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Implementation of a GA4GH workflow execution service that can easily support various workflow runners.

Project description

SAPPORO-service

pytest flake8 isort mypy Apache License

SAPPORO-service logo

Japanese Document

SAPPORO is a standard implementation conforming to the Global Alliance for Genomics and Health (GA4GH) Workflow Execution Service (WES) API specification.

One of SAPPORO's features is the abstraction of workflow engines, which makes it easy to convert various workflow engines into WES. The following workflow engines have been confirmed to be working at present.

  • cwltool
  • nextflow
  • toil
  • cromwell
  • snakemake

Another feature of SAPPORO is the mode that can only execute the workflow registered by the administrator. This feature is useful when building a WES in a shared HPC environment.

Install and Run

SAPPORO supports Python 3.6 or newer.

$ pip3 install sapporo
$ sapporo

Docker

You can also launch it with Docker. To use Docker-in-Docker (DinD), you have to mount docker.sock, /tmp, etc.

# Launch
$ docker-compose up -d --build

# 起動確認
$ docker-compose logs

Usage

The help for the SAPPORO startup command is as follows

$ sapporo --help
usage: sapporo [-h] [--host] [-p] [--debug] [-r] [--disable-get-runs]
               [--disable-workflow-attachment]
               [--run-only-registered-workflows] [--service-info]
               [--executable-workflows] [--run-sh]

Implementation of a GA4GH workflow execution service that can easily
support various workflow runners.

optional arguments:
  -h, --help            show this help message and exit
  --host                Host address of Flask. (default: 127.0.0.1)
  -p , --port           Port of Flask. (default: 8080)
  --debug               Enable debug mode of Flask.
  -r , --run-dir        Specify the run dir. (default: ./run)
  --disable-get-runs    Disable endpoint of `GET /runs`.
  --disable-workflow-attachment
                        Disable `workflow_attachment` on endpoint `Post
                        /runs`.
  --run-only-registered-workflows
                        Run only registered workflows. Check the registered
                        workflows using `GET /service-info`, and specify
                        `workflow_name` in the `POST /run`.
  --service-info        Specify `service-info.json`. The
                        supported_wes_versions, system_state_counts and
                        workflows are overwritten in the application.
  --executable-workflows
                        Specify `executable-workflows.json`.
  --run-sh              Specify `run.sh`.

Operating Mode

There are two startup modes for SAPPORO.

  • Standard WES mode (Default)
  • Mode to execute only registered workflows

These are switched with the -run-only-registered-workflows argument at startup. It can also be switched by giving True or False to the environment variable SAPPORO_ONLY_REGISTERED_WORKFLOWS. Startup arguments take precedence over environment variables.

Standard WES mode

As API specifications, please check GitHub - GA4GH WES and SwaggerUI - GA4GH WES.

It is different from the standard WES API specification, you must specify workflow_engine_name in the request parameter of POST /runs. I personally consider this to be a flaw in the standard WES API specification, so I requested a fix.

Mode to execute only registered workflows

As API specifications for a mode to execute only registered workflows, please check SwaggerUI - GA4GH WES.

Basically, it conforms to the standard WES API. The changes are as follows.

  • Executable workflows are returned by GET /service-info as executable_workflows.
  • Specify workflow_name instead of workflow_url with POST /runs.

The following is an example of requesting GET /service-info in a mode to execute only registered workflows.

GET /service-info
{
  "auth_instructions_url": "https://github.com/ddbj/SAPPORO-service",
  "contact_info_url": "https://github.com/ddbj/SAPPORO-service",
  "default_workflow_engine_parameters": [],
  "executable_workflows": [
    {
      "workflow_attachment": [],
      "workflow_name": "CWL_trimming_and_qc_remote",
      "workflow_type": "CWL",
      "workflow_type_version": "v1.0",
      "workflow_url": "https://raw.githubusercontent.com/ddbj/SAPPORO-service/master/tests/resources/trimming_and_qc_remote.cwl"
    },
    {
      "workflow_attachment": [
        {
          "file_name": "fastqc.cwl",
          "file_url": "https://raw.githubusercontent.com/ddbj/SAPPORO-service/master/tests/resources/fastqc.cwl"
        },
        {
          "file_name": "trimming_pe.cwl",
          "file_url": "https://raw.githubusercontent.com/ddbj/SAPPORO-service/master/tests/resources/trimming_pe.cwl"
        }
      ],
      "workflow_name": "CWL_trimming_and_qc_local",
      "workflow_type": "CWL",
      "workflow_type_version": "v1.0",
      "workflow_url": "https://raw.githubusercontent.com/ddbj/SAPPORO-service/master/tests/resources/trimming_and_qc.cwl"
    }
  ],
  "supported_filesystem_protocols": [
    "http",
    "https",
    "file"
  ],
  "supported_wes_versions": [
    "sapporo-wes-1.1"
  ],
  "system_state_counts": {},
  "tags": {
    "debug": true,
    "get_runs": true,
    "registered_only_mode": true,
    "run_dir": "/home/ubuntu/git/github.com/ddbj/SAPPORO-service/run",
    "wes_name": "sapporo",
    "workflow_attachment": true
  },
  "workflow_engine_versions": {
    "cromwell": "50",
    "cwltool": "1.0.20191225192155",
    "nextflow": "20.04.1",
    "snakemake": "v5.17.0",
    "toil": "4.1.0"
  },
  "workflow_type_versions": {
    "CWL": {
      "workflow_type_version": [
        "v1.0",
        "v1.1",
        "v1.1.0-dev1"
      ]
    }
  }
}

The executable workflows are managed by executable_workflows.json. Also, the schema for this definition is executable_workflows.schema.json. The default location of these files is under the application dir of SAPPORO, but it can be overridden by the startup argument --executable-workflows or the environment variable SAPPORO_EXECUTABLE_WORKFLOWS.

Run Dir

SAPPORO manages the submitted workflows, workflow parameters, output files, etc. on the file system. The location of run dir can be overridden by the startup argument --run-dir or the environment variable SAPPORO_RUN_DIR.

The run dir structure is as follows. Initialization and deletion of each run can be done by physical deletion with rm.

$ tree run
.
└── 29
    └── 29109b85-7935-4e13-8773-9def402c7775
        ├── cmd.txt
        ├── end_time.txt
        ├── exe
           └── workflow_params.json
        ├── exit_code.txt
        ├── outputs
           ├── ERR034597_1.small.fq.trimmed.1P.fq
           ├── ERR034597_1.small.fq.trimmed.1U.fq
           ├── ERR034597_1.small.fq.trimmed.2P.fq
           ├── ERR034597_1.small.fq.trimmed.2U.fq
           ├── ERR034597_1.small_fastqc.html
           └── ERR034597_2.small_fastqc.html
        ├── outputs.json
        ├── run.pid
        ├── run_request.json
        ├── start_time.txt
        ├── state.txt
        ├── stderr.log
        ├── stdout.log
        └── workflow_engine_params.txt
├── 2d
│   └── ...
└── 6b
    └── ...

The execution of POST /runs is very complex. Examples using Python's requests are provided by GitHub - sapporo/tests/post_runs_examples. Please use this as a reference

run.sh

We use run.sh to abstract the workflow engine. When POST /runs is called, SAPPORO fork the execution of run.sh after dumping the necessary files to run dir. Therefore, you can apply various workflow engines to WES by editing run.sh.

The default position of run.sh is under the application dir of SAPPORO, but it can be overridden by the startup argument --run-sh or the environment variable SAPPORO_RUN_SH.

Other Startup Arguments

The startup host or port can be changed by specifying the startup arguments (--host and --port). And environment variables corresponding to these arguments are SAPPORO_HOST and SAPPORO_PORT.

The following two startup arguments and environment variables are provided to limit the WES.

  • --disable-get-runs
    • SAPPORO_GET_RUNS: True or False.
    • Disable GET /runs.
      • When using WES with an unspecified number of people, you can see the contents of the run and cancels the run by knowing the run_id of other people.
      • Because run_id itself is automatically generated by uuid4, it is difficult to know it in brute force.
  • --disable-workflow-attachment
    • SAPPORO_WORKFLOW_ATTACHMENT: True or False.
    • Disable workflow_attachment in POST /runs.
      • The workflow_attachment is the field to attach a file required for executing a workflow.
      • There is a security concern because anything can be attached.

The contents of the response of GET /service-info are managed by service-info.json. The default position of service-info.json is under the application dir of SAPPORO, but it can be overridden by the startup argument --service-info or the environment variable SAPPORO_SERVICE_INFO.

Development

The development environment starts with the following.

$ docker-compose -f docker-compose.dev.yml up -d --build
$ docker-compose -f docker-compose.dev.yml exec app bash

We use flake8, isort, and mypy as the Linter.

$ bash ./tests/lint_and_style_check/flake8.sh
$ bash ./tests/lint_and_style_check/isort.sh
$ bash ./tests/lint_and_style_check/mypy.sh

We use pytest as a Test Tool.

$ pytest .

License

Apache-2.0. See the LICENSE.

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