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Unverified Commit 158e8f1e authored by Mingyi's avatar Mingyi Committed by GitHub
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improve the threshold and ports in tests (#1215)

parent d3efcb39
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Inline Side-by-side
Showing with 122 additions and 86 deletions
python/sglang/test/test_utils.py
View file @ 158e8f1e
......@@ -23,18 +23,14 @@ from sglang.utils import get_exception_traceback
DEFAULT_MODEL_NAME_FOR_TEST = "meta-llama/Meta-Llama-3.1-8B-Instruct"
DEFAULT_MOE_MODEL_NAME_FOR_TEST = "mistralai/Mixtral-8x7B-Instruct-v0.1"
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH = 600
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
DEFAULT_PORT_FOR_SRT_TEST_RUNNER = 5157
DEFAULT_URL_FOR_MOE_TEST = "http://127.0.0.1:6157"
DEFAULT_URL_FOR_ACCURACY_TEST = "http://127.0.0.1:7157"
DEFAULT_URL_FOR_UNIT_TEST = "http://127.0.0.1:8157"
DEFAULT_URL_FOR_E2E_TEST = "http://127.0.0.1:9157"
DEFAULT_URL_FOR_TEST = "http://127.0.0.1:6157"
else:
DEFAULT_URL_FOR_MOE_TEST = "http://127.0.0.1:1157"
DEFAULT_URL_FOR_ACCURACY_TEST = "http://127.0.0.1:1257"
DEFAULT_URL_FOR_UNIT_TEST = "http://127.0.0.1:1357"
DEFAULT_URL_FOR_E2E_TEST = "http://127.0.0.1:1457"
DEFAULT_PORT_FOR_SRT_TEST_RUNNER = 1157
DEFAULT_URL_FOR_TEST = "http://127.0.0.1:2157"
def call_generate_lightllm(prompt, temperature, max_tokens, stop=None, url=None):
......
test/srt/sampling/penaltylib/test_srt_endpoint_with_penalizers.py
View file @ 158e8f1e
......@@ -7,7 +7,8 @@ import requests
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -17,11 +18,11 @@ class TestBatchPenalizerE2E(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=(
"--random-seed",
"0",
......
test/srt/test_chunked_prefill.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -20,11 +21,11 @@ class TestChunkedPrefill(unittest.TestCase):
other_args += ["--enable-mixed-chunk"]
model = DEFAULT_MODEL_NAME_FOR_TEST
base_url = DEFAULT_URL_FOR_UNIT_TEST
base_url = DEFAULT_URL_FOR_TEST
process = popen_launch_server(
model,
base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=other_args,
)
......
test/srt/test_embedding_openai_server.py
View file @ 158e8f1e
......@@ -4,17 +4,24 @@ import openai
from sglang.srt.hf_transformers_utils import get_tokenizer
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import DEFAULT_URL_FOR_UNIT_TEST, popen_launch_server
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
class TestOpenAIServer(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = "intfloat/e5-mistral-7b-instruct"
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.api_key = "sk-123456"
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=300, api_key=cls.api_key
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
api_key=cls.api_key,
)
cls.base_url += "/v1"
cls.tokenizer = get_tokenizer(cls.model)
......
test/srt/test_eval_accuracy_large.py
View file @ 158e8f1e
......@@ -5,8 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_ACCURACY_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -15,11 +15,11 @@ class TestEvalAccuracyLarge(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_ACCURACY_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--log-level-http", "warning"],
)
......
test/srt/test_eval_accuracy_large_chunked_prefill.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_ACCURACY_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -14,11 +15,11 @@ class TestEvalAccuracyLargeChunkedPrefill(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_ACCURACY_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--log-level-http", "warning", "--chunked-prefill-size", "256"],
)
......
test/srt/test_eval_accuracy_large_mixed_chunked_prefill.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_ACCURACY_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -14,11 +15,11 @@ class TestEvalAccuracyLargeChunkedPrefill(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_ACCURACY_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=[
"--log-level-http",
"warning",
......
test/srt/test_eval_accuracy_mini.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -14,8 +15,10 @@ class TestEvalAccuracyMini(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.process = popen_launch_server(cls.model, cls.base_url, timeout=300)
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
)
@classmethod
def tearDownClass(cls):
......
test/srt/test_large_max_new_tokens.py
View file @ 158e8f1e
......@@ -10,7 +10,8 @@ from sglang.srt.hf_transformers_utils import get_tokenizer
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -19,12 +20,12 @@ class TestOpenAIServer(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.api_key = "sk-123456"
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
api_key=cls.api_key,
other_args=("--max-total-token", "1024"),
env={"SGLANG_CLIP_MAX_NEW_TOKENS": "256", **os.environ},
......
test/srt/test_moe_serving_throughput.py
View file @ 158e8f1e
......@@ -7,7 +7,8 @@ from sglang.srt.server_args import ServerArgs
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MOE_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_MOE_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -25,9 +26,12 @@ class TestServingThroughput(unittest.TestCase):
other_args.append("--enable-p2p-check")
model = DEFAULT_MOE_MODEL_NAME_FOR_TEST
base_url = DEFAULT_URL_FOR_MOE_TEST
base_url = DEFAULT_URL_FOR_TEST
process = popen_launch_server(
model, base_url, timeout=300, other_args=other_args
model,
base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=other_args,
)
# Run benchmark
......@@ -72,8 +76,8 @@ class TestServingThroughput(unittest.TestCase):
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
assert res["output_throughput"] > 910
# A100 (PCIE): 950, H100 (SMX): 1800
assert res["output_throughput"] > 1750
def test_default_without_radix_cache(self):
res = self.run_test(
......@@ -83,19 +87,8 @@ class TestServingThroughput(unittest.TestCase):
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
assert res["output_throughput"] > 910
def test_default_without_chunked_prefill(self):
res = self.run_test(
disable_radix_cache=ServerArgs.disable_radix_cache,
disable_flashinfer=ServerArgs.disable_flashinfer,
chunked_prefill_size=-1,
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
print(res["output_throughput"])
# A100 (PCIE): 950, H100 (SMX): 1900
assert res["output_throughput"] > 1850
def test_all_cases(self):
for disable_radix_cache in [False, True]:
......
test/srt/test_openai_server.py
View file @ 158e8f1e
......@@ -8,7 +8,8 @@ from sglang.srt.hf_transformers_utils import get_tokenizer
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -17,10 +18,13 @@ class TestOpenAIServer(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.api_key = "sk-123456"
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=300, api_key=cls.api_key
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
api_key=cls.api_key,
)
cls.base_url += "/v1"
cls.tokenizer = get_tokenizer(DEFAULT_MODEL_NAME_FOR_TEST)
......
test/srt/test_serving_throughput.py
View file @ 158e8f1e
......@@ -7,7 +7,8 @@ from sglang.srt.server_args import ServerArgs
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_E2E_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -23,9 +24,12 @@ class TestServingThroughput(unittest.TestCase):
other_args.extend(["--chunked-prefill-size", str(chunked_prefill_size)])
model = DEFAULT_MODEL_NAME_FOR_TEST
base_url = DEFAULT_URL_FOR_E2E_TEST
base_url = DEFAULT_URL_FOR_TEST
process = popen_launch_server(
model, base_url, timeout=300, other_args=other_args
model,
base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=other_args,
)
# Run benchmark
......@@ -70,8 +74,8 @@ class TestServingThroughput(unittest.TestCase):
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
assert res["output_throughput"] > 1400
# A100 (PCIE): 1450, H100 (SMX): 2550
assert res["output_throughput"] > 2500
def test_default_without_radix_cache(self):
res = self.run_test(
......@@ -81,8 +85,8 @@ class TestServingThroughput(unittest.TestCase):
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
assert res["output_throughput"] > 1450
# A100 (PCIE): 1500, H100 (SMX): 2850
assert res["output_throughput"] > 2800
def test_default_without_chunked_prefill(self):
res = self.run_test(
......@@ -92,8 +96,8 @@ class TestServingThroughput(unittest.TestCase):
)
if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
# A100 (PCIE) performance
assert res["output_throughput"] > 1400
# A100 (PCIE): 1450, H100 (SMX): 2550
assert res["output_throughput"] > 2500
def test_all_cases(self):
for disable_radix_cache in [False, True]:
......
test/srt/test_skip_tokenizer_init.py
View file @ 158e8f1e
......@@ -6,7 +6,8 @@ import requests
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -15,9 +16,12 @@ class TestSkipTokenizerInit(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=300, other_args=["--skip-tokenizer-init"]
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--skip-tokenizer-init"],
)
@classmethod
......
test/srt/test_srt_endpoint.py
View file @ 158e8f1e
......@@ -6,7 +6,8 @@ import requests
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -15,8 +16,10 @@ class TestSRTEndpoint(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.process = popen_launch_server(cls.model, cls.base_url, timeout=300)
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
)
@classmethod
def tearDownClass(cls):
......
test/srt/test_torch_compile.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -14,9 +15,12 @@ class TestTorchCompile(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=300, other_args=["--enable-torch-compile"]
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--enable-torch-compile"],
)
@classmethod
......
test/srt/test_triton_attn_backend.py
View file @ 158e8f1e
......@@ -5,7 +5,8 @@ from sglang.srt.utils import kill_child_process
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -14,9 +15,12 @@ class TestTritonAttnBackend(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=300, other_args=["--disable-flashinfer"]
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--disable-flashinfer"],
)
@classmethod
......
test/srt/test_update_weights.py
View file @ 158e8f1e
......@@ -6,7 +6,8 @@ import requests
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_MODEL_NAME_FOR_TEST,
DEFAULT_URL_FOR_UNIT_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
......@@ -15,8 +16,10 @@ class TestReplaceWeights(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.process = popen_launch_server(cls.model, cls.base_url, timeout=300)
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
)
@classmethod
def tearDownClass(cls):
......
test/srt/test_vision_openai_server.py
View file @ 158e8f1e
......@@ -11,19 +11,23 @@ from decord import VideoReader, cpu
from PIL import Image
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import DEFAULT_URL_FOR_UNIT_TEST, popen_launch_server
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
class TestOpenAIVisionServer(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = "lmms-lab/llava-onevision-qwen2-0.5b-ov"
cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.api_key = "sk-123456"
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=300,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
api_key=cls.api_key,
other_args=[
"--chat-template",
......@@ -67,7 +71,7 @@ class TestOpenAIVisionServer(unittest.TestCase):
assert response.choices[0].message.role == "assistant"
text = response.choices[0].message.content
assert isinstance(text, str)
assert "logo" in text, text
assert "man" in text or "cab" in text, text
assert response.id
assert response.created
assert response.usage.prompt_tokens > 0
......@@ -86,18 +90,19 @@ class TestOpenAIVisionServer(unittest.TestCase):
{
"type": "image_url",
"image_url": {
"url": "https://raw.githubusercontent.com/sgl-project/sglang/main/assets/logo.png"
"url": "https://raw.githubusercontent.com/sgl-project/sglang/main/test/lang/example_image.png"
},
},
{
"type": "image_url",
"image_url": {
"url": "https://raw.githubusercontent.com/sgl-project/sglang/main/test/lang/example_image.png"
"url": "https://raw.githubusercontent.com/sgl-project/sglang/main/assets/logo.png"
},
},
{
"type": "text",
"text": "I have shown you two images. Please describe the two images to me.",
"text": "I have two very different images. They are not related at all. "
"Please describe the first image in one sentence, and then describe the second image in another sentence.",
},
],
},
......@@ -108,8 +113,9 @@ class TestOpenAIVisionServer(unittest.TestCase):
assert response.choices[0].message.role == "assistant"
text = response.choices[0].message.content
assert isinstance(text, str)
print(text)
assert "man" in text or "cab" in text, text
assert "logo" in text, text
# assert "logo" in text, text
assert response.id
assert response.created
assert response.usage.prompt_tokens > 0
......
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