From 455cc442d96159483271c66ebd3b165cf4b46b79 Mon Sep 17 00:00:00 2001
From: "Claudio Maggioni (maggicl)" <maggicl@usi.ch>
Date: Tue, 27 Apr 2021 13:32:15 +0000
Subject: [PATCH] add fig5

---
 figure_8/figure8-join.py                      |      2 +-
 .../spatial_res_actual_csv.py                 |      9 +-
 table_iii/fig-5-a.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...d-5da5-437b-ba73-2ffe41d3c0f8-c000.csv.crc |    Bin 0 -> 29984 bytes
 .../fig-5-a.csv/_SUCCESS                      |      0
 ...0271d-5da5-437b-ba73-2ffe41d3c0f8-c000.csv | 256535 ++++++++++++++
 table_iii/fig-5-b.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...3-7af1-4d33-a45a-f9014f56538c-c000.csv.crc |    Bin 0 -> 21936 bytes
 table_iii/fig-5-b.csv/_SUCCESS                |      0
 ...1f953-7af1-4d33-a45a-f9014f56538c-c000.csv | 178636 ++++++++++
 table_iii/fig-5-c.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...6-74af-4df5-b713-80609929c4dc-c000.csv.crc |    Bin 0 -> 32552 bytes
 table_iii/fig-5-c.csv/_SUCCESS                |      0
 ...12a36-74af-4df5-b713-80609929c4dc-c000.csv | 260739 +++++++++++++++
 table_iii/fig-5-d.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...9-08b4-4488-8a27-fa01f70f53ee-c000.csv.crc |    Bin 0 -> 31936 bytes
 table_iii/fig-5-d.csv/_SUCCESS                |      0
 ...93e09-08b4-4488-8a27-fa01f70f53ee-c000.csv | 257573 ++++++++++++++
 table_iii/fig-5-e.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...f-3397-424d-a70b-de29400997dd-c000.csv.crc |    Bin 0 -> 12520 bytes
 table_iii/fig-5-e.csv/_SUCCESS                |      0
 ...3a90f-3397-424d-a70b-de29400997dd-c000.csv | 106505 ++++++
 table_iii/fig-5-f.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...3-e183-4e68-92cc-276c31cd4f8f-c000.csv.crc |    Bin 0 -> 9056 bytes
 table_iii/fig-5-f.csv/_SUCCESS                |      0
 ...59a43-e183-4e68-92cc-276c31cd4f8f-c000.csv |  77122 +++++
 table_iii/fig-5-g.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...a-78f8-496d-a3c2-7ec8a1ea7964-c000.csv.crc |    Bin 0 -> 25016 bytes
 table_iii/fig-5-g.csv/_SUCCESS                |      0
 ...a19ca-78f8-496d-a3c2-7ec8a1ea7964-c000.csv | 208510 ++++++++++++
 table_iii/fig-5-h.csv/._SUCCESS.crc           |    Bin 0 -> 8 bytes
 ...0-e72b-4590-8c23-0fd8a5684bbf-c000.csv.crc |    Bin 0 -> 7828 bytes
 table_iii/fig-5-h.csv/_SUCCESS                |      0
 ...514d0-e72b-4590-8c23-0fd8a5684bbf-c000.csv |  67891 ++++
 table_iii/fig5.py                             |     68 +
 35 files changed, 1413585 insertions(+), 5 deletions(-)
 create mode 100644 table_iii/fig-5-a.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-a.csv/.part-00000-0ad0271d-5da5-437b-ba73-2ffe41d3c0f8-c000.csv.crc
 rename figure_9/a_term_job_count.csv => table_iii/fig-5-a.csv/_SUCCESS (100%)
 create mode 100644 table_iii/fig-5-a.csv/part-00000-0ad0271d-5da5-437b-ba73-2ffe41d3c0f8-c000.csv
 create mode 100644 table_iii/fig-5-b.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-b.csv/.part-00000-a0b1f953-7af1-4d33-a45a-f9014f56538c-c000.csv.crc
 create mode 100644 table_iii/fig-5-b.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-b.csv/part-00000-a0b1f953-7af1-4d33-a45a-f9014f56538c-c000.csv
 create mode 100644 table_iii/fig-5-c.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-c.csv/.part-00000-b3212a36-74af-4df5-b713-80609929c4dc-c000.csv.crc
 create mode 100644 table_iii/fig-5-c.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-c.csv/part-00000-b3212a36-74af-4df5-b713-80609929c4dc-c000.csv
 create mode 100644 table_iii/fig-5-d.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-d.csv/.part-00000-13c93e09-08b4-4488-8a27-fa01f70f53ee-c000.csv.crc
 create mode 100644 table_iii/fig-5-d.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-d.csv/part-00000-13c93e09-08b4-4488-8a27-fa01f70f53ee-c000.csv
 create mode 100644 table_iii/fig-5-e.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-e.csv/.part-00000-89d3a90f-3397-424d-a70b-de29400997dd-c000.csv.crc
 create mode 100644 table_iii/fig-5-e.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-e.csv/part-00000-89d3a90f-3397-424d-a70b-de29400997dd-c000.csv
 create mode 100644 table_iii/fig-5-f.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-f.csv/.part-00000-9b159a43-e183-4e68-92cc-276c31cd4f8f-c000.csv.crc
 create mode 100644 table_iii/fig-5-f.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-f.csv/part-00000-9b159a43-e183-4e68-92cc-276c31cd4f8f-c000.csv
 create mode 100644 table_iii/fig-5-g.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-g.csv/.part-00000-2dca19ca-78f8-496d-a3c2-7ec8a1ea7964-c000.csv.crc
 create mode 100644 table_iii/fig-5-g.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-g.csv/part-00000-2dca19ca-78f8-496d-a3c2-7ec8a1ea7964-c000.csv
 create mode 100644 table_iii/fig-5-h.csv/._SUCCESS.crc
 create mode 100644 table_iii/fig-5-h.csv/.part-00000-4f5514d0-e72b-4590-8c23-0fd8a5684bbf-c000.csv.crc
 create mode 100644 table_iii/fig-5-h.csv/_SUCCESS
 create mode 100644 table_iii/fig-5-h.csv/part-00000-4f5514d0-e72b-4590-8c23-0fd8a5684bbf-c000.csv
 create mode 100755 table_iii/fig5.py

diff --git a/figure_8/figure8-join.py b/figure_8/figure8-join.py
index f6bad182..66bd17bf 100755
--- a/figure_8/figure8-join.py
+++ b/figure_8/figure8-join.py
@@ -83,7 +83,7 @@ usage_schema = StructType() \
     .add("cpu_usage_dist_98", DoubleType(), True) \
     .add("cpu_usage_dist_99", DoubleType(), True)
     
-dfu = spark.read.format("csv") \
+dfu = spark.read.format("json") \
     .option("header", False) \
     .schema(usage_schema) \
     .load(dfupath)
diff --git a/spatial_resource_waste/spatial_res_actual_csv.py b/spatial_resource_waste/spatial_res_actual_csv.py
index cc29a982..678d3b0c 100644
--- a/spatial_resource_waste/spatial_res_actual_csv.py
+++ b/spatial_resource_waste/spatial_res_actual_csv.py
@@ -62,15 +62,16 @@ spark = pyspark.sql.SparkSession.builder \
     .appName("task_slowdown") \
     .config("spark.driver.maxResultSize", "256g") \
     .config("spark.local.dir", "/home/claudio/tmp") \
-    .config("spark.driver.memory", "120g") \
+    .config("spark.driver.memory", "200g") \
     .getOrCreate()
 sc = spark.sparkContext
 
-path = "/home/claudio/" + cluster + "/" + cluster
-path += "_instance_usage*.csv.gz"
+# path = "/home/claudio/" + cluster + "/" + cluster
+# path += "_instance_usage*.csv.gz"
+path = "/home/claudio/raid0/google_2019/instance_usage/" + cluster + "/" + cluster + "_instance_usage*.json.gz"
 #path += "_test.csv"
 
-df = spark.read.format("csv") \
+df = spark.read.format("json") \
     .option("header", False) \
     .schema(schema) \
     .load(path)
diff --git a/table_iii/fig-5-a.csv/._SUCCESS.crc b/table_iii/fig-5-a.csv/._SUCCESS.crc
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literal 0
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new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..3b7b044936a890cd8d651d349a752d819d71d22c
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literal 0
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diff --git a/table_iii/fig-5-d.csv/.part-00000-13c93e09-08b4-4488-8a27-fa01f70f53ee-c000.csv.crc b/table_iii/fig-5-d.csv/.part-00000-13c93e09-08b4-4488-8a27-fa01f70f53ee-c000.csv.crc
new file mode 100644
index 0000000000000000000000000000000000000000..9d4077a2b08fea1269d6c2c9f077c27c179022e9
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diff --git a/table_iii/fig-5-e.csv/._SUCCESS.crc b/table_iii/fig-5-e.csv/._SUCCESS.crc
new file mode 100644
index 0000000000000000000000000000000000000000..3b7b044936a890cd8d651d349a752d819d71d22c
GIT binary patch
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literal 0
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diff --git a/table_iii/fig-5-e.csv/.part-00000-89d3a90f-3397-424d-a70b-de29400997dd-c000.csv.crc b/table_iii/fig-5-e.csv/.part-00000-89d3a90f-3397-424d-a70b-de29400997dd-c000.csv.crc
new file mode 100644
index 0000000000000000000000000000000000000000..b37c65b82b61dd77cd6e65bb50435e32bb8044b7
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diff --git a/table_iii/fig-5-f.csv/._SUCCESS.crc b/table_iii/fig-5-f.csv/._SUCCESS.crc
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literal 0
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diff --git a/table_iii/fig-5-f.csv/.part-00000-9b159a43-e183-4e68-92cc-276c31cd4f8f-c000.csv.crc b/table_iii/fig-5-f.csv/.part-00000-9b159a43-e183-4e68-92cc-276c31cd4f8f-c000.csv.crc
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diff --git a/table_iii/fig-5-h.csv/._SUCCESS.crc b/table_iii/fig-5-h.csv/._SUCCESS.crc
new file mode 100644
index 0000000000000000000000000000000000000000..3b7b044936a890cd8d651d349a752d819d71d22c
GIT binary patch
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literal 0
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diff --git a/table_iii/fig-5-h.csv/.part-00000-4f5514d0-e72b-4590-8c23-0fd8a5684bbf-c000.csv.crc b/table_iii/fig-5-h.csv/.part-00000-4f5514d0-e72b-4590-8c23-0fd8a5684bbf-c000.csv.crc
new file mode 100644
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diff --git a/table_iii/fig5.py b/table_iii/fig5.py
new file mode 100755
index 00000000..2bf19fd5
--- /dev/null
+++ b/table_iii/fig5.py
@@ -0,0 +1,68 @@
+#!/usr/bin/env python3
+# coding: utf-8
+
+import json
+import pandas
+import findspark
+findspark.init()
+import pyspark
+import pyspark.sql
+import sys
+import gzip
+import os
+
+import pyspark.sql.functions as F
+from pyspark import AccumulatorParam
+from pyspark.sql.functions import lit
+from pyspark.sql import Window
+from pyspark.sql.types import StructType, LongType, StringType, ByteType
+
+def main():
+    global DIR
+    global NAME
+    global launched
+
+    if len(sys.argv) != 4:
+        print(sys.argv[0] + " {cluster} {tmpdir} {maxram}")
+        sys.exit()
+
+    cluster=sys.argv[1]
+    DIR = os.path.dirname(__file__)
+    NAME = "fig-5-" + cluster
+
+    if os.path.exists(DIR + "/" + NAME + "-working") or os.path.exists(DIR + "/" + NAME + ".parquet"):
+        print("already launched")
+        launched = True
+        sys.exit()
+
+    os.system("touch " + DIR + "/" + NAME + "-working")
+
+    spark = pyspark.sql.SparkSession.builder \
+      .appName(NAME) \
+      .config("spark.driver.maxResultSize", "32g") \
+      .config("spark.local.dir", sys.argv[2]) \
+      .config("spark.driver.memory", sys.argv[3]) \
+      .getOrCreate()
+    sc = spark.sparkContext
+
+    df = spark.read.parquet(DIR + "/bigtable-" + cluster + ".parquet")
+
+    cnt_cond = lambda cond: F.sum(F.when(cond, 1).otherwise(0))
+
+    df = df.groupBy(["count_4", "count_5", "count_7", "count_8"]).agg( \
+        cnt_cond(F.col('task_term') == 6).alias('count_succ'), 
+        cnt_cond(F.col('task_term') != 6).alias('count_not_succ'))
+
+    df.repartition(1).write.csv(DIR + "/" + NAME + ".csv")
+
+if __name__ == "__main__":
+    launched = False
+    DIR = None
+    NAME = None
+    try:
+        main()
+    finally:    
+        if not launched and DIR and NAME:
+            os.system("rm -v " + DIR + "/" + NAME + "-working")
+
+# vim: set ts=4 sw=4 et tw=120: