diff options
| author |   Peter Mikus <pmikus@cisco.com> | 2022-02-22 11:00:47 +0100 |
|---|---|---|
| committer | Peter Mikus <pmikus@cisco.com> | 2022-02-24 08:01:53 +0000 |
| commit | 54fd337e30acc97434b33a6d0d3c19e4aa3051ab (patch) | |
| tree | 5d131a1d7c0846a209e85380b66dfc7770cbe32e /csit.infra.etl | |
| parent | b2cb835b34c7404b2aaee3ec30700c67537da66d (diff) | |
feat(uti): etl
Signed-off-by: Peter Mikus <pmikus@cisco.com>
Change-Id: I7cdcdcbf1e4986664d5d48357688185319f67b0c
Diffstat (limited to 'csit.infra.etl')
| -rw-r--r-- | csit.infra.etl/.gitignore | 1 | ||||
| -rw-r--r-- | csit.infra.etl/coverage_device.json | 77 | ||||
| -rw-r--r-- | csit.infra.etl/coverage_mrr.json | 151 | ||||
| -rw-r--r-- | csit.infra.etl/coverage_ndrpdr.json | 679 | ||||
| -rw-r--r-- | csit.infra.etl/coverage_rls2202.py | 172 | ||||
| -rw-r--r-- | csit.infra.etl/coverage_soak.json | 221 | ||||
| -rw-r--r-- | csit.infra.etl/iterative_mrr.json | 151 | ||||
| -rw-r--r-- | csit.infra.etl/iterative_ndrpdr.json | 679 | ||||
| -rw-r--r-- | csit.infra.etl/iterative_rls2202.py | 172 | ||||
| -rw-r--r-- | csit.infra.etl/iterative_soak.json | 221 | ||||
| -rw-r--r-- | csit.infra.etl/local.py | 176 | ||||
| -rw-r--r-- | csit.infra.etl/stats.py | 133 | ||||
| -rw-r--r-- | csit.infra.etl/stats_sra.json | 41 | ||||
| -rw-r--r-- | csit.infra.etl/trending.py | 172 | ||||
| -rw-r--r-- | csit.infra.etl/trending_mrr.json | 169 | ||||
| -rw-r--r-- | csit.infra.etl/trending_ndrpdr.json | 697 | ||||
| -rw-r--r-- | csit.infra.etl/trending_soak.json | 239 |
17 files changed, 4151 insertions, 0 deletions
diff --git a/csit.infra.etl/.gitignore b/csit.infra.etl/.gitignore new file mode 100644 index 0000000000..bccc1450f2 --- /dev/null +++ b/csit.infra.etl/.gitignore @@ -0,0 +1 @@ +*.parquet
\ No newline at end of file diff --git a/csit.infra.etl/coverage_device.json b/csit.infra.etl/coverage_device.json new file mode 100644 index 0000000000..12989b30fa --- /dev/null +++ b/csit.infra.etl/coverage_device.json @@ -0,0 +1,77 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/coverage_mrr.json b/csit.infra.etl/coverage_mrr.json new file mode 100644 index 0000000000..13b80ec82e --- /dev/null +++ b/csit.infra.etl/coverage_mrr.json @@ -0,0 +1,151 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "receive_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "stdev", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "values", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "double", + "type": "array" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/coverage_ndrpdr.json b/csit.infra.etl/coverage_ndrpdr.json new file mode 100644 index 0000000000..f188321bfb --- /dev/null +++ b/csit.infra.etl/coverage_ndrpdr.json @@ -0,0 +1,679 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "latency_forward", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "pdr_0", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_10", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_50", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_90", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "latency_reverse", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "pdr_0", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_10", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_50", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_90", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "ndr", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/coverage_rls2202.py b/csit.infra.etl/coverage_rls2202.py new file mode 100644 index 0000000000..97b0a12b88 --- /dev/null +++ b/csit.infra.etl/coverage_rls2202.py @@ -0,0 +1,172 @@ +#!/usr/bin/env python3 + +# Copyright (c) 2022 Cisco and/or its affiliates. +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""ETL script running on top of the s3://""" + +from datetime import datetime, timedelta +from json import load +from os import environ +from pytz import utc + +import awswrangler as wr +from awswrangler.exceptions import EmptyDataFrame +from awsglue.context import GlueContext +from boto3 import session +from pyspark.context import SparkContext +from pyspark.sql.functions import col, lit, regexp_replace +from pyspark.sql.types import StructType + + +S3_LOGS_BUCKET="fdio-logs-s3-cloudfront-index" +S3_DOCS_BUCKET="fdio-docs-s3-cloudfront-index" +PATH=f"s3://{S3_LOGS_BUCKET}/vex-yul-rot-jenkins-1/csit-*-perf-*" +SUFFIX="info.json.gz" +IGNORE_SUFFIX=[ + "suite.info.json.gz", + "setup.info.json.gz", + "teardown.info.json.gz", + "suite.output.info.json.gz", + "setup.output.info.json.gz", + "teardown.output.info.json.gz" +] +LAST_MODIFIED_END=utc.localize( + datetime.strptime( + f"{datetime.now().year}-{datetime.now().month}-{datetime.now().day}", + "%Y-%m-%d" + ) +) +LAST_MODIFIED_BEGIN=LAST_MODIFIED_END - timedelta(1) + + +def flatten_frame(nested_sdf): + """Unnest Spark DataFrame in case there nested structered columns. + + :param nested_sdf: Spark DataFrame. + :type nested_sdf: DataFrame + :returns: Unnest DataFrame. + :rtype: DataFrame + """ + stack = [((), nested_sdf)] + columns = [] + while len(stack) > 0: + parents, sdf = stack.pop() + for column_name, column_type in sdf.dtypes: + if column_type[:6] == "struct": + projected_sdf = sdf.select(column_name + ".*") + stack.append((parents + (column_name,), projected_sdf)) + else: + columns.append( + col(".".join(parents + (column_name,))) \ + .alias("_".join(parents + (column_name,))) + ) + return nested_sdf.select(columns) + + +def process_json_to_dataframe(schema_name, paths): + """Processes JSON to Spark DataFrame. + + :param schema_name: Schema name. + :type schema_name: string + :param paths: S3 paths to process. + :type paths: list + :returns: Spark DataFrame. + :rtype: DataFrame + """ + drop_subset = [ + "dut_type", "dut_version", + "passed", + "test_name_long", "test_name_short", + "test_type", + "version" + ] + + # load schemas + with open(f"coverage_{schema_name}.json", "r", encoding="UTF-8") as f_schema: + schema = StructType.fromJson(load(f_schema)) + + # create empty DF out of schemas + sdf = spark.createDataFrame([], schema) + + # filter list + filtered = [path for path in paths if schema_name in path] + + # select + for path in filtered: + print(path) + + sdf_loaded = spark \ + .read \ + .option("multiline", "true") \ + .schema(schema) \ + .json(path) \ + .withColumn("job", lit(path.split("/")[4])) \ + .withColumn("build", lit(path.split("/")[5])) + sdf = sdf.unionByName(sdf_loaded, allowMissingColumns=True) + + # drop rows with all nulls and drop rows with null in critical frames + sdf = sdf.na.drop(how="all") + sdf = sdf.na.drop(how="any", thresh=None, subset=drop_subset) + + # flatten frame + sdf = flatten_frame(sdf) + + return sdf + + +# create SparkContext and GlueContext +spark_context = SparkContext.getOrCreate() +spark_context.setLogLevel("WARN") +glue_context = GlueContext(spark_context) +spark = glue_context.spark_session + +# files of interest +paths = wr.s3.list_objects( + path=PATH, + suffix=SUFFIX, + last_modified_begin=LAST_MODIFIED_BEGIN, + last_modified_end=LAST_MODIFIED_END, + ignore_suffix=IGNORE_SUFFIX, + ignore_empty=True +) + +filtered_paths = [path for path in paths if "report-coverage-2202" in path] + +for schema_name in ["mrr", "ndrpdr", "soak", "device"]: + out_sdf = process_json_to_dataframe(schema_name, filtered_paths) + out_sdf.show(truncate=False) + out_sdf.printSchema() + out_sdf = out_sdf \ + .withColumn("year", lit(datetime.now().year)) \ + .withColumn("month", lit(datetime.now().month)) \ + .withColumn("day", lit(datetime.now().day)) \ + .repartition(1) + + try: + wr.s3.to_parquet( + df=out_sdf.toPandas(), + path=f"s3://{S3_DOCS_BUCKET}/csit/parquet/coverage_rls2202", + dataset=True, + partition_cols=["test_type", "year", "month", "day"], + compression="snappy", + use_threads=True, + mode="overwrite_partitions", + boto3_session=session.Session( + aws_access_key_id=environ["OUT_AWS_ACCESS_KEY_ID"], + aws_secret_access_key=environ["OUT_AWS_SECRET_ACCESS_KEY"], + region_name=environ["OUT_AWS_DEFAULT_REGION"] + ) + ) + except EmptyDataFrame: + pass diff --git a/csit.infra.etl/coverage_soak.json b/csit.infra.etl/coverage_soak.json new file mode 100644 index 0000000000..59eaec2e9d --- /dev/null +++ b/csit.infra.etl/coverage_soak.json @@ -0,0 +1,221 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "critical_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/iterative_mrr.json b/csit.infra.etl/iterative_mrr.json new file mode 100644 index 0000000000..13b80ec82e --- /dev/null +++ b/csit.infra.etl/iterative_mrr.json @@ -0,0 +1,151 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "receive_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "stdev", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "values", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "double", + "type": "array" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/iterative_ndrpdr.json b/csit.infra.etl/iterative_ndrpdr.json new file mode 100644 index 0000000000..f188321bfb --- /dev/null +++ b/csit.infra.etl/iterative_ndrpdr.json @@ -0,0 +1,679 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "latency_forward", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "pdr_0", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_10", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_50", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_90", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "latency_reverse", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "pdr_0", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_10", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_50", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_90", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "ndr", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/iterative_rls2202.py b/csit.infra.etl/iterative_rls2202.py new file mode 100644 index 0000000000..13b6f4272c --- /dev/null +++ b/csit.infra.etl/iterative_rls2202.py @@ -0,0 +1,172 @@ +#!/usr/bin/env python3 + +# Copyright (c) 2022 Cisco and/or its affiliates. +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""ETL script running on top of the s3://""" + +from datetime import datetime, timedelta +from json import load +from os import environ +from pytz import utc + +import awswrangler as wr +from awswrangler.exceptions import EmptyDataFrame +from awsglue.context import GlueContext +from boto3 import session +from pyspark.context import SparkContext +from pyspark.sql.functions import col, lit, regexp_replace +from pyspark.sql.types import StructType + + +S3_LOGS_BUCKET="fdio-logs-s3-cloudfront-index" +S3_DOCS_BUCKET="fdio-docs-s3-cloudfront-index" +PATH=f"s3://{S3_LOGS_BUCKET}/vex-yul-rot-jenkins-1/csit-*-perf-*" +SUFFIX="info.json.gz" +IGNORE_SUFFIX=[ + "suite.info.json.gz", + "setup.info.json.gz", + "teardown.info.json.gz", + "suite.output.info.json.gz", + "setup.output.info.json.gz", + "teardown.output.info.json.gz" +] +LAST_MODIFIED_END=utc.localize( + datetime.strptime( + f"{datetime.now().year}-{datetime.now().month}-{datetime.now().day}", + "%Y-%m-%d" + ) +) +LAST_MODIFIED_BEGIN=LAST_MODIFIED_END - timedelta(1) + + +def flatten_frame(nested_sdf): + """Unnest Spark DataFrame in case there nested structered columns. + + :param nested_sdf: Spark DataFrame. + :type nested_sdf: DataFrame + :returns: Unnest DataFrame. + :rtype: DataFrame + """ + stack = [((), nested_sdf)] + columns = [] + while len(stack) > 0: + parents, sdf = stack.pop() + for column_name, column_type in sdf.dtypes: + if column_type[:6] == "struct": + projected_sdf = sdf.select(column_name + ".*") + stack.append((parents + (column_name,), projected_sdf)) + else: + columns.append( + col(".".join(parents + (column_name,))) \ + .alias("_".join(parents + (column_name,))) + ) + return nested_sdf.select(columns) + + +def process_json_to_dataframe(schema_name, paths): + """Processes JSON to Spark DataFrame. + + :param schema_name: Schema name. + :type schema_name: string + :param paths: S3 paths to process. + :type paths: list + :returns: Spark DataFrame. + :rtype: DataFrame + """ + drop_subset = [ + "dut_type", "dut_version", + "passed", + "test_name_long", "test_name_short", + "test_type", + "version" + ] + + # load schemas + with open(f"iterative_{schema_name}.json", "r", encoding="UTF-8") as f_schema: + schema = StructType.fromJson(load(f_schema)) + + # create empty DF out of schemas + sdf = spark.createDataFrame([], schema) + + # filter list + filtered = [path for path in paths if schema_name in path] + + # select + for path in filtered: + print(path) + + sdf_loaded = spark \ + .read \ + .option("multiline", "true") \ + .schema(schema) \ + .json(path) \ + .withColumn("job", lit(path.split("/")[4])) \ + .withColumn("build", lit(path.split("/")[5])) + sdf = sdf.unionByName(sdf_loaded, allowMissingColumns=True) + + # drop rows with all nulls and drop rows with null in critical frames + sdf = sdf.na.drop(how="all") + sdf = sdf.na.drop(how="any", thresh=None, subset=drop_subset) + + # flatten frame + sdf = flatten_frame(sdf) + + return sdf + + +# create SparkContext and GlueContext +spark_context = SparkContext.getOrCreate() +spark_context.setLogLevel("WARN") +glue_context = GlueContext(spark_context) +spark = glue_context.spark_session + +# files of interest +paths = wr.s3.list_objects( + path=PATH, + suffix=SUFFIX, + last_modified_begin=LAST_MODIFIED_BEGIN, + last_modified_end=LAST_MODIFIED_END, + ignore_suffix=IGNORE_SUFFIX, + ignore_empty=True +) + +filtered_paths = [path for path in paths if "report-iterative-2202" in path] + +for schema_name in ["mrr", "ndrpdr", "soak"]: + out_sdf = process_json_to_dataframe(schema_name, filtered_paths) + out_sdf.show(truncate=False) + out_sdf.printSchema() + out_sdf = out_sdf \ + .withColumn("year", lit(datetime.now().year)) \ + .withColumn("month", lit(datetime.now().month)) \ + .withColumn("day", lit(datetime.now().day)) \ + .repartition(1) + + try: + wr.s3.to_parquet( + df=out_sdf.toPandas(), + path=f"s3://{S3_DOCS_BUCKET}/csit/parquet/iterative_rls2202", + dataset=True, + partition_cols=["test_type", "year", "month", "day"], + compression="snappy", + use_threads=True, + mode="overwrite_partitions", + boto3_session=session.Session( + aws_access_key_id=environ["OUT_AWS_ACCESS_KEY_ID"], + aws_secret_access_key=environ["OUT_AWS_SECRET_ACCESS_KEY"], + region_name=environ["OUT_AWS_DEFAULT_REGION"] + ) + ) + except EmptyDataFrame: + pass diff --git a/csit.infra.etl/iterative_soak.json b/csit.infra.etl/iterative_soak.json new file mode 100644 index 0000000000..59eaec2e9d --- /dev/null +++ b/csit.infra.etl/iterative_soak.json @@ -0,0 +1,221 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "critical_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tags", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/local.py b/csit.infra.etl/local.py new file mode 100644 index 0000000000..79e18d1c64 --- /dev/null +++ b/csit.infra.etl/local.py @@ -0,0 +1,176 @@ +#!/usr/bin/env python3 + +# Copyright (c) 2022 Cisco and/or its affiliates. +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""ETL script running on top of the localhost""" + +from datetime import datetime +from json import dump, load +from pathlib import Path + +from awsglue.context import GlueContext +from pyspark.context import SparkContext +from pyspark.sql.functions import col, lit, regexp_replace +from pyspark.sql.types import StructType + + +PATH="/app/tests" +SUFFIX="info.json" +IGNORE_SUFFIX=[ + "suite.info.json", + "setup.info.json", + "teardown.info.json", + "suite.output.info.json", + "setup.output.info.json", + "teardown.output.info.json" +] + + +def schema_dump(schema, option): + """Dumps Spark DataFrame schema into JSON file. + + :param schema: DataFrame schema. + :type schema: StructType + :param option: File name suffix for the DataFrame schema. + :type option: string + """ + with open(f"trending_{option}.json", "w", encoding="UTF-8") as f_schema: + dump(schema.jsonValue(), f_schema, indent=4, sort_keys=True) + + +def schema_load(option): + """Loads Spark DataFrame schema from JSON file. + + :param option: File name suffix for the DataFrame schema. + :type option: string + :returns: DataFrame schema. + :rtype: StructType + """ + with open(f"trending_{option}.json", "r", encoding="UTF-8") as f_schema: + return StructType.fromJson(load(f_schema)) + + +def schema_dump_from_json(option): + """Loads JSON with data and dumps Spark DataFrame schema into JSON file. + + :param option: File name suffix for the JSON data. + :type option: string + """ + schema_dump(spark \ + .read \ + .option("multiline", "true") \ + .json(f"data_{option}.json") \ + .schema, option + ) + + +def flatten_frame(nested_sdf): + """Unnest Spark DataFrame in case there nested structered columns. + + :param nested_sdf: Spark DataFrame. + :type nested_sdf: DataFrame + :returns: Unnest DataFrame. + :rtype: DataFrame + """ + stack = [((), nested_sdf)] + columns = [] + while len(stack) > 0: + parents, sdf = stack.pop() + for column_name, column_type in sdf.dtypes: + if column_type[:6] == "struct": + projected_sdf = sdf.select(column_name + ".*") + stack.append((parents + (column_name,), projected_sdf)) + else: + columns.append( + col(".".join(parents + (column_name,))) \ + .alias("_".join(parents + (column_name,))) + ) + return nested_sdf.select(columns) + + +def process_json_to_dataframe(schema_name, paths): + """Processes JSON to Spark DataFrame. + + :param schema_name: Schema name. + :type schema_name: string + :param paths: S3 paths to process. + :type paths: list + :returns: Spark DataFrame. + :rtype: DataFrame + """ + drop_subset = [ + "dut_type", "dut_version", + "passed", + "test_name_long", "test_name_short", + "test_type", + "version" + ] + + # load schemas + schema = schema_load(schema_name) + + # create empty DF out of schemas + sdf = spark.createDataFrame([], schema) + + # filter list + filtered = [path for path in paths if schema_name in path] + + # select + for path in filtered: + print(path) + + sdf_loaded = spark \ + .read \ + .option("multiline", "true") \ + .schema(schema) \ + .json(path) \ + .withColumn("job", lit("local")) \ + .withColumn("build", lit("unknown")) + sdf = sdf.unionByName(sdf_loaded, allowMissingColumns=True) + + # drop rows with all nulls and drop rows with null in critical frames + sdf = sdf.na.drop(how="all") + sdf = sdf.na.drop(how="any", thresh=None, subset=drop_subset) + + # flatten frame + sdf = flatten_frame(sdf) + + return sdf + + +# create SparkContext and GlueContext +spark_context = SparkContext.getOrCreate() +spark_context.setLogLevel("WARN") +glue_context = GlueContext(spark_context) +spark = glue_context.spark_session + +# files of interest +paths = [] +for file in Path(PATH).glob(f"**/*{SUFFIX}"): + if file.name not in IGNORE_SUFFIX: + paths.append(str(file)) + +for schema_name in ["mrr", "ndrpdr", "soak"]: + out_sdf = process_json_to_dataframe(schema_name, paths) + out_sdf.show() + out_sdf.printSchema() + out_sdf \ + .withColumn("year", lit(datetime.now().year)) \ + .withColumn("month", lit(datetime.now().month)) \ + .withColumn("day", lit(datetime.now().day)) \ + .repartition(1) \ + .write \ + .partitionBy("test_type", "year", "month", "day") \ + .mode("append") \ + .parquet("local.parquet") diff --git a/csit.infra.etl/stats.py b/csit.infra.etl/stats.py new file mode 100644 index 0000000000..ab8bcafdeb --- /dev/null +++ b/csit.infra.etl/stats.py @@ -0,0 +1,133 @@ +#!/usr/bin/env python3 + +# Copyright (c) 2022 Cisco and/or its affiliates. +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""ETL script running on top of the s3://""" + +from datetime import datetime, timedelta +from json import load +from os import environ +from pytz import utc + +import awswrangler as wr +from awswrangler.exceptions import EmptyDataFrame +from awsglue.context import GlueContext +from boto3 import session +from pyspark.context import SparkContext +from pyspark.sql.functions import lit +from pyspark.sql.types import StructType + +S3_LOGS_BUCKET="fdio-logs-s3-cloudfront-index" +S3_DOCS_BUCKET="fdio-docs-s3-cloudfront-index" +PATH=f"s3://{S3_LOGS_BUCKET}/vex-yul-rot-jenkins-1/csit-*-perf-*" +SUFFIX="suite.info.json.gz" +IGNORE_SUFFIX=[] +LAST_MODIFIED_END=utc.localize( + datetime.strptime( + f"{datetime.now().year}-{datetime.now().month}-{datetime.now().day}", + "%Y-%m-%d" + ) +) +LAST_MODIFIED_BEGIN=LAST_MODIFIED_END - timedelta(1) + + +def process_json_to_dataframe(schema_name, paths): + """Processes JSON to Spark DataFrame. + + :param schema_name: Schema name. + :type schema_name: string + :param paths: S3 paths to process. + :type paths: list + :returns: Spark DataFrame. + :rtype: DataFrame + """ + drop_subset = [ + "duration", + "version" + ] + + # load schemas + with open(f"stats_{schema_name}.json", "r", encoding="UTF-8") as f_schema: + schema = StructType.fromJson(load(f_schema)) + + # create empty DF out of schemas + sdf = spark.createDataFrame([], schema) + + # filter list + filtered = [path for path in paths if "tests/suite.info.json.gz" in path] + + # select + for path in filtered: + print(path) + + sdf_loaded = spark \ + .read \ + .option("multiline", "true") \ + .schema(schema) \ + .json(path) \ + .withColumn("job", lit(path.split("/")[4])) \ + .withColumn("build", lit(path.split("/")[5])) \ + .withColumn("stats_type", lit(schema_name)) + sdf = sdf.unionByName(sdf_loaded, allowMissingColumns=True) + + # drop rows with all nulls and drop rows with null in critical frames + sdf = sdf.na.drop(how="all") + sdf = sdf.na.drop(how="any", thresh=None, subset=drop_subset) + + return sdf + + +# create SparkContext and GlueContext +spark_context = SparkContext.getOrCreate() +spark_context.setLogLevel("WARN") +glue_context = GlueContext(spark_context) +spark = glue_context.spark_session + +# files of interest +paths = wr.s3.list_objects( + path=PATH, + suffix=SUFFIX, + last_modified_begin=LAST_MODIFIED_BEGIN, + last_modified_end=LAST_MODIFIED_END, + ignore_suffix=IGNORE_SUFFIX, + ignore_empty=True +) + +for schema_name in ["sra"]: + out_sdf = process_json_to_dataframe(schema_name, paths) + out_sdf.show(truncate=False) + out_sdf.printSchema() + out_sdf = out_sdf \ + .withColumn("year", lit(datetime.now().year)) \ + .withColumn("month", lit(datetime.now().month)) \ + .withColumn("day", lit(datetime.now().day)) \ + .repartition(1) + + try: + wr.s3.to_parquet( + df=out_sdf.toPandas(), + path=f"s3://{S3_DOCS_BUCKET}/csit/parquet/stats", + dataset=True, + partition_cols=["stats_type", "year", "month", "day"], + compression="snappy", + use_threads=True, + mode="overwrite_partitions", + boto3_session=session.Session( + aws_access_key_id=environ["OUT_AWS_ACCESS_KEY_ID"], + aws_secret_access_key=environ["OUT_AWS_SECRET_ACCESS_KEY"], + region_name=environ["OUT_AWS_DEFAULT_REGION"] + ) + ) + except EmptyDataFrame: + pass diff --git a/csit.infra.etl/stats_sra.json b/csit.infra.etl/stats_sra.json new file mode 100644 index 0000000000..5f792e9bfe --- /dev/null +++ b/csit.infra.etl/stats_sra.json @@ -0,0 +1,41 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "stats_type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/trending.py b/csit.infra.etl/trending.py new file mode 100644 index 0000000000..bc27aaa063 --- /dev/null +++ b/csit.infra.etl/trending.py @@ -0,0 +1,172 @@ +#!/usr/bin/env python3 + +# Copyright (c) 2022 Cisco and/or its affiliates. +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""ETL script running on top of the s3://""" + +from datetime import datetime, timedelta +from json import load +from os import environ +from pytz import utc + +import awswrangler as wr +from awswrangler.exceptions import EmptyDataFrame +from awsglue.context import GlueContext +from boto3 import session +from pyspark.context import SparkContext +from pyspark.sql.functions import col, lit, regexp_replace +from pyspark.sql.types import StructType + + +S3_LOGS_BUCKET="fdio-logs-s3-cloudfront-index" +S3_DOCS_BUCKET="fdio-docs-s3-cloudfront-index" +PATH=f"s3://{S3_LOGS_BUCKET}/vex-yul-rot-jenkins-1/csit-*-perf-*" +SUFFIX="info.json.gz" +IGNORE_SUFFIX=[ + "suite.info.json.gz", + "setup.info.json.gz", + "teardown.info.json.gz", + "suite.output.info.json.gz", + "setup.output.info.json.gz", + "teardown.output.info.json.gz" +] +LAST_MODIFIED_END=utc.localize( + datetime.strptime( + f"{datetime.now().year}-{datetime.now().month}-{datetime.now().day}", + "%Y-%m-%d" + ) +) +LAST_MODIFIED_BEGIN=LAST_MODIFIED_END - timedelta(1) + + +def flatten_frame(nested_sdf): + """Unnest Spark DataFrame in case there nested structered columns. + + :param nested_sdf: Spark DataFrame. + :type nested_sdf: DataFrame + :returns: Unnest DataFrame. + :rtype: DataFrame + """ + stack = [((), nested_sdf)] + columns = [] + while len(stack) > 0: + parents, sdf = stack.pop() + for column_name, column_type in sdf.dtypes: + if column_type[:6] == "struct": + projected_sdf = sdf.select(column_name + ".*") + stack.append((parents + (column_name,), projected_sdf)) + else: + columns.append( + col(".".join(parents + (column_name,))) \ + .alias("_".join(parents + (column_name,))) + ) + return nested_sdf.select(columns) + + +def process_json_to_dataframe(schema_name, paths): + """Processes JSON to Spark DataFrame. + + :param schema_name: Schema name. + :type schema_name: string + :param paths: S3 paths to process. + :type paths: list + :returns: Spark DataFrame. + :rtype: DataFrame + """ + drop_subset = [ + "dut_type", "dut_version", + "passed", + "test_name_long", "test_name_short", + "test_type", + "version" + ] + + # load schemas + with open(f"trending_{schema_name}.json", "r", encoding="UTF-8") as f_schema: + schema = StructType.fromJson(load(f_schema)) + + # create empty DF out of schemas + sdf = spark.createDataFrame([], schema) + + # filter list + filtered = [path for path in paths if schema_name in path] + + # select + for path in filtered: + print(path) + + sdf_loaded = spark \ + .read \ + .option("multiline", "true") \ + .schema(schema) \ + .json(path) \ + .withColumn("job", lit(path.split("/")[4])) \ + .withColumn("build", lit(path.split("/")[5])) + sdf = sdf.unionByName(sdf_loaded, allowMissingColumns=True) + + # drop rows with all nulls and drop rows with null in critical frames + sdf = sdf.na.drop(how="all") + sdf = sdf.na.drop(how="any", thresh=None, subset=drop_subset) + + # flatten frame + sdf = flatten_frame(sdf) + + return sdf + + +# create SparkContext and GlueContext +spark_context = SparkContext.getOrCreate() +spark_context.setLogLevel("WARN") +glue_context = GlueContext(spark_context) +spark = glue_context.spark_session + +# files of interest +paths = wr.s3.list_objects( + path=PATH, + suffix=SUFFIX, + last_modified_begin=LAST_MODIFIED_BEGIN, + last_modified_end=LAST_MODIFIED_END, + ignore_suffix=IGNORE_SUFFIX, + ignore_empty=True +) + +filtered_paths = [path for path in paths if "daily" in path or "weekly" in path] + +for schema_name in ["mrr", "ndrpdr", "soak"]: + out_sdf = process_json_to_dataframe(schema_name, filtered_paths) + out_sdf.show(truncate=False) + out_sdf.printSchema() + out_sdf = out_sdf \ + .withColumn("year", lit(datetime.now().year)) \ + .withColumn("month", lit(datetime.now().month)) \ + .withColumn("day", lit(datetime.now().day)) \ + .repartition(1) + + try: + wr.s3.to_parquet( + df=out_sdf.toPandas(), + path=f"s3://{S3_DOCS_BUCKET}/csit/parquet/trending", + dataset=True, + partition_cols=["test_type", "year", "month", "day"], + compression="snappy", + use_threads=True, + mode="overwrite_partitions", + boto3_session=session.Session( + aws_access_key_id=environ["OUT_AWS_ACCESS_KEY_ID"], + aws_secret_access_key=environ["OUT_AWS_SECRET_ACCESS_KEY"], + region_name=environ["OUT_AWS_DEFAULT_REGION"] + ) + ) + except EmptyDataFrame: + pass diff --git a/csit.infra.etl/trending_mrr.json b/csit.infra.etl/trending_mrr.json new file mode 100644 index 0000000000..4e222d33d5 --- /dev/null +++ b/csit.infra.etl/trending_mrr.json @@ -0,0 +1,169 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "hosts", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "tg_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tg_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "receive_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "stdev", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "values", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "double", + "type": "array" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "message", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/trending_ndrpdr.json b/csit.infra.etl/trending_ndrpdr.json new file mode 100644 index 0000000000..fd833aa84c --- /dev/null +++ b/csit.infra.etl/trending_ndrpdr.json @@ -0,0 +1,697 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "hosts", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "tg_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tg_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "latency_forward", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "pdr_0", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "max", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "min", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "pdr_10", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "avg", + "nullable": true, + "type": "long" + }, + { + "metadata": {}, + "name": "hdrh", + "nullable": true, + "type": "string" + }, + { + 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"test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "message", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file diff --git a/csit.infra.etl/trending_soak.json b/csit.infra.etl/trending_soak.json new file mode 100644 index 0000000000..819d3142d3 --- /dev/null +++ b/csit.infra.etl/trending_soak.json @@ -0,0 +1,239 @@ +{ + "fields": [ + { + "metadata": {}, + "name": "job", + "nullable": false, + "type": "string" + }, + { + "metadata": {}, + "name": "build", + "nullable": false, + "type": "integer" + }, + { + "metadata": {}, + "name": "duration", + "nullable": true, + "type": "double" + }, + { + "metadata": {}, + "name": "dut_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "dut_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "hosts", + "nullable": true, + "type": { + "containsNull": true, + "elementType": "string", + "type": "array" + } + }, + { + "metadata": {}, + "name": "tg_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "tg_version", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "result", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "critical_rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "lower", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "upper", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "bandwidth", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "rate", + "nullable": true, + "type": { + "fields": [ + { + "metadata": {}, + "name": "unit", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "value", + "nullable": true, + "type": "double" + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "type", + "nullable": true, + "type": "string" + } + ], + "type": "struct" + } + }, + { + "metadata": {}, + "name": "start_time", + "nullable": true, + "type": "timestamp" + }, + { + "metadata": {}, + "name": "passed", + "nullable": true, + "type": "boolean" + }, + { + "metadata": {}, + "name": "test_id", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_long", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_name_short", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "test_type", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "message", + "nullable": true, + "type": "string" + }, + { + "metadata": {}, + "name": "version", + "nullable": true, + "type": "string" + } + ], + "type": "struct" +}
\ No newline at end of file |