需求

最近我们需要在BSC上实现代币的自动化兑换,比如自动把BNB兑换成USDT,自动把USDT兑换成CAKE等其它代币,同时也要监视价格,在价格合适的时候再兑换代币。而PancakeSwap正是BSC上最大的去中心化平台,我们已经学会了手动在PancakeSwap上进行代币兑换,那么如何使用Python对这个操作进行自动化呢?

快速学习法

本文从新手的角度,讲解如何在面对一个从来没接触过的新事物时,快速上手做出东西来。
我们在学习一些新知识,新编程语言,新框架的时候,往往会陷入一个误区,就是总想一来就要把东西从头到尾的啃透,在网上找了一大堆资料、书籍、视频,然后正襟危坐的从第一页开始学起,过不了多久,就会越来越枯燥,越来越疲惫,从而半途而费。

多年来我总结出了一种快速学习法,就是先借助搜索引擎看个大概,对目标事物有个基本了解,然后就直接动手开始操练,刚开始肯定是写的磕磕绊绊,但是不要紧,边写边查边改,慢慢摸索,很快就能写出个勉强能用的东西,接下来再慢慢改进,不断优化,最终改成一份能放入产品的代码,此时基本用法已经学到个七七八八了,再越到类似需求则可以融会贯通,快速做出东西。

调用合约

要实现在PancakeSwap上的自动化需求,首先我们了解到,PancakeSwap的底层是一套智能合约。那么第一步我们的目标就是学会使用Python调用智能合约。

通过一番搜索我们找到了一个名为【web3.py】的库,正是做这个事情的。

初略阅读一下【web3.py】的文档,我们直接看调用合约的部分:
https://web3py.readthedocs.io/en/v5/contracts.html#contractcaller
文档中有大量的示例可以参考:
https://web3py.readthedocs.io/en/v5/examples.html

接下来马上动手操练,写一个调用合约的代码,比如调用BUSD的合约,查询我们的BUSD余额。

我们在BSC浏览器上找到BUSD的合约地址:
https://bscscan.com/address/0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56#readContract

在下方的【Contract】选项卡,我们可以看到该合约的方法,其中【Read Contract】是只读方法,用于查询一些数据,不需要签名即可调用,【Write Contract】是写入方法,需要签名授权才可以调用,我们可以直接在这边页面手动测试,比如上图中,在【balanceOf】方法中输入我们的钱包地址,点击【Query】按钮就可以查出我们的余额,由于USDT有18位小数精度,所以这个数值需要除以 10^18,就可以得到人类可读的余额约为 35.026 BUSD。其实这是一个标准的ERC20代币合约,在BSC上也称为【BEP20 Token】 标准,有着统一的ABI接口,但先不用了解那么多,我们直接上手,使用Python的【web3.py】库,调用这个合约的【balanceOf】方法:

import web3
from decimal import Decimal
import jsonclient = web3.Web3(web3.HTTPProvider("https://bsc-dataseed1.binance.org"))address_busd = "0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56"abi_busd = json.loads(r'[{"inputs":[],"payable":false,"stateMutability":"nonpayable","type":"constructor"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"owner","type":"address"},{"indexed":true,"internalType":"address","name":"spender","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Approval","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"previousOwner","type":"address"},{"indexed":true,"internalType":"address","name":"newOwner","type":"address"}],"name":"OwnershipTransferred","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"internalType":"address","name":"from","type":"address"},{"indexed":true,"internalType":"address","name":"to","type":"address"},{"indexed":false,"internalType":"uint256","name":"value","type":"uint256"}],"name":"Transfer","type":"event"},{"constant":true,"inputs":[],"name":"_decimals","outputs":[{"internalType":"uint8","name":"","type":"uint8"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"_name","outputs":[{"internalType":"string","name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"_symbol","outputs":[{"internalType":"string","name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[{"internalType":"address","name":"owner","type":"address"},{"internalType":"address","name":"spender","type":"address"}],"name":"allowance","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"approve","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[{"internalType":"address","name":"account","type":"address"}],"name":"balanceOf","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"burn","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"decimals","outputs":[{"internalType":"uint8","name":"","type":"uint8"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"subtractedValue","type":"uint256"}],"name":"decreaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"getOwner","outputs":[{"internalType":"address","name":"","type":"address"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"spender","type":"address"},{"internalType":"uint256","name":"addedValue","type":"uint256"}],"name":"increaseAllowance","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"mint","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"name","outputs":[{"internalType":"string","name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"owner","outputs":[{"internalType":"address","name":"","type":"address"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[],"name":"renounceOwnership","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"symbol","outputs":[{"internalType":"string","name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"totalSupply","outputs":[{"internalType":"uint256","name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transfer","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"sender","type":"address"},{"internalType":"address","name":"recipient","type":"address"},{"internalType":"uint256","name":"amount","type":"uint256"}],"name":"transferFrom","outputs":[{"internalType":"bool","name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[{"internalType":"address","name":"newOwner","type":"address"}],"name":"transferOwnership","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"}]')def main():contract = client.eth.contract(address = address_busd, abi = abi_busd)balance = contract.caller.balanceOf("0xeaC7d998684F50b7A492EA68F27633a117Be201d")balance = Decimal(balance) / (10 ** 18)print(balance)if __name__ == '__main__':main()

执行结果:

果然成功调用合约拿到了余额数字

合约ABI

代码其中有个参数是abi_busd,即BUSD这个合约的ABI,这个ABI从哪里来呢,依然是在BSC浏览器里面查询合约地址就可以找到:
https://bscscan.com/address/0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56#code


在【Contract】的【Code】里可以找到它的ABI,是一个JSON,复制出来即可。

ABI我们可以理解为对该合约所有公开方法的描述,它声明了函数名,函数参数个数、类型,返回值,这样在调用该合约的时候才能正确的序列化参数以及获取返回值,不难理解为什么要有这么个东西,想想在Windows上的C++开发中,很多第三方闭源库都是提供一个DLL文件和一个 .h头文件和一个 .lib 导入库,.h里的函数定义就如同这些JSON ABI,描述每个函数的函数名和参数,我们才能正确调用,至于C# 的DLL为什么可以直接调用而不需要接口描述文件,那是因为它的接口描述信息已经写到了DLL中,可以直接从DLL文件读取。

那么这个合约的ABI文件,除了从BSC浏览器中手动复制,有没有办法从网络上获取呢?当然是有的,【bscscan】提供了很多API其中就包括获取合约ABI的API,文档在此:
https://docs.bscscan.com/api-endpoints/contracts

import web3
from web3.middleware import geth_poa_middleware
from decimal import Decimal
import requestsclient = web3.Web3(web3.HTTPProvider("https://bsc-dataseed1.binance.org"))# 连接公共节点需要注入此中间件
client.middleware_onion.inject(geth_poa_middleware, layer=0)# 我们的钱包地址
address_wallet = "0xeaC7d998684F50b7A492EA68F27633a117Be201d"
# 私钥从环境变量获取
private_key = os.getenv("key")# BUSD合约地址
address_busd = "0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56"# pancakeswap合约地址
address_pancakeswap = "0x10ED43C718714eb63d5aA57B78B54704E256024E"# 获取合约ABI
def fetch_abi(address):url = "https://api.bscscan.com/api"params = {"module": "contract","action": "getabi","address": address,"apikey": "6HQZV977GIY8FNT36XN1JJSE12IP2IYVTQ",}resp = requests.get(url, params = params).json()return resp["result"]# 获取账户ERC20代币余额
def erc20_balance(address_erc20: str, wallet: str) -> Decimal:abi_busd = fetch_abi(address_erc20)contract = client.eth.contract(address=address_erc20, abi=abi_busd)# 先获取该代币精度decimals = contract.functions.decimals().call()# 获取代币余额balance = contract.functions.balanceOf(wallet).call()balance = Decimal(balance) / (10 ** decimals)return balancedef main():balance = erc20_balance(address_busd, address_wallet)print(balance)if __name__ == '__main__':main()

于是我们写了一个Python函数用于从网上获取ABI,这样在调用不同合约的时候,就不用一一手动复制ABI了。

注意上面的 apikey 是 bscscan.com 的 apikey ,我们可以在这里注册账号免费申请:https://bscscan.com/apis

免费版的 apikey 一天可以调用10万次 bscscan API,足够使用了。

不过这种从网上获取ABI的方式,在项目实践中最好获取一次然后缓存到本地,可以存到数据库也可以存到文本文件,总之每调用一次合约函数,就要发送HTTP请求获取一次ABI,是不太明智的选择,当然我们现在是学习阶段,这样简单写一写也无妨。

授权

接下来,我们需要调用 PancakeSwap 合约,实现代币的兑换,以BUSD兑换CAKE为例,最简单快速的方法,就是直接去 PancakeSwap 网页上手动发起一笔交易,待交易成功后,到BSC浏览器里查看链上的交易记录,看它调用了哪个合约的哪个方法,传递了什么参数,然后使用Python写代码,照葫芦画瓢即可。

首先,在 PancakeSwap 第一次交易某种代币时,需要授权,这个授权实际上是调用 BUSD 合约的【approve】方法,将我们账户的BUSD授权给 PancakeSwap 的合约进行支配,这样在接下来的兑换交易中,PancakeSwap 的合约才有权从我们账户中提取我们的BUSD代币,然后缓存CAKE代币转给我们。这个授权该如何用Python去实现呢?最简单的方法是直接提交交易,然后到BSC浏览器查询这笔交易:
https://bscscan.com/tx/0x6bdb716c91b4446dc9f66305578569241eb6b3ee058d943730a9ff3645f7994f#eventlog

在 Logs 这里我们可以看到这笔授权交易调用了
0xe9e7cea3dedca5984780bafc599bd69add087d56 合约(BUSD合约)的 Approval 方法

在【Overview】中我们可以看到传递的两个参数值是什么

再到BSC浏览器中查看BUSD的合约方法:

确实有【approve】这个方法,我们也可以直接在这里输入一样的参数进行手动测试,以验证结果。网上搜索资料,我们可以了解到这两个参数的意思,【spender】就是授权给谁,这里是授权给PancakeSwap的合约地址,【amount】是授权金额,图片里的这个值就是uint256的最大值,最终结果就等同于【无限制】。

接下来我们用Python代码实现这个授权操作:

import web3
from web3.middleware import geth_poa_middleware
from decimal import Decimal
import requestsclient = web3.Web3(web3.HTTPProvider("https://bsc-dataseed1.binance.org"))# 连接公共节点需要注入此中间件
client.middleware_onion.inject(geth_poa_middleware, layer=0)# 我们的钱包地址
address_wallet = "0xeaC7d998684F50b7A492EA68F27633a117Be201d"
# 私钥从环境变量获取
private_key = os.getenv("key")# BUSD合约地址
address_busd = "0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56"# pancakeswap合约地址
address_pancakeswap = "0x10ED43C718714eb63d5aA57B78B54704E256024E"# 获取合约ABI
def fetch_abi(address):url = "https://api.bscscan.com/api"params = {"module": "contract","action": "getabi","address": address,"apikey": "6HQZV977GIY8FNT36XN1JJSE12IP2IYVTQ",}resp = requests.get(url, params = params).json()return resp["result"]# 授权pancakeswap合约使用我们账户的BUSD代币
def approve_busd_to_pancakeswap(wallet: str):abi_busd = fetch_abi(address_busd)contract = client.eth.contract(address=address_busd, abi=abi_busd)txn = contract.functions.approve(address_pancakeswap, 2 ** 256 - 1).build_transaction({"chainId": client.eth.chain_id,"from": wallet,"nonce": client.eth.get_transaction_count(wallet),"gasPrice": client.eth.gas_price})signed_txn = client.eth.account.sign_transaction(txn, private_key)txn_hash = client.eth.send_raw_transaction(signed_txn.rawTransaction)txn_hash = client.toHex(txn_hash)return txn_hashdef main():txn_hash = approve_busd_to_pancakeswap(address_wallet)print(txn_hash)if __name__ == '__main__':main()

查询价格

授权完成后,在进行兑换交易之前,我们需要先查询兑换价格,这样才能确定多少代币可以兑换多少另一种代币,我们以BUSD购买CAKE为例,先查询一个BUSD可以买多少个CAKE。

我们先在BSC浏览器中找到 PancakeSwap 的合约地址:
https://bscscan.com/address/0x10ed43c718714eb63d5aa57b78b54704e256024e#readContract

同理,我们在下方的【Contract】【Read Contract】中可以测试该合约的所有可读方法,其中【getAmountsOut】方法就是用于查询多少A代币可以兑换多少B代币的函数,我们可以直接在这里手动测试,其中【amountIn】参数就是输入多少A代币,【path】参数就是兑换路径,这是一个数组,这里我们填入BUSD的合约地址和CAKE的合约地址即可,表示直接从BUSD兑换成CAKE,因为这两个代币之间有一个很大的流动性池子,可以直接兑换。有的时候,要兑换的两种代币之间没有池子,则需要将A先换成B再换成C,这个时候【path】就有三个元素,分别是A/B/C代币的合约地址。

比如要把HIGH兑换成CAKE,由于HIGH和CAKE之间没有池子,所以需要先讲HIGH换成BUSD再换成CAKE,那么【path】就需要三个元素,分别是HIGH/BUSD/CAKE的合约地址。

弄清楚大致原理后,我们就可以着手写Python代码如下:

import web3
from web3.middleware import geth_poa_middleware
from decimal import Decimal
import requestsclient = web3.Web3(web3.HTTPProvider("https://bsc-dataseed1.binance.org"))# 连接公共节点需要注入此中间件
client.middleware_onion.inject(geth_poa_middleware, layer=0)# 我们的钱包地址
address_wallet = "0xeaC7d998684F50b7A492EA68F27633a117Be201d"# BUSD合约地址
address_busd = "0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56"# CAKE合约地址
address_cake = "0x0E09FaBB73Bd3Ade0a17ECC321fD13a19e81cE82"# pancakeswap合约地址
address_pancakeswap = "0x10ED43C718714eb63d5aA57B78B54704E256024E"# 获取合约ABI
def fetch_abi(address):url = "https://api.bscscan.com/api"params = {"module": "contract","action": "getabi","address": address,"apikey": "6HQZV977GIY8FNT36XN1JJSE12IP2IYVTQ",}resp = requests.get(url, params = params).json()return resp["result"]# 查询CAKE与BUSD兑换价格
def query_cake_price() -> Decimal:abi_pancakeswap = fetch_abi(address_pancakeswap)contract = client.eth.contract(address=address_pancakeswap, abi=abi_pancakeswap)price = contract.functions.getAmountsOut(1 * 10 ** 18, [address_busd, address_cake]).call()return Decimal(price[1]) / (10 ** 18)def main():price = query_cake_price()print(price)if __name__ == '__main__':main()

执行结果:

可以看到,执行结果为,1个BUSD可以换约0.2535个CAKE
需要注意的是,函数中的 10 ** 18,因为我们知道 BUSD 和 CAKE 的精度都是18位小数,所以我们在这里直接写死了,在实际项目中需要根据你的情况更改。

兑换交易

接下来最后一步就是进行兑换交易了,我们可以先手动兑换一笔,然后查看交易记录:
https://bscscan.com/tx/0x71f5d27d08803ca834b685c86b7f8a2b72039b468fc6600256a18e8ba0c7a173

我们可以看到它调用了 PancakeSwap 合约的 【swapExactTokensForTokens】方法,【Decode Input Data】后可以看到传递的参数是什么:

有同学就要问了,你怎么知道 PancakeSwap 合约的这些方法和参数是什么含义呢?包括上面的【getAmountsOut】方法,答案就在PancakeSwap的文档中,解释得很清楚了:
https://docs.pancakeswap.finance/code/smart-contracts/pancakeswap-exchange/v2/router-v2

接下来我们用 Python 代码实现兑换操作:

import web3
from web3.middleware import geth_poa_middleware
from decimal import Decimal
import requests
from datetime import datetime, timedeltaclient = web3.Web3(web3.HTTPProvider("https://bsc-dataseed1.binance.org"))# 连接公共节点需要注入此中间件
client.middleware_onion.inject(geth_poa_middleware, layer=0)# 我们的钱包地址
address_wallet = "0xeaC7d998684F50b7A492EA68F27633a117Be201d"
# 私钥从环境变量获取
private_key = os.getenv("key")# BUSD合约地址
address_busd = "0xe9e7CEA3DedcA5984780Bafc599bD69ADd087D56"# CAKE合约地址
address_cake = "0x0E09FaBB73Bd3Ade0a17ECC321fD13a19e81cE82"# pancakeswap合约地址
address_pancakeswap = "0x10ED43C718714eb63d5aA57B78B54704E256024E"# 获取合约ABI
def fetch_abi(address):url = "https://api.bscscan.com/api"params = {"module": "contract","action": "getabi","address": address,"apikey": "6HQZV977GIY8FNT36XN1JJSE12IP2IYVTQ",}resp = requests.get(url, params = params).json()return resp["result"]# 将BUSD兑换为CAKE
def swap_busd_to_cake(wallet: str, amount_busd: Decimal):abi_pancakeswap = fetch_abi(address_pancakeswap)contract = client.eth.contract(address=address_pancakeswap, abi=abi_pancakeswap)price_cake = contract.functions.getAmountsOut(1 * 10 ** 18, [address_busd, address_cake]).call()price_cake = Decimal(price_cake[1]) / (10 ** 18)# 滑点0.5% 交易手续费 0.25% ,则最小换得的cake数量为理论换得的cake数量 乘 99.25 %amount_cake_min = int(price_cake * amount_busd * Decimal("0.9925") * 10 ** 18)amount_busd = int(amount_busd * 10 ** 18)# deadline为交易必须在此时间前确认,否则交易失败,我们在pancakeswap网页上手动操作的时候默认是20分钟,所以照着它来deadline = datetime.now() + timedelta(minutes = 20)txn = contract.functions.swapExactTokensForTokens(amount_busd, amount_cake_min, [address_busd, address_cake], wallet, int(deadline.timestamp())).build_transaction({"chainId": client.eth.chain_id,"from": wallet,"nonce": client.eth.get_transaction_count(wallet),"gasPrice": client.eth.gas_price})signed_txn = client.eth.account.sign_transaction(txn, private_key)txn_hash = client.eth.send_raw_transaction(signed_txn.rawTransaction)txn_hash = client.toHex(txn_hash)return txn_hashdef main():txn_hash = swap_busd_to_cake(address_wallet, Decimal("1.0"))print(txn_hash)if __name__ == '__main__':main()

执行以后,交易成功,perfect !
https://bscscan.com/tx/0xbb7de1e37f332bd8114ba8d58cf3a13226d76194dc8cc08f3e7dac9ba00df4a0

完整示例代码

【python_pancakeswap】https://github.com/encoderlee/python_pancakeswap

【BSC】使用Python玩转PancakeSwap(入门篇)相关推荐

  1. Python+django建站入门篇(2):素数判断

    本文使用django框架搭建网站,运行之后,获取用户输入的整数,判断是否为素数并进行相应的提示. 本文技术要点: 1)使用django创建网站 2)了解MVC开发模式 3)设置路由 4)接收用户输入 ...

  2. Python:Excel自动化实践入门篇 甲【留言点赞领图书门票】

    *以下内容为本人的学习笔记,如需要转载,请声明原文链接 微信公众号「ENG八戒」https://mp.weixin.qq.com/s?__biz=MzUxMTgxMzExNQ==&mid=22 ...

  3. python机器人视觉编程——入门篇(下)

    目录 1 全篇概要 2 图像的读取与运算基础 2.1图像的读取 2.1.1 从磁盘的图像(.jpg,.npg,.gif等等)读取 2.1.2 从摄像头里读取图像 2.2图像的运算 2.2.1 图像的数 ...

  4. python语言自学教程-3D图示Python标准自学教程入门篇

    内容简介: Python入门篇教程从最基础的计算机发展史.Python的来源与发展历史开始讲起: 依次讲解python变量与表达式.数据类型.运算符.流程控制语句等,末尾通过课堂练习.课后作业以及微型 ...

  5. python自学教程-3D图示Python标准自学教程入门篇

    内容简介: Python入门篇教程从最基础的计算机发展史.Python的来源与发展历史开始讲起: 依次讲解python变量与表达式.数据类型.运算符.流程控制语句等,末尾通过课堂练习.课后作业以及微型 ...

  6. python tree结构_Python入门篇-数据结构树(tree)篇

    Python入门篇-数据结构树(tree)篇 作者:尹正杰 版权声明:原创作品,谢绝转载!否则将追究法律责任. 一.树概述 1>.树的概念 非线性结构,每个元素可以有多个前躯和后继 树是n(n& ...

  7. python自学课堂_3D图示Python标准自学教程入门篇

    内容简介: Python入门篇教程从最基础的计算机发展史.Python的来源与发展历史开始讲起: 依次讲解python变量与表达式.数据类型.运算符.流程控制语句等,末尾通过课堂练习.课后作业以及微型 ...

  8. python机器人视觉编程——入门篇(上)

    目录 1 全篇概要(主要阅读对象及内容提要) 2 python知识点之--环境及依赖的库安装简述 2.1 Python开发环境安装 2.2 Python 机器视觉模块安装 2.3 写第一个Python ...

  9. python群控_带你用 Python 实现自动化群控入门篇

    点击上方"AirPython",选择"加为星标"第一时间关注 Python 技术干货! 1. 前言 群控,相信大部分人都不会陌生!印象里是一台电脑控制多台设备完 ...

  10. python图表之pygal入门篇

    pygal的简单使用 例子来自此书: <Python编程从入门到实战>[美]Eric Matthes pygal是一个SVG图表库.SVG是一种矢量图格式.全称Scalable Vecto ...

最新文章

  1. ACL2022引入滚动审稿机制,Deadline不足一个月啦
  2. 修改tomcat6.0.25日志默认路径
  3. 图像反光能被一键去除了?港科大开源RFC,仅用一个操作,强反光也能完美去除|CVPR2021...
  4. 放心,GPT-3 不会“杀死”编程
  5. php数组添加省会城市,【JSON数据】中国各省份省会城市经纬度 JSON
  6. 【Qt】解决GDAL直接读取数据到QImage导致图像歪斜的问题
  7. 2021年广东副高考试成绩查询,广东省中山市2021年高级会计师考试成绩可以查询了吗?...
  8. 自适应灰色动态滚动网站404页面源码
  9. python吃显卡还是内存条_玩天际线吃U还是吃显卡或者还是吃内存?--天际线配置需求个人见解...
  10. LINUX系统管理与应用
  11. RR调度(Round-robin scheduling)简单介绍
  12. 数据结构:算法的时间复杂度和空间复杂度
  13. 计算机光驱里有硬盘,笔记本电脑光驱位装机械硬盘有以下危害
  14. 亿道丨三防手机丨手持终端丨PDA丨优势与特点
  15. 阿里巴巴、百度前端工程师 2015 暑期实习生面试经历
  16. PC微信3.7.0将本地文件从MsgAttach文件夹转移回原先的File文件夹
  17. 通讯协议和通讯方式概述
  18. 《农民的终结》读书笔记优秀范文2700字
  19. 中山大学计算机技术考研科目,2017年中山大学0812计算机科学与技术考研专业目录及考试科目...
  20. AD597 K型热电偶放大器 温度测量模块 热电偶变送器 模拟输出 原理图PCB

热门文章

  1. 目标跟踪数据集VOT环境详细配置过程(附部分tracker融合代码)
  2. C#中Skip和Take的用法
  3. python图形包是什么_介绍Python 图形计算工具包
  4. LeetCode 53. 最大子序和 动态规划
  5. HTB-Unified
  6. LSF - 集群概览
  7. 计算机无法识别新u盘,电脑新装win7系统就无法识别u盘怎么办
  8. Vue进阶(六十三):如何使浏览器打开时,默认的文档模式就是标准模式
  9. java让星星闪烁,js实现星星闪特效
  10. 根据手势拿到superview