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Add batch multinode parallel jobs support #372

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d5f9508
add architrave example
asalic Jul 29, 2020
101daa6
finalized lambda container
asalic Jul 31, 2020
e5e964c
upd README
asalic Sep 2, 2020
27c6349
rm ADD envs
asalic Sep 2, 2020
ff29ccb
chg default base dir to relative to scar base
asalic Sep 2, 2020
12caee3
rm chmod app bin
asalic Sep 2, 2020
60086ee
upd batch private files
asalic Sep 3, 2020
0a42afb
new init script
asalic Sep 4, 2020
b009a5a
mod to run on aws batch
asalic Sep 7, 2020
b5432ba
mod to run on aws batch
asalic Sep 7, 2020
d92fbdc
install xz manually
asalic Sep 8, 2020
2643ea5
upd run to include messages
asalic Sep 10, 2020
e8ea46b
add mnt S3 batch
asalic Sep 11, 2020
7d81278
add build hooks with network host
asalic Sep 11, 2020
2d614cf
add build hooks with network host
asalic Sep 11, 2020
71fb17a
add build hooks with network host
asalic Sep 11, 2020
e3b4c0a
add build hooks with network host
asalic Sep 11, 2020
6879441
add build hooks with network host
asalic Sep 11, 2020
09c0cff
no rel path for files to be included in the container
asalic Sep 15, 2020
7ab0d5d
no rel path for files to be included in the container
asalic Sep 15, 2020
a765449
no rel path for files to be included in the container
asalic Sep 15, 2020
fe8ea24
no rel path for files to be included in the container
asalic Sep 15, 2020
5f7369e
no rel path for files to be included in the container
asalic Sep 15, 2020
d3e1970
no rel path for files to be included in the container
asalic Sep 15, 2020
d38d598
rm deps for downloading during batch exec
asalic Sep 16, 2020
5aa54b8
rm hooks
asalic Sep 16, 2020
d26543e
default path for private dir
asalic Sep 16, 2020
13cc945
upd uploading result
asalic Sep 16, 2020
aaf1926
execute command on host after container done
asalic Sep 18, 2020
158fe6e
start ssh service in the running script
asalic Sep 18, 2020
4ec50d4
added cert to connect between nodes
asalic Sep 18, 2020
bda8ba3
push LDs to slaves and allow root exec
asalic Sep 18, 2020
c19c44b
rm allow as root
asalic Sep 18, 2020
4a3ed59
add signalling for master execution termination
asalic Sep 21, 2020
08b9e1a
timing mpirun
asalic Sep 23, 2020
915471a
control of execution moved to run
asalic Sep 24, 2020
9b002d6
timing mpi execution in batch mode
asalic Sep 24, 2020
6d23b83
do not remove inodewatch dirs
asalic Sep 24, 2020
82aac97
Merge upstream master
asalic Oct 28, 2020
6fffd86
move deps download to container
asalic Nov 9, 2020
74912f7
add wget to img
asalic Nov 11, 2020
6672245
add unzip dep
asalic Nov 12, 2020
bf9021d
rm config_path from function config
asalic Nov 19, 2020
0063fe0
disable waiting
asalic Nov 24, 2020
fcbee7d
separate params
asalic Nov 25, 2020
394b667
show comp result
asalic Dec 2, 2020
4084e4c
add basic mpi example
asalic Dec 7, 2020
9601dbb
tst
asalic Dec 7, 2020
c8b2b0d
tst
asalic Dec 7, 2020
9e5760a
add waiting for exec
asalic Dec 7, 2020
f3d1d61
switch output/input folders
asalic Dec 9, 2020
57b795c
updated waiting algo
asalic Dec 9, 2020
0ceebc3
rm amazon specific vars
asalic Dec 9, 2020
944dd3e
add support for multi-node parallel jobs
asalic Dec 9, 2020
14f06f1
add specific funcion_config for batch
asalic Dec 9, 2020
2a2c390
rm target node group end index for parallel multi node batch jobs
asalic Dec 14, 2020
fb62594
rm additional execution script
asalic Dec 14, 2020
a4090a8
rm additional run script, integrate everything in the script called b…
asalic Dec 14, 2020
e0999c4
rm external mpi script
asalic Dec 14, 2020
e30da3c
add locales support
asalic Dec 14, 2020
c88ecd3
rm references to mpi-run.sh
asalic Dec 14, 2020
f810158
add more locale settings
asalic Dec 14, 2020
c833ddd
renamed mpi basic example
asalic Dec 16, 2020
3b69ae1
upd lambda architrave
asalic Dec 16, 2020
3430bb6
check if init_script key present
asalic Dec 16, 2020
91f34a7
rename helper
asalic Dec 17, 2020
8b8dcce
fix functions order, missing end curly brace
asalic Dec 17, 2020
38b368b
upd names scripts examples conf launchers
asalic Dec 17, 2020
ceb7d46
fix support for batch
asalic Dec 17, 2020
4074ea7
silent transfer files
asalic Dec 17, 2020
1ee092c
upd mpi example to run with lambda and batch
asalic Dec 18, 2020
38ef97f
fix names and upd README with intructions
asalic Dec 18, 2020
cf1ee0a
fix path base dir
asalic Dec 18, 2020
a375e47
upd readme
asalic Dec 21, 2020
d081b92
rm old deps
asalic Dec 21, 2020
81447e0
upd README
asalic Dec 21, 2020
deefdce
upd README
asalic Dec 21, 2020
3f187d7
don't remove locales
asalic Dec 21, 2020
67f1da0
disable locale set during exec
asalic Dec 21, 2020
d8a3991
add section describing Batch multinode parallel jobs
asalic Dec 21, 2020
0092348
upd README
asalic Dec 21, 2020
baa1ea0
rm commented instructions
asalic Dec 21, 2020
4454a6d
rm architrave example
asalic Mar 10, 2021
b8721c5
Merge branch 'dev-srisco' into master
srisco Mar 10, 2021
3c194de
Merge pull request #371 from asalic/master
srisco Mar 10, 2021
0f2cd94
Update docs
srisco Mar 24, 2021
9e6a4cf
Bump
srisco Mar 24, 2021
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28 changes: 19 additions & 9 deletions docs/source/batch.rst
Original file line number Diff line number Diff line change
Expand Up @@ -4,14 +4,14 @@ AWS Batch Integration
=======================

AWS Batch allows to efficiently execute batch computing jobs on AWS by dynamically provisioning the required underlying EC2 instances on which Docker-based jobs are executed.
SCAR allows to transparently integrate the execution of the jobs through `AWS Batch <https://aws.amazon.com/batch/>`_.
SCAR allows to transparently integrate the execution of the jobs through `AWS Batch <https://aws.amazon.com/batch/>`_.
Three execution modes are now available in SCAR:

* `lambda`: This is the default execution mode. All executions will be run on AWS Lambda.
* `lambda-batch`: Executions will be run on AWS Lambda. If the default timeout is reached, then the execution is automatically delegated to AWS Batch.
* `batch`: Executions will be automatically diverted to AWS Batch.

This way, you can use AWS Lambda as a highly-scalable cache for burts of short computational jobs while longer executions can be automatically delegated to AWS Batch.
This way, you can use AWS Lambda as a highly-scalable cache for burts of short computational jobs while longer executions can be automatically delegated to AWS Batch.
The very same `programming model <https://scar.readthedocs.io/en/latest/prog_model.html>`_ is maintained regardless of the service employed to perform the computation.

Set up your configuration file
Expand Down Expand Up @@ -47,20 +47,20 @@ The variables responsible for batch configuration are::
},
"service_role": "arn:aws:iam::{account_id}:role/service-role/AWSBatchServiceRole"
}
Since AWS Batch deploys Amazon EC2 instances, the REQUIRED variables are:

Since AWS Batch deploys Amazon EC2 instances, the REQUIRED variables are:
* `security_group_ids`: The EC2 security group that is associated with the instances launched in the compute environment. This allows to define the inbound and outbound network rules in order to allow or disallow TCP/UDP traffic generated from (or received by) the EC2 instance. You can choose the default VPC security group.
* `subnets`: The VPC subnet(s) identifier(s) on which the EC2 instances will be deployed. This allows to use multiple Availability Zones for enhanced fault-tolerance.

The remaining variables have default values that should be enough to manage standard batch jobs.
The remaining variables have default values that should be enough to manage standard batch jobs.
The default `fdl file <https://github.com/grycap/scar/blob/master/fdl-example.yaml>`_ explains briefly the remaining Batch variables and how are they used.

Additional info about the variables and the different values that can be assigned can be found in the `AWS API Documentation <https://docs.aws.amazon.com/batch/latest/APIReference/API_CreateComputeEnvironment.html>`_.

Set up your Batch IAM role
--------------------------

The default IAM role used in the creation of the EC2 for the Batch Compute Environment is **arn:aws:iam::$ACCOUNT_ID:instance-profile/**ecsInstanceRole****. Thus, if you want to provide S3 access to your Batch jobs you have to specify the corresponding policies in the aforementioned role.
The default IAM role used in the creation of the EC2 for the Batch Compute Environment is **arn:aws:iam::$ACCOUNT_ID:instance-profile/**ecsInstanceRole****. Thus, if you want to provide S3 access to your Batch jobs you have to specify the corresponding policies in the aforementioned role.
If you have a role aleredy configured, you can set it in the configuration file by changin the variable `batch.compute_resources.instance_role`.


Expand Down Expand Up @@ -105,10 +105,10 @@ And trigger the execution of the function by uploading a file to be processed to

SCAR automatically creates the compute environment in AWS Batch and submits a job to be executed. Input and output data files are transparently managed as well according to the programming model.

The CloudWatch logs will reveal the execution of the Lambda function as well as the execution of the AWS Batch job.
Notice that whenever the execution of the AWS Batch job has finished, the EC2 instances will be eventually terminated.
The CloudWatch logs will reveal the execution of the Lambda function as well as the execution of the AWS Batch job.
Notice that whenever the execution of the AWS Batch job has finished, the EC2 instances will be eventually terminated.
Also, the number of EC2 instances will increase and shrink to handle the incoming number of jobs.

Combine AWS Lambda and AWS Batch executions
-------------------------------------------
As explained in the section :doc:`/prog_model`, if you define an output bucket as the input bucket of another function, a workflow can be created.
Expand All @@ -127,3 +127,13 @@ To create the AWS Batch job, the Lambda function defines a Job with the payload
The payload limit can be avoided by redefining the script used and passing the large payload files using other service (e.g S3 or some bash command like 'wget' or 'curl' to download the information in execution time). As we didi with the plant classification example, where a `bootstrap script <https://github.com/grycap/scar/blob/master/examples/plant-classification/bootstrap-plants.sh>`_ was used to download the `executed script <https://github.com/grycap/scar/blob/master/examples/plant-classification/plant-classification-run.sh>`_.

Also, AWS Batch does not allow to override the container entrypoint so containers with an entrypoint defined can not execute an user script.

Multinode parallel jobs
-----------------------
You can execute multinode parallel jobs in batch by enabling this mode either in the scar.cfg file or in the configuration file for the job (functions->aws->batch->multi_node_parallel->enable).
You can also set the number of nodes and the index of the main node.
Please take into account that the index of the main node starts from 0 up to the number of nodes -1.

We included an `example <https://github.com/grycap/scar/tree/master/examples/mpi>`_ of MPI job that can be executed as multinode parallel job, showing a hello world from each CPU/node available for execution.
Both work in Amazon Lambda and Batch single node, you can use the included configuration files as a starting point.
For more details, please check the README.md that comes with the example.
48 changes: 48 additions & 0 deletions examples/mpi/Dockerfile
Original file line number Diff line number Diff line change
@@ -0,0 +1,48 @@
FROM debian:stretch-slim

ARG ADD_BASE_DIR=examples/mpi
ARG BUILD_PACKAGES=' wget git make gcc g++ iproute2 cmake build-essential gfortran curl '

ENV DEBIAN_FRONTEND=noninteractive
## Set to either lambda or batch
ENV EXEC_TYPE=lambda

ENV APP_PARAMS=""
ENV GIT_REPO=https://github.com/mpitutorial/mpitutorial
ENV GIT_REPO_REL_PATH_SRC=mpitutorial/tutorials/mpi-hello-world/code
ENV GIT_REPO_REL_PATH_EXEC=mpitutorial/tutorials/mpi-hello-world/code/mpi_hello_world
ENV APP_BIN=/opt/$GIT_REPO_REL_PATH_EXEC
ENV SSH_PRIV_FILE_KEY=ssh_host_rsa_key
ENV SSH_PUB_FILE_KEY=ssh_host_rsa_key.pub

ENV LANG en_US.UTF-8

ADD ${ADD_BASE_DIR}/run.sh /opt/

RUN apt-get update \
&& apt-get install -q -o=Dpkg::Use-Pty=0 -y $BUILD_PACKAGES perl locales \
&& locale-gen en_US.UTF-8 \
&& sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen \
&& dpkg-reconfigure --frontend=noninteractive locales \
&& update-locale LANG=en_US.UTF-8 \
&& wget -q --no-check-certificate -qO- https://download.open-mpi.org/release/open-mpi/v1.4/openmpi-1.4.3.tar.bz2 | tar xvfj - -C /tmp/ \
&& cd /tmp/openmpi-1.4.3/ \
&& ./configure --disable-pty-support --disable-doc \
&& make -j`nproc` \
&& make install \
&& ldconfig \
&& cd /opt/ \
&& git clone $GIT_REPO \
&& cd /opt/$GIT_REPO_REL_PATH_SRC \
&& make \
&& apt-get remove --purge -y $BUILD_PACKAGES gnupg* gnupg-agent* \
&& apt-get autoremove --purge -y \
&& rm -rf /tmp/* /var/lib/apt/lists/* \
&& ulimit -n 1024 \
&& chmod 755 /opt/$GIT_REPO_REL_PATH_EXEC \
&& chmod 755 /opt/run.sh \
&& echo $(date) > /build_date \
&& echo "Build date: $(cat /build_date)"


CMD /opt/run.sh
201 changes: 201 additions & 0 deletions examples/mpi/LICENSE
Original file line number Diff line number Diff line change
@@ -0,0 +1,201 @@
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