Classify Items into Categories with OpenAI (ChatGPT) API on Exchange Rate Updated from CurrencyScoop API

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Exchange Rate Updated from the CurrencyScoop API

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Classify Items into Categories with the OpenAI (ChatGPT) API

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Getting Started#

This integration creates a workflow with a CurrencyScoop trigger and OpenAI (ChatGPT) action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

Select this integration
Configure the Exchange Rate Updated trigger
1. Connect your CurrencyScoop account
2. Configure timer
3. Select a Base Currency
4. Select a Target Currency
5. Optional- Configure Threshold
Configure the Classify Items into Categories action
1. Connect your OpenAI (ChatGPT) account
2. Select a Model
3. Optional- Configure Max Tokens
4. Optional- Configure Temperature
5. Optional- Configure Top P
6. Optional- Configure N
7. Optional- Configure Stop
8. Optional- Configure Presence Penalty
9. Optional- Configure Frequency Penalty
10. Optional- Configure User
11. Configure info
12. Configure Items
13. Configure Categories
Deploy the workflow
Send a test event to validate your setup
Turn on the trigger

Details#

This integration uses pre-built, source-available components from Pipedream's GitHub repo. These components are developed by Pipedream and the community, and verified and maintained by Pipedream.

To contribute an update to an existing component or create a new component, create a PR on GitHub. If you're new to Pipedream component development, you can start with quickstarts for trigger span and action development, and then review the component API reference.

Trigger#

Exchange Rate Updated on CurrencyScoop

Description:Emit new event when the exchange rate for a currency is updated [See the documentation](https://currencybeacon.com/api-documentation)

Version:0.0.1

Key:currencyscoop-exchange-rate-updated

View on GitHub

CurrencyScoop Overview#

The CurrencyScoop API offers real-time and historical exchange rate data, as well as currency conversion and time-series data. By integrating with Pipedream, users can create automated workflows that react to currency fluctuations, update pricing in their apps, or generate financial reports. Pipedream's serverless architecture enables running these workflows on a schedule or in response to certain triggers without managing any infrastructure.

Trigger Code#

import { defineSource } from "@pipedream/types";
import app from "../../app/currencyscoop.app.mjs";
import { DEFAULT_POLLING_SOURCE_TIMER_INTERVAL } from "@pipedream/platform";
export default defineSource({
    key: "currencyscoop-exchange-rate-updated",
    name: "Exchange Rate Updated",
    description: "Emit new event when the exchange rate for a currency is updated [See the documentation](https://currencybeacon.com/api-documentation)",
    version: "0.0.1",
    type: "source",
    dedupe: "unique",
    props: {
        app,
        timer: {
            type: "$.interface.timer",
            default: {
                intervalSeconds: DEFAULT_POLLING_SOURCE_TIMER_INTERVAL,
            },
        },
        db: "$.service.db",
        base: {
            propDefinition: [
                app,
                "currency",
            ],
        },
        targetCurrency: {
            propDefinition: [
                app,
                "targetCurrency",
            ],
        },
        threshold: {
            type: "string",
            label: "Threshold",
            description: "If specified, a new event will only be emitted when the rate has changed by at least this amount since the last event. For example, if `Threshold` is **0.2** and the initial rate obtained is **3.0**, a new event will only be emitted when it reaches **2.8** or **3.2**.",
            optional: true,
        },
    },
    hooks: {
        async deploy() {
            await this.getAndProcessData();
        },
    },
    methods: {
        setLastValue(value) {
            this.db.set("lastValue", value);
        },
        getLastValue() {
            return this.db.get("lastValue");
        },
        setLastConfig(value) {
            this.db.set("lastConfig", value);
        },
        getLastConfig() {
            return this.db.get("lastConfig");
        },
        async getAndProcessData() {
            const { base, targetCurrency, threshold, } = this;
            const params = {
                $: this,
                params: {
                    base,
                    symbols: targetCurrency,
                },
            };
            const response = await this.app.getLatestRates(params);
            const { response: { rates } } = response;
            const value = rates[targetCurrency];
            const currentConfig = [
                base,
                targetCurrency,
            ].join();
            const lastConfig = this.getLastConfig();
            if (currentConfig === lastConfig) {
                const lastValue = this.getLastValue();
                if (lastValue) {
                    const variation = Math.abs(value - lastValue);
                    if (!variation || (threshold && variation < Math.abs(Number(threshold))))
                        return;
                }
            }
            this.setLastConfig(currentConfig);
            this.setLastValue(value);
            this.emitEvent(response);
        },
        emitEvent(data) {
            const { response: { date: ts, base, rates, }, } = data;
            const [name, amount,] = Object.entries(rates)[0];
            this.$emit(data, {
                id: ts,
                summary: `New rate: 1 ${base} = ${amount} ${name}`,
                ts,
            });
        },
    },
    async run() {
        await this.getAndProcessData();
    },
});

Trigger Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI and CLI.

Label	Prop	Type	Description
CurrencyScoop	`app`	`app`	This component uses the CurrencyScoop app.
	`timer`	`$.interface.timer`
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
Base Currency	`base`	`string`	Select a value from the drop down menu:`{ "label": "United Arab Emirates dirham", "value": "AED" }{ "label": "Afghan afghani", "value": "AFN" }{ "label": "Albanian lek", "value": "ALL" }{ "label": "Armenian dram", "value": "AMD" }{ "label": "Netherlands Antillean guilder", "value": "ANG" }{ "label": "Angolan kwanza", "value": "AOA" }{ "label": "Argentine peso", "value": "ARS" }{ "label": "Australian dollar", "value": "AUD" }{ "label": "Aruban florin", "value": "AWG" }{ "label": "Azerbaijani manat", "value": "AZN" }{ "label": "Bosnia and Herzegovina convertible mark", "value": "BAM" }{ "label": "Barbados dollar", "value": "BBD" }{ "label": "Bangladeshi taka", "value": "BDT" }{ "label": "Bulgarian lev", "value": "BGN" }{ "label": "Bahraini dinar", "value": "BHD" }{ "label": "Burundian franc", "value": "BIF" }{ "label": "Bermudian dollar", "value": "BMD" }{ "label": "Brunei dollar", "value": "BND" }{ "label": "Boliviano", "value": "BOB" }{ "label": "Brazilian real", "value": "BRL" }{ "label": "Bahamian dollar", "value": "BSD" }{ "label": "Bhutanese ngultrum", "value": "BTN" }{ "label": "Botswana pula", "value": "BWP" }{ "label": "Belarusian ruble", "value": "BYN" }{ "label": "Belize dollar", "value": "BZD" }{ "label": "Canadian dollar", "value": "CAD" }{ "label": "Congolese franc", "value": "CDF" }{ "label": "Swiss franc", "value": "CHF" }{ "label": "Unidad de Fomento (funds code)", "value": "CLF" }{ "label": "Chilean peso", "value": "CLP" }{ "label": "Renminbi (Chinese) yuan", "value": "CNY" }{ "label": "Colombian peso", "value": "COP" }{ "label": "Costa Rican colon", "value": "CRC" }{ "label": "Cuban convertible peso", "value": "CUC" }{ "label": "Cuban peso", "value": "CUP" }{ "label": "Cape Verdean escudo", "value": "CVE" }{ "label": "Czech koruna", "value": "CZK" }{ "label": "Djiboutian franc", "value": "DJF" }{ "label": "Danish krone", "value": "DKK" }{ "label": "Dominican peso", "value": "DOP" }{ "label": "Algerian dinar", "value": "DZD" }{ "label": "Egyptian pound", "value": "EGP" }{ "label": "Eritrean nakfa", "value": "ERN" }{ "label": "Ethiopian birr", "value": "ETB" }{ "label": "Euro", "value": "EUR" }{ "label": "Fiji dollar", "value": "FJD" }{ "label": "Falkland Islands pound", "value": "FKP" }{ "label": "Pound sterling", "value": "GBP" }{ "label": "Georgian lari", "value": "GEL" }{ "label": "Ghanaian cedi", "value": "GHS" }{ "label": "Gibraltar pound", "value": "GIP" }{ "label": "Gambian dalasi", "value": "GMD" }{ "label": "Guinean franc", "value": "GNF" }{ "label": "Guatemalan quetzal", "value": "GTQ" }{ "label": "Guyanese dollar", "value": "GYD" }{ "label": "Hong Kong dollar", "value": "HKD" }{ "label": "Honduran lempira", "value": "HNL" }{ "label": "Croatian kuna", "value": "HRK" }{ "label": "Haitian gourde", "value": "HTG" }{ "label": "Hungarian forint", "value": "HUF" }{ "label": "Indonesian rupiah", "value": "IDR" }{ "label": "Israeli new shekel", "value": "ILS" }{ "label": "Indian rupee", "value": "INR" }{ "label": "Iraqi dinar", "value": "IQD" }{ "label": "Iranian rial", "value": "IRR" }{ "label": "Icelandic króna", "value": "ISK" }{ "label": "Jamaican dollar", "value": "JMD" }{ "label": "Jordanian dinar", "value": "JOD" }{ "label": "Japanese yen", "value": "JPY" }{ "label": "Kenyan shilling", "value": "KES" }{ "label": "Kyrgyzstani som", "value": "KGS" }{ "label": "Cambodian riel", "value": "KHR" }{ "label": "Comoro franc", "value": "KMF" }{ "label": "North Korean won", "value": "KPW" }{ "label": "South Korean won", "value": "KRW" }{ "label": "Kuwaiti dinar", "value": "KWD" }{ "label": "Cayman Islands dollar", "value": "KYD" }{ "label": "Kazakhstani tenge", "value": "KZT" }{ "label": "Lao kip", "value": "LAK" }{ "label": "Lebanese pound", "value": "LBP" }{ "label": "Sri Lankan rupee", "value": "LKR" }{ "label": "Liberian dollar", "value": "LRD" }{ "label": "Lesotho loti", "value": "LSL" }{ "label": "Libyan dinar", "value": "LYD" }{ "label": "Moroccan dirham", "value": "MAD" }{ "label": "Moldovan leu", "value": "MDL" }{ "label": "Malagasy ariary", "value": "MGA" }{ "label": "Macedonian denar", "value": "MKD" }{ "label": "Myanmar kyat", "value": "MMK" }{ "label": "Mongolian tögrög", "value": "MNT" }{ "label": "Macanese pataca", "value": "MOP" }{ "label": "Mauritanian ouguiya", "value": "MRU" }{ "label": "Mauritian rupee", "value": "MUR" }{ "label": "Maldivian rufiyaa", "value": "MVR" }{ "label": "Malawian kwacha", "value": "MWK" }{ "label": "Mexican peso", "value": "MXN" }{ "label": "Mexican Unidad de Inversion (UDI) (funds code)", "value": "MXV" }{ "label": "Malaysian ringgit", "value": "MYR" }{ "label": "Mozambican metical", "value": "MZN" }{ "label": "Namibian dollar", "value": "NAD" }{ "label": "Nigerian naira", "value": "NGN" }{ "label": "Nicaraguan córdoba", "value": "NIO" }{ "label": "Norwegian krone", "value": "NOK" }{ "label": "Nepalese rupee", "value": "NPR" }{ "label": "New Zealand dollar", "value": "NZD" }{ "label": "Omani rial", "value": "OMR" }{ "label": "Panamanian balboa", "value": "PAB" }{ "label": "Peruvian sol", "value": "PEN" }{ "label": "Papua New Guinean kina", "value": "PGK" }{ "label": "Philippine peso[13]", "value": "PHP" }{ "label": "Pakistani rupee", "value": "PKR" }{ "label": "Polish złoty", "value": "PLN" }{ "label": "Paraguayan guaraní", "value": "PYG" }{ "label": "Qatari riyal", "value": "QAR" }{ "label": "Romanian leu", "value": "RON" }{ "label": "Serbian dinar", "value": "RSD" }{ "label": "Russian ruble", "value": "RUB" }{ "label": "Rwandan franc", "value": "RWF" }{ "label": "Saudi riyal", "value": "SAR" }{ "label": "Solomon Islands dollar", "value": "SBD" }{ "label": "Seychelles rupee", "value": "SCR" }{ "label": "Sudanese pound", "value": "SDG" }{ "label": "Swedish krona/kronor", "value": "SEK" }{ "label": "Singapore dollar", "value": "SGD" }{ "label": "Saint Helena pound", "value": "SHP" }{ "label": "Sierra Leonean leone", "value": "SLL" }{ "label": "Somali shilling", "value": "SOS" }{ "label": "Surinamese dollar", "value": "SRD" }{ "label": "São Tomé and Príncipe dobra", "value": "STN" }{ "label": "Salvadoran colón", "value": "SVC" }{ "label": "Syrian pound", "value": "SYP" }{ "label": "Swazi lilangeni", "value": "SZL" }{ "label": "Thai baht", "value": "THB" }{ "label": "Tajikistani somoni", "value": "TJS" }{ "label": "Turkmenistan manat", "value": "TMT" }{ "label": "Tunisian dinar", "value": "TND" }{ "label": "Tongan paʻanga", "value": "TOP" }{ "label": "Turkish lira", "value": "TRY" }{ "label": "Trinidad and Tobago dollar", "value": "TTD" }{ "label": "New Taiwan dollar", "value": "TWD" }{ "label": "Tanzanian shilling", "value": "TZS" }{ "label": "Ukrainian hryvnia", "value": "UAH" }{ "label": "Ugandan shilling", "value": "UGX" }{ "label": "United States dollar", "value": "USD" }{ "label": "Uruguayan peso", "value": "UYU" }{ "label": "Uzbekistan som", "value": "UZS" }{ "label": "Venezuelan bolívar soberano[13]", "value": "VES" }{ "label": "Vietnamese đồng", "value": "VND" }{ "label": "Vanuatu vatu", "value": "VUV" }{ "label": "Samoan tala", "value": "WST" }{ "label": "CFA franc BEAC", "value": "XAF" }{ "label": "Silver (one troy ounce)", "value": "XAG" }{ "label": "Gold (one troy ounce)", "value": "XAU" }{ "label": "East Caribbean dollar", "value": "XCD" }{ "label": "Special drawing rights", "value": "XDR" }{ "label": "CFA franc BCEAO", "value": "XOF" }{ "label": "Palladium (one troy ounce)", "value": "XPD" }{ "label": "CFP franc (franc Pacifique)", "value": "XPF" }{ "label": "Platinum (one troy ounce)", "value": "XPT" }{ "label": "Yemeni rial", "value": "YER" }{ "label": "South African rand", "value": "ZAR" }{ "label": "Zambian kwacha", "value": "ZMW" }{ "label": "Zimbabwean dollar", "value": "ZWL" }`
Target Currency	`targetCurrency`	`string`	Select a value from the drop down menu:`{ "label": "United Arab Emirates dirham", "value": "AED" }{ "label": "Afghan afghani", "value": "AFN" }{ "label": "Albanian lek", "value": "ALL" }{ "label": "Armenian dram", "value": "AMD" }{ "label": "Netherlands Antillean guilder", "value": "ANG" }{ "label": "Angolan kwanza", "value": "AOA" }{ "label": "Argentine peso", "value": "ARS" }{ "label": "Australian dollar", "value": "AUD" }{ "label": "Aruban florin", "value": "AWG" }{ "label": "Azerbaijani manat", "value": "AZN" }{ "label": "Bosnia and Herzegovina convertible mark", "value": "BAM" }{ "label": "Barbados dollar", "value": "BBD" }{ "label": "Bangladeshi taka", "value": "BDT" }{ "label": "Bulgarian lev", "value": "BGN" }{ "label": "Bahraini dinar", "value": "BHD" }{ "label": "Burundian franc", "value": "BIF" }{ "label": "Bermudian dollar", "value": "BMD" }{ "label": "Brunei dollar", "value": "BND" }{ "label": "Boliviano", "value": "BOB" }{ "label": "Brazilian real", "value": "BRL" }{ "label": "Bahamian dollar", "value": "BSD" }{ "label": "Bhutanese ngultrum", "value": "BTN" }{ "label": "Botswana pula", "value": "BWP" }{ "label": "Belarusian ruble", "value": "BYN" }{ "label": "Belize dollar", "value": "BZD" }{ "label": "Canadian dollar", "value": "CAD" }{ "label": "Congolese franc", "value": "CDF" }{ "label": "Swiss franc", "value": "CHF" }{ "label": "Unidad de Fomento (funds code)", "value": "CLF" }{ "label": "Chilean peso", "value": "CLP" }{ "label": "Renminbi (Chinese) yuan", "value": "CNY" }{ "label": "Colombian peso", "value": "COP" }{ "label": "Costa Rican colon", "value": "CRC" }{ "label": "Cuban convertible peso", "value": "CUC" }{ "label": "Cuban peso", "value": "CUP" }{ "label": "Cape Verdean escudo", "value": "CVE" }{ "label": "Czech koruna", "value": "CZK" }{ "label": "Djiboutian franc", "value": "DJF" }{ "label": "Danish krone", "value": "DKK" }{ "label": "Dominican peso", "value": "DOP" }{ "label": "Algerian dinar", "value": "DZD" }{ "label": "Egyptian pound", "value": "EGP" }{ "label": "Eritrean nakfa", "value": "ERN" }{ "label": "Ethiopian birr", "value": "ETB" }{ "label": "Euro", "value": "EUR" }{ "label": "Fiji dollar", "value": "FJD" }{ "label": "Falkland Islands pound", "value": "FKP" }{ "label": "Pound sterling", "value": "GBP" }{ "label": "Georgian lari", "value": "GEL" }{ "label": "Ghanaian cedi", "value": "GHS" }{ "label": "Gibraltar pound", "value": "GIP" }{ "label": "Gambian dalasi", "value": "GMD" }{ "label": "Guinean franc", "value": "GNF" }{ "label": "Guatemalan quetzal", "value": "GTQ" }{ "label": "Guyanese dollar", "value": "GYD" }{ "label": "Hong Kong dollar", "value": "HKD" }{ "label": "Honduran lempira", "value": "HNL" }{ "label": "Croatian kuna", "value": "HRK" }{ "label": "Haitian gourde", "value": "HTG" }{ "label": "Hungarian forint", "value": "HUF" }{ "label": "Indonesian rupiah", "value": "IDR" }{ "label": "Israeli new shekel", "value": "ILS" }{ "label": "Indian rupee", "value": "INR" }{ "label": "Iraqi dinar", "value": "IQD" }{ "label": "Iranian rial", "value": "IRR" }{ "label": "Icelandic króna", "value": "ISK" }{ "label": "Jamaican dollar", "value": "JMD" }{ "label": "Jordanian dinar", "value": "JOD" }{ "label": "Japanese yen", "value": "JPY" }{ "label": "Kenyan shilling", "value": "KES" }{ "label": "Kyrgyzstani som", "value": "KGS" }{ "label": "Cambodian riel", "value": "KHR" }{ "label": "Comoro franc", "value": "KMF" }{ "label": "North Korean won", "value": "KPW" }{ "label": "South Korean won", "value": "KRW" }{ "label": "Kuwaiti dinar", "value": "KWD" }{ "label": "Cayman Islands dollar", "value": "KYD" }{ "label": "Kazakhstani tenge", "value": "KZT" }{ "label": "Lao kip", "value": "LAK" }{ "label": "Lebanese pound", "value": "LBP" }{ "label": "Sri Lankan rupee", "value": "LKR" }{ "label": "Liberian dollar", "value": "LRD" }{ "label": "Lesotho loti", "value": "LSL" }{ "label": "Libyan dinar", "value": "LYD" }{ "label": "Moroccan dirham", "value": "MAD" }{ "label": "Moldovan leu", "value": "MDL" }{ "label": "Malagasy ariary", "value": "MGA" }{ "label": "Macedonian denar", "value": "MKD" }{ "label": "Myanmar kyat", "value": "MMK" }{ "label": "Mongolian tögrög", "value": "MNT" }{ "label": "Macanese pataca", "value": "MOP" }{ "label": "Mauritanian ouguiya", "value": "MRU" }{ "label": "Mauritian rupee", "value": "MUR" }{ "label": "Maldivian rufiyaa", "value": "MVR" }{ "label": "Malawian kwacha", "value": "MWK" }{ "label": "Mexican peso", "value": "MXN" }{ "label": "Mexican Unidad de Inversion (UDI) (funds code)", "value": "MXV" }{ "label": "Malaysian ringgit", "value": "MYR" }{ "label": "Mozambican metical", "value": "MZN" }{ "label": "Namibian dollar", "value": "NAD" }{ "label": "Nigerian naira", "value": "NGN" }{ "label": "Nicaraguan córdoba", "value": "NIO" }{ "label": "Norwegian krone", "value": "NOK" }{ "label": "Nepalese rupee", "value": "NPR" }{ "label": "New Zealand dollar", "value": "NZD" }{ "label": "Omani rial", "value": "OMR" }{ "label": "Panamanian balboa", "value": "PAB" }{ "label": "Peruvian sol", "value": "PEN" }{ "label": "Papua New Guinean kina", "value": "PGK" }{ "label": "Philippine peso[13]", "value": "PHP" }{ "label": "Pakistani rupee", "value": "PKR" }{ "label": "Polish złoty", "value": "PLN" }{ "label": "Paraguayan guaraní", "value": "PYG" }{ "label": "Qatari riyal", "value": "QAR" }{ "label": "Romanian leu", "value": "RON" }{ "label": "Serbian dinar", "value": "RSD" }{ "label": "Russian ruble", "value": "RUB" }{ "label": "Rwandan franc", "value": "RWF" }{ "label": "Saudi riyal", "value": "SAR" }{ "label": "Solomon Islands dollar", "value": "SBD" }{ "label": "Seychelles rupee", "value": "SCR" }{ "label": "Sudanese pound", "value": "SDG" }{ "label": "Swedish krona/kronor", "value": "SEK" }{ "label": "Singapore dollar", "value": "SGD" }{ "label": "Saint Helena pound", "value": "SHP" }{ "label": "Sierra Leonean leone", "value": "SLL" }{ "label": "Somali shilling", "value": "SOS" }{ "label": "Surinamese dollar", "value": "SRD" }{ "label": "São Tomé and Príncipe dobra", "value": "STN" }{ "label": "Salvadoran colón", "value": "SVC" }{ "label": "Syrian pound", "value": "SYP" }{ "label": "Swazi lilangeni", "value": "SZL" }{ "label": "Thai baht", "value": "THB" }{ "label": "Tajikistani somoni", "value": "TJS" }{ "label": "Turkmenistan manat", "value": "TMT" }{ "label": "Tunisian dinar", "value": "TND" }{ "label": "Tongan paʻanga", "value": "TOP" }{ "label": "Turkish lira", "value": "TRY" }{ "label": "Trinidad and Tobago dollar", "value": "TTD" }{ "label": "New Taiwan dollar", "value": "TWD" }{ "label": "Tanzanian shilling", "value": "TZS" }{ "label": "Ukrainian hryvnia", "value": "UAH" }{ "label": "Ugandan shilling", "value": "UGX" }{ "label": "United States dollar", "value": "USD" }{ "label": "Uruguayan peso", "value": "UYU" }{ "label": "Uzbekistan som", "value": "UZS" }{ "label": "Venezuelan bolívar soberano[13]", "value": "VES" }{ "label": "Vietnamese đồng", "value": "VND" }{ "label": "Vanuatu vatu", "value": "VUV" }{ "label": "Samoan tala", "value": "WST" }{ "label": "CFA franc BEAC", "value": "XAF" }{ "label": "Silver (one troy ounce)", "value": "XAG" }{ "label": "Gold (one troy ounce)", "value": "XAU" }{ "label": "East Caribbean dollar", "value": "XCD" }{ "label": "Special drawing rights", "value": "XDR" }{ "label": "CFA franc BCEAO", "value": "XOF" }{ "label": "Palladium (one troy ounce)", "value": "XPD" }{ "label": "CFP franc (franc Pacifique)", "value": "XPF" }{ "label": "Platinum (one troy ounce)", "value": "XPT" }{ "label": "Yemeni rial", "value": "YER" }{ "label": "South African rand", "value": "ZAR" }{ "label": "Zambian kwacha", "value": "ZMW" }{ "label": "Zimbabwean dollar", "value": "ZWL" }`
Threshold	`threshold`	`string`	If specified, a new event will only be emitted when the rate has changed by at least this amount since the last event. For example, if `Threshold` is 0.2 and the initial rate obtained is 3.0, a new event will only be emitted when it reaches 2.8 or 3.2.

Trigger Authentication#

CurrencyScoop uses API keys for authentication. When you connect your CurrencyScoop account, Pipedream securely stores the keys so you can easily authenticate to CurrencyScoop APIs in both code and no-code steps.

About CurrencyScoop#

CurrencyBeacon is a developer friendly, easy-to-use REST API with real-time and historical exchange rates for fiat currencies and cryptocurrencies.

Action#

Classify Items into Categories on OpenAI (ChatGPT)

Description:Classify items into specific categories using the Chat API. [See the documentation](https://platform.openai.com/docs/api-reference/chat)

Version:0.1.2

Key:openai-classify-items-into-categories

View on GitHub

OpenAI (ChatGPT) Overview#

OpenAI provides a suite of powerful AI models through its API, enabling developers to integrate advanced natural language processing and generative capabilities into their applications. Here’s an overview of the services offered by OpenAI's API:

Use Python or Node.js code to make fully authenticated API requests with your OpenAI account:

Action Code#

import common from "../common/common-helper.mjs";

export default {
  ...common,
  name: "Classify Items into Categories",
  version: "0.1.2",
  key: "openai-classify-items-into-categories",
  description: "Classify items into specific categories using the Chat API. [See the documentation](https://platform.openai.com/docs/api-reference/chat)",
  type: "action",
  props: {
    ...common.props,
    info: {
      type: "alert",
      alertType: "info",
      content: `Provide a list of **items** and a list of **categories**. The output will contain an array of objects, each with properties \`item\` and \`category\`
        \nExample:
        \nIf **Categories** is \`["people", "pets"]\`, and **Items** is \`["dog", "George Washington"]\`
        \n The output will contain the following categorizations:
        \n \`[{"item":"dog","category":"pets"},{"item":"George Washington","category":"people"}]\`
      `,
    },
    items: {
      label: "Items",
      description: "Items to categorize",
      type: "string[]",
    },
    categories: {
      label: "Categories",
      description: "Categories to classify items into",
      type: "string[]",
    },
  },
  methods: {
    ...common.methods,
    systemInstructions() {
      return "Your goal is to categorize items into specific categories and produce ONLY JSON. The user will provide both the items and categories. Please only categorize items into the specific categories, and no others, and output ONLY JSON.";
    },
    outputFormat() {
      return "Please only categorize items into the specific categories, and no others. Output a valid JSON string — an array of objects, where each object has the following properties: item, category. Do not return any English text other than the JSON, either before or after the JSON. I need to parse the response as JSON, and parsing will fail if you return any English before or after the JSON";
    },
    userMessage() {
      return `Categorize each of the following items:\n\n${this.items.join("\n")}\n\ninto one of the following categories:\n\n${this.categories.join("\n")}\n\n${this.outputFormat()}}`;
    },
    summary() {
      return `Categorized ${this.items.length} items into ${this.categories.length} categories`;
    },
    formatOutput({
      messages, response,
    }) {
      if (!messages || !response) {
        throw new Error("Invalid API output, please reach out to https://pipedream.com/support");
      }
      const responses = response.choices?.map(({ message }) => message.content);
      const categorizations = [];
      for (const response of responses) {
        try {
          categorizations.push(JSON.parse(response));
        } catch (err) {
          console.log("Failed to parse output, assistant returned malformed JSON");
        }
      }
      const output = {
        messages,
      };
      if (this.n > 1) {
        output.categorizations = categorizations;
      } else {
        output.categorizations = categorizations[0];
      }
      return output;
    },
  },
};

Action Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI.

Label	Prop	Type	Description
OpenAI (ChatGPT)	`openai`	`app`	This component uses the OpenAI (ChatGPT) app.
Model	`modelId`	`string`	Select a value from the drop down menu.
Max Tokens	`maxTokens`	`integer`	The maximum number of tokens to generate in the completion.
Temperature	`temperature`	`string`	Optional. What sampling temperature to use. Higher values means the model will take more risks. Try 0.9 for more creative applications, and 0 (argmax sampling) for ones with a well-defined answer.
Top P	`topP`	`string`	An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of the tokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are considered. We generally recommend altering this or `temperature` but not both.
N	`n`	`integer`	How many completions to generate for each prompt
Stop	`stop`	`string[]`	Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence.
Presence Penalty	`presencePenalty`	`string`	Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics.
Frequency Penalty	`frequencyPenalty`	`string`	Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model's likelihood to repeat the same line verbatim.
User	`user`	`string`	A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse. Learn more here.
Items	`items`	`string[]`	Items to categorize
Categories	`categories`	`string[]`	Categories to classify items into

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