如何解碼以太坊智能合約數據，并批量處理相關細節？_PUT:TYP

原標題：《解碼以太坊智能合約數據》

正如我們在之前的文章中所討論的，智能合約交易類似于智能合約驅動的web3應用程序中的后端API調用。每個智能合約交易和結果應用程序狀態更改的細節都記錄在稱為交易、調用和日志的數據元素中。交易數據元素表示用戶發起的函數調用(更準確地說是EOA)，調用數據元素表示智能合約在交易中發起的其他函數調用，而日志數據元素表示交易執行期間發生的事件。

使用這些數據元素，可以非常精細地描述由于交易而在應用程序和區塊鏈上發生的狀態更改。當對一個去中心化的web3應用程序的所有交易、跟蹤和日志進行匯總分析時，可以提供用戶群及其在產品中的活動的整體和深刻的觀點。然而，這樣做是有挑戰性的，因為許多顯著的細節都被記錄為十六進制編碼字符串。例如，在以太坊網絡上使用Uniswap交換一對代幣的交易(該特定記錄可以在Etherscan上查看):

如果在Etherscan上查看交易，就可能已經注意到，它已經解碼了這個原始記錄，并提供了很好的上下文來幫助我們理解交易細節。雖然這非常有幫助，但它并不是為了回答那些需要轉換和匯總數據的問題，例如，所有Uniswap用戶的總交易價值是多少，或者Uniswap用戶3個月的留存率是多少。為了回答這些問題，我們需要能夠收集所有記錄，對其進行解碼，并批量處理相關細節。我們將在接下來的文章中詳細介紹如何做到這一點。

解碼交易

如果我們檢查原始數據記錄，我們可以看到交易是由EOA發起的0x3c02cebb49f6e8f1fc96158099ffa064bbfee38b，發送到與Uniswapv2路由器關聯的智能合約地址0x7a250d5630b4cf539739df2c5dacb4c659f2488d。但是，相關請求詳細信息在input字段中被編碼為一個長十六進制字符串。

在我們討論如何從input中提取人類可讀的數據之前，先談談它的結構將會很有指導意義。前導0x表示該字符串是十六進制的，因此它與實際的信息內容無關。之后，每2個十六進制字符代表一個字節。前四個字節，在本例中是38ed1739，是被調用函數的哈希簽名。其余字節是傳遞給函數的參數的哈希值。這意味著輸入字符串的長度可以根據所調用的特定函數和所需的參數而變化。

為了解碼這個十六進制字符串，我們需要引用應用程序二進制接口或ABI。這是一個json對象，包含給定智能合約的所有函數和事件接口定義(即名稱和類型)。ABI的功能是查找將交易數據中的散列簽名與人類可讀的接口定義進行匹配。ABI示例如下所示：

Uniswapv2路由器ABI的部分視圖

ABI通常可以在像Etherscan這樣的區塊瀏覽器上找到，以及合約源代碼。這是Uniswapv2路由器合約的ABI鏈接。

一旦我們有了ABI，我們就可以編寫來解碼交易:

importtracebackimportsysfromfunctoolsimportlru_cachefromweb3importWeb3fromweb3.autoimportw3fromweb3.contractimportContractfromweb3._utils.eventsimportget_event_datafromweb3._utils.abiimportexclude_indexed_event_inputs,get_abi_input_names,get_indexed_event_inputs,normalize_event_input_typesfromweb3.exceptionsimportMismatchedABI,LogTopicErrorfromweb3.typesimportABIEventfrometh_utilsimportevent_abi_to_log_topic,to_hexfromhexbytesimportHexBytesimportjsonimportredefdecode_tuple(t,target_field):output=dict()foriinrange(len(t)):ifisinstance(t,(bytes,bytearray)):output]=to_hex(t)elifisinstance(t,(tuple)):output]=decode_tuple(t,target_field)else:output]=treturnoutputdefdecode_list_tuple(l,target_field):output=lforiinrange(len(l)):output=decode_tuple(l,target_field)returnoutputdefdecode_list(l):output=lforiinrange(len(l)):ifisinstance(l,(bytes,bytearray)):output=to_hex(l)else:output=lreturnoutputdefconvert_to_hex(arg,target_schema):"""utilityfunctiontoconvertbytecodesintohumanreadableandjsonserializabledatastructures"""output=dict()forkinarg:ifisinstance(arg,(bytes,bytearray)):output=to_hex(arg)elifisinstance(arg,(list))andlen(arg)>0:target===k]iftarget=='tuple':target_field=targetoutput=decode_list_tuple(arg,target_field)else:output=decode_list(arg)elifisinstance(arg,(tuple)):target_field=foraintarget_schemaif'name'inaanda==k]output=decode_tuple(arg,target_field)else:output=argreturnoutput,{"inputs":,"name":"WETH","outputs":,"stateMutability":"view","type":"function"},{"inputs":,"name":"addLiquidity","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"addLiquidityETH","outputs":,"stateMutability":"payable","type":"function"},{"inputs":,"name":"factory","outputs":,"stateMutability":"view","type":"function"},{"inputs":,"name":"getAmountIn","outputs":,"stateMutability":"pure","type":"function"},{"inputs":,"name":"getAmountOut","outputs":,"stateMutability":"pure","type":"function"},{"inputs":","name":"path","type":"address"}],"name":"getAmountsIn","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":","name":"path","type":"address"}],"name":"getAmountsOut","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"view","type":"function"},{"inputs":,"name":"quote","outputs":,"stateMutability":"pure","type":"function"},{"inputs":,"name":"removeLiquidity","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"removeLiquidityETH","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"removeLiquidityETHSupportingFeeOnTransferTokens","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"removeLiquidityETHWithPermit","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"removeLiquidityETHWithPermitSupportingFeeOnTransferTokens","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":,"name":"removeLiquidityWithPermit","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapETHForExactTokens","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactETHForTokens","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"payable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactETHForTokensSupportingFeeOnTransferTokens","outputs":,"stateMutability":"payable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactTokensForETH","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactTokensForETHSupportingFeeOnTransferTokens","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactTokensForTokens","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapExactTokensForTokensSupportingFeeOnTransferTokens","outputs":,"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapTokensForExactETH","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"inputs":","name":"path","type":"address"},{"internalType":"address","name":"to","type":"address"},{"internalType":"uint256","name":"deadline","type":"uint256"}],"name":"swapTokensForExactTokens","outputs":","name":"amounts","type":"uint256"}],"stateMutability":"nonpayable","type":"function"},{"stateMutability":"payable","type":"receive"}]'output=decode_tx('0x7a250d5630b4cf539739df2c5dacb4c659f2488d','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',sample_abi)print('functioncalled:',output)print('arguments:',json.dumps(json.loads(output),indent=2))

摩根大通投資策略主席：不管比特幣如何擴張，如何流行都不能讓人感到滿意:金色財經報道，金融巨頭摩根大通投資策略主席Michael Cembalest在最近的一次采訪中表示，他對比特幣和加密貨幣的世界并不瘋狂，暗示盡管比特幣如何擴張，如何流行，但這種貨幣不會讓所有人都感到滿意。Cembalest 表示所表達的觀點是他自己的觀點，而不是摩根大通的觀點。不喜歡世界排名第一的數字貨幣，原因有兩個。首先是因為它的波動性，他說這阻止了比特幣“進入與價值投資相一致的范圍”。另一個原因是因為比特幣并沒有像許多分析師讓我們相信的那樣證明自己是對沖通脹的工具。（livebitcoinnews）[2022/2/14 9:49:52]

在示例代碼中有幾點需要注意：

此代碼設計用于批量處理大量交易。它假設數據已經存在于本地存儲中(而不是從區塊鏈實時獲取)，并且非常適合像PySpark這樣的分布式處理框架。

這樣我們就更容易理解了。

該調用是對名為swapexacttokensfortokens的方法的調用，用戶正在放入25億單位的起始代幣，并期望至少返回194,024,196,127,819,599,854,524,737單位的目標代幣。這些數字看起來可能是天文數字，但請記住，代幣單位通常用1/10^n表示，其中n大約是18。N有時被稱為代幣的十進制值。該path數組描述了在此交易中交換的代幣。每個數組元素都是代幣合約的地址。第一個是USDC(一種與美元掛鉤的穩定幣)，第二個是WrappedEth(帶有ERC20接口的以太坊)，第三個是DXO(一種深空游戲貨幣)。將1和2放在一起，我們可以推斷用戶請求交換2,500USDC(USDC的十進制值為6)和大約1.94億DXO(DXO的十進制值為18)。由于這種特殊的成對交換不能直接獲得，交易將通過WETH的中間代幣進行調解。解碼日志

該交易在執行過程中還觸發了7個事件，可以通過logs在以太坊上查詢Google的PublicDataset中的表獲得，也可以通過Etherscan查看。與用戶所要求的交換相對應的兩個最顯著的記錄是:

log_index:47transaction_hash:0x87a3bc85da972583e22da329aa109ea0db57c54a2eee359b2ed12597f5cb1a64transaction_index:37?address:0xb4e16d0168e52d35cacd2c6185b44281ec28c9dcdata:0x000000000000000000000000000000000000000000000000000000009502f90000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000093f8f932b016b1ctopics:?block_timestamp:2021-10-1900:00:18block_number:13444845block_hash:0xe9ea4fc0ef9a13b1e403e68e3ff94bc94e472132528fe8f07ade422b84a43afc

還有

log_index:50transaction_hash:0x87a3bc85da972583e22da329aa109ea0db57c54a2eee359b2ed12597f5cb1a64transaction_index:37?address:0x242301fa62f0de9e3842a5fb4c0cdca67e3a2fabdata:0x0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000093f8f932b016b1c000000000000000000000000000000000000000000a137bb41b9113069a51e190000000000000000000000000000000000000000000000000000000000000000topics:?block_timestamp:2021-10-1900:00:18block_number:13444845block_hash:0xe9ea4fc0ef9a13b1e403e68e3ff94bc94e472132528fe8f07ade422b84a43afc

人民日報整版闡釋如何加快數字化發展建設數字中國：加強區塊鏈等關鍵數字技術研究:金色財經報道，《人民日報》2021年10月29日 09 版整版闡釋如何加快數字化發展，建設數字中國，其中提到堅持創新驅動，全面推動區塊鏈等數字技術融入政務服務全流程。夯實技術創新基礎，加強區塊鏈等關鍵數字技術研究，夯實技術創新升級基礎。[2021/10/29 6:18:58]

同樣，相關詳細信息在topics和data字段中編碼為十六進制字符串。與transaction的情況一樣，input瀏覽這些數據字段的結構是有益的。topics是一個數組，其中第一個元素表示事件接口定義的哈希簽名。topics數組中的任何其他元素通常是事件中涉及的區塊鏈地址，根據具體上下文可能存在，也可能不存在。data表示事件參數值，其長度根據事件定義而不同。與交易的情況一樣，我們需要引用合約ABI，以便將其轉換為人類可讀的形式。

敏銳的讀者會注意到上面日志中的合約地址0xb4e16d0168e52d35cacd2c6185b44281ec28c9dc和0x242301fa62f0de9e3842a5fb4c0cdca67e3a2fab與用戶EOA最初調用的Routerv2合約0x7a250d5630b4cf539739df2c5dacb4c659f2488d不同。這兩個地址對應USDC-WETH和DXO-WETH代幣對的Uniswapv2對合約。這些合約負責持有各自交易對的流動性，并實際進行交換。用戶最初與之交互的Router合約作為一個協調器，并向適當的配對合約發起內部交易(跟蹤)。因此，為了解碼這些事件，我們還需要一對合約ABI。解碼日志示例如下:

fromweb3._utils.eventsimportget_event_datareturntopic2abievent_abi=topic2abi]evt_name=event_abidata=get_event_data(w3.codec,event_abi,log)target_schema=event_abidecoded_data=convert_to_hex(data,target_schema)return(evt_name,json.dumps(decoded_data),json.dumps(target_schema))exceptException:return('decodeerror',traceback.format_exc(),None)else:return('nomatchingabi',None,None)pair_abi=',"payable":false,"stateMutability":"nonpayable","type":"constructor"},{"anonymous":false,"inputs":,"name":"Approval","type":"event"},{"anonymous":false,"inputs":,"name":"Burn","type":"event"},{"anonymous":false,"inputs":,"name":"Mint","type":"event"},{"anonymous":false,"inputs":,"name":"Swap","type":"event"},{"anonymous":false,"inputs":,"name":"Sync","type":"event"},{"anonymous":false,"inputs":,"name":"Transfer","type":"event"},{"constant":true,"inputs":,"name":"DOMAIN_SEPARATOR","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"MINIMUM_LIQUIDITY","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"PERMIT_TYPEHASH","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"allowance","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"approve","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"balanceOf","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"burn","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"decimals","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"factory","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"getReserves","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"initialize","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"kLast","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"mint","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"name","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"nonces","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"permit","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"price0CumulativeLast","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"price1CumulativeLast","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"skim","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":,"name":"swap","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"symbol","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"sync","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":,"name":"token0","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"token1","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":,"name":"totalSupply","outputs":,"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":,"name":"transfer","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":,"name":"transferFrom","outputs":,"payable":false,"stateMutability":"nonpayable","type":"function"}]'output=decode_log('0x000000000000000000000000000000000000000000000000000000009502f90000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000093f8f932b016b1c',,pair_abi)print('eventemitted:',output)print('arguments:',json.dumps(json.loads(output),indent=2))

美眾議員：將繼續就如何將數字資產納入監管框架與金融服務委員會進行對話:金色財經報道，美國眾議員Don Beyer（非委員會成員）發表了一份聲明，贊賞了金融服務委員會今天舉行的聽證會，并提到了他關于加密貨幣監管的法案。他說：“我的全面數字資產立法是針對這些努力的絕佳起點。我期待與主席Maxine Waters和委員會其他成員繼續就國會如何將數字資產納入監管框架進行對話，這是行業和監管機構一直以來越來越強調的需求。[2021/12/9 13:00:06]

與交易解碼的代碼類似，示例代碼針對批量解碼用例進行了優化，并與類似PySpark的東西一起使用，以處理大量日志事件。運行以上收益率:

eventemitted:Swaparguments:{"sender":"0x7a250d5630B4cF539739dF2C5dAcb4c659F2488D","to":"0x242301FA62f0De9e3842A5Fb4c0CdCa67e3A2Fab","amount0In":2500000000,"amount1In":0,"amount0Out":0,"amount1Out":666409132118600476}

還有

eventemitted:Swaparguments:{"sender":"0x7a250d5630B4cF539739dF2C5dAcb4c659F2488D","to":"0x3c02cebB49F6e8f1FC96158099fFA064bBfeE38B","amount0In":0,"amount1In":666409132118600476,"amount0Out":194900241391490294085918233,"amount1Out":0}

我們可以認為這兩個確實swap是path在初始請求之后發生的事件——USDC>WETH>DXO。我們可以看到路由器合約(以488D結尾)是兩個事件中的發送方，充當協調者。USDC-WETH對合約(以c9dc結尾)將25億單位USDC換成666,409,132,118,600,476單位WETH，然后將產生的WETH轉移到DXO-WETH對合約(結束2Fab)。DXO-WETH合約將666,409,132,118,600,476單位的WETH置換為194,900,241,391,490,294,085,918,233單位的DXO，并按照最初的要求將其發送回用戶(EOA結束于E38B)。

結束語

正如本例所示，一旦我們有了工具，解碼的過程就相對簡單了，但知道要解碼什么以及如何解釋結果數據就不是那么簡單了。根據我們嘗試回答的具體問題，某些功能和事件比其他功能和事件更相關。為了分析web3應用程序中的經濟活動和用戶行為，了解特定智能合約的工作方式并確定感興趣的指標中涉及的關鍵功能和事件非常重要。這最好是通過實際使用該產品、在像Etherscan這樣的區塊瀏覽器上檢查數據消耗以及閱讀智能合約源代碼的組合來實現。這是制定正確的解碼和分析策略的關鍵條件。

Source：https://towardsdatascience.com/decoding-ethereum-smart-contract-data-eed513a65f76

“如何看待比特幣大跳水？”登上知乎熱榜:金色財經報道，根據知乎首頁，提問“如何看待比特幣大跳水？”登上知乎熱榜，現排名第3位，熱度686萬。[2021/1/12 15:57:18]

動態 | Kyle Samani發推質疑Block.one如何在兩年時間花掉 8 億美元:著名區塊鏈投資機構 Multicoin 創始合伙人 Kyle Samani 發推質疑 EOS 背后的開發公司 Block.one 如何在兩年時間中燒掉 8 億美元。Kyle Samani 發表推文稱，如果 Block.one 通過 ICO 融資了 40 億美元，現在的資產負債表上有 32 億美元的資產，那么這家有 200 名員工的公司如何在兩年時間里花掉了 8 億美元現金？Kyle Samani 還稱，Block.one 進行了 1.8 億美元風險投資，但這不是支出，即便把這些投資的賬面資產都減記為 0 ，時間也不夠用。而 Staked.us 的聯合創始人 Jonathan Marcus 則表示，Block.one 花費的那 8 億美元中，最少有 5.3 億美元用于股權回購，因為 Block.one 過去兩年共進行了兩次股權回購，一次花費了 3 億美元，最近又回購了 2.3 億美元的股權。[2019/6/3]

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