|
| 1 | +import os |
| 2 | +import copy |
| 3 | + |
| 4 | +api_key = os.getenv('API_KEY') |
| 5 | +base_url = 'https://dev.mindsdb.com' |
| 6 | + |
| 7 | +from minds.client import Client |
| 8 | + |
| 9 | +client = Client(api_key, base_url=base_url) |
| 10 | + |
| 11 | +import logging |
| 12 | +logging.basicConfig(level=logging.DEBUG) |
| 13 | + |
| 14 | +from minds.datasources.examples import example_ds |
| 15 | + |
| 16 | +from minds.exceptions import ObjectNotFound |
| 17 | + |
| 18 | + |
| 19 | +def test_datasources(): |
| 20 | + |
| 21 | + # remove previous object |
| 22 | + try: |
| 23 | + client.datasources.drop(example_ds.name) |
| 24 | + except ObjectNotFound: |
| 25 | + ... |
| 26 | + |
| 27 | + # create |
| 28 | + ds = client.datasources.create(example_ds) |
| 29 | + ds = client.datasources.create(example_ds, replace=True) |
| 30 | + assert ds.name == example_ds.name |
| 31 | + |
| 32 | + # get |
| 33 | + ds = client.datasources.get(example_ds.name) |
| 34 | + |
| 35 | + # list |
| 36 | + ds_list = client.datasources.list() |
| 37 | + assert len(ds_list) > 0 |
| 38 | + |
| 39 | + # drop |
| 40 | + client.datasources.drop(ds.name) |
| 41 | + |
| 42 | + |
| 43 | +def test_minds(): |
| 44 | + ds_name = 'test_datasource_' |
| 45 | + ds_name2 = 'test_datasource2_' |
| 46 | + mind_name = 'int_test_mind_' |
| 47 | + mind_name2 = 'int_test_mind2_' |
| 48 | + prompt1 = 'answer in german' |
| 49 | + prompt2 = 'answer in spanish' |
| 50 | + |
| 51 | + # remove previous objects |
| 52 | + for name in (mind_name, mind_name2): |
| 53 | + try: |
| 54 | + client.minds.drop(name) |
| 55 | + except ObjectNotFound: |
| 56 | + ... |
| 57 | + |
| 58 | + # prepare datasources |
| 59 | + ds_cfg = copy.copy(example_ds) |
| 60 | + ds_cfg.name = ds_name |
| 61 | + ds = client.datasources.create(example_ds, replace=True) |
| 62 | + |
| 63 | + # second datasource |
| 64 | + ds2_cfg = copy.copy(example_ds) |
| 65 | + ds2_cfg.name = ds_name2 |
| 66 | + |
| 67 | + # create |
| 68 | + mind = client.minds.create( |
| 69 | + mind_name, |
| 70 | + datasources=[ds], |
| 71 | + provider='openai' |
| 72 | + ) |
| 73 | + mind = client.minds.create( |
| 74 | + mind_name, |
| 75 | + replace=True, |
| 76 | + datasources=[ds.name, ds2_cfg], |
| 77 | + parameters={ |
| 78 | + 'prompt_template': prompt1 |
| 79 | + } |
| 80 | + ) |
| 81 | + |
| 82 | + # get |
| 83 | + mind = client.minds.get(mind_name) |
| 84 | + assert len(mind.datasources) == 2 |
| 85 | + assert mind.parameters['prompt_template'] == prompt1 |
| 86 | + |
| 87 | + # list |
| 88 | + mind_list = client.minds.list() |
| 89 | + assert len(mind_list) > 0 |
| 90 | + |
| 91 | + # rename & update |
| 92 | + mind.update( |
| 93 | + name=mind_name2, |
| 94 | + datasources=[ds.name], |
| 95 | + parameters={ |
| 96 | + 'prompt_template': prompt2 |
| 97 | + } |
| 98 | + ) |
| 99 | + try: |
| 100 | + mind = client.minds.get(mind_name) |
| 101 | + except ObjectNotFound: |
| 102 | + ... |
| 103 | + else: |
| 104 | + raise Exception('mind is not renamed') |
| 105 | + |
| 106 | + mind = client.minds.get(mind_name2) |
| 107 | + assert len(mind.datasources) == 1 |
| 108 | + assert mind.parameters['prompt_template'] == prompt2 |
| 109 | + |
| 110 | + # add datasource |
| 111 | + mind.add_datasource(ds2_cfg) |
| 112 | + assert len(mind.datasources) == 2 |
| 113 | + |
| 114 | + # del datasource |
| 115 | + mind.del_datasource(ds2_cfg.name) |
| 116 | + assert len(mind.datasources) == 1 |
| 117 | + |
| 118 | + # completion |
| 119 | + answer = mind.completion('say hello') |
| 120 | + assert 'hola' in answer.lower() |
| 121 | + # stream completion |
| 122 | + success = False |
| 123 | + for chunk in mind.completion('say hello', stream=True): |
| 124 | + if 'hola' in chunk.content.lower(): |
| 125 | + success = True |
| 126 | + assert success is True |
| 127 | + |
| 128 | + # drop |
| 129 | + client.minds.drop(mind_name2) |
| 130 | + client.datasources.drop(ds.name) |
| 131 | + client.datasources.drop(ds2_cfg.name) |
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