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|
# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
import pytest
import json
import openai
from devtools_testutils import AzureRecordedTestCase
from conftest import AZURE, OPENAI, PREVIEW, GA, configure
@pytest.mark.live_test_only
class TestCompletions(AzureRecordedTestCase):
"""Missing tests for keyword argument `suffix`"""
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(prompt="hello world", **kwargs)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_batched_completions(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(prompt=["hello world", "how are you today?"], **kwargs)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 2
for c in completion.choices:
assert c.finish_reason
assert c.index is not None
assert c.text
@pytest.mark.skip("openai.error.APIError: Invalid response object from API: 'Unsupported data type\n' (HTTP response code was 400)")
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_token_input(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(prompt=[10919, 3124, 318, 281, 17180, 30], **kwargs)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 2
for c in completion.choices:
assert c.finish_reason
assert c.index is not None
assert c.text
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_streamed_completions(self, client, api_type, api_version, **kwargs):
response = client.completions.create(prompt="how do I bake a chocolate cake?", max_tokens=500, stream=True, **kwargs)
for completion in response:
# API versions after 2023-05-15 send an empty first completion with RAI
if len(completion.choices) > 0:
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
for c in completion.choices:
assert c.index is not None
assert c.text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_max_tokens(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
max_tokens=50,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens <= 50
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA)]
)
def test_completion_content_filter_prompt(self, client, api_type, api_version, **kwargs):
with pytest.raises(openai.BadRequestError) as e:
client.completions.create(
prompt="how do I rob a bank with violence?",
**kwargs,
)
err = e.value
assert err.status_code == 400
assert err.body["code"] == "content_filter"
assert "The response was filtered due to the prompt triggering Azure OpenAI's content management policy" in err.body["message"]
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_temperature(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
temperature=0.8,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_top_p(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
top_p=0.1,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_n(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="hello world",
n=3,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 3
for idx, c in enumerate(completion.choices):
assert c.index == idx
assert c.text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_logprobs(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
logprobs=2,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
assert completion.choices[0].logprobs.tokens
assert completion.choices[0].logprobs.token_logprobs
assert completion.choices[0].logprobs.top_logprobs
assert completion.choices[0].logprobs.text_offset
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA)]
)
def test_completion_echo(self, client, api_type, api_version, **kwargs):
prompt = "How do I bake a chocolate cake?"
completion = client.completions.create(
prompt=prompt,
echo=True,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert prompt in completion.choices[0].text
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_stop(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
stop=" ",
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_token_penalty(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
presence_penalty=2,
frequency_penalty=2,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_best_of(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
best_of=2,
max_tokens=50,
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_user(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="How do I bake a chocolate cake?",
user="krista",
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize(
"api_type, api_version",
[(AZURE, PREVIEW), (AZURE, GA), (OPENAI, "v1")]
)
def test_completion_logit_bias(self, client, api_type, api_version, **kwargs):
completion = client.completions.create(
prompt="What color is the ocean?",
logit_bias={17585: -100, 14573: -100},
**kwargs
)
assert completion.id
assert completion.object == "text_completion"
assert completion.model
assert completion.created
assert completion.usage.completion_tokens is not None
assert completion.usage.prompt_tokens is not None
assert completion.usage.total_tokens == completion.usage.completion_tokens + completion.usage.prompt_tokens
assert len(completion.choices) == 1
assert completion.choices[0].finish_reason
assert completion.choices[0].index is not None
assert completion.choices[0].text is not None
@configure
@pytest.mark.parametrize("api_type, api_version", [(AZURE, GA), (AZURE, PREVIEW)])
def test_completion_rai_annotations(self, client, api_type, api_version, **kwargs):
# prompt filtered
with pytest.raises(openai.BadRequestError) as e:
completion = client.completions.create(
prompt="how do I rob a bank with violence?",
**kwargs
)
e = e.value
assert e.code == "content_filter"
assert e.message is not None
assert e.status_code == 400
err = e.body
assert err["code"] == "content_filter"
assert err["param"] == "prompt"
assert err["message"] is not None
content_filter_result = err["innererror"]["content_filter_result"]
assert content_filter_result["hate"]["filtered"] is False
assert content_filter_result["hate"]["severity"] == "safe"
assert content_filter_result["self_harm"]["filtered"] is False
assert content_filter_result["self_harm"]["severity"] == "safe"
assert content_filter_result["sexual"]["filtered"] is False
assert content_filter_result["sexual"]["severity"] == "safe"
assert content_filter_result["violence"]["filtered"] is True
assert content_filter_result["violence"]["severity"] is not None
# not filtered
completion = client.completions.create(
prompt="What color is the ocean?",
**kwargs
)
prompt_filter_result = completion.prompt_filter_results[0]["content_filter_results"]
assert prompt_filter_result["hate"]["filtered"] is False
assert prompt_filter_result["hate"]["severity"] == "safe"
assert prompt_filter_result["self_harm"]["filtered"] is False
assert prompt_filter_result["self_harm"]["severity"] == "safe"
assert prompt_filter_result["sexual"]["filtered"] is False
assert prompt_filter_result["sexual"]["severity"] == "safe"
assert prompt_filter_result["violence"]["filtered"] is False
assert prompt_filter_result["violence"]["severity"] == "safe"
# output content filter result
output_filter_result = completion.choices[0].content_filter_results
assert output_filter_result["hate"]["filtered"] is False
assert output_filter_result["hate"]["severity"] == "safe"
assert output_filter_result["self_harm"]["filtered"] is False
assert output_filter_result["self_harm"]["severity"] == "safe"
assert output_filter_result["sexual"]["filtered"] is False
assert output_filter_result["sexual"]["severity"] == "safe"
assert output_filter_result["violence"]["filtered"] is False
assert output_filter_result["violence"]["severity"] == "safe"
|
