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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 HttpResponseError
from azure.ai.formrecognizer._generated.models import CopyOperationResult
from azure.ai.formrecognizer import CustomFormModelInfo
from azure.ai.formrecognizer import FormTrainingClient
from testcase import FormRecognizerTest, GlobalFormRecognizerAccountPreparer
from testcase import GlobalClientPreparer as _GlobalClientPreparer
GlobalClientPreparer = functools.partial(_GlobalClientPreparer, FormTrainingClient)
class TestCopyModel(FormRecognizerTest):
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_copy_model_none_model_id(self, client, container_sas_url):
with self.assertRaises(ValueError):
client.begin_copy_model(model_id=None, target={})
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True)
def test_copy_model_empty_model_id(self, client, container_sas_url):
with self.assertRaises(ValueError):
client.begin_copy_model(model_id="", target={})
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_successful(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
poller = client.begin_copy_model(model.model_id, target=target)
copy = poller.result()
copied_model = client.get_custom_model(copy.model_id)
self.assertEqual(copy.status, "ready")
self.assertIsNotNone(copy.training_started_on)
self.assertIsNotNone(copy.training_completed_on)
self.assertEqual(target["modelId"], copy.model_id)
self.assertNotEqual(target["modelId"], model.model_id)
self.assertIsNotNone(copied_model)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_fail(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
# give an incorrect region
target = client.get_copy_authorization(resource_region="eastus", resource_id=resource_id)
with pytest.raises(HttpResponseError) as e:
poller = client.begin_copy_model(model.model_id, target=target)
copy = poller.result()
self.assertIsNotNone(e.value.error.code)
self.assertIsNotNone(e.value.error.message)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_case_insensitive_region(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
# give region all uppercase
target = client.get_copy_authorization(resource_region=location.upper(), resource_id=resource_id)
poller = client.begin_copy_model(model.model_id, target=target)
copy = poller.result()
self.assertEqual(copy.status, "ready")
self.assertIsNotNone(copy.training_started_on)
self.assertIsNotNone(copy.training_completed_on)
self.assertEqual(target["modelId"], copy.model_id)
self.assertNotEqual(target["modelId"], model.model_id)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_fail_bad_model_id(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
with self.assertRaises(HttpResponseError):
# give bad model_id
poller = client.begin_copy_model("00000000-0000-0000-0000-000000000000", target=target)
copy = poller.result()
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_transform(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
raw_response = []
def callback(response, _, headers):
copy_result = client._deserialize(CopyOperationResult, response)
model_info = CustomFormModelInfo._from_generated(copy_result, target["modelId"])
raw_response.append(copy_result)
raw_response.append(model_info)
poller = client.begin_copy_model(model.model_id, target=target, cls=callback)
copy = poller.result()
actual = raw_response[0]
copy = raw_response[1]
self.assertEqual(copy.training_started_on, actual.created_date_time)
self.assertEqual(copy.status, actual.status)
self.assertEqual(copy.training_completed_on, actual.last_updated_date_time)
self.assertEqual(copy.model_id, target["modelId"])
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_authorization(self, client, container_sas_url, location, resource_id):
target = client.get_copy_authorization(resource_region="eastus", resource_id=resource_id)
self.assertIsNotNone(target["modelId"])
self.assertIsNotNone(target["accessToken"])
self.assertIsNotNone(target["expirationDateTimeTicks"])
self.assertEqual(target["resourceRegion"], "eastus")
self.assertEqual(target["resourceId"], resource_id)
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
@pytest.mark.live_test_only
def test_copy_continuation_token(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False)
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
initial_poller = client.begin_copy_model(model.model_id, target=target)
cont_token = initial_poller.continuation_token()
poller = client.begin_copy_model(model.model_id, None, continuation_token=cont_token)
result = poller.result()
self.assertIsNotNone(result)
copied_model = client.get_custom_model(result.model_id)
self.assertIsNotNone(copied_model)
initial_poller.wait() # necessary so azure-devtools doesn't throw assertion error
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_with_labeled_model_name(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=True, model_name="mymodel")
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
poller = client.begin_copy_model(model.model_id, target=target)
copy = poller.result()
copied_model = client.get_custom_model(copy.model_id)
self.assertEqual(copy.status, "ready")
self.assertIsNotNone(copy.training_started_on)
self.assertIsNotNone(copy.training_completed_on)
self.assertEqual(target["modelId"], copy.model_id)
self.assertNotEqual(target["modelId"], model.model_id)
self.assertIsNotNone(copied_model)
self.assertEqual(copied_model.model_name, "mymodel")
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_with_unlabeled_model_name(self, client, container_sas_url, location, resource_id):
poller = client.begin_training(container_sas_url, use_training_labels=False, model_name="mymodel")
model = poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
poller = client.begin_copy_model(model.model_id, target=target)
copy = poller.result()
copied_model = client.get_custom_model(copy.model_id)
self.assertEqual(copy.status, "ready")
self.assertIsNotNone(copy.training_started_on)
self.assertIsNotNone(copy.training_completed_on)
self.assertEqual(target["modelId"], copy.model_id)
self.assertNotEqual(target["modelId"], model.model_id)
self.assertIsNotNone(copied_model)
# self.assertEqual(copied_model.model_name, "mymodel") # FIXME: still is not returned for unlabeled
@GlobalFormRecognizerAccountPreparer()
@GlobalClientPreparer(training=True, copy=True)
def test_copy_model_with_composed_model(self, client, container_sas_url, location, resource_id):
poller_1 = client.begin_training(container_sas_url, use_training_labels=True, model_name="model1")
model_1 = poller_1.result()
poller_2 = client.begin_training(container_sas_url, use_training_labels=True, model_name="model2")
model_2 = poller_2.result()
composed_poller = client.begin_create_composed_model([model_1.model_id, model_2.model_id], model_name="composedmodel")
composed_model = composed_poller.result()
target = client.get_copy_authorization(resource_region=location, resource_id=resource_id)
poller = client.begin_copy_model(composed_model.model_id, target=target)
copy = poller.result()
copied_model = client.get_custom_model(copy.model_id)
self.assertEqual(copy.status, "ready")
self.assertIsNotNone(copy.training_started_on)
self.assertIsNotNone(copy.training_completed_on)
self.assertEqual(target["modelId"], copy.model_id)
self.assertNotEqual(target["modelId"], composed_model.model_id)
self.assertIsNotNone(copied_model)
self.assertEqual(copied_model.model_name, "composedmodel")
for submodel in copied_model.submodels:
assert submodel.model_id in [model_1.model_id, model_2.model_id]
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