From f733ee4dcdf8914a608993a580effe195a939bd0 Mon Sep 17 00:00:00 2001
From: "Jeffrey T. Palmer" <jtpalmer@buffalo.edu>
Date: Tue, 2 Apr 2019 08:56:04 -0400
Subject: [PATCH 1/2] Improve storage aggregation

---
 bin/xdmod-ingestor                            |    2 +-
 .../OpenXdmod/DataWarehouseInitializer.php    |   11 +-
 .../storage/xdw/storagefact.aggregation.json  |    4 +
 docs/ingestor.md                              |   17 +
 docs/storage.md                               |    9 +-
 .../integration_tests/scripts/bootstrap.sh    |   10 +-
 .../regression_tests/post_ingest_test.sh      |   16 +
 .../recex/data-2019-01-06.json                |  112 +
 .../torx/projects-2019-01-06.json             |  112 +
 .../torx/scratch-2019-01-06.json              | 3665 +++++++++++++++++
 10 files changed, 3949 insertions(+), 9 deletions(-)
 create mode 100644 tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/recex/data-2019-01-06.json
 create mode 100644 tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/projects-2019-01-06.json
 create mode 100644 tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/scratch-2019-01-06.json

diff --git a/bin/xdmod-ingestor b/bin/xdmod-ingestor
index fe485d4c13..43ff2387a3 100755
--- a/bin/xdmod-ingestor
+++ b/bin/xdmod-ingestor
@@ -297,7 +297,7 @@ function main()
             }
 
             if ($realmToAggregate == 'storage' || $realmToAggregate === false) {
-                $dwi->aggregateStorageData();
+                $dwi->aggregateStorageData($lastModifiedStartDate);
             }
         } catch (Exception $e) {
             $logger->crit(array(
diff --git a/classes/OpenXdmod/DataWarehouseInitializer.php b/classes/OpenXdmod/DataWarehouseInitializer.php
index 9f9873e699..f9651ca5db 100644
--- a/classes/OpenXdmod/DataWarehouseInitializer.php
+++ b/classes/OpenXdmod/DataWarehouseInitializer.php
@@ -299,8 +299,11 @@ public function aggregateCloudData($lastModifiedStartDate)
      * Aggregate storage data.
      *
      * If the storage realm is not enabled then do nothing.
+     *
+     * @param string $lastModifiedStartDate Aggregate data ingested on or after
+     *     this date.
      */
-    public function aggregateStorageData()
+    public function aggregateStorageData($lastModifiedStartDate)
     {
         if (!$this->isRealmEnabled('Storage')) {
             $this->logger->notice('Storage realm not enabled, not aggregating');
@@ -308,7 +311,11 @@ public function aggregateStorageData()
         }
 
         $this->logger->notice('Aggregating storage data');
-        Utilities::runEtlPipeline(['xdw-aggregate-storage'], $this->logger);
+        Utilities::runEtlPipeline(
+            ['xdw-aggregate-storage'],
+            $this->logger,
+            ['last-modified-start-date' => $lastModifiedStartDate]
+        );
         $filterListBuilder = new FilterListBuilder();
         $filterListBuilder->setLogger($this->logger);
         $filterListBuilder->buildRealmLists('Storage');
diff --git a/configuration/etl/etl_action_defs.d/storage/xdw/storagefact.aggregation.json b/configuration/etl/etl_action_defs.d/storage/xdw/storagefact.aggregation.json
index ce8b7d1592..06c0b935ef 100644
--- a/configuration/etl/etl_action_defs.d/storage/xdw/storagefact.aggregation.json
+++ b/configuration/etl/etl_action_defs.d/storage/xdw/storagefact.aggregation.json
@@ -6,6 +6,10 @@
         "conversions": {
             "start_day_id": "DATE_FORMAT(dt, '%Y00%j')",
             "end_day_id": "DATE_FORMAT(dt, '%Y00%j')"
+        },
+        "overseer_restrictions": {
+            "last_modified_start_date": "last_modified >= ${VALUE}",
+            "last_modified_end_date": "last_modified <= ${VALUE}"
         }
     },
     "source_query": {
diff --git a/docs/ingestor.md b/docs/ingestor.md
index 98be710612..5c1e9cde1a 100644
--- a/docs/ingestor.md
+++ b/docs/ingestor.md
@@ -96,6 +96,23 @@ Aggregate:
 
     $ xdmod-ingestor --aggregate=cloud --last-modified-start-date "$last_modified_start_date"
 
+**Storage:**
+
+If you do not have jobs data and/or wish to break down your ingestion process to
+exclusively ingest storage data, you may do so as such.
+
+Set timestamp:
+
+    $ last_modified_start_date=$(date +'%F %T')
+
+Ingest storage logs:
+
+    $ xdmod-ingestor --datatype=storage
+
+Aggregate:
+
+    $ xdmod-ingestor --aggregate=storage --last-modified-start-date "$last_modified_start_date"
+
 Help
 ----
 
diff --git a/docs/storage.md b/docs/storage.md
index 7cc84ed1b1..5c6e81a090 100644
--- a/docs/storage.md
+++ b/docs/storage.md
@@ -190,6 +190,10 @@ $ acl-config && acl-import
 
 ## Data Ingestion
 
+Storage data is shredded and ingested using the [`xdmod-shredder`](shredder.md)
+and [`xdmod-ingestor`](ingestor.md) commands. Please see their respective
+guides for further information.
+
 All of the following commands must be executed in the order specified below to
 fully ingest storage data into the data warehouse.
 
@@ -205,6 +209,7 @@ directory even if they have already been ingested.
 Ingest and aggregate data:
 
 ```
-$ xdmod-ingestor --ingest --datatype storage
-$ xdmod-ingestor --aggregate=storage
+$ last_modified_start_date=$(date +'%F %T')
+$ xdmod-ingestor --datatype storage
+$ xdmod-ingestor --aggregate=storage --last-modified-start-date "$last_modified_start_date"
 ```
diff --git a/open_xdmod/modules/xdmod/integration_tests/scripts/bootstrap.sh b/open_xdmod/modules/xdmod/integration_tests/scripts/bootstrap.sh
index 34b219e850..053b0dbefe 100755
--- a/open_xdmod/modules/xdmod/integration_tests/scripts/bootstrap.sh
+++ b/open_xdmod/modules/xdmod/integration_tests/scripts/bootstrap.sh
@@ -34,8 +34,9 @@ then
     for storage_dir in $REF_DIR/storage/*; do
         sudo -u xdmod xdmod-shredder -f storage -r $(basename $storage_dir) -d $storage_dir
     done
-    sudo -u xdmod xdmod-ingestor --ingest --datatype storage
-    sudo -u xdmod xdmod-ingestor --aggregate=storage
+    last_modified_start_date=$(date +'%F %T')
+    sudo -u xdmod xdmod-ingestor --datatype storage
+    sudo -u xdmod xdmod-ingestor --aggregate=storage --last-modified-start-date "$last_modified_start_date"
     sudo -u xdmod xdmod-import-csv -t names -i $REF_DIR/names.csv
     sudo -u xdmod xdmod-ingestor
     php /root/bin/createusers.php
@@ -56,8 +57,9 @@ then
     for storage_dir in $REF_DIR/storage/*; do
         sudo -u xdmod xdmod-shredder -f storage -r $(basename $storage_dir) -d $storage_dir
     done
-    sudo -u xdmod xdmod-ingestor --ingest --datatype storage
-    sudo -u xdmod xdmod-ingestor --aggregate=storage
+    last_modified_start_date=$(date +'%F %T')
+    sudo -u xdmod xdmod-ingestor --datatype storage
+    sudo -u xdmod xdmod-ingestor --aggregate=storage --last-modified-start-date "$last_modified_start_date"
 
     sudo -u xdmod xdmod-shredder -r openstack -d $REF_DIR/openstack -f openstack
     sudo -u xdmod xdmod-ingestor
diff --git a/open_xdmod/modules/xdmod/regression_tests/post_ingest_test.sh b/open_xdmod/modules/xdmod/regression_tests/post_ingest_test.sh
index c66c1ecdf7..5d6213fda5 100755
--- a/open_xdmod/modules/xdmod/regression_tests/post_ingest_test.sh
+++ b/open_xdmod/modules/xdmod/regression_tests/post_ingest_test.sh
@@ -34,3 +34,19 @@ then
     exit 1
 
 fi
+
+# Shred, ingest and aggregate storage data for a single day and check to make
+# sure that only one period is aggregated for each unit.
+for storage_dir in $REF_DIR/storage_upgrade/*; do
+    sudo -u xdmod xdmod-shredder -f storage -r $(basename $storage_dir) -d $storage_dir
+done
+last_modified_start_date=$(date +'%F %T')
+sudo -u xdmod xdmod-ingestor --datatype storage
+agg_output=$(mktemp --tmpdir storage-aggregation-XXXXXXXX)
+sudo -u xdmod xdmod-ingestor --aggregate=storage --last-modified-start-date "$last_modified_start_date" | tee $agg_output
+for unit in day month quarter year; do
+    if ! grep -q "unit: $unit, periods: 1," $agg_output; then
+        echo Did not aggregate 1 period of storage data for unit $unit
+        exit 1
+    fi
+done
diff --git a/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/recex/data-2019-01-06.json b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/recex/data-2019-01-06.json
new file mode 100644
index 0000000000..752877215c
--- /dev/null
+++ b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/recex/data-2019-01-06.json
@@ -0,0 +1,112 @@
+[
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 798776,
+    "hard_threshold": 25000001536000,
+    "logical_usage": 496090112000,
+    "mountpoint": "/data",
+    "pi": "ibech",
+    "resource": "recex",
+    "soft_threshold": 25000001536000,
+    "user": "ibech"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 105193763,
+    "hard_threshold": 20000002048000,
+    "logical_usage": 17666970880000,
+    "mountpoint": "/data",
+    "pi": "magwa",
+    "resource": "recex",
+    "soft_threshold": 20000002048000,
+    "user": "magwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 32673,
+    "hard_threshold": 10005000192000,
+    "logical_usage": 9928160640000,
+    "mountpoint": "/data",
+    "pi": "sanma",
+    "resource": "recex",
+    "soft_threshold": 10000003072000,
+    "user": "sanma"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 471,
+    "hard_threshold": 1010008064000,
+    "logical_usage": 124288000,
+    "mountpoint": "/data",
+    "pi": "fulma",
+    "resource": "recex",
+    "soft_threshold": 1000005632000,
+    "user": "shttr"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 10439,
+    "hard_threshold": 10005000192000,
+    "logical_usage": 9219064064000,
+    "mountpoint": "/data",
+    "pi": "norpa",
+    "resource": "recex",
+    "soft_threshold": 10000003072000,
+    "user": "norpa"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 943358,
+    "hard_threshold": 10005000192000,
+    "logical_usage": 3707438080000,
+    "mountpoint": "/data",
+    "pi": "aytinis",
+    "resource": "recex",
+    "soft_threshold": 10000003072000,
+    "user": "aytinis"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 3,
+    "hard_threshold": 2000003072000,
+    "logical_usage": 35556608000,
+    "mountpoint": "/data",
+    "pi": "fulma",
+    "resource": "recex",
+    "soft_threshold": 1000001536000,
+    "user": "setusca"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 1221435,
+    "hard_threshold": 30000001024000,
+    "logical_usage": 29183970432000,
+    "mountpoint": "/data",
+    "pi": "chaff",
+    "resource": "recex",
+    "soft_threshold": 30000001024000,
+    "user": "chaff"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 2151114,
+    "hard_threshold": 10005000192000,
+    "logical_usage": 8970264832000,
+    "mountpoint": "/data",
+    "pi": "leske",
+    "resource": "recex",
+    "soft_threshold": 10000003072000,
+    "user": "leske"
+  },
+  {
+    "dt": "2019-01-06T10:01:19Z",
+    "file_count": 1,
+    "hard_threshold": 10005000192000,
+    "logical_usage": 0,
+    "mountpoint": "/data",
+    "pi": "fulma",
+    "resource": "recex",
+    "soft_threshold": 10000003072000,
+    "user": "camwa"
+  }
+]
diff --git a/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/projects-2019-01-06.json b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/projects-2019-01-06.json
new file mode 100644
index 0000000000..761086b41d
--- /dev/null
+++ b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/projects-2019-01-06.json
@@ -0,0 +1,112 @@
+[
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 314,
+    "hard_threshold": 150000001024000,
+    "logical_usage": 575703936000,
+    "mountpoint": "/projects",
+    "pi": "redgr",
+    "resource": "torx",
+    "soft_threshold": 100000002048000,
+    "user": "redgr"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 102408,
+    "hard_threshold": 150000001024000,
+    "logical_usage": 94668546688000,
+    "mountpoint": "/projects",
+    "pi": "amere",
+    "resource": "torx",
+    "soft_threshold": 100000002048000,
+    "user": "amere"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 14270,
+    "hard_threshold": 60000002048000,
+    "logical_usage": 13832863872000,
+    "mountpoint": "/projects",
+    "pi": "tenwa",
+    "resource": "torx",
+    "soft_threshold": 50000003072000,
+    "user": "tenwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 627987,
+    "hard_threshold": 50005000192000,
+    "logical_usage": 26967857536000,
+    "mountpoint": "/projects",
+    "pi": "bawwa",
+    "resource": "torx",
+    "soft_threshold": 50000003072000,
+    "user": "bawwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 2908,
+    "hard_threshold": 7000006656000,
+    "logical_usage": 1471401984000,
+    "mountpoint": "/projects",
+    "pi": "fulma",
+    "resource": "torx",
+    "soft_threshold": 4000002048000,
+    "user": "setusca"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 1135809,
+    "hard_threshold": 100005003264000,
+    "logical_usage": 50638493824000,
+    "mountpoint": "/projects",
+    "pi": "norwa",
+    "resource": "torx",
+    "soft_threshold": 100000002048000,
+    "user": "norwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 90422373,
+    "hard_threshold": 250000003072000,
+    "logical_usage": 163516042112000,
+    "mountpoint": "/projects",
+    "pi": "molater",
+    "resource": "torx",
+    "soft_threshold": 200000000000000,
+    "user": "molater"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 15196470,
+    "hard_threshold": 250000003072000,
+    "logical_usage": 55029891456000,
+    "mountpoint": "/projects",
+    "pi": "bobol",
+    "resource": "torx",
+    "soft_threshold": 150000001024000,
+    "user": "bobol"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 1356,
+    "hard_threshold": 2000003072000,
+    "logical_usage": 43914112000,
+    "mountpoint": "/projects",
+    "pi": "corbu",
+    "resource": "torx",
+    "soft_threshold": 1000001536000,
+    "user": "corbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:11Z",
+    "file_count": 1,
+    "hard_threshold": 200000000000000,
+    "logical_usage": 0,
+    "mountpoint": "/projects",
+    "pi": "fulma",
+    "resource": "torx",
+    "soft_threshold": 100000002048000,
+    "user": "ylwwa"
+  }
+]
diff --git a/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/scratch-2019-01-06.json b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/scratch-2019-01-06.json
new file mode 100644
index 0000000000..de774f67ca
--- /dev/null
+++ b/tests/artifacts/xdmod-test-artifacts/xdmod/referencedata/storage_upgrade/torx/scratch-2019-01-06.json
@@ -0,0 +1,3665 @@
+[
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 2271664,
+    "hard_threshold": 0,
+    "logical_usage": 50023503872000,
+    "mountpoint": "/scratch",
+    "pi": "magwa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "parbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 352374,
+    "hard_threshold": 0,
+    "logical_usage": 111254636416000,
+    "mountpoint": "/scratch",
+    "pi": "chaff",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "noror"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1365061,
+    "hard_threshold": 0,
+    "logical_usage": 7541796608000,
+    "mountpoint": "/scratch",
+    "pi": "chaff",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "litbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1185344,
+    "hard_threshold": 0,
+    "logical_usage": 6034834048000,
+    "mountpoint": "/scratch",
+    "pi": "shbdo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "coot1"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 288364,
+    "hard_threshold": 0,
+    "logical_usage": 40448713728000,
+    "mountpoint": "/scratch",
+    "pi": "sanma",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "litau"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 6567038,
+    "hard_threshold": 0,
+    "logical_usage": 2672901248000,
+    "mountpoint": "/scratch",
+    "pi": "rusbu",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "chabu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1461456,
+    "hard_threshold": 0,
+    "logical_usage": 2297769728000,
+    "mountpoint": "/scratch",
+    "pi": "shbdo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "yelha"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 131193,
+    "hard_threshold": 0,
+    "logical_usage": 4827831168000,
+    "mountpoint": "/scratch",
+    "pi": "rocbu",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "rocbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 542089,
+    "hard_threshold": 0,
+    "logical_usage": 2982224384000,
+    "mountpoint": "/scratch",
+    "pi": "shbdo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "proubis"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 595394,
+    "hard_threshold": 0,
+    "logical_usage": 2706318336000,
+    "mountpoint": "/scratch",
+    "pi": "shbdo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "cirbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 174603,
+    "hard_threshold": 0,
+    "logical_usage": 1733945344000,
+    "mountpoint": "/scratch",
+    "pi": "pinbu",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "pinbu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 55493,
+    "hard_threshold": 0,
+    "logical_usage": 9879904000000,
+    "mountpoint": "/scratch",
+    "pi": "magwa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "crebu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 121337,
+    "hard_threshold": 0,
+    "logical_usage": 923823104000,
+    "mountpoint": "/scratch",
+    "pi": "aytinis",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "embhala"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 292604,
+    "hard_threshold": 0,
+    "logical_usage": 813076864000,
+    "mountpoint": "/scratch",
+    "pi": "aytinis",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "daeju"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 583688,
+    "hard_threshold": 0,
+    "logical_usage": 607743104000,
+    "mountpoint": "/scratch",
+    "pi": "sonsp",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "whcsp"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 191746,
+    "hard_threshold": 0,
+    "logical_usage": 299565824000,
+    "mountpoint": "/scratch",
+    "pi": "twite",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "twite"
+  },
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+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "blate",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "blate"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "gubte",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "whkte"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "trepi",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "trepi"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "chiff",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "litte"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "trepi",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "brite"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "blabi",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "soote"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "rocst",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "alete"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "brugu",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "brugu"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "gubte",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "guill"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "leswo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "pinnnis"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "caste",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "razor"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "blagu",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "synquus"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "scaro",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "scaro"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "puffi",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "brardix"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "caste",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "frahata"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "ibech",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "gresk"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "arcsk",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "lotsk"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "pomsk",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "pomsk"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "caste",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "crcco"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "rocst",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "blwpr"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "chiff",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "glaarum"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "chiff",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "colpr"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "gresn",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "gresn"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "comye",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "galcata"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "snipe",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "snipe"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "woodc",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "woodc"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "fulma",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "camwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "lobdo",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "lobdo"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "barwa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "jacsn"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "herth",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "redsh"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "magwa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "magwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "gubte",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "woosa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "elefa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "marsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "rutro",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "lesye"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "caste",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "gresh"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "spore",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "greye"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "spore",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "triipes"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "spore",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "solsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "spore",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "gresa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "spore",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "comsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "ibech",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "tersa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "retth",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "greph"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "renph",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "renph"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "wilph",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "wilph"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "wessa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "semsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "rocst",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "pecsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "bubsa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "bubsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "refbl",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "leasa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "whrsa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "whrsa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 1,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "cetwa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "evegr"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 0,
+    "hard_threshold": 0,
+    "logical_usage": 0,
+    "mountpoint": "/scratch",
+    "pi": "calla",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "sarwa"
+  },
+  {
+    "dt": "2019-01-06T10:01:06Z",
+    "file_count": 13512,
+    "hard_threshold": 0,
+    "logical_usage": 9344000,
+    "mountpoint": "/scratch",
+    "pi": "baisa",
+    "resource": "torx",
+    "soft_threshold": 0,
+    "user": "baisa"
+  }
+]

From 1956c1744a2e41ec36a70d9e318fb8613304da76 Mon Sep 17 00:00:00 2001
From: "Jeffrey T. Palmer" <jtpalmer@buffalo.edu>
Date: Tue, 2 Apr 2019 14:00:30 -0400
Subject: [PATCH 2/2] Add storage shredder documentation

---
 docs/shredder.md | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/docs/shredder.md b/docs/shredder.md
index 141b05b1b8..112ce01139 100644
--- a/docs/shredder.md
+++ b/docs/shredder.md
@@ -15,7 +15,7 @@ In order to make data available to the Open XDMoD portal you will need
 to use the shredder utility. If you followed the install guide, you will
 have already used the shredder to populate your database. In addition to
 the install process, this program is typically used once a day to add
-jobs from the the previous day to the database.
+jobs from the previous day to the database.
 
 Help
 ----
@@ -50,9 +50,10 @@ cluster name.
 Log Format
 ----------
 
-You must specify the format of the log files to be shredded. For HPC job accounting data, the 
-format depends upon the resource manager; for Cloud data the format should match that of 
-the event logs.
+You must specify the format of the log files to be shredded.  For HPC job
+accounting data, the format depends upon the resource manager.  For cloud data
+the format should match that of the event logs.  There is only one supported
+format for storage data.
 
 **Jobs:**
 
@@ -80,11 +81,19 @@ The convention for shredding cloud files is identical to job data:
     $ xdmod-shredder -f genericcloud ...
     $ xdmod-shredder -f openstack ...
 
+**Storage:**
+
+The shredder accepts one format for storage data.  See the [Storage
+Metrics](storage.md) documentation for an example.  The convention for
+shredding storage files is identical to job data:
+
+    $ xdmod-shredder -f storage ...
+
 Input Source
 ------------
 
-Files may be shredded one at a time by running the following command.
-Please note that this is **not** currently supported for Cloud files:
+Files may be shredded one at a time by running the following command.  Please
+note that this is **not** currently supported for cloud and storage files:
 
     $ xdmod-shredder -i file ...