feat(terraform): Optimize ETL execution

Signed-off-by: pmikus <peter.mikus@protonmail.ch>
Change-Id: I11dfe8f642c6d565d39b1e0fbc41361460a42320

7 files changed, 610 insertions, 597 deletions

diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-coverage-rls2302.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-coverage-rls2302.hcl.tftpl
new file mode 100644
index 0000000000..042c3bde92
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-coverage-rls2302.hcl.tftpl
@@ -0,0 +1,215 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute = "$${attr.cpu.arch}"
+      operator  = "!="
+      value     = "arm64"
+    }
+    constraint {
+      attribute = "$${node.class}"
+      value     = "builder"
+    }
+    task "${job_name}-device" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_device_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-hoststack" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_hoststack_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-mrr" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_mrr_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-ndrpdr" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_ndrpdr_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-reconf" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_reconf_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-soak" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "coverage_soak_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-iterative-rls2302.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-iterative-rls2302.hcl.tftpl
new file mode 100644
index 0000000000..3d4e45b06f
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-iterative-rls2302.hcl.tftpl
@@ -0,0 +1,183 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute = "$${attr.cpu.arch}"
+      operator  = "!="
+      value     = "arm64"
+    }
+    constraint {
+      attribute = "$${node.class}"
+      value     = "builder"
+    }
+    task "${job_name}-hoststack" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "iterative_hoststack_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-mrr" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "iterative_mrr_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-ndrpdr" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "iterative_ndrpdr_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-reconf" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "iterative_reconf_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+    task "${job_name}-soak" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "20g",
+          "--executor-memory", "20g",
+          "--executor-cores", "2",
+          "--master", "local[2]",
+          "iterative_soak_rls2302.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-stats.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-stats.hcl.tftpl
new file mode 100644
index 0000000000..86ca584de7
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-stats.hcl.tftpl
@@ -0,0 +1,53 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute       = "$${attr.cpu.arch}"
+      operator        = "!="
+      value           = "arm64"
+    }
+    constraint {
+      attribute      = "$${node.class}"
+      value          = "builder"
+    }
+    task "${job_name}" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "10g",
+          "--executor-memory", "10g",
+          "stats.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-hoststack.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-hoststack.hcl.tftpl
new file mode 100644
index 0000000000..24aa4095d2
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-hoststack.hcl.tftpl
@@ -0,0 +1,53 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute       = "$${attr.cpu.arch}"
+      operator        = "!="
+      value           = "arm64"
+    }
+    constraint {
+      attribute      = "$${node.class}"
+      value          = "builder"
+    }
+    task "${job_name}" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "30g",
+          "--executor-memory", "30g",
+          "trending_hoststack.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-mrr.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-mrr.hcl.tftpl
new file mode 100644
index 0000000000..47d6149eed
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-mrr.hcl.tftpl
@@ -0,0 +1,53 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute       = "$${attr.cpu.arch}"
+      operator        = "!="
+      value           = "arm64"
+    }
+    constraint {
+      attribute      = "$${node.class}"
+      value          = "builder"
+    }
+    task "${job_name}" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "30g",
+          "--executor-memory", "30g",
+          "trending_mrr.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-ndrpdr.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-ndrpdr.hcl.tftpl
new file mode 100644
index 0000000000..797de65944
--- /dev/null
+++ b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl-trending-ndrpdr.hcl.tftpl
@@ -0,0 +1,53 @@
+job "${job_name}" {
+  datacenters = "${datacenters}"
+  type        = "${type}"
+  periodic {
+    cron             = "${cron}"
+    prohibit_overlap = "${prohibit_overlap}"
+    time_zone        = "${time_zone}"
+  }
+  group "${job_name}" {
+    restart {
+      mode = "fail"
+    }
+    constraint {
+      attribute       = "$${attr.cpu.arch}"
+      operator        = "!="
+      value           = "arm64"
+    }
+    constraint {
+      attribute      = "$${node.class}"
+      value          = "builder"
+    }
+    task "${job_name}" {
+      artifact {
+        source      = "git::https://github.com/FDio/csit"
+        destination = "local/csit"
+      }
+      driver = "docker"
+      config {
+        image   = "${image}"
+        command = "gluesparksubmit"
+        args = [
+          "--driver-memory", "30g",
+          "--executor-memory", "30g",
+          "trending_ndrpdr.py"
+        ]
+        work_dir = "/local/csit/csit.infra.etl"
+      }
+      env {
+        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
+        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
+        AWS_DEFAULT_REGION        = "${aws_default_region}"
+        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
+        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
+        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
+        ${ envs }
+      }
+      resources {
+        cpu    = ${cpu}
+        memory = ${memory}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl.hcl.tftpl b/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl.hcl.tftpl
deleted file mode 100644
index b5b43e5052..0000000000
--- a/fdio.infra.terraform/terraform-nomad-pyspark-etl/conf/nomad/etl.hcl.tftpl
+++ /dev/null
@@ -1,597 +0,0 @@
-job "${job_name}" {
-  datacenters = "${datacenters}"
-  type        = "${type}"
-  periodic {
-    cron             = "${cron}"
-    prohibit_overlap = "${prohibit_overlap}"
-    time_zone        = "${time_zone}"
-  }
-  group "${job_name}-trending" {
-    restart {
-      mode = "fail"
-    }
-    constraint {
-      attribute       = "$${attr.cpu.arch}"
-      operator        = "!="
-      value           = "arm64"
-    }
-    constraint {
-      attribute      = "$${node.class}"
-      value          = "builder"
-    }
-    task "${job_name}-trending-mrr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "30g",
-          "--executor-memory", "30g",
-          "trending_mrr.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-trending-ndrpdr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "30g",
-          "--executor-memory", "30g",
-          "trending_ndrpdr.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-trending-soak" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "30g",
-          "--executor-memory", "30g",
-          "trending_soak.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-trending-reconf" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "30g",
-          "--executor-memory", "30g",
-          "trending_reconf.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-trending-hoststack" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "30g",
-          "--executor-memory", "30g",
-          "trending_hoststack.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-  }
-  group "${job_name}-stats" {
-    restart {
-      mode = "fail"
-    }
-    constraint {
-      attribute       = "$${attr.cpu.arch}"
-      operator        = "!="
-      value           = "arm64"
-    }
-    constraint {
-      attribute      = "$${node.class}"
-      value          = "builder"
-    }
-    task "${job_name}-stats" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "10g",
-          "--executor-memory", "10g",
-          "stats.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-  }
-  group "${job_name}-coverage-rls2302" {
-    restart {
-      mode = "fail"
-    }
-    constraint {
-      attribute = "$${attr.cpu.arch}"
-      operator  = "!="
-      value     = "arm64"
-    }
-    constraint {
-      attribute = "$${node.class}"
-      value     = "builder"
-    }
-    task "${job_name}-coverage-device" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_device_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-coverage-hoststack" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_hoststack_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-coverage-mrr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_mrr_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-coverage-ndrpdr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_ndrpdr_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-coverage-reconf" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_reconf_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-coverage-soak" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "coverage_soak_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-  }
-  group "${job_name}-iterative-rls2302" {
-    restart {
-      mode = "fail"
-    }
-    constraint {
-      attribute = "$${attr.cpu.arch}"
-      operator  = "!="
-      value     = "arm64"
-    }
-    constraint {
-      attribute = "$${node.class}"
-      value     = "builder"
-    }
-    task "${job_name}-iterative-hoststack" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "iterative_hoststack_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-iterative-mrr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "iterative_mrr_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-iterative-ndrpdr" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "iterative_ndrpdr_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-iterative-reconf" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "iterative_reconf_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-    task "${job_name}-iterative-soak" {
-      artifact {
-        source      = "git::https://github.com/FDio/csit"
-        destination = "local/csit"
-      }
-      driver = "docker"
-      config {
-        image   = "${image}"
-        command = "gluesparksubmit"
-        args = [
-          "--driver-memory", "20g",
-          "--executor-memory", "20g",
-          "--executor-cores", "2",
-          "--master", "local[2]",
-          "iterative_soak_rls2302.py"
-        ]
-        work_dir = "/local/csit/csit.infra.etl"
-      }
-      env {
-        AWS_ACCESS_KEY_ID         = "${aws_access_key_id}"
-        AWS_SECRET_ACCESS_KEY     = "${aws_secret_access_key}"
-        AWS_DEFAULT_REGION        = "${aws_default_region}"
-        OUT_AWS_ACCESS_KEY_ID     = "${out_aws_access_key_id}"
-        OUT_AWS_SECRET_ACCESS_KEY = "${out_aws_secret_access_key}"
-        OUT_AWS_DEFAULT_REGION    = "${out_aws_default_region}"
-        ${ envs }
-      }
-      resources {
-        cpu    = ${cpu}
-        memory = ${memory}
-      }
-    }
-  }
-}