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| 1 | +# Copyright 2020 The TensorFlow Authors. All Rights Reserved. |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); you may not |
| 4 | +# use this file except in compliance with the License. You may obtain a copy of |
| 5 | +# the License at |
| 6 | +# |
| 7 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT |
| 11 | +# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the |
| 12 | +# License for the specific language governing permissions and limitations under |
| 13 | +# the License. |
| 14 | +# ============================================================================== |
| 15 | + |
| 16 | +"""Tests for the elasticsearch datasets""" |
| 17 | + |
| 18 | +import time |
| 19 | +import json |
| 20 | +import pytest |
| 21 | +import socket |
| 22 | +import requests |
| 23 | +import tensorflow as tf |
| 24 | +import tensorflow_io as tfio |
| 25 | + |
| 26 | +# COMMON VARIABLES |
| 27 | + |
| 28 | +ES_CONTAINER_NAME = "tfio-elasticsearch" |
| 29 | +NODE = "http://localhost:9200" |
| 30 | +INDEX = "people" |
| 31 | +DOC_TYPE = "survivors" |
| 32 | +HEADERS = {"Content-Type": "application/json"} |
| 33 | +ATTRS = ["name", "gender", "age", "fare", "survived"] |
| 34 | + |
| 35 | + |
| 36 | +def is_container_running(): |
| 37 | + """Check whether the elasticsearch container is up and running |
| 38 | + with the correct port being exposed. |
| 39 | + """ |
| 40 | + |
| 41 | + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) |
| 42 | + status = sock.connect_ex(("127.0.0.1", 9200)) |
| 43 | + if status == 0: |
| 44 | + return True |
| 45 | + else: |
| 46 | + return False |
| 47 | + |
| 48 | + |
| 49 | +@pytest.mark.skipif(not is_container_running(), reason="The container is not running") |
| 50 | +def test_create_index(): |
| 51 | + """Create an index in the cluster""" |
| 52 | + |
| 53 | + create_index_url = "{}/{}".format(NODE, INDEX) |
| 54 | + res = requests.put(create_index_url) |
| 55 | + assert res.status_code == 200 |
| 56 | + |
| 57 | + |
| 58 | +@pytest.mark.parametrize( |
| 59 | + "record", |
| 60 | + [ |
| 61 | + (("person1", "Male", 20, 80.52, 1)), |
| 62 | + (("person2", "Female", 30, 40.88, 0)), |
| 63 | + (("person3", "Male", 40, 20.73, 0)), |
| 64 | + (("person4", "Female", 50, 100.99, 1)), |
| 65 | + ], |
| 66 | +) |
| 67 | +@pytest.mark.skipif(not is_container_running(), reason="The container is not running") |
| 68 | +def test_populate_data(record): |
| 69 | + """Populate the index with data""" |
| 70 | + |
| 71 | + put_item_url = "{}/{}/{}".format(NODE, INDEX, DOC_TYPE) |
| 72 | + data = {} |
| 73 | + for idx, attr in enumerate(ATTRS): |
| 74 | + data[attr] = record[idx] |
| 75 | + |
| 76 | + res = requests.post(put_item_url, json=data, headers=HEADERS) |
| 77 | + |
| 78 | + # The 201 status code indicates the documents have been properly indexed |
| 79 | + assert res.status_code == 201 |
| 80 | + |
| 81 | + # allow the cluster to index in the background. |
| 82 | + time.sleep(1) |
| 83 | + |
| 84 | + |
| 85 | +@pytest.mark.skipif(not is_container_running(), reason="The container is not running") |
| 86 | +def test_elasticsearch_io_dataset(): |
| 87 | + """Test the functionality of the ElasticsearchIODataset""" |
| 88 | + |
| 89 | + dataset = tfio.experimental.elasticsearch.ElasticsearchIODataset( |
| 90 | + nodes=[NODE], index=INDEX, doc_type=DOC_TYPE |
| 91 | + ) |
| 92 | + |
| 93 | + assert issubclass(type(dataset), tf.data.Dataset) |
| 94 | + |
| 95 | + for item in dataset: |
| 96 | + for attr in ATTRS: |
| 97 | + assert attr in item |
| 98 | + |
| 99 | + |
| 100 | +@pytest.mark.skipif(not is_container_running(), reason="The container is not running") |
| 101 | +def test_elasticsearch_io_dataset_batch(): |
| 102 | + """Test the functionality of the ElasticsearchIODataset""" |
| 103 | + |
| 104 | + BATCH_SIZE = 2 |
| 105 | + dataset = tfio.experimental.elasticsearch.ElasticsearchIODataset( |
| 106 | + nodes=[NODE], index=INDEX, doc_type=DOC_TYPE |
| 107 | + ).batch(BATCH_SIZE) |
| 108 | + |
| 109 | + assert issubclass(type(dataset), tf.data.Dataset) |
| 110 | + |
| 111 | + for item in dataset: |
| 112 | + for attr in ATTRS: |
| 113 | + assert attr in item |
| 114 | + assert len(item[attr]) == BATCH_SIZE |
| 115 | + |
| 116 | + |
| 117 | +@pytest.mark.skipif(not is_container_running(), reason="The container is not running") |
| 118 | +def test_cleanup(): |
| 119 | + """Clean up the index""" |
| 120 | + |
| 121 | + delete_index_url = "{}/{}".format(NODE, INDEX) |
| 122 | + res = requests.delete(delete_index_url) |
| 123 | + assert res.status_code == 200 |
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