workdir/hello-world.out\n", + "\n", + "## Print the hostname of the node the job ran on\n", + "echo \"This job ran on node: $(hostname)\" >> /home/workdir/scripts/hello-world.out\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "907420c9", + "metadata": {}, + "source": [ + "2. Submit the job using an sbatch command " + ] + }, + { + "cell_type": "markdown", + "id": "4086a0f7", + "metadata": {}, + "source": [ + "```bash\n", + "sbatch hello-world.slurm\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "9942bfc7", + "metadata": {}, + "source": [ + "## Using Snakemake, Slurm and the `pcluster-slurm` plugin\n", + "\n", + "When submitting a Snakemake workflow to the slurm scheduler integrated in AWS ParallelCluster, you can submit the workflow by using the `--executor` flag and specifying the `pcluster-slurm` plugin.\n", + "\n", + "1. Create a Snakefile within a project directory\n", + "\n", + "**Snakefile** A Snakefile is the main file used in Snakemake to define a workflow. The commands to be executed, the input and output files and the dependencies of each step are defined as rules in this file. " + ] + }, + { + "cell_type": "markdown", + "id": "ff4ed425", + "metadata": {}, + "source": [ + "```bash \n", + "mkdir hello-world-snakemake\n", + "vim Snakefile\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "fd9086db", + "metadata": {}, + "source": [ + "```python\n", + "#Snakefile\n", + "rule all:\n", + " input:\n", + " \"output.txt\"\n", + "\n", + "rule example_rule:\n", + " output:\n", + " \"output.txt\"\n", + " shell:\n", + " \"\"\"\n", + " echo 'Hello, World!' > {output}\n", + " \"\"\"\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "4590ade3", + "metadata": {}, + "source": [ + "2. Execute the workflow using the snakemake command, specifying `pcluster-slurm` as the executor." + ] + }, + { + "cell_type": "markdown", + "id": "c5f34921", + "metadata": {}, + "source": [ + "```bash\n", + "snakemake --executor pcluster-slurm \n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "b0496feb", + "metadata": {}, + "source": [ + "#### Snakefile Breakdown: \n", + "\n", + "**Rules:** \n", + "\n", + "* Rules are the building blocks of a Snakemake workflow. Each rule describes how to create one or more output files from input files. \n", + "* The commands that must be run, any scripts, and environment parameters can be defined in the rule definition\n", + "\n", + "**Rule all:**\n", + "\n", + "* This rule tells Snakemake what the end products should be when the workflow is complete. It is usually the first rule that is defined. \n", + "\n", + "**Input and Output:** \n", + "\n", + "* These keywords specify the files that are inputs to and outputs from a rule. \n", + "* The input keyword lists the files needed to run the rule, and the output keyword lists the files that will be produced by the rule. \n", + "* The order of execution of rules are determined through the input and output fields. \n", + "\n", + "Example: \n", + "\n", + "```python\n", + "rule rule_1:\n", + " input: \n", + " \"input_1.txt\n", + " output:\n", + " \"output_1.txt\"\n", + "\n", + "rule rule_2: \n", + " input: \n", + " \"output_1.txt\"\n", + " output: \n", + " \"output_2.txt\" \n", + "```\n", + "\n", + "**Shell Command:** The shell keyword is used to specify the shell command that will be executed to produce the output files.\n", + "\n", + "#### Commandline Command Breakdown: \n", + "\n", + "**snakemake:** Invokes the snakemake tool. This tool will look for a Snakefile in the current working directory \n", + "**--executor pcluster-slurm:** The flag enables the workflow to be executed through the slurm cluster connected to the head node" + ] + }, + { + "cell_type": "markdown", + "id": "fbf47ae7", + "metadata": {}, + "source": [ + "## Submitting a Bioinformatics Snakemake workflow to the Slurm cluster\n", + "\n", + "In this example, we will use Snakemake and the pcluster-slurm plugin to run a Bioinformatics pipeline. \n", + "\n", + "### Download the input data\n", + "\n", + "The input data consists of raw fastq files. Use the `curl` command to download the data from a public NIGMS google storage bucket. " + ] + }, + { + "cell_type": "markdown", + "id": "f3bc502c", + "metadata": {}, + "source": [ + "```bash\n", + "#Navigate to working directory \n", + "mkdir ~/workdir/bioinfo-workflow\n", + "cd ~/workdir/bioinfo-workflow\n", + "\n", + "#Make data directory \n", + "mkdir ./data \n", + "cd /data\n", + "\n", + "#Run curl commands \n", + "curl -o SRR13349122_1.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349122_1.fastq\n", + "curl -o SRR13349122_2.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349122_2.fastq\n", + "curl -o SRR13349123_1.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349123_1.fastq\n", + "curl -o SRR13349123_2.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349123_2.fastq\n", + "curl -o SRR13349128_1.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349128_1.fastq\n", + "curl -o SRR13349128_2.fastq https://storage.googleapis.com/nigms-sandbox/me-inbre-rnaseq-pipelinev2/data/raw_fastqSub/SRR13349128_2.fastq\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "f431a966", + "metadata": {}, + "source": [ + "### Create an `environment.yml` file\n", + "\n", + "**environment.yml:** The environment.yml file defines the software environment required to run the Snakemake workflow include package names and versions. \n", + "\n", + "```bash\n", + "vi environment.yml\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "f64db158", + "metadata": {}, + "source": [ + "```yaml\n", + "name: bioinformatics-test\n", + "channels:\n", + " - bioconda\n", + " - conda-forge\n", + " - defaults\n", + "dependencies:\n", + " - bwa\n", + " - samtools\n", + " - bcftools\n", + " - matplotlib\n", + " - pandas\n", + " - pysam\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "648dfc27", + "metadata": {}, + "source": [ + "### Create a `config.yaml` file\n", + "\n", + "**config.yaml** The config.yaml file is used to store configuration parameters that can be easily accessed and utilized throughout the workflow. This file allows you to define various settings, paths, parameters, and other variables that your Snakemake rules might need.\n", + "\n", + "```bash\n", + "vi config.yaml\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "e27bd7f5", + "metadata": { + "vscode": { + "languageId": "plaintext" + } + }, + "source": [ + "```yaml\n", + "conda_env: \"envs/environment.yml\"\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "977f99c6", + "metadata": { + "vscode": { + "languageId": "plaintext" + } + }, + "source": [ + "### Create a Snakefile \n", + "\n", + "Create a Snakefile and add the contents described below to it. \n", + "\n", + "```bash\n", + "vi Snakefile\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "0c5e54b4", + "metadata": {}, + "source": [ + "```python\n", + "#Snakefile\n", + "configfile: \"config.yaml\"\n", + "\n", + "SAMPLES = [\"A\", \"B\"]\n", + "\n", + "rule all:\n", + " input:\n", + " expand(\"mapped_reads/{sample}.bam\", sample=SAMPLES),\n", + " expand(\"sorted_reads/{sample}.bam.bai\", sample=SAMPLES)\n", + " \"calls/all.vcf\"\n", + "\n", + "rule bwa_index:\n", + " input:\n", + " \"data/genome.fa\"\n", + " output:\n", + " \"data/genome.fa.bwt\"\n", + " conda:\n", + " config[\"conda_env\"]\n", + " shell:\n", + " \"\"\"\n", + " bwa index {input}\n", + " \"\"\"\n", + "\n", + "rule bwa_map:\n", + " input:\n", + " genome=\"data/genome.fa\",\n", + " fastq=\"data/samples/{sample}.fastq\",\n", + " index=\"data/genome.fa.bwt\"\n", + " output:\n", + " \"mapped_reads/{sample}.bam\"\n", + " conda:\n", + " config[\"conda_env\"]\n", + " shell:\n", + " \"\"\"\n", + " bwa mem {input.genome} {input.fastq} > mapped_reads/{wildcards.sample}.sam\n", + " samtools view -Sb mapped_reads/{wildcards.sample}.sam > {output}\n", + " rm mapped_reads/{wildcards.sample}.sam\n", + " \"\"\"\n", + "\n", + "rule samtools_sort:\n", + " input:\n", + " \"mapped_reads/{sample}.bam\"\n", + " output:\n", + " \"sorted_reads/{sample}.bam\"\n", + " conda:\n", + " config[\"conda_env\"]\n", + " shell:\n", + " \"samtools sort -T sorted_reads/{wildcards.sample} -O bam {input} > {output}\"\n", + "\n", + "rule samtools_index:\n", + " input:\n", + " \"sorted_reads/{sample}.bam\"\n", + " output:\n", + " \"sorted_reads/{sample}.bam.bai\"\n", + " conda:\n", + " config[\"conda_env\"]\n", + " shell:\n", + " \"samtools index {input}\"\n", + "\n", + "rule bcftools_call:\n", + " input:\n", + " fa=\"data/genome.fa\",\n", + " bam=expand(\"sorted_reads/{sample}.bam\", sample=SAMPLES),\n", + " bai=expand(\"sorted_reads/{sample}.bam.bai\", sample=SAMPLES)\n", + " output:\n", + " \"calls/all.vcf\"\n", + " conda:\n", + " config[\"conda_env\"]\n", + " shell:\n", + " \"bcftools mpileup -f {input.fa} {input.bam} | bcftools call -mv - > {output}\"\n", + "\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "1b25fd55", + "metadata": {}, + "source": [ + "### Snakefile Breakdown:\n", + "\n", + "**Overview:** \n", + "The Snakefile maps a set of fastq files to a reference genome, sorts and indexes the mapped reads and finally runs variant calling on the mapped reads.\n", + "\n", + "**Configuration:** \n", + "* `configfile: \"config.yaml\"` specifies the configuration file you have created\n", + "* `SAMPLES = [\"A\", \"B\"]` defines the samples to be processed.\n", + "\n", + "**Workflow:**\n", + "* all: Specifies the final output files required to complete the workflow.\n", + "* Bioinformatics rules \n", + " - bwa_index: Indexes the reference genome file (data/genome.fa) for alignment.\n", + " - bwa_map: Maps the sequencing reads (data/samples/{sample}.fastq) to the indexed genome and converts the output to BAM format.\n", + " - samtools_sort: Sorts the BAM files generated from the mapping step.\n", + " - samtools_index: Indexes the sorted BAM files for faster access.\n", + " - bcftools_call: Calls genetic variants from the sorted and indexed BAM files.\n", + " - plot_quals: Generates a plot of the quality of the called variants.\n", + "* The conda environment required for each rule is derived from the `conda_env` variable found within the config file\n", + "* Each rule uses shell commands to perform the required bioinformatics tasks (e.g., bwa index, bwa mem, samtools sort, samtools index, bcftools mpileup, bcftools call).\n", + "* The order in which each rule must be run, is defined from the input and output parameters. For example, as the `bcf_tools` rule requires a sorted and indexed bam file as the input, it will be executed after the `samtools_index` rule. \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "2f186b6f", + "metadata": { + "vscode": { + "languageId": "plaintext" + } + }, + "source": [ + "### Execute the workflow using the **snakemake** command, specifying **pcluster-slurm** as the executor and **conda** as the environment management system\n", + "\n", + "\n", + "```bash\n", + "snakemake --executor pcluster-slurm --use-conda -j 5\n", + "```\n", + "### Command Breakdown \n" + ] + }, + { + "cell_type": "markdown", + "id": "1a5cf6fa", + "metadata": {}, + "source": [ + "## Clean Up: \n", + "- To stop all compute nodes select, Navigate to the PCUI and select Stop fleet.\n", + "- To clean up, in the Clusters view, select the cluster, and choose Actions, Delete cluster\n", + "\n", + "## References: \n", + "* [AWS ParallelCluster](https://docs.aws.amazon.com/parallelcluster/)\n", + "* [Snakemake Documentation](https://snakemake.readthedocs.io/en/stable/)\n", + "* [Snakemake `pcluster-slurm` plugin](https://snakemake.github.io/snakemake-plugin-catalog/plugins/executor/pcluster-slurm.html)\n" + ] + }, + { + "cell_type": "markdown", + "id": "cf514196", + "metadata": {}, + "source": [ + "Graphics \n", + "- parallelcluster graphic \n", + "- snakemake files graphic" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}