| # |
| # Licensed to the Apache Software Foundation (ASF) under one or more |
| # contributor license agreements. See the NOTICE file distributed with |
| # this work for additional information regarding copyright ownership. |
| # The ASF licenses this file to You 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. |
| # |
| |
| from orchestrator.plan import Descriptor |
| from orchestrator.dataquanta import DataQuantaBuilder |
| import datetime |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_sort(descriptor): |
| plan = DataQuantaBuilder(descriptor) |
| sink_dataquanta = \ |
| plan.source("../test/words.txt") \ |
| .sort(lambda elem: elem.lower()) \ |
| .sink("../test/output.txt", end="") |
| return sink_dataquanta |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_sort_filter(descriptor): |
| plan = DataQuantaBuilder(descriptor) |
| sink_dataquanta = \ |
| plan.source("../test/words.txt") \ |
| .sort(lambda elem: elem.lower()) \ |
| .filter(lambda elem: str(elem).startswith("f")) \ |
| .sink("../test/output.txt", end="") |
| return sink_dataquanta |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_filter_text(descriptor): |
| plan = DataQuantaBuilder(descriptor) |
| |
| sink_dataquanta = \ |
| plan.source("../test/words.txt") \ |
| .filter(lambda elem: str(elem).startswith("f")) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_filter(descriptor): |
| plan = DataQuantaBuilder(descriptor) |
| |
| sink_dataquanta = \ |
| plan.source("../test/numbers.txt") \ |
| .filter(lambda elem: int(elem) % 2 != 0) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_basic(descriptor): |
| plan = DataQuantaBuilder(descriptor) |
| |
| sink_dataquanta = \ |
| plan.source("../test/lines.txt") \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| # Returns the Sink Executable Dataquanta of a DEMO plan |
| def plan_junction(descriptor): |
| |
| plan = DataQuantaBuilder(descriptor) |
| |
| dq_source_a = plan.source("../test/lines.txt") |
| dq_source_b = plan.source("../test/morelines.txt") \ |
| .filter(lambda elem: str(elem).startswith("I")) |
| dq_source_c = plan.source("../test/lastlines.txt") \ |
| .filter(lambda elem: str(elem).startswith("W")) |
| |
| sink_dataquanta = dq_source_a.union(dq_source_b) \ |
| .union(dq_source_c) \ |
| .sort(lambda elem: elem.lower()) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| def plan_java_junction(descriptor): |
| |
| plan = DataQuantaBuilder(descriptor) |
| |
| dq_source_a = plan.source("../test/lines.txt") |
| dq_source_b = plan.source("../test/morelines.txt") |
| sink_dataquanta = dq_source_a.union(dq_source_b) \ |
| .filter(lambda elem: str(elem).startswith("I")) \ |
| .sort(lambda elem: elem.lower()) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| def plan_tpch_q1(descriptor): |
| |
| # TODO create reduce by |
| plan = DataQuantaBuilder(descriptor) |
| |
| def reducer(obj1, obj2): |
| return obj1[0], obj1[1], obj1[2] + obj2[2], obj1[3] + obj2[3], obj1[4] + obj2[4], obj1[5] + obj2[5], \ |
| obj1[6] + obj2[6], obj1[7] + obj2[7], obj1[8] + obj2[8], obj1[9] + obj2[9] |
| |
| sink = plan.source("../test/lineitem.txt") \ |
| .map(lambda elem: elem.split("|")) \ |
| .sink("../test/output.txt", end="") |
| """ |
| .filter(lambda elem: datetime.datetime.strptime(elem[10], '%Y-%m-%d') <= datetime.datetime.strptime('1998-09-02', '%Y-%m-%d')) \ |
| .map(lambda elem: |
| [elem[8], elem[9], elem[4], elem[5], |
| float(elem[5]) * (1 - float(elem[6])), |
| float(elem[5]) * (1 - float(elem[6])) * (1 + float(elem[7])), |
| elem[4], elem[5], |
| elem[6], 1]) \ |
| .sink("../test/output.txt", end="")""" |
| # .reduce_by_key([0, 1], reducer) \ |
| |
| |
| return sink |
| |
| |
| def plan_full_java(descriptor): |
| |
| plan = DataQuantaBuilder(descriptor) |
| |
| dq_source_a = plan.source("../test/lines.txt") |
| dq_source_b = plan.source("../test/morelines.txt") |
| sink_dataquanta = dq_source_a.union(dq_source_b) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_dataquanta |
| |
| |
| def plan_wordcount(descriptor): |
| |
| plan = DataQuantaBuilder(descriptor) |
| sink_wordcount = plan.source("../test/lineitem.txt") \ |
| .filter(lambda elem: len(str(elem).split("|")[0]) < 4) \ |
| .flatmap(lambda elem: str(elem).split("|")) \ |
| .sink("../test/output.txt", end="") |
| |
| return sink_wordcount |
| |
| |
| if __name__ == '__main__': |
| |
| # Plan will contain general info about the Wayang Plan created here |
| descriptor = Descriptor() |
| descriptor.add_plugin(Descriptor.Plugin.spark) |
| descriptor.add_plugin(Descriptor.Plugin.java) |
| |
| plan_dataquanta_sink = plan_wordcount(descriptor) |
| # plan_dataquanta_sink.execute() |
| # plan_dataquanta_sink.console() |
| |
| plan_dataquanta_sink.to_wayang_plan() |