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The top level of a dbt workflow is the project. A project is a directory of a .yml file (the project configuration) and either .sql or .py files (the models). The project file tells dbt the project context, and the models let dbt know how to build a specific data set. For more details on projects, refer to About dbt projects.

Learn more about models in SQL models and Python models pages. If you'd like to begin with a bit of practice, visit our Getting Started Guide for instructions on setting up the Jaffle_Shop sample data so you can get hands-on with the power of dbt.

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Vertex AI features a growing list of foundation models that you can test,deploy, and customize for use in your AI-based applications. Foundation modelsare fine-tuned for specific use cases and offered at different price points.This page summarizes the models that are available in the various APIs and givesyou guidance on which models to choose by use case.

Model Garden is a platform that helps you discover, test, customize,and deploy Google proprietary and select OSS models and assets. To explorethe generative AI models and APIs that are available on Vertex AI, go toModel Garden in the Google Cloud console.

Laravel includes Eloquent, an object-relational mapper (ORM) that makes it enjoyable to interact with your database. When using Eloquent, each database table has a corresponding "Model" that is used to interact with that table. In addition to retrieving records from the database table, Eloquent models allow you to insert, update, and delete records from the table as well.

Eloquent requires each model to have at least one uniquely identifying "ID" that can serve as its primary key. "Composite" primary keys are not supported by Eloquent models. However, you are free to add additional multi-column, unique indexes to your database tables in addition to the table's uniquely identifying primary key.

By default, Eloquent expects created_at and updated_at columns to exist on your model's corresponding database table. Eloquent will automatically set these column's values when models are created or updated. If you do not want these columns to be automatically managed by Eloquent, you should define a $timestamps property on your model with a value of false:

By default, all Eloquent models will use the default database connection that is configured for your application. If you would like to specify a different connection that should be used when interacting with a particular model, you should define a $connection property on the model:

Note

Since Eloquent models are query builders, you should review all of the methods provided by Laravel's query builder. You may use any of these methods when writing your Eloquent queries.

The Eloquent Collection class extends Laravel's base Illuminate\Support\Collection class, which provides a variety of helpful methods for interacting with data collections. For example, the reject method may be used to remove models from a collection based on the results of an invoked closure:

In addition to the methods provided by Laravel's base collection class, the Eloquent collection class provides a few extra methods that are specifically intended for interacting with collections of Eloquent models.

Your application may run out of memory if you attempt to load tens of thousands of Eloquent records via the all or get methods. Instead of using these methods, the chunk method may be used to process large numbers of models more efficiently.

The chunk method will retrieve a subset of Eloquent models, passing them to a closure for processing. Since only the current chunk of Eloquent models is retrieved at a time, the chunk method will provide significantly reduced memory usage when working with a large number of models:

If you are filtering the results of the chunk method based on a column that you will also be updating while iterating over the results, you should use the chunkById method. Using the chunk method in these scenarios could lead to unexpected and inconsistent results. Internally, the chunkById method will always retrieve models with an id column greater than the last model in the previous chunk:

The lazy method works similarly to the chunk method in the sense that, behind the scenes, it executes the query in chunks. However, instead of passing each chunk directly into a callback as is, the lazy method returns a flattened LazyCollection of Eloquent models, which lets you interact with the results as a single stream:

If you are filtering the results of the lazy method based on a column that you will also be updating while iterating over the results, you should use the lazyById method. Internally, the lazyById method will always retrieve models with an id column greater than the last model in the previous chunk:

The cursor method will only execute a single database query; however, the individual Eloquent models will not be hydrated until they are actually iterated over. Therefore, only one Eloquent model is kept in memory at any given time while iterating over the cursor.

In addition to retrieving all of the records matching a given query, you may also retrieve single records using the find, first, or firstWhere methods. Instead of returning a collection of models, these methods return a single model instance:

When interacting with Eloquent models, you may also use the count, sum, max, and other aggregate methods provided by the Laravel query builder. As you might expect, these methods return a scalar value instead of an Eloquent model instance:

Of course, when using Eloquent, we don't only need to retrieve models from the database. We also need to insert new records. Thankfully, Eloquent makes it simple. To insert a new record into the database, you should instantiate a new model instance and set attributes on the model. Then, call the save method on the model instance:

However, before using the create method, you will need to specify either a fillable or guarded property on your model class. These properties are required because all Eloquent models are protected against mass assignment vulnerabilities by default. To learn more about mass assignment, please consult the mass assignment documentation.

The save method may also be used to update models that already exist in the database. To update a model, you should retrieve it and set any attributes you wish to update. Then, you should call the model's save method. Again, the updated_at timestamp will automatically be updated, so there is no need to manually set its value:

Warning

When issuing a mass update via Eloquent, the saving, saved, updating, and updated model events will not be fired for the updated models. This is because the models are never actually retrieved when issuing a mass update.

Of course, you may build an Eloquent query to delete all models matching your query's criteria. In this example, we will delete all flights that are marked as inactive. Like mass updates, mass deletes will not dispatch model events for the models that are deleted:

Warning

When executing a mass delete statement via Eloquent, the deleting and deleted model events will not be dispatched for the deleted models. This is because the models are never actually retrieved when executing the delete statement.

In addition to actually removing records from your database, Eloquent can also "soft delete" models. When models are soft deleted, they are not actually removed from your database. Instead, a deleted_at attribute is set on the model indicating the date and time at which the model was "deleted". To enable soft deletes for a model, add the Illuminate\Database\Eloquent\SoftDeletes trait to the model:

Now, when you call the delete method on the model, the deleted_at column will be set to the current date and time. However, the model's database record will be left in the table. When querying a model that uses soft deletes, the soft deleted models will automatically be excluded from all query results.

As noted above, soft deleted models will automatically be excluded from query results. However, you may force soft deleted models to be included in a query's results by calling the withTrashed method on the query:

Sometimes you may want to periodically delete models that are no longer needed. To accomplish this, you may add the Illuminate\Database\Eloquent\Prunable or Illuminate\Database\Eloquent\MassPrunable trait to the models you would like to periodically prune. After adding one of the traits to the model, implement a prunable method which returns an Eloquent query builder that resolves the models that are no longer needed:

When marking models as Prunable, you may also define a pruning method on the model. This method will be called before the model is deleted. This method can be useful for deleting any additional resources associated with the model, such as stored files, before the model is permanently removed from the database:

Behind the scenes, the model:prune command will automatically detect "Prunable" models within your application's app/Models directory. If your models are in a different location, you may use the --model option to specify the model class names:

When models are marked with the Illuminate\Database\Eloquent\MassPrunable trait, models are deleted from the database using mass-deletion queries. Therefore, the pruning method will not be invoked, nor will the deleting and deleted model events be dispatched. This is because the models are never actually retrieved before deletion, thus making the pruning process much more efficient:

Global scopes allow you to add constraints to all queries for a given model. Laravel's own soft delete functionality utilizes global scopes to only retrieve "non-deleted" models from the database. Writing your own global scopes can provide a convenient, easy way to make sure every query for a given model receives certain constraints. e24fc04721