nestjs-mindsdb

MindsDB NestJS Module

A NestJS module for integrating with MindsDB. This allows for easy model management and prediction within your NestJS application.

Installation

npm install nestjs-mindsdb

Defining Models

Models in MindsDB are described through the IModel interface. Here's how you can define your models:

import { Granularity, IModel } from "./mindsdb.models";

export const Models = new Map<string, IModel>([
  [
    "balance_auto",
    {
      name: "balance_auto",
      granularity: Granularity.day,
      targetColumn: "sum",
      predictOptions: {
        join: "views.enriched_balance",
        where: ["t.customerId = $CUSTOMER_ID$", "t.date > $DATE$"],
      },
      trainingOptions: {
        select: "select * from enriched_balance",
        groupBy: "customerId",
        orderBy: "date",
        horizon: 60,
        window: 90,
        // using: {
        //   submodels: [{ module: 'GluonTSMixer', args: {} }],
        // },
      },
      finetuneOptions: {
        select: "select * from enriched_balance where customerId = $CUSTOMER_ID$ and date > $DATE$",
        integration: undefined,
      },
    },
  ],
  [
    "balance_gluon",
    {
      name: "balance_gluon",
      granularity: Granularity.day,
      targetColumn: "sum",
      view: {
        select: "select * from production.banking.enriched_balance",
        name: "balance_gluon_enriched_balance",
      },
      predictOptions: {
        join: "views.enriched_balance",
        where: ["t.customerId = $CUSTOMER_ID$", "t.date > $DATE$"],
      },
      trainingOptions: {
        select: "select * from balance_gluon_enriched_balance",
        groupBy: "customerId",
        orderBy: "date",
        horizon: 60,
        window: 90,
        // using: {
        //   submodels: [{ module: 'GluonTSMixer', args: {} }],
        // },
      },
      finetuneOptions: {
        select: "select * from balance_gluon_enriched_balance",
        integration: undefined,
      },
    },
  ],
]);

Placeholders such as $CUSTOMER_ID$ and $DATE$ can be used in the model definition. These will be replaced when you're making predictions.

Usage

Setting up the Controller

To expose your models through a RESTful API, extend the AbstractMindsdbController and use NestJS's @Controller decorator. This controller will automatically have all the endpoints corresponding to the methods in the AbstractMindsdbController.

import { Controller } from '@nestjs/common';
import { MindsdbService } from 'nestjs-mindsdb';
import { AbstractMindsdbController } from 'nestjs-mindsdb';

@Controller('mindsdb')
export class MindsdbController extends AbstractMindsdbController {
  constructor(mindsdbService: MindsdbService) {
    super(mindsdbService);
  }
}

Using the MindsdbService

The MindsdbService provides several methods that correspond to different operations you can perform on your models. If parameters are not provided will use the one's defined on the IModel object for each.

1. Create a Model

const createDto = new CreateMindsdbDto();
createDto.name = 'balance_auto';
mindsdbService.create(createDto);

2. Predict Using a Model

const predictDto = new PredictMindsdbDto();
predictDto.join = "views.enriched_balance";
predictDto.where = ["t.customerId = $CUSTOMER_ID$", "t.date > $DATE$"];
predictDto.limit = 100;
predictDto.params = {
  $CUSTOMER_ID$: 1234,
  $DATE$: new Date('2023-01-01')
};
mindsdbService.predict('balance_auto', predictDto);

3. Fine-tune a Model

const finetuneDto = new FinetuneMindsdbDto();
finetuneDto.select = "select * from enriched_balance where customerId = $CUSTOMER_ID$ and date > $DATE$";
finetuneDto.params = {
  $CUSTOMER_ID$: 1234,
  $DATE$: new Date('2023-01-01')
};
mindsdbService.finetune('balance_auto', finetuneDto);

4. Retrain a Model

const retrainDto = new RetrainMindsDbDto();
retrainDto.select = "select * from balance_gluon_enriched_balance";
retrainDto.groupBy = "customerId";
retrainDto.orderBy = "date";
retrainDto.window = 90;
retrainDto.horizon = 60;
mindsdbService.retrain('balance_auto', retrainDto);

5. Retrieve All Models

const allModels = mindsdbService.findAll();

6. Retrieve a Specific Model

mindsdbService.findOne('balance_auto');

7. Remove a Model

mindsdbService.remove('balance_auto');

Remember to adjust any paths, references, and examples according to your project structure and requirements.

Configuration

To utilize MindsDB within your NestJS application, you have to set up the module. Given the nature of this module being dynamic, configurations are essential for its proper functioning. Here's a basic setup:

import { MindsdbModule } from 'nestjs-mindsdb';
import { Models } from './path-to-your-models-definition';

@Module({
  imports: [MindsdbModule.forRoot(Models)],
})
export class AppModule {}