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# coding=utf-8
# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
import pytest
import functools
from azure.core.exceptions import ClientAuthenticationError, HttpResponseError
from azure.ai.formrecognizer import FormTrainingClient
from testcase import FormRecognizerTest, GlobalFormRecognizerAccountPreparer
from testcase import GlobalClientPreparer as _GlobalClientPreparer
GlobalClientPreparer = functools.partial(_GlobalClientPreparer, FormTrainingClient)
class TestTraining(FormRecognizerTest):
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_compose_model_with_model_name(self, client, container_sas_url):
poller = client.begin_training(container_sas_url, use_training_labels=True)
model_1 = poller.result()
poller = client.begin_training(container_sas_url, use_training_labels=True, model_name="second-labeled-model")
model_2 = poller.result()
poller = client.begin_create_composed_model([model_1.model_id, model_2.model_id], model_name="my composed model")
composed_model = poller.result()
self.assertEqual(composed_model.model_name, "my composed model")
self.assertComposedModelHasValues(composed_model, model_1, model_2)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_compose_model_no_model_name(self, client, container_sas_url):
poller = client.begin_training(container_sas_url, use_training_labels=True)
model_1 = poller.result()
poller = client.begin_training(container_sas_url, use_training_labels=True)
model_2 = poller.result()
poller = client.begin_create_composed_model([model_1.model_id, model_2.model_id])
composed_model = poller.result()
self.assertIsNone(composed_model.model_name)
self.assertComposedModelHasValues(composed_model, model_1, model_2)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_compose_model_invalid_unlabeled_models(self, client, container_sas_url):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model_1 = poller.result()
poller = client.begin_training(container_sas_url, use_training_labels=False)
model_2 = poller.result()
with pytest.raises(HttpResponseError) as e:
poller = client.begin_create_composed_model([model_1.model_id, model_2.model_id])
composed_model = poller.result()
self.assertEqual(e.value.error.code, "1001")
self.assertIsNotNone(e.value.error.message)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_compose_model_invalid_model(self, client, container_sas_url):
with pytest.raises(HttpResponseError) as e:
poller = client.begin_create_composed_model(["00000000-0000-0000-0000-000000000000"])
composed_model = poller.result()
self.assertEqual(e.value.error.code, "1001")
self.assertIsNotNone(e.value.error.message)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
@pytest.mark.live_test_only
def test_compose_continuation_token(self, client, container_sas_url):
poller = client.begin_training(container_sas_url, use_training_labels=True)
model_1 = poller.result()
poller = client.begin_training(container_sas_url, use_training_labels=True)
model_2 = poller.result()
initial_poller = client.begin_create_composed_model([model_1.model_id, model_2.model_id])
cont_token = initial_poller.continuation_token()
poller = client.begin_create_composed_model(None, continuation_token=cont_token)
result = poller.result()
self.assertIsNotNone(result)
initial_poller.wait() # necessary so azure-devtools doesn't throw assertion error
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, client_kwargs={"api_version": "2.0"})
def test_compose_model_bad_api_version(self, client, container_sas_url):
with pytest.raises(ValueError) as excinfo:
poller = client.begin_create_composed_model(["00000000-0000-0000-0000-000000000000", "00000000-0000-0000-0000-000000000000"])
result = poller.result()
assert "Method 'begin_create_composed_model' is only available for API version V2_1_PREVIEW and up" in str(excinfo.value)
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