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DEVELOPMENT
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Table of Contents

Debugging: build time

By default, the cluster is deployed in production mode with verbose logging and asserts disabled.

To turn on the debug mode, deploy a cluster with MODE=debug env variable (eg. MODE=debug make deploy). A cluster deployed in debug mode will produce a log like this:

Debugging: run time

As of v3.18 (git tag 1.3.18), the following can be done at any point in time:

$ ais config cluster log.modules <TAB-TAB>

transport    memsys       fs       ec         ios        backend      mirror     downloader   s3
ais          cluster      reb      stats      xs         space        dsort      etl          none

$ ais config cluster log.modules ec xs

log.level: "3 (modules: ec,xs)"

The example (above) elevates verbosity level of two specific modules: EC (erasure coding) and xactions (batch jobs).

The change takes an effect immediately. But you can also change logging verbosity for the entire cluster - all modules:

$ ais config cluster log
PROPERTY         VALUE
log.level        3
log.max_size     4MiB
log.max_total    64MiB
log.flush_time   40s
log.stats_time   1m

$ ais config cluster log.level 5
PROPERTY         VALUE
log.level        5
log.max_size     4MiB
log.max_total    64MiB
log.flush_time   40s
log.stats_time   1m

Caution: 5 is the maximum (super-verbose) level - use for shorter intervals of time and always reset back to the default (3).

NOTE: for module names, see cmn/cos/log_modules.go. Or, type ais config cluster or ais config node, and press <TAB-TAB>.

Using CLI to debug

Please refer CLI: verbose mode.

Scripts

There is a growing number of scripts and useful commands that can be used in development. To see make options and usage examples, do:

$ make help

Clean deploy

$ ./scripts/clean_deploy.sh -h
NAME:
  clean_deploy.sh - locally deploy AIS cluster(s)

USAGE:
  ./clean_deploy.sh [options...]

OPTIONS:
  --target-cnt        Number of target nodes in the cluster (default: 5)
  --proxy-cnt         Number of proxies/gateways (default: 5)
  --mountpath-cnt     Number of mountpaths (default: 5)
  --cleanup           Cleanup data and metadata from the previous deployments
  --deployment        Choose which AIS cluster(s) to deploy, one of: 'local', 'remote', 'all' (default: 'local')
  --remote-alias      Alias to assign to the remote cluster (default: 'remais')
  --aws               Build with AWS S3 backend
  --gcp               Build with Google Cloud Storage backend
  --azure             Build with Azure Blob Storage backend
  --ht                Build with ht:// backend (experimental)
  --loopback          Loopback device size, e.g. 10G, 100M (default: 0). Zero size means emulated mountpaths (with no loopback devices).
  --dir               The root directory of the aistore repository
  --https             Use HTTPS (note: X.509 certificates may be required)
  --standby           When starting up, do not join cluster - wait instead for admin request (advanced usage, target-only)
  --transient         Do not store config changes, keep all the updates in memory
  -h, --help          Show this help text

Deploys a new instance of an AIS cluster after shutting down currently running cluster(s), if any.

To make it even more convenient, consider setting up an alias:

alias cais="bash ${GOPATH}/src/github.com/NVIDIA/aistore/scripts/clean-deploy --aws --gcp"

Example: minimal remote cluster

The command below can be conveniently used to develop with remote AIS clusters and/or test related functionality.

Here we run two minimal - one gateway and one target - clusters: "local" (by default, at http://localhost:8080) and "remote", at http://127.0.0.1:11080.

Henceforth, the terms "local cluster" and "remote cluster" are used without quotes.

The script will not only deploy the two clusters - it will also assign the remote one its user-specified alias and attach one cluster to another, thus forming a global namespace.

$ scripts/clean_deploy.sh --target-cnt 1 --proxy-cnt 1 --mountpath-cnt 4 --deployment all --remote-alias remais

Here's another example that illustrates multi-node (6 + 6) cluster with storage targets utilizing loopback devices to simulate actual non-shared storage disks (one disk per target mountpath):

$ scripts/clean_deploy.sh --target-cnt 6 --proxy-cnt 6 --mountpath-cnt 4 --deployment all --loopback 123M --remote-alias remais --gcp --aws

Overall, this line above will create 4 loopbacks of total size 123M * 4 = 0.5GiB. It'll take maybe a few extra seconds but only at the very first run - subsequent cluster restarts will utilize already provisioned devices and other persistent configuration.

From here, you can create and destroy buckets, read and write data, show buckets, objects and their respective properties - in short, perform all supported operations on the remote cluster - either directly, via AIS_ENDPOINT or indirectly, via the (attached) local cluster. For example:

# create bucket by "pointing" the CLI i(directly) to the remote cluster:
$ AIS_ENDPOINT=http://127.0.0.1:11080 ais create ais://abc

# PUT an object into remote cluster's bucket:
$ AIS_ENDPOINT=http://127.0.0.1:11080 ais put README.md ais://abc

# make sure that the local cluster can "see" remote buckets (and **notice** the usage of the remote alias):
$ ais ls ais://@remais/abc

# show properties of objects stored in the remote cluster's buckets, etc.
$ ais object show ais://@remais/abc/README.md

Notice the bucket naming syntax: by convention, prefix @ indicated remote cluster's UUIDs, and so ais://@remais/abc translates as "AIS backend provider, where remote cluster has alias remais".

Example: 5 proxies and 5 targets with GCP backend

The command below starts a cluster with 5 proxies and 5 targets with GCP cloud enabled. Remember to set GOOGLE_APPLICATION_CREDENTIALS env when using GCP cloud!

$ bash ./scripts/clean-deploy --gcp

The example below deploys:

  • a simulated remote cluster with alias "remoteAIS"
  • 3 targets
  • 3 proxies
  • with AWS support
$ bash ./scripts/clean-deploy --deployment all --remote-alias remoteAIS --target-cnt 3 --proxy-cnt 3 --aws

Options

Option Description
--target-cnt Number of targets to start (default: 5)
--proxy-cnt Number of proxies to start (default: 5)
--mountpath-cnt Number of mountpaths to use (default: 5)
--PROVIDER Specifies the backend provider(s). Can be: --aws, --azure, --gcp
--loopback Loopback device size, e.g. 10G, 100M (default: 0). Zero size means: no loopbacks. The minimum size is 100M.
--deployment Choose which AIS cluster to deploy. local to deploy only one AIS cluster, remote to only start an AIS-behind-AIS cluster, and all to deploy both the local and remote clusters.
--remote-alias Alias to assign to the remote cluster
--https Start cluster with HTTPS enabled (**)
--debug PKG=LOG_LEVEL Change logging level of particular package(s)

(**) To use this option, you must have generated certificates in $HOME directory. Here is a script which can help you with that:

$ cd $HOME && openssl req -x509 -out localhost.crt -keyout localhost.key \
    -newkey rsa:2048 -nodes -sha256 \
    -subj '/CN=localhost' -extensions EXT -config <( \
     printf "[dn]\nCN=localhost\n[req]\ndistinguished_name = dn\n[EXT]\nsubjectAltName=DNS:localhost\nkeyUsage=digitalSignature\nextendedKeyUsage=serverAuth")

Performance comparison

./bench.sh cmp [OLD_COMMIT] [--dir DIRECTORY] [--bench BENCHMARK_NAME] [--post_checkout SCRIPT_NAME] [--verbose]

Compares benchmark between the current commit and old commit provided in argument.

This script is incredibly important because it allows catching regressions. It also can quickly provide an answer if the change that was made actually improved the performance.

Example usage

The command below will compare the benchmark(s) BenchmarkRandom* between the current commit and f9a1536f....

$ bash ./scripts/bootstrap.sh bench cmp f9a1536f4c9af0d1ac84c200e68f2ba73676c487 --dir bench/tools/aisloader --bench BenchmarkRandom

Options

Option Description
--dir DIRECTORY Directory in which benchmark(s) should be run
--bench BENCHMARK_NAME Name or prefix of benchmark(s) to run
--post_checkout SCRIPT_NAME Script name which will executed after each git checkout <commit> (old and new commit)
--verbose Run benchmarks in verbose mode

More

This local-playground usage example is a yet another brief introduction into setting up Go environment, provisioniong data drives for AIS deployment, and running a minimal AIS cluster - locally.