阿里云人脸识别Python3调用示例参考-阿里云开发者社区

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阿里云人脸识别Python3调用示例参考

简介: 前面分别给出了关于阿里云人脸识别Java调用示例参考、阿里云人脸识别C#调用示例参考 。本文主要介绍Python3调用阿里云人脸识别服务,参数等的获取参考阿里云人脸识别使用流程简介。

概述

前面分别给出了关于阿里云人脸识别Java调用示例参考阿里云人脸识别C#调用示例参考 。本文主要介绍Python3调用阿里云人脸识别服务,参数等的获取参考阿里云人脸识别使用流程简介

Code Sample

1、使用网络图片

#!/usr/bin/env python
#coding=utf-8

import datetime
import hmac
import hashlib
import json
from urllib.parse import urlparse
import base64
import http.client

# 获取时间
def get_current_date():
    date = datetime.datetime.strftime(datetime.datetime.utcnow(), "%a, %d %b %Y %H:%M:%S GMT")
    return date

# 计算MD5+BASE64
def getcode(bodyData):
    temp = bodyData.encode("utf-8")
    md5 = hashlib.md5()
    md5.update(temp)
    md5str = md5.digest()  # 16位
    b64str = base64.b64encode(md5str)
    return b64str

# 计算 HMAC-SHA1
def to_sha1_base64(stringToSign, secret):
    hmacsha1 = hmac.new(secret.encode(), stringToSign.encode(), hashlib.sha1)
    return base64.b64encode(hmacsha1.digest())

# 初始参数设置
ak_id = '********'
ak_secret = '********'
datetime1 = get_current_date() # 获取时间

# 根据实际测试需要设置自己的图片URL
options = {
    'url': 'https://dtplus-cn-shanghai.data.aliyuncs.com/face/attribute',
    'method': 'POST',
    'body': json.dumps({"type": "0", "image_url":"https://ss0.bdstatic.com/94oJfD_bAAcT8t7mm9GUKT-xh_/timg?image&quality=100&size=b4000_4000&sec=1553926699&di=3e4484731c8897c57e67b3f632801f9a&src=http://b-ssl.duitang.com/uploads/item/201603/28/20160328121906_ErzAB.jpeg"}, separators=(',', ':')),
    'headers': {
        'accept': 'application/json',
        'content-type': 'application/json',
        'date':  datetime1
    }
}

body = '' # 请求body参数
if 'body' in options:
    body = options['body']
print(body)

bodymd5 = '' # 计算获取请求body的md5值
if not body == '':
    bodymd5 = getcode(body)
    bodymd5 = bodymd5.decode(encoding='utf-8')

urlPath = urlparse(options['url'])
restUrl = urlPath[1]
path = urlPath[2]

# 拼接请求签名字符串
stringToSign = options['method'] + '\n' + options['headers']['accept'] + '\n' + bodymd5 + '\n' + options['headers']['content-type'] + '\n' + options['headers']['date'] + '\n' + path
signature = to_sha1_base64(stringToSign, ak_secret)
signature = signature.decode(encoding='utf-8')
authHeader = 'Dataplus ' + ak_id + ':' + signature  # 组合认证Authorization

# 请求Header
headers = {
    # Request headers
    'Content-Type': options['headers']['content-type'],
    'Authorization': authHeader,
    'Date': datetime1,
    'Accept': options['headers']['accept']
}

try:
    # 设置http请求参数
    conn = http.client.HTTPSConnection(restUrl)
    conn.request(options['method'], path, body, headers)
    response = conn.getresponse()
    data = response.read()
    print("Result: ", data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

2、使用本地图片

#!/usr/bin/env python
#coding=utf-8

import datetime
import hmac
import hashlib
import json
from urllib.parse import urlparse
import base64
import http.client

# 获取时间
def get_current_date():
    date = datetime.datetime.strftime(datetime.datetime.utcnow(), "%a, %d %b %Y %H:%M:%S GMT")
    return date

# 计算MD5+BASE64
def getcode(bodyData):
    temp = bodyData.encode("utf-8")
    md5 = hashlib.md5()
    md5.update(temp)
    md5str = md5.digest()  # 16位
    b64str = base64.b64encode(md5str)
    return b64str

# 计算 HMAC-SHA1
def to_sha1_base64(stringToSign, secret):
    hmacsha1 = hmac.new(secret.encode(), stringToSign.encode(), hashlib.sha1)
    return base64.b64encode(hmacsha1.digest())

# 初始参数设置
ak_id = '********'
ak_secret = '********'
datetime1 = get_current_date() # 获取时间

# 读取本地图片
filenamePath = "C:\\Users\\Administrator\\Desktop\\time.jpeg"  # 测试图片存放在项目目录下
base64_data = ''
with open(filenamePath, "rb") as f:
    base64_data = base64.b64encode(f.read())

options = {
    'url': 'https://dtplus-cn-shanghai.data.aliyuncs.com/face/attribute',
    'method': 'POST',
    'body': json.dumps({"type": "1", "content": base64_data.decode()}, separators=(',', ':')),
    'headers': {
        'accept': 'application/json',
        'content-type': 'application/json',
        'date':  datetime1
    }
}

body = '' # 请求body参数
if 'body' in options:
    body = options['body']

bodymd5 = '' # 计算获取请求body的md5值
if not body == '':
    bodymd5 = getcode(body)
    bodymd5 = bodymd5.decode(encoding='utf-8')

urlPath = urlparse(options['url'])
restUrl = urlPath[1]
path = urlPath[2]

# 拼接请求签名字符串
stringToSign = options['method'] + '\n' + options['headers']['accept'] + '\n' + bodymd5 + '\n' + options['headers']['content-type'] + '\n' + options['headers']['date'] + '\n' + path
signature = to_sha1_base64(stringToSign, ak_secret)
signature = signature.decode(encoding='utf-8')
authHeader = 'Dataplus ' + ak_id + ':' + signature  # 组合认证Authorization

# 请求Header
headers = {
    # Request headers
    'Content-Type': options['headers']['content-type'],
    'Authorization': authHeader,
    'Date': datetime1,
    'Accept': options['headers']['accept']
}

try:
    # 设置http请求参数
    conn = http.client.HTTPSConnection(restUrl)
    conn.request(options['method'], path, body, headers)

    response = conn.getresponse()
    data = response.read()
    print("Result: ", data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

测试结果

Result:  b'{"face_num":1,"face_rect":[130,15,215,310],"face_prob":[1.0],"pose":[-39.87171173095703,3.1629905700683594,13.316142082214355],"landmark_num":105,"landmark":[149.30978393554688,96.07989501953125,182.51048278808594,103.61891174316406,168.19293212890625,92.86424255371094,163.5982208251953,106.67083740234375,155.65652465820312,94.533203125,161.86233520507812,92.48291015625,174.61239624023438,94.07614135742188,179.53085327148438,97.82328796386719,152.27731323242188,101.85122680664062,157.28382873535156,105.69109344482422,170.13148498535156,106.65303039550781,176.65440368652344,106.27960205078125,208.31942749023438,89.45866394042969,251.87301635742188,93.79106140136719,230.0853271484375,81.89714813232422,230.51527404785156,89.68502044677734,216.79515075683594,89.6149673461914,222.552490234375,84.50181579589844,238.20196533203125,84.00875854492188,245.5213165283203,88.17695617675781,215.89784240722656,89.83271789550781,223.32289123535156,91.33856201171875,237.9641876220703,88.7492446899414,245.1739501953125,90.21171569824219,142.1407928466797,125.49142456054688,164.00509643554688,128.34051513671875,145.10891723632812,125.63172912597656,147.94424438476562,126.44818115234375,150.6500244140625,126.81088256835938,153.4158935546875,126.65888977050781,156.25343322753906,126.86927795410156,159.156494140625,126.25942993164062,162.1279296875,126.26718139648438,145.39768981933594,123.09931945800781,148.59031677246094,120.63629150390625,151.33578491210938,117.68092346191406,154.80978393554688,115.87629699707031,158.06561279296875,117.82699584960938,160.29257202148438,121.1617202758789,162.145263671875,124.75296020507812,200.3869171142578,125.40289306640625,231.9613494873047,124.36839294433594,202.9525146484375,120.96773529052734,206.4003143310547,117.19731903076172,210.5859375,114.27775573730469,215.563232421875,113.27265930175781,220.54940795898438,114.28883361816406,224.9191131591797,116.93064880371094,228.459716796875,120.62786865234375,204.07652282714844,127.05133056640625,208.1422119140625,127.06246948242188,212.20623779296875,126.94207763671875,216.26516723632812,127.16531372070312,220.33071899414062,127.17938232421875,224.38912963867188,126.94290161132812,228.40740966796875,126.33187866210938,180.68057250976562,124.24948120117188,143.97146606445312,165.38916015625,162.32351684570312,144.94175720214844,134.83917236328125,195.49285888671875,122.00972747802734,167.71177673339844,163.79940795898438,201.26856994628906,133.96788024902344,245.5172119140625,168.45970153808594,249.88409423828125,137.96688842773438,246.32608032226562,162.34890747070312,248.4250030517578,146.12969970703125,236.7351531982422,142.00628662109375,233.75799560546875,153.06297302246094,233.48440551757812,139.43922424316406,240.54153442382812,161.5366973876953,240.76181030273438,137.25955200195312,243.36386108398438,139.29791259765625,236.613037109375,157.93588256835938,236.3226776123047,164.93807983398438,245.3672637939453,145.94772338867188,265.2122802734375,136.9383544921875,257.0703430175781,157.47044372558594,258.2634582519531,135.5330810546875,251.39419555664062,141.1232452392578,261.4836120605469,152.50865173339844,263.0754089355469,162.8560028076172,253.93109130859375,144.8207244873047,237.47555541992188,144.15426635742188,260.6490173339844,143.27313232421875,244.08506774902344,141.33230590820312,252.95635986328125,154.9131317138672,240.41152954101562,153.11502075195312,254.006591796875,141.71063232421875,246.61111450195312,141.28138732910156,248.74069213867188,142.75051879882812,240.49295043945312,141.84674072265625,257.1341552734375,150.30157470703125,237.34103393554688,148.99655151367188,257.8171691894531,159.0953826904297,243.94061279296875,156.98509216308594,250.0796356201172,155.39328002929688,125.05921936035156,372.2781066894531,161.79226684570312,143.71853637695312,331.37054443359375,129.91876220703125,224.91555786132812,295.54632568359375,291.6700744628906,139.50717163085938,173.88755798339844,340.72607421875,227.22573852539062,133.99127197265625,277.83892822265625,219.85977172851562,330.39678955078125],"iris":[160.3740234375,119.46086120605469,7.996552467346191,218.89495849609375,120.74580383300781,7.996552467346191],"gender":[0],"age":[24],"expression":[0],"glass":[0],"dense_fea_len":1024,"dense_fea":[-0.033544983714818954,0.021493861451745033,-0.03707369789481163,0.016898849979043007,-0.004632312338799238,0.037434328347444534,-0.01807882823050022,-0.010931204073131084,-0.028910614550113678,0.043657224625349045,-0.026060305535793304,-0.003893705317750573,0.03442023694515228,-0.010351949371397495,-7.559417863376439E-4,-2.679374301806092E-4,0.0024537802673876286,0.0029371269047260284,0.005171386990696192,0.0018515388946980238,0.009399348869919777,0.039642252027988434,-0.011193244718015194,-0.05458361655473709,-0.01632157526910305,0.02716182917356491,0.021897418424487114,0.05615152046084404,0.044466160237789154,0.003527723951265216,0.01513021532446146,-0.014997648075222969,0.011155657470226288,-0.028343327343463898,0.0023595313541591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