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GoogleスプレッドシートでLLMに問い合わせる独自関数を作る

kun432kun432

周回遅れもいいところだけど、GAS/JSほとんど触らないので。

https://note.com/mir4545/n/nc9e83a5e8171

上記を参考に、OpenAIとAnthropicを使い分けれるようなスクリプトをClaude-3.5-Sonnetに書いてもらった。ClaudeについてはAPIが変わっているので最新に書き換えた。

コード.gs
/**
 * OpenAIまたはAnthropicのAPIを使用してテキスト生成を行う独自関数
 * @param {string} prompt - APIに送信するプロンプト
 * @param {string} api - 使用するAPI("openai"または"anthropic")
 * @param {string} model - 使用するAIモデル(デフォルトはOpenAIの "gpt-4o-mini" またはAnthropicの "claude-3-haiku-20240307")
 * @return {string} 生成されたテキスト
 * @customfunction
 */
function GENERATE_TEXT(prompt, api = "openai", model = "") {
  try {
    const MAX_TOKENS = 4096;
    const TEMPERATURE = 0.3;

    let apiKey, url, payload, options;

    // APIの選択
    switch (api.toLowerCase()) {
      case "openai":
        apiKey = PropertiesService.getScriptProperties().getProperty('OPENAI_API_KEY');
        url = 'https://api.openai.com/v1/chat/completions';
        model = model || "gpt-4o-mini";
        headers = {
          'Authorization': 'Bearer ' + apiKey,
          'Content-Type': 'application/json'
        };
        break;
      
      case "anthropic":
        apiKey = PropertiesService.getScriptProperties().getProperty('ANTHROPIC_API_KEY');
        url = 'https://api.anthropic.com/v1/messages';
        model = model || "claude-3-haiku-20240307";
        headers = {
          'x-api-key': apiKey,
          'anthropic-version': '2023-06-01',
          'Content-Type': 'application/json'
        };
        break;
      
      default:
        throw new Error("無効なAPI指定です。'openai'または'anthropic'を指定してください。");
    }

    if (!apiKey) {
      throw new Error("APIキーが設定されていません。");
    }

    // APIリクエストの送信
    payload = {
      model: model,
      messages: [{"role": "user", "content": prompt}],
      max_tokens: MAX_TOKENS,
      temperature: TEMPERATURE
    };
    options = {
      method: 'post',
      headers: headers,
      payload: JSON.stringify(payload)
    };

    const response = UrlFetchApp.fetch(url, options);
    const jsonResponse = JSON.parse(response.getContentText());

    // 生成されたテキストを返す
    if (api.toLowerCase() === "openai") {
      return jsonResponse.choices[0].message.content.trim();
    } else {
      return jsonResponse.content[0].text.trim();
    }
  } catch (error) {
    // エラーメッセージを返す
    return "エラー: " + error.toString();
  }
}

APIキーはスクリプトプロパティに登録する。

こんな感じで使える。

プロバイダやモデルは引数で変更可。

上で紹介されたサイトに有る通り、定期的に再計算されてしまうようなのでそれがまずい場合は、値貼付けするか、IFなどを使って、再計算されないようにする対処が別途必要になる。

kun432kun432

LLMアプリケーションを作って展開する、っていうのが常に頭にあったけれども、こういうもののほうが用途やターゲットが絞れてて、かつサラッと使いやすくていいのかもな。

kun432kun432

以下を参考にBedrockのAnthropic用。GASからAWS APIのアクセスは案外面倒なのだなー。

https://technexus-blog.mbs.jp/2023/10/gasgoogle-app-scriptaws-bedrock.html

https://github.com/smithy545/aws-apps-scripts

https://qiita.com/moritalous/items/e8dfb25a319e5c4e3eb9

自分はaws.jsは同じファイル内に1つにしてしまった。

フルコード
コード.gs
/**
 * BedrockのAnthropic APIを使用してテキスト生成を行う独自関数
 * @param {string} prompt - APIに送信するテキスト
 * @param {string} model - 使用するAIモデル(デフォルトは"anthropic.claude-3-haiku-20240307-v1:0")
 * @return {string} 生成されたテキスト
 * @customfunction
 */
function GENERATE_BEDROCK(text, model = "") {
  try {
    const MAX_TOKENS = 4096;
    const TEMPERATURE = 0.3;
    const modelId = model || 'anthropic.claude-3-haiku-20240307-v1:0';

    // 認証情報取得
    const accessKeyId = PropertiesService.getScriptProperties().getProperty('AWS_ACCESS_KEY_ID')
    const secretAccessKey = PropertiesService.getScriptProperties().getProperty('AWS_SECRET_ACCESS_KEY')
    const region = PropertiesService.getScriptProperties().getProperty('AWS_REGION')
    AWS.init(accessKeyId, secretAccessKey)

    const headers = {
      'Content-Type': 'application/json',
      'Accept': '*/*'
    }

    const payload = {
      "messages": [
        {
          "role": "user",
          "content": [
            {"type": "text", "text": text}     
          ]
        }
      ],
      "max_tokens": MAX_TOKENS,
      "temperature": TEMPERATURE,
      "anthropic_version": "bedrock-2023-05-31"
    }

    const response = AWS.request(
      'bedrock',
      region,
      '',
      undefined,
      'POST',
      payload,
      headers,
      `/model/${modelId}/invoke`,
      undefined,
      `bedrock-runtime.${region}.amazonaws.com`
    )

    const jsonResponse = JSON.parse(response.getContentText())
    return jsonResponse.content[0].text.trim()
  } catch (error) {
    // エラーメッセージを返す
    return "エラー: " + error.toString();
  } 
}

/*
  AWS認証およびAPIリクエストを行う

  * aws-apps-scripts by @smithy545 さん
    * https://github.com/smithy545/aws-apps-scripts
  * プロンプトエンジニアリングに最適なツールはこれだ!!?(結局方眼紙最強説)by @moritalous さん / @ryugate さん (コメント) 
    * https://qiita.com/moritalous/items/e8dfb25a319e5c4e3eb9
*/

var AWS = (function() {
  // option constants
  var PARAM_BUCKET_NAME = "Bucket";

  // Keys cannot be retrieved once initialized but can be changed
  var accessKey;
  var secretKey;

  return {
    /**
     * Sets up keys for authentication so you can make your requests. Keys are not gettable once added.
     * @param {string} access_key - your aws access key
     * @param {string} secret_key - your aws secret key
     */
    init: function AWS(access_key, secret_key) {
      if(access_key == undefined) {
        throw "Error: No access key provided";
      } else if(secret_key == undefined) {
        throw "Error: No secret key provided";
      }
      accessKey = access_key;
      secretKey = secret_key;
    },
    /**
     * Authenticates and sends the given parameters for an AWS api request.
     * @param {string} service - the aws service to connect to (e.g. 'ec2', 'iam', 'codecommit')
     * @param {string} region - the aws region your command will go to (e.g. 'us-east-1')
     * @param {string} action - the api action to call
     * @param {Object} [params] - the parameters to call on the action. Defaults to none.
     * @param {string} [method=GET] - the http method (e.g. 'GET', 'POST'). Defaults to GET.
     * @param {(string|object)} [payload={}] - the payload to send. Defults to ''.
     * @param {Object} [headers={Host:..., X-Amz-Date:...}] - the headers to attach to the request. Host and X-Amz-Date are premade for you.
     * @param {string} [uri='/'] - the path after the domain before the action. Defaults to '/'.
     * @param {Object} [options] - additional service specific values
     * @param {string} [host] - host
     * @return {string} the server response to the request
     */
    request: function(service, region, action, params, method, payload, headers, uri, options, host) {
      if(service == undefined) {
        throw "Error: Service undefined";
      } else if(region == undefined) {
        throw "Error: Region undefined";
      } else if(action == undefined) {
        throw "Error: Action undefined";
      }

      var options = options || {};
      var bucket = options[PARAM_BUCKET_NAME];
      if (service == "s3" && action != "ListAllMyBuckets" && bucket == undefined) {
        throw "Error: S3 Bucket undefined";
      }

      if(payload == undefined) {
        payload = "";
      } else if(typeof payload !== "string") {
        payload = JSON.stringify(payload);
      }

      var Crypto = loadCrypto();

      var d = new Date();

      var dateStringFull =  String(d.getUTCFullYear()) + addZero(d.getUTCMonth()+1) + addZero(d.getUTCDate()) + "T" + addZero(d.getUTCHours()) + addZero(d.getUTCMinutes()) + addZero(d.getUTCSeconds()) + 'Z';
      var dateStringShort = String(d.getUTCFullYear()) + addZero(d.getUTCMonth()+1) + addZero(d.getUTCDate());
      var payload = payload || '';
      var hashedPayload = Crypto.SHA256(payload);
      var method = method || "GET";
      var uri = uri || "/";
      var host = host || getHost(service, region, bucket);
      var headers = headers || {};
      var request;
      var query;
      if(method.toLowerCase() == "post") {
        request = "https://"+host+uri;
        query = '';
      } else {
        query = "Action="+action;
        if(params) {
          Object.keys(params).sort(function(a,b) { return a<b?-1:1; }).forEach(function(name) {
            query += "&"+name+"="+fixedEncodeURIComponent(params[name]);
          });
        }
        request = "https://"+host+uri+"?"+query;
      }

      var canonQuery = getCanonQuery(query);
      var canonHeaders = "";
      var signedHeaders = "";
      headers["Host"] = host;
      headers["X-Amz-Date"] = dateStringFull;
      headers["X-Amz-Target"] = action;
      headers["X-Amz-Content-SHA256"] = hashedPayload;
      Object.keys(headers).sort(function(a,b){return a<b?-1:1;}).forEach(function(h, index, ordered) {
        canonHeaders += h.toLowerCase() + ":" + headers[h] + "\n";
        signedHeaders += h.toLowerCase() + ";";
      });
      signedHeaders = signedHeaders.substring(0, signedHeaders.length-1);

      var CanonicalString = method+'\n'
      + uri.replace(":", "%3A")+'\n'
      + query+'\n'
      + canonHeaders+'\n'
      + signedHeaders+'\n'
      + hashedPayload;
      var canonHash = Crypto.SHA256(CanonicalString);

      var algorithm = "AWS4-HMAC-SHA256";
      var scope = dateStringShort + "/"+region+"/"+service+"/aws4_request";

      var StringToSign = algorithm+'\n'
      + dateStringFull+'\n'
      + scope+'\n'
      + canonHash;

      var key = getSignatureKey(Crypto, secretKey, dateStringShort, region, service);
      var signature = Crypto.HMAC(Crypto.SHA256, StringToSign, key, { asBytes: false });

      var authHeader = algorithm +" Credential="+accessKey+"/"+scope+", SignedHeaders="+signedHeaders+", Signature="+signature;

      headers["Authorization"] = authHeader;
      delete headers["Host"];
      var options = {
        method: method,
        headers: headers,
        muteHttpExceptions: true,
        payload: payload,
      };

      var response = UrlFetchApp.fetch(request, options);
      return response;
    },
    /**
     * Sets new authorization keys
     * @param {string} access_key - the new access_key
     * @param {string} secret_key - the new secret key
     */
    setNewKey: function(access_key, secret_key) {
      if(access_key == undefined) {
        throw "Error: No access key provided";
      } else if(secret_key == undefined) {
        throw "Error: No secret key provided";
      }
      accessKey = access_key;
      secretKey = secret_key;
    }
  };

  function getHost(service, region, bucket) {
    var is_s3 = (service == "s3");
    return [
      bucket,
      service,
      (is_s3 ? undefined : region),
      "amazonaws.com"
    ].filter(Boolean).join(".");
  }

  function getCanonQuery(r) {
    var query = r.split("&").sort().join("&");

    var canon = "";
    for(var i = 0; i < query.length; i++) {
      var element = query.charAt(i);
      if(isCanon(element)) {
        canon += element;
      } else {
        canon += "%"+element.charCodeAt(0).toString(16)
      }
    }

    return canon;
  }

  // For characters only
  function isCanon(c) {
    return /[a-z0-9-_.~=&]/i.test(c);
  }

  function addZero(s) {
    return (Number(s) < 10 ? '0' : '') + String(s);
  }

  /**
   * Source: http://docs.aws.amazon.com/general/latest/gr/signature-v4-examples.html#signature-v4-examples-jscript
   */
  function getSignatureKey(Crypto, key, dateStamp, regionName, serviceName) {
    var kDate= Crypto.HMAC(Crypto.SHA256, dateStamp, "AWS4" + key, { asBytes: true});
    var kRegion= Crypto.HMAC(Crypto.SHA256, regionName, kDate, { asBytes: true });
    var kService=Crypto.HMAC(Crypto.SHA256, serviceName, kRegion, { asBytes: true });
    var kSigning= Crypto.HMAC(Crypto.SHA256, "aws4_request", kService, { asBytes: true });

    return kSigning;
  }

  function loadCrypto() {
    var window = {};
    var Crypto = undefined;
    /*
     * Crypto-JS v2.5.3
     * http://code.google.com/p/crypto-js/
     * (c) 2009-2012 by Jeff Mott. All rights reserved.
     * http://code.google.com/p/crypto-js/wiki/License
     */
    // start sha256/CryptoJS
    (typeof Crypto=="undefined"||!Crypto.util)&&function(){var d=window.Crypto={},k=d.util={rotl:function(b,a){return b<<a|b>>>32-a},rotr:function(b,a){return b<<32-a|b>>>a},endian:function(b){if(b.constructor==Number)return k.rotl(b,8)&16711935|k.rotl(b,24)&4278255360;for(var a=0;a<b.length;a++)b[a]=k.endian(b[a]);return b},randomBytes:function(b){for(var a=[];b>0;b--)a.push(Math.floor(Math.random()*256));return a},bytesToWords:function(b){for(var a=[],c=0,e=0;c<b.length;c++,e+=8)a[e>>>5]|=(b[c]&255)<<
      24-e%32;return a},wordsToBytes:function(b){for(var a=[],c=0;c<b.length*32;c+=8)a.push(b[c>>>5]>>>24-c%32&255);return a},bytesToHex:function(b){for(var a=[],c=0;c<b.length;c++)a.push((b[c]>>>4).toString(16)),a.push((b[c]&15).toString(16));return a.join("")},hexToBytes:function(b){for(var a=[],c=0;c<b.length;c+=2)a.push(parseInt(b.substr(c,2),16));return a},bytesToBase64:function(b){if(typeof btoa=="function")return btoa(g.bytesToString(b));for(var a=[],c=0;c<b.length;c+=3)for(var e=b[c]<<16|b[c+1]<<
        8|b[c+2],p=0;p<4;p++)c*8+p*6<=b.length*8?a.push("ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/".charAt(e>>>6*(3-p)&63)):a.push("=");return a.join("")},base64ToBytes:function(b){if(typeof atob=="function")return g.stringToBytes(atob(b));for(var b=b.replace(/[^A-Z0-9+\/]/ig,""),a=[],c=0,e=0;c<b.length;e=++c%4)e!=0&&a.push(("ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/".indexOf(b.charAt(c-1))&Math.pow(2,-2*e+8)-1)<<e*2|"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/".indexOf(b.charAt(c))>>>
        6-e*2);return a}},d=d.charenc={};d.UTF8={stringToBytes:function(b){return g.stringToBytes(unescape(encodeURIComponent(b)))},bytesToString:function(b){return decodeURIComponent(escape(g.bytesToString(b)))}};var g=d.Binary={stringToBytes:function(b){for(var a=[],c=0;c<b.length;c++)a.push(b.charCodeAt(c)&255);return a},bytesToString:function(b){for(var a=[],c=0;c<b.length;c++)a.push(String.fromCharCode(b[c]));return a.join("")}}}();
        Crypto = window.Crypto;
        (function(){var d=Crypto,k=d.util,g=d.charenc,b=g.UTF8,a=g.Binary,c=[1116352408,1899447441,3049323471,3921009573,961987163,1508970993,2453635748,2870763221,3624381080,310598401,607225278,1426881987,1925078388,2162078206,2614888103,3248222580,3835390401,4022224774,264347078,604807628,770255983,1249150122,1555081692,1996064986,2554220882,2821834349,2952996808,3210313671,3336571891,3584528711,113926993,338241895,666307205,773529912,1294757372,1396182291,1695183700,1986661051,2177026350,2456956037,2730485921,
          2820302411,3259730800,3345764771,3516065817,3600352804,4094571909,275423344,430227734,506948616,659060556,883997877,958139571,1322822218,1537002063,1747873779,1955562222,2024104815,2227730452,2361852424,2428436474,2756734187,3204031479,3329325298],e=d.SHA256=function(b,c){var f=k.wordsToBytes(e._sha256(b));return c&&c.asBytes?f:c&&c.asString?a.bytesToString(f):k.bytesToHex(f)};e._sha256=function(a){a.constructor==String&&(a=b.stringToBytes(a));var e=k.bytesToWords(a),f=a.length*8,a=[1779033703,3144134277,
            1013904242,2773480762,1359893119,2600822924,528734635,1541459225],d=[],g,m,r,i,n,o,s,t,h,l,j;e[f>>5]|=128<<24-f%32;e[(f+64>>9<<4)+15]=f;for(t=0;t<e.length;t+=16){f=a[0];g=a[1];m=a[2];r=a[3];i=a[4];n=a[5];o=a[6];s=a[7];for(h=0;h<64;h++){h<16?d[h]=e[h+t]:(l=d[h-15],j=d[h-2],d[h]=((l<<25|l>>>7)^(l<<14|l>>>18)^l>>>3)+(d[h-7]>>>0)+((j<<15|j>>>17)^(j<<13|j>>>19)^j>>>10)+(d[h-16]>>>0));j=f&g^f&m^g&m;var u=(f<<30|f>>>2)^(f<<19|f>>>13)^(f<<10|f>>>22);l=(s>>>0)+((i<<26|i>>>6)^(i<<21|i>>>11)^(i<<7|i>>>25))+
              (i&n^~i&o)+c[h]+(d[h]>>>0);j=u+j;s=o;o=n;n=i;i=r+l>>>0;r=m;m=g;g=f;f=l+j>>>0}a[0]+=f;a[1]+=g;a[2]+=m;a[3]+=r;a[4]+=i;a[5]+=n;a[6]+=o;a[7]+=s}return a};e._blocksize=16;e._digestsize=32})();
              (function(){var d=Crypto,k=d.util,g=d.charenc,b=g.UTF8,a=g.Binary;d.HMAC=function(c,e,d,g){e.constructor==String&&(e=b.stringToBytes(e));d.constructor==String&&(d=b.stringToBytes(d));d.length>c._blocksize*4&&(d=c(d,{asBytes:!0}));for(var f=d.slice(0),d=d.slice(0),q=0;q<c._blocksize*4;q++)f[q]^=92,d[q]^=54;c=c(f.concat(c(d.concat(e),{asBytes:!0})),{asBytes:!0});return g&&g.asBytes?c:g&&g.asString?a.bytesToString(c):k.bytesToHex(c)}})();
    // end sha256/CryptoJS

    return window.Crypto;
  }

  /**
   * Strictly adhere to RFC3986 for URI encoding
   *
   * https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/encodeURIComponent
   *
   * @param str
   * @returns {string}
   */
  function fixedEncodeURIComponent(str) {
    return encodeURIComponent(str).replace(/[!'()*]/g, function(c) {
      return '%' + c.charCodeAt(0).toString(16);
    });
  }
})();

スクリプトプロパティの設定

使い方

Converse API使えばもっと汎用的に使えるのかも。

このスクラップは4ヶ月前にクローズされました