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protobuf序列化numpy

妙音 posted @ 2020年6月15日 15:02 in python with tags protobuf , 9890 阅读
 

说明

 
protobuf处理不能直接处理numpy,需要先把numpy转为字节
 

 numpy转字节

 
import numpy as np
from io import BytesIO
A = np.array([ 
      1, 2, 3, 4, 4,
      2, 3, 4, 5, 3,
      4, 5, 6, 7, 2,
      5, 6, 7, 8, 9,
      6, 7, 8, 9, 0 ]).reshape(5,5)

   
# numpy 转bytes
nda_bytes = BytesIO()
np.save(nda_bytes, A, allow_pickle=False)

# bytes转numpy
nda_bytes = BytesIO(nda_bytes.getvalue())
B = np.load(nda_bytes, allow_pickle=False)
print(np.array_equal(A, B))
 

定义protobuf message

 
ndarray.proto
 
syntax = "proto3";

message NDArray {
    bytes ndarray = 1;
}
 

使用

 
from io import BytesIO
import numpy as np
import ndarray_pb2   #上面ndarray.proto编译成python


def ndarray_to_proto(nda: np.ndarray) -> NDArray:
    """
    numpy转proto
    """
    nda_bytes = BytesIO()
    np.save(nda_bytes, nda, allow_pickle=False)
    return NDArray(ndarray=nda_bytes.getvalue())


def proto_to_ndarray(nda_proto: NDArray) -> np.ndarray:
    nda_bytes = BytesIO(nda_proto.ndarray)
    return np.load(nda_bytes, allow_pickle=False)



A = np.array([ 
      1, 2, 3, 4, 4,
      2, 3, 4, 5, 3,
      4, 5, 6, 7, 2,
      5, 6, 7, 8, 9,
      6, 7, 8, 9, 0 ]).reshape(5,5)
serialized_A = ndarray_to_proto(A)
deserialized_A = proto_to_ndarray(serialized_A)
assert np.array_equal(A, deserialized_A)
 
 
 
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2024年6月27日 23:17

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2024年7月10日 16:03

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2024年7月11日 18:24

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2024年7月15日 15:55

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2024年7月15日 23:02

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2024年7月20日 00:45

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2024年7月20日 14:40

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2024年7月23日 14:19

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Type-C Hub 说:
2024年7月24日 15:06

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2024年7月27日 22:20

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solarsne 说:
2024年7月28日 01:50

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2024年7月29日 14:08

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hajj umrah 说:
2024年7月31日 17:32

Embarking on the pilgrimage of Umrah is a profound spiritual journey cherished by millions of Muslims around the world. However, amidst the spiritual significance lies the practical consideration of cost. Finding affordable Umrah packages that align with your budget without compromising quality is essential. In this guide, we delve into the realm of affordable Umrah packages, focusing particularly on cheap July Umrah packages in Manchester.

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Lucknow Call Girls 说:
2024年8月04日 23:27

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ERP Software 说:
2024年8月07日 18:30

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2024年10月12日 13:02

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2024年10月18日 20:54

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2024年10月21日 16:34

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2024年10月21日 23:23

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yt 说:
2024年10月23日 13:38

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2024年10月23日 13:41

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DA PA Checker 说:
2024年10月27日 07:05

The [url=https://thedapachecker.com/]DA PA Checker[/url] provides a suite of free SEO tools, converters, and calculators designed to improve website search engine optimization by analyzing key metrics like Domain Authority (DA) and Page Authority (PA), as well as supporting various SEO and website-related tasks.

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RMFreelancer 说:
2024年10月27日 18:39

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2024年10月27日 18:40

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Imran Khan 说:
2024年11月02日 17:25

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Handyman in Sharjah 说:
2024年11月04日 23:46

Looking for reliable handyman in Sharjah? AtDoorstep offers skilled professionals for various tasks, including plumbing, electrical work, carpentry, and general repairs. Enjoy prompt service and quality workmanship for all your home maintenance needs.

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Washing Machine Repa 说:
2024年11月05日 18:22

Reliable washing machine repair Dubai is provided by Handyman-Dubai Company. Contact us at +97145490505 to arrange for a service.For all of your machine service requirements, take advantage of timely service and high-quality workmanship.


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