Closed3
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
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。
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。
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。
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。
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