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# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
import pytest
import openai
from devtools_testutils import AzureRecordedTestCase
from conftest import configure_async, AZURE, OPENAI, PREVIEW, GA
@pytest.mark.live_test_only
class TestEmbeddingsAsync(AzureRecordedTestCase):
@configure_async
@pytest.mark.asyncio
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, GA), (AZURE, PREVIEW), (OPENAI, "v1")]
)
async def test_embedding(self, client_async, api_type, api_version, **kwargs):
embedding = await client_async.embeddings.create(input="hello world", **kwargs)
assert embedding.object == "list"
assert embedding.model
assert embedding.usage.prompt_tokens is not None
assert embedding.usage.total_tokens is not None
assert len(embedding.data) == 1
assert embedding.data[0].object == "embedding"
assert embedding.data[0].index is not None
assert len(embedding.data[0].embedding) > 0
@configure_async
@pytest.mark.asyncio
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, GA), (AZURE, PREVIEW), (OPENAI, "v1")]
)
async def test_embedding_batched(self, client_async, api_type, api_version, **kwargs):
embedding = await client_async.embeddings.create(input=["hello world", "second input"], **kwargs)
assert embedding.object == "list"
assert embedding.model
assert embedding.usage.prompt_tokens is not None
assert embedding.usage.total_tokens is not None
assert len(embedding.data) == 2
assert embedding.data[0].object == "embedding"
assert embedding.data[0].index is not None
assert len(embedding.data[0].embedding) > 0
@configure_async
@pytest.mark.asyncio
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, GA), (AZURE, PREVIEW), (OPENAI, "v1")]
)
async def test_embedding_user(self, client_async, api_type, api_version, **kwargs):
embedding = await client_async.embeddings.create(input="hello world", user="krista", **kwargs)
assert embedding.object == "list"
assert embedding.model
assert embedding.usage.prompt_tokens is not None
assert embedding.usage.total_tokens is not None
assert len(embedding.data) == 1
assert embedding.data[0].object == "embedding"
assert embedding.data[0].index is not None
assert len(embedding.data[0].embedding) > 0
@configure_async
@pytest.mark.asyncio
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
async def test_embedding_dimensions(self, client_async, api_type, api_version, **kwargs):
embedding = await client_async.embeddings.create(input="hello world", dimensions=1, model="text-embedding-3-small")
assert embedding.object == "list"
assert embedding.model
assert embedding.usage.prompt_tokens is not None
assert embedding.usage.total_tokens is not None
assert len(embedding.data) == 1
assert embedding.data[0].object == "embedding"
assert embedding.data[0].index is not None
assert len(embedding.data[0].embedding) > 0
@configure_async
@pytest.mark.asyncio
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
async def test_embedding_encoding_format(self, client_async, api_type, api_version, **kwargs):
embedding = await client_async.embeddings.create(input="hello world", encoding_format="base64", model="text-embedding-3-small")
assert embedding.object == "list"
assert embedding.model
assert embedding.usage.prompt_tokens is not None
assert embedding.usage.total_tokens is not None
assert len(embedding.data) > 0
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