From 32e3e143c63a080fe2f0e0d2474a7f6dba71927e Mon Sep 17 00:00:00 2001 From: "Claudio Maggioni (maggicl)" Date: Tue, 27 Apr 2021 14:33:37 +0000 Subject: [PATCH] correction 9c --- .gitignore | 2 +- figure_8/e_figure8cd_working | 0 figure_8/figure8-cd-only.py | 5 +- figure_8/figure8-join.py | 2 +- figure_9/9c-total.sh | 4 +- figure_9/a_term_machine_count.csv | 10116 ------------------- figure_9/a_term_machine_locality.csv | 2876 ++++++ figure_9/b_term_machine_count.csv | 9411 ------------------ figure_9/b_term_machine_locality.csv | 2275 +++++ figure_9/c_term_machine_count.csv | 13187 ------------------------- figure_9/c_term_machine_locality.csv | 4168 ++++++++ figure_9/d_term_machine_count.csv | 10311 ------------------- figure_9/d_term_machine_locality.csv | 3670 +++++++ figure_9/e_term_machine_count.csv | 8081 --------------- figure_9/e_term_machine_locality.csv | 1484 +++ figure_9/f_term_machine_count.csv | 8430 ---------------- figure_9/f_term_machine_locality.csv | 1656 ++++ figure_9/figure9c-join.py | 18 +- figure_9/g_term_machine_count.csv | 5933 ----------- figure_9/g_term_machine_locality.csv | 1407 +++ figure_9/h_term_machine_count.csv | 6081 ------------ figure_9/h_term_machine_locality.csv | 1214 +++ 22 files changed, 18772 insertions(+), 71559 deletions(-) create mode 100644 figure_8/e_figure8cd_working delete mode 100644 figure_9/a_term_machine_count.csv create mode 100644 figure_9/a_term_machine_locality.csv delete mode 100644 figure_9/b_term_machine_count.csv create mode 100644 figure_9/b_term_machine_locality.csv delete mode 100644 figure_9/c_term_machine_count.csv create mode 100644 figure_9/c_term_machine_locality.csv delete mode 100644 figure_9/d_term_machine_count.csv create mode 100644 figure_9/d_term_machine_locality.csv delete mode 100644 figure_9/e_term_machine_count.csv create mode 100644 figure_9/e_term_machine_locality.csv delete mode 100644 figure_9/f_term_machine_count.csv create mode 100644 figure_9/f_term_machine_locality.csv delete mode 100644 figure_9/g_term_machine_count.csv create mode 100644 figure_9/g_term_machine_locality.csv delete mode 100644 figure_9/h_term_machine_count.csv create mode 100644 figure_9/h_term_machine_locality.csv diff --git a/.gitignore b/.gitignore index 29d66952..656bf23c 100644 --- a/.gitignore +++ b/.gitignore @@ -4,5 +4,5 @@ task_slowdown/?_state_changes.json.gz figure_9/*.parquet/ figure_9/?_task_count/ -figure_9/?_machine_count/ +figure_9/?_machine_locality/ table_iii/*.parquet/ diff --git a/figure_8/e_figure8cd_working b/figure_8/e_figure8cd_working new file mode 100644 index 00000000..e69de29b diff --git a/figure_8/figure8-cd-only.py b/figure_8/figure8-cd-only.py index 691ba902..a7bdb6d7 100755 --- a/figure_8/figure8-cd-only.py +++ b/figure_8/figure8-cd-only.py @@ -49,13 +49,14 @@ def tabid(x): # # READING INSTANCE EVENTS DATA # -dfepath = "/home/claudio/google_2019/instance_events/" + cluster + "/" + cluster + "_instance_events*.json.gz" +#dfepath = "/home/claudio/google_2019/instance_events/" + cluster + "/" + cluster + "_instance_events*.json.gz" +dfepath = "/home/claudio/" + cluster + "/" + cluster + "_instance_events*.json.gz" #dfepath = "/home/claudio/google_2019/instance_events/" + cluster + "/" + cluster + "_test.json" df = spark.read.json(dfepath) # READING MACHINE EVENTS DATA, sort them and save them as broadcast variable print("Starting to read machine events...") -dfm = pd.read_csv("~/google_2019/machine_events/" + cluster + "_machine_events.csv", converters={ +dfm = pd.read_csv("/home/claudio/google_2019/machine_events/" + cluster + "_machine_events.csv", converters={ 'time': lambda x: -1 if x == '' else int(x), 'machine_id': lambda x: str(x), 'capacity.cpus': lambda x: -1 if x == '' else Decimal(x), diff --git a/figure_8/figure8-join.py b/figure_8/figure8-join.py index 66bd17bf..fd17d59d 100755 --- a/figure_8/figure8-join.py +++ b/figure_8/figure8-join.py @@ -42,7 +42,7 @@ dfe = spark.read.json(dfepath) # READING INSTANCE USAGE DATA # dfupath = "/home/claudio/google_2019/instance_usage/" + cluster -dfupath += "/" + cluster + ("_instance_usage00000000000?.csv.gz" if TESTDATA else "_instance_usage*.csv.gz") +dfupath += "/" + cluster + ("_instance_usage00000000000?.csv.gz" if TESTDATA else "_instance_usage*.json.gz") usage_schema = StructType() \ .add("start_time", LongType(), True) \ .add("end_time", LongType(), True) \ diff --git a/figure_9/9c-total.sh b/figure_9/9c-total.sh index e25cf360..8ed15481 100755 --- a/figure_9/9c-total.sh +++ b/figure_9/9c-total.sh @@ -2,6 +2,6 @@ i=$1 -cut ${i}_machine_count/part-00000 -d, -f2-3 | \ +cut ${i}_machine_locality/part-00000 -d, -f2-3 | \ sort | uniq -c | sed 's/^\s*//' | tr ' ' ',' | \ - awk 'BEGIN {print "count,term,task_count"} {print $0}' > ${i}_term_machine_count.csv + awk 'BEGIN {print "count,term,machine_locality"} {print $0}' > ${i}_term_machine_locality.csv diff --git a/figure_9/a_term_machine_count.csv b/figure_9/a_term_machine_count.csv deleted 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pyspark.sql.functions import lit from pyspark.sql import Window from pyspark.sql.types import ByteType from pyspark.sql.functions import col +import math if len(sys.argv) is not 4: print(sys.argv[0] + " {cluster} {tmpdir} {maxram}") @@ -23,7 +24,6 @@ cluster=sys.argv[1] findspark.init() DIR = os.path.dirname(__file__) -NAME = cluster + "_figure9a.csv" spark = pyspark.sql.SparkSession.builder \ .appName("figure_9a_join") \ @@ -51,10 +51,18 @@ df = df.filter(((col("collection_type").isNull()) | (col("collection_type") == jpath = DIR + "/figure-9c-machine-count-" + cluster + ".parquet" dfj = spark.read.parquet(jpath) +jjpath = DIR + "/figure-9a-task-count-" + cluster + ".parquet" +dfjj = spark.read.parquet(jjpath) + df = df.join(dfj, 'jobid', 'left') +df = df.join(dfjj, "jobid") MICROS = 1000000 +def round_down(n, decimals=0): + multiplier = 10 ** decimals + return math.floor(n * multiplier) / multiplier + def for_each_job(data): jobid = data[0] ts = data[1] @@ -69,7 +77,10 @@ def for_each_job(data): for i,t in enumerate(ts): if t["type"] >= 4 and t["type"] <= 8: last_term = t["type"] - machine_count = t["machine_count"] + if t["task_count"] <= 0 or t["machine_count"] <= 0: + machine_count = -1 + else: + machine_count = round_down(t["machine_count"] / t["task_count"], 1) return str(jobid) + "," + str(last_term) + "," + str(machine_count) @@ -78,6 +89,7 @@ def cleanup(x): "time": int(x.time), "type": 0 if x.type is None else int(x.type), "id": x.jobid, + "task_count": -1 if x.task_count is None else int(x.task_count), "machine_count": -1 if x.machine_count is None else int(x.machine_count) } @@ -87,6 +99,6 @@ df2 = df.rdd \ .repartition(100) \ .map(for_each_job) \ .coalesce(1) \ - .saveAsTextFile(cluster + "_machine_count") + .saveAsTextFile(cluster + "_machine_locality") # vim: set ts=4 sw=4 et tw=80: diff --git a/figure_9/g_term_machine_count.csv b/figure_9/g_term_machine_count.csv deleted file mode 100644 index f2736832..00000000 --- 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