async def sample_list_document_statuses_with_filters_async():
# import libraries
from azure.core.credentials import AzureKeyCredential
from azure.ai.translation.document.aio import (
DocumentTranslationClient, )
from datetime import datetime
# obtain client secrets
endpoint = os.environ["AZURE_DOCUMENT_TRANSLATION_ENDPOINT"]
key = os.environ["AZURE_DOCUMENT_TRANSLATION_KEY"]
translation_id = os.environ[
"TRANSLATION_ID"] # this should be the id for the translation operation you'd like to list docs for!
# authorize client
client = DocumentTranslationClient(endpoint, AzureKeyCredential(key))
# set your filters
'''
Note:
these are just sample values for the filters!
please comment/uncomment/change what you are interested in using.
'''
start = datetime(2021, 4, 12)
end = datetime(2021, 4, 14)
statuses = ["Canceled", "Failed"]
order_by = ["created_on desc"]
results_per_page = 2
skip = 3
async with client:
filtered_docs = client.list_document_statuses(
translation_id,
# filters
statuses=statuses,
created_after=start,
created_before=end,
# ordering
order_by=order_by,
# paging
skip=skip,
results_per_page=results_per_page).by_page()
# check statuses
async for page in filtered_docs:
async for doc in page:
display_doc_info(doc)
async def sample_document_status_checks_async():
# [START list_document_statuses_async]
import os
from azure.core.credentials import AzureKeyCredential
from azure.ai.translation.document.aio import DocumentTranslationClient
endpoint = os.environ["AZURE_DOCUMENT_TRANSLATION_ENDPOINT"]
key = os.environ["AZURE_DOCUMENT_TRANSLATION_KEY"]
source_container_url = os.environ["AZURE_SOURCE_CONTAINER_URL"]
target_container_url = os.environ["AZURE_TARGET_CONTAINER_URL"]
client = DocumentTranslationClient(endpoint, AzureKeyCredential(key))
async with client:
poller = await client.begin_translation(source_container_url,
target_container_url, "es")
completed_docs = []
while poller.status() in ["Running", "NotStarted"]:
await asyncio.sleep(30)
doc_statuses = client.list_document_statuses(poller.id)
async for document in doc_statuses:
if document.id not in completed_docs:
if document.status == "Succeeded":
print(
"Document at {} was translated to {} language. You can find translated document at {}"
.format(document.source_document_url,
document.translated_to,
document.translated_document_url))
completed_docs.append(document.id)
if document.status == "Failed":
print(
"Document at {} failed translation. Error Code: {}, Message: {}"
.format(document.source_document_url,
document.error.code,
document.error.message))
completed_docs.append(document.id)
if document.status == "Running":
print(
"Document ID: {}, translation progress is {} percent"
.format(document.id,
document.translation_progress * 100))
print("\nTranslation completed.")
async def sample_translation_with_custom_model_async():
import os
from azure.core.credentials import AzureKeyCredential
from azure.ai.translation.document.aio import DocumentTranslationClient
endpoint = os.environ["AZURE_DOCUMENT_TRANSLATION_ENDPOINT"]
key = os.environ["AZURE_DOCUMENT_TRANSLATION_KEY"]
source_container_url = os.environ["AZURE_SOURCE_CONTAINER_URL"]
target_container_url = os.environ["AZURE_TARGET_CONTAINER_URL"]
custom_model_id = os.environ["AZURE_CUSTOM_MODEL_ID"]
client = DocumentTranslationClient(endpoint, AzureKeyCredential(key))
async with client:
poller = await client.begin_translation(source_container_url,
target_container_url,
"es",
category_id=custom_model_id)
result = await poller.result()
print("Operation status: {}".format(result.status))
print("Operation created on: {}".format(result.created_on))
print("Operation last updated on: {}".format(result.last_updated_on))
print("Total number of translations on documents: {}".format(
result.documents_total_count))
print("\nOf total documents...")
print("{} failed".format(result.documents_failed_count))
print("{} succeeded".format(result.documents_succeeded_count))
doc_results = client.list_document_statuses(result.id)
async for document in doc_results:
print("Document ID: {}".format(document.id))
print("Document status: {}".format(document.status))
if document.status == "Succeeded":
print("Source document location: {}".format(
document.source_document_url))
print("Translated document location: {}".format(
document.translated_document_url))
print("Translated to language: {}\n".format(
document.translate_to))
else:
print("Error Code: {}, Message: {}\n".format(
document.error.code, document.error.message))
class TranslationPerfStressTest(PerfStressTest):
def __init__(self, arguments):
super().__init__(arguments)
# test related env vars
endpoint = os.environ["TRANSLATION_DOCUMENT_TEST_ENDPOINT"]
key = os.environ["TRANSLATION_DOCUMENT_TEST_API_KEY"]
self.storage_name = os.environ["TRANSLATION_DOCUMENT_STORAGE_NAME"]
self.storage_key = os.environ["TRANSLATION_DOCUMENT_STORAGE_KEY"]
self.storage_endpoint = "https://" + self.storage_name + ".blob.core.windows.net/"
self.source_container_name = "source-perf-" + str(uuid.uuid4())
self.target_container_name = "target-perf-" + str(uuid.uuid4())
self.service_client = DocumentTranslationClient(
endpoint, AzureKeyCredential(key), **self._client_kwargs)
self.async_service_client = AsyncDocumentTranslationClient(
endpoint, AzureKeyCredential(key), **self._client_kwargs)
async def create_source_container(self):
container_client = ContainerClient(self.storage_endpoint,
self.source_container_name,
self.storage_key)
async with container_client:
await container_client.create_container()
docs = Document.create_docs(10)
for blob in docs:
await container_client.upload_blob(name=blob.prefix +
blob.name + blob.suffix,
data=blob.data)
return self.generate_sas_url(self.source_container_name, "rl")
async def create_target_container(self):
container_client = ContainerClient(self.storage_endpoint,
self.target_container_name,
self.storage_key)
async with container_client:
await container_client.create_container()
return self.generate_sas_url(self.target_container_name, "wl")
def generate_sas_url(self, container_name, permission):
sas_token = generate_container_sas(account_name=self.storage_name,
container_name=container_name,
account_key=self.storage_key,
permission=permission,
expiry=datetime.datetime.utcnow() +
datetime.timedelta(hours=2))
container_sas_url = self.storage_endpoint + container_name + "?" + sas_token
return container_sas_url
async def global_setup(self):
"""The global setup is run only once."""
self.source_container_sas_url = await self.create_source_container()
self.target_container_sas_url = await self.create_target_container()
poller = await self.async_service_client.begin_translation(
self.source_container_sas_url, self.target_container_sas_url, "fr")
self.translation_id = poller.id
async def global_cleanup(self):
"""The global cleanup is run only once."""
blob_service_client = BlobServiceClient(self.storage_endpoint,
self.storage_key)
async with blob_service_client:
await blob_service_client.delete_container(
self.source_container_name)
await blob_service_client.delete_container(
self.target_container_name)
async def close(self):
"""This is run after cleanup."""
await self.async_service_client.close()
self.service_client.close()
await super().close()
def run_sync(self):
"""The synchronous perf test."""
statuses = self.service_client.list_document_statuses(
self.translation_id)
for doc in statuses:
pass
async def run_async(self):
"""The asynchronous perf test."""
statuses = self.async_service_client.list_document_statuses(
self.translation_id)
async for doc in statuses:
pass