← Twilio SendGrid + Cohere integrations

Generate Text with Cohere API on New Events (Instant) from Twilio SendGrid API

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New Events (Instant) from the Twilio SendGrid API
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Generate Text with the Cohere API
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Getting Started

This integration creates a workflow with a Twilio SendGrid trigger and Cohere action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

  1. Select this integration
  2. Configure the New Events (Instant) trigger
    1. Connect your Twilio SendGrid account
    2. Select one or more Event Types
  3. Configure the Generate Text action
    1. Connect your Cohere account
    2. Configure Prompt
    3. Optional- Select a Model
    4. Optional- Configure Number of generations
    5. Optional- Configure Max Tokens
    6. Optional- Configure Preset
    7. Optional- Configure Temperature
    8. Optional- Configure K
    9. Optional- Configure P
    10. Optional- Configure Frequency Penalty
    11. Optional- Configure End Sequences
    12. Optional- Configure Stop Sequences
    13. Optional- Select a Return Likelihoods
    14. Optional- Configure Logit Bias
    15. Optional- Select a Truncate
  4. Deploy the workflow
  5. Send a test event to validate your setup
  6. 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

Description:Emit new event when any of the specified SendGrid events is received
Version:0.0.5
Key:sendgrid-events

Twilio SendGrid Overview

The Twilio SendGrid API opens up a world of possibilities for email automation, enabling you to send emails efficiently and track their performance. With this API, you can programmatically create and send personalized email campaigns, manage contacts, and parse inbound emails for data extraction. When you harness the power of Pipedream, you can connect SendGrid to hundreds of other apps to automate workflows, such as triggering email notifications based on specific actions, syncing email stats with your analytics, or handling incoming emails to create tasks or tickets.

Trigger Code

import common from "../common/http-based.mjs";
import deliveryEventTypes from "./delivery-event-types.mjs";
import engagementEventTypes from "./engagement-event-types.mjs";

export default {
  ...common,
  key: "sendgrid-events",
  name: "New Events (Instant)",
  description: "Emit new event when any of the specified SendGrid events is received",
  version: "0.0.5",
  type: "source",
  dedupe: "unique",
  props: {
    ...common.props,
    eventTypes: {
      type: "string[]",
      label: "Event Types",
      description: "The type of events to listen to",
      options(context) {
        const { page } = context;
        if (page !== 0) {
          return {
            options: [],
          };
        }

        const options = [
          ...deliveryEventTypes,
          ...engagementEventTypes,
        ];
        return {
          options,
        };
      },
    },
  },
  methods: {
    ...common.methods,
    baseWebhookSettings() {
      // The list of events that a webhook can listen to. This method returns an
      // exhaustive list of all such flags disabled, and each event source can
      // then override the flags that are relevant to the event they handle.
      //
      // See the docs for more information:
      // https://sendgrid.com/docs/api-reference/
      const eventTypesData = [
        ...deliveryEventTypes,
        ...engagementEventTypes,
      ];
      return eventTypesData.reduce((accum, eventTypeData) => ({
        ...accum,
        [eventTypeData.value]: false,
      }), {});
    },
    webhookEventFlags() {
      return this.eventTypes.reduce((accum, eventType) => ({
        ...accum,
        [eventType]: true,
      }), {});
    },
    generateMeta(data) {
      const {
        event: eventType,
        sg_event_id: id,
        timestamp: ts,
      } = data;
      const summary = `New event: ${eventType}`;
      return {
        id,
        summary,
        ts,
      };
    },
  },
};

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.
LabelPropTypeDescription
N/Adb$.service.dbThis component uses $.service.db to maintain state between executions.
Twilio SendGridsendgridappThis component uses the Twilio SendGrid app.
N/Ahttp$.interface.httpThis component uses $.interface.http to generate a unique URL when the component is first instantiated. Each request to the URL will trigger the run() method of the component.
Event TypeseventTypesstring[]Select a value from the drop down menu.

Trigger Authentication

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

About Twilio SendGrid

Send marketing and transactional email through the Twilio SendGrid platform with the Email API, proprietary mail transfer agent, and infrastructure for scalable delivery.

Action

Description:This action generates realistic text conditioned on a given input. [See the docs here](https://docs.cohere.ai/reference/generate)
Version:0.0.2
Key:cohere_platform-generate-text

Cohere Overview

The Cohere API enables the development of apps with advanced natural language understanding capabilities. Utilizing machine learning, it can help with tasks like text generation, summarization, sentiment analysis, and more. On Pipedream, you can seamlessly integrate Cohere's features into serverless workflows, triggering actions based on text input, processing large volumes of data, or even enhancing chatbots with more human-like responses.

Action Code

import common from "../common/base.mjs";

export default {
  ...common,
  key: "cohere_platform-generate-text",
  name: "Generate Text",
  version: "0.0.2",
  description: "This action generates realistic text conditioned on a given input. [See the docs here](https://docs.cohere.ai/reference/generate)",
  type: "action",
};

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.

LabelPropTypeDescription
CoherecoherePlatformappThis component uses the Cohere app.
Promptpromptstring

Represents the prompt or text to be completed. Trailing whitespaces will be trimmed. If your use case requires trailing whitespaces, please contact ivan@cohere.ai.

ModelmodelstringSelect a value from the drop down menu:mediumxlarge
Number of generationsnumGenerationsinteger

Defaults to 1, min value of 1, max value of 5. Denotes the maximum number of generations that will be returned.

Max TokensmaxTokensinteger

Denotes the number of tokens to predict per generation, defaults to 20. See BPE Tokens for more details. Can only be set to 0 if return_likelihoods is set to ALL to get the likelihood of the prompt.

Presetpresetstring

The ID of a custom playground preset. You can create presets in the playground. If you use a preset, all other parameters become optional, and any included parameters will override the preset's parameters.

Temperaturetemperaturestring

Defaults to 0.75, min value of 0.0, max value of 5.0. A non-negative float that tunes the degree of randomness in generation. Lower temperatures mean less random generations. See Temperature for more details.

Kkinteger

Defaults to 0(disabled), which is the minimum. Maximum value is 500. Ensures only the top k most likely tokens are considered for generation at each step.

Ppstring

Defaults to 0.75. Set to 1.0 or 0 to disable. If set to a probability 0.0 < p < 1.0, it ensures that only the most likely tokens, with total probability mass of p, are considered for generation at each step. If both k and p are enabled, p acts after k.

Frequency PenaltyfrequencyPenaltystring

Defaults to 0.0, min value of 0.0, max value of 1.0. Can be used to reduce repetitiveness of generated tokens. Similar to frequency_penalty, except that this penalty is applied equally to all tokens that have already appeared, regardless of their exact frequencies.

End SequencesendSequencesstring[]

The generated text will be cut at the beginning of the earliest occurence of an end sequence. The sequence will be excluded from the text.

Stop SequencesstopSequencesstring[]

The generated text will be cut at the end of the earliest occurence of a stop sequence. The sequence will be included the text.

Return LikelihoodsreturnLikelihoodsstringSelect a value from the drop down menu:GENERATIONALLNONE
Logit BiaslogitBiasobject

Used to prevent the model from generating unwanted tokens or to incentivize it to include desired tokens. The format is {token_id: bias} where bias is a float between -10 and 10. Tokens can be obtained from text using Tokenize. For example, if the value {'11': -10} is provided, the model will be very unlikely to include the token 11 (" ", the newline character) anywhere in the generated text. In contrast {'11': 10} will result in generations that nearly only contain that token. Values between -10 and 10 will proportionally affect the likelihood of the token appearing in the generated text. Note: logit bias may not be supported for all custom models.

TruncatetruncatestringSelect a value from the drop down menu:NONESTARTEND

Action Authentication

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

Generate and copy your API key from your Cohere Platform dashboard.

About Cohere

Making NLP part of every developer's toolkit. Harness the power of language understanding. Join the developers and businesses who are using Cohere to generate, categorize and organize text at a scale that was previously unimaginable.

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