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Update qps test

Signed-off-by: Jael Gu <mengjia.gu@zilliz.com>
main
Jael Gu 2 years ago
parent
commit
ea8020947c
  1. 3
      benchmark/qps_test.py
  2. 24
      benchmark/test_client.py

3
benchmark/qps_test.py

@ -95,7 +95,8 @@ if args.onnx:
# if not os.path.exists('test.onnx'): # if not os.path.exists('test.onnx'):
op.save_model('onnx', 'test.onnx') op.save_model('onnx', 'test.onnx')
sess = onnxruntime.InferenceSession('test.onnx', sess = onnxruntime.InferenceSession('test.onnx',
providers=['CUDAExecutionProvider'])
providers=['CUDAExecutionProvider', 'CPUExecutionProvider'])
sess.set_providers(['CUDAExecutionProvider'], [{'device_id': 0 if args.device < 0 else args.device}])
inputs = op.tokenizer([text], padding=True, truncation=True, return_tensors='np') inputs = op.tokenizer([text], padding=True, truncation=True, return_tensors='np')
# inputs = {} # inputs = {}
# for k, v in tokens.items(): # for k, v in tokens.items():

24
benchmark/test_client.py

@ -3,22 +3,18 @@ import sys
import time import time
num = int(sys.argv[-1]) num = int(sys.argv[-1])
client = triton_client.Client(url='localhost:8000')
data = 'Hello, world.'
client = triton_client.Client('localhost:8000')
data = 'hello'
# data = 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.'
# warm up
client.batch([data])
print('client: ok')
res = client(data)
print(res[0][0].shape)
time.sleep(5)
res = client([data])
print(len(res[0][0]), res[0][0][0].shape)
# Or run data with batch
print('test...')
start = time.time() start = time.time()
res = client.batch([data] * num, batch_size=8)
client.batch([data] * num, batch_size=8)
end = time.time() end = time.time()
print(num / (end-start))
# print(len(res), res[0][0][0].shape)
client.close()
print(f'duration: {end - start}')
print(f'qps: {num / (end - start)}')

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