diff --git a/1-dataset.html b/1-dataset.html index 550e317..41b67f2 100644 --- a/1-dataset.html +++ b/1-dataset.html @@ -153,21 +153,61 @@

DORM - The Dry ORM

Data Sets

-

Most of Rust apps operate with data which is readily available in memory. Business apps -are stateless, loading too much data is an anti-pattern.

-

Depending of the capabilities of the underlying data storage layer, you should look to -create as many requests and retrieve as little data as possible.

-

DataSet is is a representation of collection of records - stored remotely.

+

Traditional ORMs operate with records. If you have used SeaORM or Diesel - you need +to temporarily "un-learn" those. DORM syntax may look similar, but it's very different to +the classic ORM pattern:

+
    +
  1. +

    DORM operates with Data Sets. A set can contain either a single record, no records or +a huge number of records. Set represents records in remote database (or API) and does +not store anything in memory.

    +
    2. +
  2. +

    DORM executes operations remotely. Changing multiple records in ORM involves +fetching all the records, modifying them and saving them back. DORM prefers to +execute changes remotely, if underlying DataSource supports it.

    +
    3. +
+

As a developer, you will always know when DORM interacts with the database, because +those operations are async. Majority of DORM operations - like traversing relationship, +calculating sub-queries - those are sync.

+

sql::Table and sql::Query

+

DORM implements sql::Table and sql::Query - because we all love SQL. However you can +define other data sources - such as NoSQL, REST API, GraphQL, etc. Those extensions +do not need to be in same crate as DORM. For the rest of this book I will only +focus on SQL as a predominant use-case.

+

DORM is quite fluid in the way how you use table and query, you can use one to +compliment or create another, but they serve different purpose:

+
    +
  1. sql::Table has a structure - fields, joins and relations are defined dynamically.
    2. +
  2. sql::Query on other hand is transient. It consists of smaller pieces which we call sql::Chunk.
    3. +
  3. sql::Table can create and return sql::Query object from various methods
    4. +
+

sql::Chunk trait that is implemented by sql::Query (or other arbitrary expressions) +acts as a glue betwene tables. For instance when you run traverse relations:

+
#![allow(unused)]
+fn main() {
+let client = Client::table().with_id(1);
+
+let order_lines = client.ref_orders().ref_order_lines();
+}
+
    +
  1. DORM executes field query operation on a client set for field id.
    2. +
  2. DORM creates orders table and adds condition on client_id field.
    3. +
  3. DORM executes field query operation on orders table for field id.
    4. +
  4. DORM creates order_lines table and adds condition on order_id field.
    5. +
+

DORM weaves between sql::Table and sql::Query without reaching out to the +database behind a simple and intuitive code.

ReadableDataSet and WritableDataSet

-

DORM provides two traits: ReadableDataSet and WritableDataSet. DORM also provides -several implementations of these traits:

+

DORM provides two traits: ReadableDataSet and WritableDataSet. As name +suggests - you can fetch records from Readable set. You can add, modify or delete +records in Writable set.

+

DORM implements those traits:

-

Design of DORM allow you to extend those into NoSQL (like MongoDB or GraphQL sources) -as well as custom RestAPI sources. Those extensions do not need to be part of DORM, -they can be implemented as separate crates.

Operating with Data sets

At the very basic level - you can iterate through a readable data set.

#![allow(unused)]
@@ -178,43 +218,89 @@ 
}
-

But quite often the advanced persistence layer could allow us to do much more. DORM approach is -to provide ways how one Data Set can yield a different Data Set. Here are some examples:

+

There are more ways to fetch data from ReadableDataSet:

+
    +
  • get - returns all records in a Vec using default entity type
    • +
  • get_as - return all records using a custom type
    • +
  • get_all_untyped - return all records as a raw JSON object
    • +
  • get_some and get-some_as - return only one record (or none)
    • +
  • get_row_untyped - return single record as a raw JSON object
    • +
  • get_col_untyped - return only a single column as a raw JSON values
    • +
  • get_one_untyped - return first column of a first row as a raw JSON value
    • +
+

In most cases you would use get and get_some:

+
#![allow(unused)]
+fn main() {
+let client = Client::table().with_id(1);
+
+let Some(client_data) = client.get_some().await? else { // fetch single record
+    // handle error
+};
+
+for client_order in client.orders().get().await? { // fetch multiple records
+    println!("{}", client_order.id);
+}
+}
+

Creating Queries from Tables

+

Sometimes you do not want result, but would prefer a query object instead. This gives you +a chance to tweak a query or use it elsewhere.

+

DORM provides trait TableWithQueries that generates Query objects for you:

-

DORM prefers to off-load operation execution to the persistence layer, but because this may increase -complexity, DORM also provides a way to abstract this complexity away.

-

Example - Lazy expression fields

-

In our introduction example, we came across an aggregate field: total:

+

There are generally two things you can do with a query:

+
    +
  1. Tweak and execute it
    2. +
  2. Use it as a Chunk elsewhere
    3. +
+

Tweaking and Executing a query

#![allow(unused)]
 fn main() {
-table
-  .has_many("line_items", "order_id", || Box::new(LineItem::table()))
-  .with_expression("total", |t| {
-    let item = t.sub_line_items();
-    item.sum(item.total()).render_chunk()
-  })
+let vip_orders = Client::table().add_condition(Client::table().is_vip().eq(true)).ref_orders();
+
+let query = vip_orders
+    .get_select_query_for_field_names(&["id", "client_id", "client"]) // excluding `total` here
+    .with_column("total".to_string(), expr!("sum({})", vip_orders.total())) // add as aggregate
+    .with_column("order_count".to_string(), expr!("count(*)"))
+    .with_group_by(vip_orders.client_id());
+
+let result = postgres().query_raw(&query).await?;
+}
+

Using a query as a Chunk elsewhere

+
#![allow(unused)]
+fn main() {
+// TODO - hypothetical example, not implemented in bakery_model
+
+let product_123 = Product::table().with_code("PRD-123");
+let john = Client::table().with_email("john@example.com");
+
+let new_order = Order::table()
+    .insert(Order {
+        product: product_123,
+        client: john,
+        quantity: 1,
+    }).await?;
+}
+
#![allow(unused)]
+fn main() {
+// TODO: test
+let john = Client::table().with_email("john@example.com");
+
+let order = Order::table()
+    .with_condition(Order::table().client_id().in(john.get_select_query_for_field(john.id())))
 }
-

Lets examine more generally what is happening here. Use of has_many creates

-

This is a very simple example of a lazy expression field. It is a field that is calculated -by a closure. The closure is passed a reference to the table. The closure can then use -the table to create a new field.

-

The above example is equivalent to this SQL:

-
SELECT id,
-    (SELECT SUM((SELECT price FROM product WHERE id = product_id) * quantity)
-    FROM order_line WHERE order_line.order_id = ord.id) AS total
-FROM ord
-
-

In this example, we are using a sub-query to calculate the total. The sub-query is -created by calling sub_line_items() on the table. This method returns a new table -that is a subset of the original table. The sub-query is then used to create a new -field called total that is a sum of the price and quantity.

-

The implementation -of sql::Table however provides ability to create new Data Sets from existing ones.

+

Method get_ref() does exactly that, when you traverse relationships.

+

Conclusion

+

DataSet is a powerful concept that sets aside DORM from the usual ORM pattern. +sql::Table and sql::Query are the building blocks you interract with most +often in DORM.

+

Understanding this would allow you to implement missing features (such as table grouping) +and eventually devleop extensions for your data model.

@@ -224,7 +310,7 @@

- @@ -238,7 +324,7 @@

- diff --git a/1a-table.html b/1a-table.html new file mode 100644 index 0000000..a652e5d --- /dev/null +++ b/1a-table.html @@ -0,0 +1,396 @@ + + + + + + Tables - DORM - The Dry ORM + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Table

+

I have introduced sql::Table in context of Data Sets, however before +diving deep into Table I must introduce SqlTable trait - a dyn-safe version of Table.

+

Table type takes 2 generic parameters: DataSource and Entity. This is similar to +Vec<T> where T is a generic parameter. In other words Table<Postgres, User> is +not the same as Table<Postgres, Order>.

+

Table also have methods returning Self for example with_column:

+
#![allow(unused)]
+fn main() {
+let users = Table::new("users", postgres());
+let users = users.with_column("id"); // users has same type
+}
+

Generic parameters and methods that return Self cannot be defined in dyn-safe traits. +(See https://doc.rust-lang.org/reference/items/traits.html#object-safety for more info), +whihc is why I created sql::SqlTable trait.

+

Table gives you convenience and you get unique type for your business entities, +but if you need to deal with generic Table you can use SqlTable trait:

+
#![allow(unused)]
+fn main() {
+fn get_some_table() -> Box<dyn SqlTable> {
+    if some_condition() {
+        Box::new(Table::new("users", postgres()))
+    } else {
+        Box::new(Table::new("orders", postgres()))
+    }
+}
+}
+

To convert Box<dyn SqlTable> back to Table<Postgres, User>, you can use downcasting:

+
#![allow(unused)]
+fn main() {
+let user: Table<Postgres, User> = get_some_table().as_any_ref().downcast_ref().unwrap();
+}
+

If some_condition() was false and "orders" table was returned you get type missmatch and downcast +will fail. That's just how Rust type system works, so only downcast when you are 100% sure that you +are using the right type.

+

This works really for defining custom ref_* methods for entity traversal:

+
#![allow(unused)]
+fn main() {
+fn ref_orders(users: &Table<Postgres, User>) -> Table<Postgres, Order> {
+    users.get_ref("orders").unwrap().as_any_ref().downcast_ref().unwrap()
+    //       ^ returns Box<dyn SqlTable>
+}
+}
+

There is a more convenient method get_ref_as, that would downcast it for you:

+
#![allow(unused)]
+fn main() {
+fn ref_orders(users: &Table<Postgres, User>) -> Table<Postgres, Order> {
+    users.get_ref_as("orders").unwrap()
+    //       ^ returns Table<Postgres, _>
+}
+}
+

Let me collect some facts about Table and SqlTable:

+
    +
  1. sql::SqlTable is a dyn-safe trait implementing most basic features of a table
    2. +
  2. sql::Table is a struct implementing SqlTable trait and some additional features (such as ReadableDataSet)
    3. +
  3. When Table must refer to another table in a generic way, it will be using dyn SqlTable
    4. +
  4. sql::Table type relies on 2 generic parameters: DataSource and Entity
    5. +
  5. DataSource describes your SQL flavour and can affect how queries are built etc.
    6. +
  6. Entity can be implemented by any struct.
    7. +
+

To reinforce your understanding of how this all works together, lets compare 3 examples. +First I define a function that generates a report for Table<Postgres, Order>:

+
#![allow(unused)]
+fn main() {
+fn generate_order_report(orders: &Table<Postgres, Order>) -> Result<String> {
+    ...
+}
+
+generate_order_report(Order::table()); // Table<Postgres, Order>
+// generate_order_report(Client::table());
+// does not compile ^
+}
+

I'd like to test my method using MockDataSource and therefore I want it to work with +any DataSource:

+
#![allow(unused)]
+fn main() {
+async fn generate_order_report<D: DataSource>(orders: Table<D, Order>) -> Result<String> {
+    ...
+}
+
+let orders = Order::mock_table(&mock_orders);
+generate_any_report(orders).await?;  // Table<MockDataSource, Order>
+
+}
+

What if my code should work with any entity, but I don't wish to deal with SqlTable?

+
#![allow(unused)]
+fn main() {
+fn generate_any_report<D: DataSource, E: Entity>(table: Table<D, E>) -> Result<String> {
+    ...
+}
+
+generate_any_report(Order::table()).await?;  // Table<Postgres, Order>
+generate_any_report(Client::table()).await?; // Table<Postgres, Client>
+
+let orders = Order::mock_table(&mock_data);
+generate_any_report(orders).await?;  // Table<MockDataSource, Order>
+}
+

(The nerdy explanation here is that Rust compiler will create 3 copies of generate_any_report +function for each D and E combinations you use in the code).

+

Creating

+

A simplest way to create a table object would be Table::new:

+
#![allow(unused)]
+fn main() {
+let users = Table::new("users", postgres())
+}
+

The type of users variable shall be Table<Postgres, EmptyEntity>. If instead of EmptyEntity +you'd like to use User you can use new_with_entity method.

+

DataSource type is inferred from the second argument to new() - return type of +postgres() function.

+

Lets look at how we can define our own Entity:

+
#![allow(unused)]
+fn main() {
+#[derive(Clone, Debug, Serialize, Deserialize, Default)]
+struct User {
+    id: i64,
+    name: String,
+}
+impl Entity for User {}
+
+let users = Table::new_with_entity::<User>("users", postgres());
+}
+

Rust will infer type when it can, so:

+
#![allow(unused)]
+fn main() {
+fn user_table() -> Table<Postgres, User> {
+    Table::new_with_entity("users", postgres())
+}
+}
+

Finally, rather than implementing a stand-alone method like that, we can implement it on the User +struct:

+
#![allow(unused)]
+fn main() {
+impl User {
+    fn table() -> Table<Postgres, User> {
+        Table::new_with_entity("users", postgres())
+    }
+}
+}
+

Since table structure is the same throughout the application, lets add columns +into the table:

+
#![allow(unused)]
+fn main() {
+impl User {
+    pub fn table() -> Table<Postgres, User> {
+        Table::new_with_entity("users", postgres())
+            .with_column("id")
+            .with_column("name")
+    }
+}
+}
+

Implementing custom traits for the entity

+

In Rust you can define an arbitrary trait and implement it on any type. +Lets define trait UserTable and implement it on Table<Postgres, User>:

+
#![allow(unused)]
+fn main() {
+trait UserTable: SqlTable {
+    fn name(&self) -> Arc<Column> {
+        self.get_column("name").unwrap()
+    }
+}
+impl UserTable for Table<Postgres, User> {}
+}
+

Now we can call name() method on type Table<Postgres, User> to access name column more directly:

+
#![allow(unused)]
+fn main() {
+let user = User::table();
+let name_column = user.name();
+}
+

We can also modify our generate_order_report() function into a custom trait:

+
#![allow(unused)]
+#![allow(async_fn_in_trait)]
+fn main() {
+pub trait OrderTableReports {
+    async fn generate_report(&self) -> Result<String>;
+}
+
+// was: async fn generate_order_report<D: DataSource>(orders: Table<D, Order>) -> Result<String>
+
+impl<D: DataSource> OrderTableReports for Table<D, Order> {
+    async fn generate_report(&self) -> Result<String> {
+        ...
+    }
+}
+}
+

Conclusion

+

I have explained about sql::Table struct and SqlTable trait and which of the two should be used. +Also I have explained how to create custom traits and extend Table for specific entity type.

+

In my next chapters I'll refer to Table but in most cases you should understand that most +features would also work with SqlTable trait.

+

This chapter was Rust-intensive, but you should now understand how entity types are used in DORM.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/1-table-and-fields.html b/1b-table-columns.html similarity index 59% rename from 1-table-and-fields.html rename to 1b-table-columns.html index 4a56026..fa9fe14 100644 --- a/1-table-and-fields.html +++ b/1b-table-columns.html @@ -3,7 +3,7 @@ - Table and Fields - DORM - The Dry ORM + Table Columns - DORM - The Dry ORM @@ -152,126 +152,133 @@

DORM - The Dry ORM

-

Table and Fields

-

In DORM, you define your business entities by creating a Table. A Table is associated with a -physical DataSource and a table. Tables will also contain Fields, Conditions, Joins etc. -Lets start with a simple example:

+

Table Columns

+

Table allows you to define and reference columns. A Column is another struct in DORM. +Using columns outside of table context is convenient, such as for defining an expression:

#![allow(unused)]
 fn main() {
-use dorm::prelude::*;
-
-let products = Table::new("product", postgres.clone())
-    .with_field("name")
-    .with_field("description")
-    .with_field("default_price");
-}
-

Tables are created by calling Table::new() and passing it a table name and a DataSource.

-
#![allow(unused)]
-fn main() {
-let products = Table::new("product", postgres.clone())
+let users = Table::new("users", postgres())
+    .with_column("id")
+    .with_column("name")
+    .with_column("surname")
+    .with_expression("full_name", |t| {
+        expr!(
+            "concat_ws({}, {}, {})",
+            " ",
+            t.get_column("name").unwrap(),
+            t.get_column("surname").unwrap()
+        )
+    });
 }
-

The following invocations to with_field() are going to replace your "table" instance -with a new one. Our original code is equivalent to:

+

Columns can also be used in conditions:

#![allow(unused)]
 fn main() {
-let products = products.with_field("name");
-let products = products.with_field("description");
-let products = products.with_field("default_price");
+let condition = users.get_column("name").unwrap().eq("John");
+let john = user.with_condition(condition);
 }
-

If you prefer to mutate your table, you can use add_field() instead:

+

When you use user.get(), with User { name, surname, full_name }, Table needs to +ensure query would include both columns and expression too. More broadly, lets talk about +what can be deserialised into a User entity:

+
    +
  1. Column - There is a physical SQL column name and surname.
    2. +
  2. Expression - No physical column, but full_name is defined through a SQL expression.
    3. +
  3. Joined Columns - Table could be joined with another table, combining columns.
    4. +
  4. Callback - Value is calculated after record is fetched using a callback.
    5. +
+

Lets dive into the following example scenario:

+
    +
  1. users: Table<Postgres, User> has a column name and surname, using table "user"
    2. +
  2. I added an expression full_name that combines name and surname columns
    3. +
  3. I also joined "user_address" table, that contains street and city columns
    4. +
  4. I also define callback for calculating post_code by fetching from external API or cache.
    5. +
+

After above operations the following is true:

+
    +
  • users has 3 columns
    • +
  • users has 1 expression
    • +
  • users has 1 joined table, which has another 2 columns
    • +
  • users has 1 callback
    • +
  • users has 6 fields: id, name, surname, full_name, user_address_street, user_address_city
    • +
  • users can deserialise into User struct with 7 fields: id, name, surname, full_name, user_address_street, +user_address_city and post_code
    • +
+

Going forward you'll notice column and field terms used interchangeably. Term column referring to a physical column +in the main table, and term field referring to a logical field.

+

Working with Table Columns: SqlTable

+

Column operations are implemented in TableWithColumns trait.

+
    +
  • add_column - adds a column to the table
    • +
  • columns - returns all physical columns
    • +
  • add_id_column and add_title_column - adds a column but also labels it
    • +
  • id - return id column
    • +
  • title - return title column
    • +
  • id_with_table_alias - return id column with table alias
    • +
  • get_column - return a column by name
    • +
  • get_column_with_table_alias - return a column by name with table alias
    • +
  • search_for_field - similar to get_column but will look for lazy expressions and columns from joined tables.
    • +
+

Working with Table Columns: Table<D, E>

+
    +
  • with_column - adds a column to the table and returns it
    • +
  • with_title_column - adds a title column to the table and returns it
    • +
  • with_id_column - adds an id column to the table and returns it
    • +
#![allow(unused)]
 fn main() {
-let mut products = Table::new("product", postgres.clone());
-products.add_field("name");
-products.add_field("description");
-products.add_field("default_price");
+let users = Table::new("users", postgres())
+    .with_id_column("id")
+    .with_title_column("name")
+    .with_column("role_name");
 }
-

You will see the above method chaining used quite often in DORM. In most cases both methods -will have the identical arguments, but please check with the documentation.

-

DataSource

-

One of the puproses of DORM is to convert your business logic into a set of queries. Because -query languages differ between databases (such as Postgres, MySQL, SQLite, etc), DORM -provides a DataSource abstraction. A DataSource is a trait that defines how to execute -queries and fetch data.

-

A DataSource for Postgress can be created like this:

+

Using with_ is more readable and does not require you to define +users as mutable.

+

There is also a with method if you want to define table inside a closure.

#![allow(unused)]
 fn main() {
-let postgress_client = tokio_postgres::connect("host=localhost dbname=postgres", NoTls)
-    .await
-    .context("Failed to connect to Postgres")?;
-
-let postgres = Postgres::new(Arc::new(Box::new(postgress_client)));
+let users = Table::new("users", postgres())
+    .with(|t| {
+        t.add_column("id");
+        t.add_id_column("name");
+        t.add_title_column("role_name");
+        t.add_condition(t.get_column("name").unwrap().eq("John"));
+    });
 }
-

When you create a Table, you pass it a clone of your DataSource. You may use different -DataSources for different tables and DORM will make to execute queries correctly even -if you are traversing relationships between different DataSources.

-

What exactly is a Field?

-

In the example above, we used a pretty generic method to create a field. -In reality, DORM has a very loose definition of what a field is. Lets look at SQL first:

-
SELECT id, CONCAT(first_name, ' ', last_name) AS full_name, father.name AS father_name
-FROM person
-JOIN father ON person.father_id = father.id
-
-

The above query will return table with 3 columns: id, full_name and father_name. From -the DORM perspective, all three are valid fields.

+

In the later chapters I'll explain to you how to use this properly.

+

Expressions

+

Expressions in a table are lazy. They will not be evaluated unless field +is explicitly requested.

+

To define expression use:

    -
  • id: This is not only a field, but also a "id" field.
    • -
  • full_name: This field is represented by a SQL expression.
    • -
  • father_name: This field is imported from another table.
    • +
  • add_expression - define a callback returning Expression for non-physical field
    • +
  • with_expression - just like add_expression but returns modifield Self
-

Although the DORM code is a bit complex at this point, I'll still include -it here. Don't worry if you don't understand it all yet, we'll get to -learning about expressions and joins in later chapters.

+

Lets define a field that returns current time:

#![allow(unused)]
 fn main() {
-let person = Table::new("person", postgres.clone())
-    .with_id_field("id")
-    .with_field("first_name")
-    .with_field("last_name")
-    .with_field("father_id");
-    .with_expression(
-        "full_name",
-        expr_arc!("CONCAT({}, ' ', {})",
-            &person.get_field("first_name").unwrap(),
-            &person.get_field("last_name").unwrap()
-        )
-    );
-
-let father = person.clone().with_alias("father");
-
-let person_with_father = person
-    .with_join("father", father, "father_id")
-    .unwrap();
-
-let query = person_with_father.get_select_query_for_field_names(&["id", "full_name", "father_name"]);
-
-writeln!(query.preview());
+table.with_expression("current_time", || expr!("now()"));
 }
-

An important takeaway from this example is that we define table along -with the fileds so that we could generate a query out of it. For now, -lets simplify the example and talk about the query generation.

+

In our introduction example, we came across a field: total:

#![allow(unused)]
-
-fn main() {
-let person = Table::new("person", postgres.clone())
-    .with_field("id")
-    .with_field("first_name")
-    .with_field("last_name");
-
-let query = person.get_select_query();
-
-writeln!(query.preview());
+fn main() {
+// lineitem.rs
+table.with_expression("total", |t: &Table<Postgres, LineItem>| {
+    t.price().render_chunk().mul(t.quantity())
+})
 }
-

The result of this query should be:

-
SELECT id, first_name, last_name FROM person
-
-

So what is Query?

+

fn price() is defined for Table<Postgres, LineItem>, same as fn quantity().

+

Conclusion

+

Ability to specify columns not by name but through a dedicated method makes +use of Rust type system and avoids typos at compile time. Fields in a query +can be defined through different means. Table will look into the fields +present in your Entity and only going to fetch those.

+

You might have been puzzled by render_chunk and mul methods, lets talk +about them next.

Data Sets

-

Most of Rust apps operate with data which is readily available in memory. Business apps -are stateless, loading too much data is an anti-pattern.

-

Depending of the capabilities of the underlying data storage layer, you should look to -create as many requests and retrieve as little data as possible.

-

DataSet is is a representation of collection of records - stored remotely.

+

Traditional ORMs operate with records. If you have used SeaORM or Diesel - you need +to temporarily "un-learn" those. DORM syntax may look similar, but it's very different to +the classic ORM pattern:

+
    +
  1. +

    DORM operates with Data Sets. A set can contain either a single record, no records or +a huge number of records. Set represents records in remote database (or API) and does +not store anything in memory.

    +
    2. +
  2. +

    DORM executes operations remotely. Changing multiple records in ORM involves +fetching all the records, modifying them and saving them back. DORM prefers to +execute changes remotely, if underlying DataSource supports it.

    +
    3. +
+

As a developer, you will always know when DORM interacts with the database, because +those operations are async. Majority of DORM operations - like traversing relationship, +calculating sub-queries - those are sync.

+

sql::Table and sql::Query

+

DORM implements sql::Table and sql::Query - because we all love SQL. However you can +define other data sources - such as NoSQL, REST API, GraphQL, etc. Those extensions +do not need to be in same crate as DORM. For the rest of this book I will only +focus on SQL as a predominant use-case.

+

DORM is quite fluid in the way how you use table and query, you can use one to +compliment or create another, but they serve different purpose:

+
    +
  1. sql::Table has a structure - fields, joins and relations are defined dynamically.
    2. +
  2. sql::Query on other hand is transient. It consists of smaller pieces which we call sql::Chunk.
    3. +
  3. sql::Table can create and return sql::Query object from various methods
    4. +
+

sql::Chunk trait that is implemented by sql::Query (or other arbitrary expressions) +acts as a glue betwene tables. For instance when you run traverse relations:

+
#![allow(unused)]
+fn main() {
+let client = Client::table().with_id(1);
+
+let order_lines = client.ref_orders().ref_order_lines();
+}
+
    +
  1. DORM executes field query operation on a client set for field id.
    2. +
  2. DORM creates orders table and adds condition on client_id field.
    3. +
  3. DORM executes field query operation on orders table for field id.
    4. +
  4. DORM creates order_lines table and adds condition on order_id field.
    5. +
+

DORM weaves between sql::Table and sql::Query without reaching out to the +database behind a simple and intuitive code.

ReadableDataSet and WritableDataSet

-

DORM provides two traits: ReadableDataSet and WritableDataSet. DORM also provides -several implementations of these traits:

+

DORM provides two traits: ReadableDataSet and WritableDataSet. As name +suggests - you can fetch records from Readable set. You can add, modify or delete +records in Writable set.

+

DORM implements those traits:

-

Design of DORM allow you to extend those into NoSQL (like MongoDB or GraphQL sources) -as well as custom RestAPI sources. Those extensions do not need to be part of DORM, -they can be implemented as separate crates.

Operating with Data sets

At the very basic level - you can iterate through a readable data set.

#![allow(unused)]
@@ -263,162 +309,405 @@ 
}
-

But quite often the advanced persistence layer could allow us to do much more. DORM approach is -to provide ways how one Data Set can yield a different Data Set. Here are some examples:

+

There are more ways to fetch data from ReadableDataSet:

-

DORM prefers to off-load operation execution to the persistence layer, but because this may increase -complexity, DORM also provides a way to abstract this complexity away.

-

Example - Lazy expression fields

-

In our introduction example, we came across an aggregate field: total:

-
#![allow(unused)]
-fn main() {
-table
-  .has_many("line_items", "order_id", || Box::new(LineItem::table()))
-  .with_expression("total", |t| {
-    let item = t.sub_line_items();
-    item.sum(item.total()).render_chunk()
-  })
-}
-

Lets examine more generally what is happening here. Use of has_many creates

-

This is a very simple example of a lazy expression field. It is a field that is calculated -by a closure. The closure is passed a reference to the table. The closure can then use -the table to create a new field.

-

The above example is equivalent to this SQL:

-
SELECT id,
-    (SELECT SUM((SELECT price FROM product WHERE id = product_id) * quantity)
-    FROM order_line WHERE order_line.order_id = ord.id) AS total
-FROM ord
-
-

In this example, we are using a sub-query to calculate the total. The sub-query is -created by calling sub_line_items() on the table. This method returns a new table -that is a subset of the original table. The sub-query is then used to create a new -field called total that is a sum of the price and quantity.

-

The implementation -of sql::Table however provides ability to create new Data Sets from existing ones.

-

Table and Fields

-

In DORM, you define your business entities by creating a Table. A Table is associated with a -physical DataSource and a table. Tables will also contain Fields, Conditions, Joins etc. -Lets start with a simple example:

+

In most cases you would use get and get_some:

#![allow(unused)]
 fn main() {
-use dorm::prelude::*;
+let client = Client::table().with_id(1);
 
-let products = Table::new("product", postgres.clone())
-    .with_field("name")
-    .with_field("description")
-    .with_field("default_price");
+let Some(client_data) = client.get_some().await? else { // fetch single record
+    // handle error
+};
+
+for client_order in client.orders().get().await? { // fetch multiple records
+    println!("{}", client_order.id);
+}
+}
+

Creating Queries from Tables

+

Sometimes you do not want result, but would prefer a query object instead. This gives you +a chance to tweak a query or use it elsewhere.

+

DORM provides trait TableWithQueries that generates Query objects for you:

+ +

There are generally two things you can do with a query:

+
    +
  1. Tweak and execute it
    2. +
  2. Use it as a Chunk elsewhere
    3. +
+

Tweaking and Executing a query

+
#![allow(unused)]
+fn main() {
+let vip_orders = Client::table().add_condition(Client::table().is_vip().eq(true)).ref_orders();
+
+let query = vip_orders
+    .get_select_query_for_field_names(&["id", "client_id", "client"]) // excluding `total` here
+    .with_column("total".to_string(), expr!("sum({})", vip_orders.total())) // add as aggregate
+    .with_column("order_count".to_string(), expr!("count(*)"))
+    .with_group_by(vip_orders.client_id());
+
+let result = postgres().query_raw(&query).await?;
+}
+

Using a query as a Chunk elsewhere

+
#![allow(unused)]
+fn main() {
+// TODO - hypothetical example, not implemented in bakery_model
+
+let product_123 = Product::table().with_code("PRD-123");
+let john = Client::table().with_email("john@example.com");
+
+let new_order = Order::table()
+    .insert(Order {
+        product: product_123,
+        client: john,
+        quantity: 1,
+    }).await?;
+}
+
#![allow(unused)]
+fn main() {
+// TODO: test
+let john = Client::table().with_email("john@example.com");
+
+let order = Order::table()
+    .with_condition(Order::table().client_id().in(john.get_select_query_for_field(john.id())))
 }
-

Tables are created by calling Table::new() and passing it a table name and a DataSource.

+

Method get_ref() does exactly that, when you traverse relationships.

+

Conclusion

+

DataSet is a powerful concept that sets aside DORM from the usual ORM pattern. +sql::Table and sql::Query are the building blocks you interract with most +often in DORM.

+

Understanding this would allow you to implement missing features (such as table grouping) +and eventually devleop extensions for your data model.

+

Table

+

I have introduced sql::Table in context of Data Sets, however before +diving deep into Table I must introduce SqlTable trait - a dyn-safe version of Table.

+

Table type takes 2 generic parameters: DataSource and Entity. This is similar to +Vec<T> where T is a generic parameter. In other words Table<Postgres, User> is +not the same as Table<Postgres, Order>.

+

Table also have methods returning Self for example with_column:

#![allow(unused)]
 fn main() {
-let products = Table::new("product", postgres.clone())
+let users = Table::new("users", postgres());
+let users = users.with_column("id"); // users has same type
 }
-

The following invocations to with_field() are going to replace your "table" instance -with a new one. Our original code is equivalent to:

+

Generic parameters and methods that return Self cannot be defined in dyn-safe traits. +(See https://doc.rust-lang.org/reference/items/traits.html#object-safety for more info), +whihc is why I created sql::SqlTable trait.

+

Table gives you convenience and you get unique type for your business entities, +but if you need to deal with generic Table you can use SqlTable trait:

#![allow(unused)]
 fn main() {
-let products = products.with_field("name");
-let products = products.with_field("description");
-let products = products.with_field("default_price");
+fn get_some_table() -> Box<dyn SqlTable> {
+    if some_condition() {
+        Box::new(Table::new("users", postgres()))
+    } else {
+        Box::new(Table::new("orders", postgres()))
+    }
+}
 }
-

If you prefer to mutate your table, you can use add_field() instead:

+

To convert Box<dyn SqlTable> back to Table<Postgres, User>, you can use downcasting:

#![allow(unused)]
 fn main() {
-let mut products = Table::new("product", postgres.clone());
-products.add_field("name");
-products.add_field("description");
-products.add_field("default_price");
+let user: Table<Postgres, User> = get_some_table().as_any_ref().downcast_ref().unwrap();
 }
-

You will see the above method chaining used quite often in DORM. In most cases both methods -will have the identical arguments, but please check with the documentation.

-

DataSource

-

One of the puproses of DORM is to convert your business logic into a set of queries. Because -query languages differ between databases (such as Postgres, MySQL, SQLite, etc), DORM -provides a DataSource abstraction. A DataSource is a trait that defines how to execute -queries and fetch data.

-

A DataSource for Postgress can be created like this:

+

If some_condition() was false and "orders" table was returned you get type missmatch and downcast +will fail. That's just how Rust type system works, so only downcast when you are 100% sure that you +are using the right type.

+

This works really for defining custom ref_* methods for entity traversal:

#![allow(unused)]
 fn main() {
-let postgress_client = tokio_postgres::connect("host=localhost dbname=postgres", NoTls)
-    .await
-    .context("Failed to connect to Postgres")?;
+fn ref_orders(users: &Table<Postgres, User>) -> Table<Postgres, Order> {
+    users.get_ref("orders").unwrap().as_any_ref().downcast_ref().unwrap()
+    //       ^ returns Box<dyn SqlTable>
+}
+}
+

There is a more convenient method get_ref_as, that would downcast it for you:

+
#![allow(unused)]
+fn main() {
+fn ref_orders(users: &Table<Postgres, User>) -> Table<Postgres, Order> {
+    users.get_ref_as("orders").unwrap()
+    //       ^ returns Table<Postgres, _>
+}
+}
+

Let me collect some facts about Table and SqlTable:

+
    +
  1. sql::SqlTable is a dyn-safe trait implementing most basic features of a table
    2. +
  2. sql::Table is a struct implementing SqlTable trait and some additional features (such as ReadableDataSet)
    3. +
  3. When Table must refer to another table in a generic way, it will be using dyn SqlTable
    4. +
  4. sql::Table type relies on 2 generic parameters: DataSource and Entity
    5. +
  5. DataSource describes your SQL flavour and can affect how queries are built etc.
    6. +
  6. Entity can be implemented by any struct.
    7. +
+

To reinforce your understanding of how this all works together, lets compare 3 examples. +First I define a function that generates a report for Table<Postgres, Order>:

+
#![allow(unused)]
+fn main() {
+fn generate_order_report(orders: &Table<Postgres, Order>) -> Result<String> {
+    ...
+}
 
-let postgres = Postgres::new(Arc::new(Box::new(postgress_client)));
+generate_order_report(Order::table()); // Table<Postgres, Order>
+// generate_order_report(Client::table());
+// does not compile ^
 }
-

When you create a Table, you pass it a clone of your DataSource. You may use different -DataSources for different tables and DORM will make to execute queries correctly even -if you are traversing relationships between different DataSources.

-

What exactly is a Field?

-

In the example above, we used a pretty generic method to create a field. -In reality, DORM has a very loose definition of what a field is. Lets look at SQL first:

-
SELECT id, CONCAT(first_name, ' ', last_name) AS full_name, father.name AS father_name
-FROM person
-JOIN father ON person.father_id = father.id
-
-

The above query will return table with 3 columns: id, full_name and father_name. From -the DORM perspective, all three are valid fields.

- -

Although the DORM code is a bit complex at this point, I'll still include -it here. Don't worry if you don't understand it all yet, we'll get to -learning about expressions and joins in later chapters.

+

I'd like to test my method using MockDataSource and therefore I want it to work with +any DataSource:

#![allow(unused)]
 fn main() {
-let person = Table::new("person", postgres.clone())
-    .with_id_field("id")
-    .with_field("first_name")
-    .with_field("last_name")
-    .with_field("father_id");
-    .with_expression(
-        "full_name",
-        expr_arc!("CONCAT({}, ' ', {})",
-            &person.get_field("first_name").unwrap(),
-            &person.get_field("last_name").unwrap()
-        )
-    );
+async fn generate_order_report<D: DataSource>(orders: Table<D, Order>) -> Result<String> {
+    ...
+}
 
-let father = person.clone().with_alias("father");
+let orders = Order::mock_table(&mock_orders);
+generate_any_report(orders).await?;  // Table<MockDataSource, Order>
 
-let person_with_father = person
-    .with_join("father", father, "father_id")
-    .unwrap();
+}
+

What if my code should work with any entity, but I don't wish to deal with SqlTable?

+
#![allow(unused)]
+fn main() {
+fn generate_any_report<D: DataSource, E: Entity>(table: Table<D, E>) -> Result<String> {
+    ...
+}
 
-let query = person_with_father.get_select_query_for_field_names(&["id", "full_name", "father_name"]);
+generate_any_report(Order::table()).await?;  // Table<Postgres, Order>
+generate_any_report(Client::table()).await?; // Table<Postgres, Client>
 
-writeln!(query.preview());
+let orders = Order::mock_table(&mock_data);
+generate_any_report(orders).await?;  // Table<MockDataSource, Order>
 }
-

An important takeaway from this example is that we define table along -with the fileds so that we could generate a query out of it. For now, -lets simplify the example and talk about the query generation.

+

(The nerdy explanation here is that Rust compiler will create 3 copies of generate_any_report +function for each D and E combinations you use in the code).

+

Creating

+

A simplest way to create a table object would be Table::new:

#![allow(unused)]
-
+fn main() {
+let users = Table::new("users", postgres())
+}
+

The type of users variable shall be Table<Postgres, EmptyEntity>. If instead of EmptyEntity +you'd like to use User you can use new_with_entity method.

+

DataSource type is inferred from the second argument to new() - return type of +postgres() function.

+

Lets look at how we can define our own Entity:

+
#![allow(unused)]
+fn main() {
+#[derive(Clone, Debug, Serialize, Deserialize, Default)]
+struct User {
+    id: i64,
+    name: String,
+}
+impl Entity for User {}
+
+let users = Table::new_with_entity::<User>("users", postgres());
+}
+

Rust will infer type when it can, so:

+
#![allow(unused)]
+fn main() {
+fn user_table() -> Table<Postgres, User> {
+    Table::new_with_entity("users", postgres())
+}
+}
+

Finally, rather than implementing a stand-alone method like that, we can implement it on the User +struct:

+
#![allow(unused)]
+fn main() {
+impl User {
+    fn table() -> Table<Postgres, User> {
+        Table::new_with_entity("users", postgres())
+    }
+}
+}
+

Since table structure is the same throughout the application, lets add columns +into the table:

+
#![allow(unused)]
+fn main() {
+impl User {
+    pub fn table() -> Table<Postgres, User> {
+        Table::new_with_entity("users", postgres())
+            .with_column("id")
+            .with_column("name")
+    }
+}
+}
+

Implementing custom traits for the entity

+

In Rust you can define an arbitrary trait and implement it on any type. +Lets define trait UserTable and implement it on Table<Postgres, User>:

+
#![allow(unused)]
+fn main() {
+trait UserTable: SqlTable {
+    fn name(&self) -> Arc<Column> {
+        self.get_column("name").unwrap()
+    }
+}
+impl UserTable for Table<Postgres, User> {}
+}
+

Now we can call name() method on type Table<Postgres, User> to access name column more directly:

+
#![allow(unused)]
+fn main() {
+let user = User::table();
+let name_column = user.name();
+}
+

We can also modify our generate_order_report() function into a custom trait:

+
#![allow(unused)]
+#![allow(async_fn_in_trait)]
 fn main() {
-let person = Table::new("person", postgres.clone())
-    .with_field("id")
-    .with_field("first_name")
-    .with_field("last_name");
+pub trait OrderTableReports {
+    async fn generate_report(&self) -> Result<String>;
+}
 
-let query = person.get_select_query();
+// was: async fn generate_order_report<D: DataSource>(orders: Table<D, Order>) -> Result<String>
 
-writeln!(query.preview());
+impl<D: DataSource> OrderTableReports for Table<D, Order> {
+    async fn generate_report(&self) -> Result<String> {
+        ...
+    }
+}
 }
-

The result of this query should be:

-
SELECT id, first_name, last_name FROM person
-
-

So what is Query?

+

Conclusion

+

I have explained about sql::Table struct and SqlTable trait and which of the two should be used. +Also I have explained how to create custom traits and extend Table for specific entity type.

+

In my next chapters I'll refer to Table but in most cases you should understand that most +features would also work with SqlTable trait.

+

This chapter was Rust-intensive, but you should now understand how entity types are used in DORM.

+

Table Columns

+

Table allows you to define and reference columns. A Column is another struct in DORM. +Using columns outside of table context is convenient, such as for defining an expression:

+
#![allow(unused)]
+fn main() {
+let users = Table::new("users", postgres())
+    .with_column("id")
+    .with_column("name")
+    .with_column("surname")
+    .with_expression("full_name", |t| {
+        expr!(
+            "concat_ws({}, {}, {})",
+            " ",
+            t.get_column("name").unwrap(),
+            t.get_column("surname").unwrap()
+        )
+    });
+}
+

Columns can also be used in conditions:

+
#![allow(unused)]
+fn main() {
+let condition = users.get_column("name").unwrap().eq("John");
+let john = user.with_condition(condition);
+}
+

When you use user.get(), with User { name, surname, full_name }, Table needs to +ensure query would include both columns and expression too. More broadly, lets talk about +what can be deserialised into a User entity:

+
    +
  1. Column - There is a physical SQL column name and surname.
    2. +
  2. Expression - No physical column, but full_name is defined through a SQL expression.
    3. +
  3. Joined Columns - Table could be joined with another table, combining columns.
    4. +
  4. Callback - Value is calculated after record is fetched using a callback.
    5. +
+

Lets dive into the following example scenario:

+
    +
  1. users: Table<Postgres, User> has a column name and surname, using table "user"
    2. +
  2. I added an expression full_name that combines name and surname columns
    3. +
  3. I also joined "user_address" table, that contains street and city columns
    4. +
  4. I also define callback for calculating post_code by fetching from external API or cache.
    5. +
+

After above operations the following is true:

+ +

Going forward you'll notice column and field terms used interchangeably. Term column referring to a physical column +in the main table, and term field referring to a logical field.

+

Working with Table Columns: SqlTable

+

Column operations are implemented in TableWithColumns trait.

+ +

Working with Table Columns: Table<D, E>

+ +
#![allow(unused)]
+fn main() {
+let users = Table::new("users", postgres())
+    .with_id_column("id")
+    .with_title_column("name")
+    .with_column("role_name");
+}
+

Using with_ is more readable and does not require you to define +users as mutable.

+

There is also a with method if you want to define table inside a closure.

+
#![allow(unused)]
+fn main() {
+let users = Table::new("users", postgres())
+    .with(|t| {
+        t.add_column("id");
+        t.add_id_column("name");
+        t.add_title_column("role_name");
+        t.add_condition(t.get_column("name").unwrap().eq("John"));
+    });
+}
+

In the later chapters I'll explain to you how to use this properly.

+

Expressions

+

Expressions in a table are lazy. They will not be evaluated unless field +is explicitly requested.

+

To define expression use:

+ +

Lets define a field that returns current time:

+
#![allow(unused)]
+fn main() {
+table.with_expression("current_time", || expr!("now()"));
+}
+

In our introduction example, we came across a field: total:

+
#![allow(unused)]
+fn main() {
+// lineitem.rs
+table.with_expression("total", |t: &Table<Postgres, LineItem>| {
+    t.price().render_chunk().mul(t.quantity())
+})
+}
+

fn price() is defined for Table<Postgres, LineItem>, same as fn quantity().

+

Conclusion

+

Ability to specify columns not by name but through a dedicated method makes +use of Rust type system and avoids typos at compile time. Fields in a query +can be defined through different means. Table will look into the fields +present in your Entity and only going to fetch those.

+

You might have been puzzled by render_chunk and mul methods, lets talk +about them next.

Queries

In DORM, query is a dynamic representation of a SQL query. You already saw how to create a query in the previous chapter, but now we will learn how to create query from scratch.

-

Expressions

+

Expressions

Expression is a building block of a query as well as a template engine for your query parameters. Lets start with a simple example:

#![allow(unused)]
diff --git a/searchindex.js b/searchindex.js
index eaf0ae0..fa24ac7 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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Before we dive in, few assumptions: You have read the Introduction (README): https://github.com/romaninsh/dorm You have cloned this repository, installed postgres and ran 0-intro example. You have a bit of patience to get to the bottom of various components of DORM as they are explained. You might need some Rust experience, but I'll try to provide pointers and keep things simple.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Terms concern separation and complexity abstraction may be new to you, so I'm going to look at the enterprise software more generally and also explain why languages such as Java, C# and TypeScript are considered suitable, while Rust so far had no traction. Majority of code for the enterprise is designed to \"codify\" business logic. As company grows, business rules become more complex. When you open a bank account, you can choose from few account types, but under the hood banks have hundreds of legacy account types. A lot of hidden use-cases are needed for regulations or to support legacy systems. In order to keep the code maintainable, old code must be pruned without affecting stability of remaining code. Refactoring will always face resistance from product leads, who prefer rolling out new features. Companies prefer systems and frameworks which are more modular and easier to maintain. In many cases, developers who originally wrote the code would no longer be with the company and a lot of code is written by junior developers too.","breadcrumbs":"Introduction » The Purpose of separation of concerns and complexity abstraction","id":"1","title":"The Purpose of separation of concerns and complexity abstraction"},"10":{"body":"Most of Rust apps operate with data which is readily available in memory. Business apps are stateless, loading too much data is an anti-pattern. Depending of the capabilities of the underlying data storage layer, you should look to create as many requests and retrieve as little data as possible. DataSet is is a representation of collection of records - stored remotely.","breadcrumbs":"Introduction » Data Sets » Data Sets","id":"10","title":"Data Sets"},"11":{"body":"DORM provides two traits: ReadableDataSet and WritableDataSet. DORM also provides several implementations of these traits: sql::Table - implements both ReadableDataSet and WritableDataSet. sql::Query - implements ReadableDataSet only. Design of DORM allow you to extend those into NoSQL (like MongoDB or GraphQL sources) as well as custom RestAPI sources. Those extensions do not need to be part of DORM, they can be implemented as separate crates.","breadcrumbs":"Introduction » Data Sets » ReadableDataSet and WritableDataSet","id":"11","title":"ReadableDataSet and WritableDataSet"},"12":{"body":"At the very basic level - you can iterate through a readable data set. let set_of_clients = Client::table(); for client in set_of_clients.get().await? { println!(\"{}\", client.name);\n} But quite often the advanced persistence layer could allow us to do much more. DORM approach is to provide ways how one Data Set can yield a different Data Set. Here are some examples: Get a set containing subset of records - by filtering. Converting sql::table into sql::query for further manipulation. Execute operation over set, such as calculate sum of a field from all records, or create comma-separated list of values. Modify or delete multiple records. DORM prefers to off-load operation execution to the persistence layer, but because this may increase complexity, DORM also provides a way to abstract this complexity away.","breadcrumbs":"Introduction » Data Sets » Operating with Data sets","id":"12","title":"Operating with Data sets"},"13":{"body":"In our introduction example, we came across an aggregate field: total: table .has_many(\"line_items\", \"order_id\", || Box::new(LineItem::table())) .with_expression(\"total\", |t| { let item = t.sub_line_items(); item.sum(item.total()).render_chunk() }) Lets examine more generally what is happening here. Use of has_many creates This is a very simple example of a lazy expression field. It is a field that is calculated by a closure. The closure is passed a reference to the table. The closure can then use the table to create a new field. The above example is equivalent to this SQL: SELECT id, (SELECT SUM((SELECT price FROM product WHERE id = product_id) * quantity) FROM order_line WHERE order_line.order_id = ord.id) AS total\nFROM ord In this example, we are using a sub-query to calculate the total. The sub-query is created by calling sub_line_items() on the table. This method returns a new table that is a subset of the original table. The sub-query is then used to create a new field called total that is a sum of the price and quantity. The implementation of sql::Table however provides ability to create new Data Sets from existing ones.","breadcrumbs":"Introduction » Data Sets » Example - Lazy expression fields","id":"13","title":"Example - Lazy expression fields"},"14":{"body":"In DORM, you define your business entities by creating a Table. A Table is associated with a physical DataSource and a table. Tables will also contain Fields, Conditions, Joins etc. Lets start with a simple example: use dorm::prelude::*; let products = Table::new(\"product\", postgres.clone()) .with_field(\"name\") .with_field(\"description\") .with_field(\"default_price\"); Tables are created by calling Table::new() and passing it a table name and a DataSource. let products = Table::new(\"product\", postgres.clone()) The following invocations to with_field() are going to replace your \"table\" instance with a new one. Our original code is equivalent to: let products = products.with_field(\"name\");\nlet products = products.with_field(\"description\");\nlet products = products.with_field(\"default_price\"); If you prefer to mutate your table, you can use add_field() instead: let mut products = Table::new(\"product\", postgres.clone());\nproducts.add_field(\"name\");\nproducts.add_field(\"description\");\nproducts.add_field(\"default_price\"); You will see the above method chaining used quite often in DORM. In most cases both methods will have the identical arguments, but please check with the documentation.","breadcrumbs":"Introduction » Table and Fields » Table and Fields","id":"14","title":"Table and Fields"},"15":{"body":"One of the puproses of DORM is to convert your business logic into a set of queries. Because query languages differ between databases (such as Postgres, MySQL, SQLite, etc), DORM provides a DataSource abstraction. A DataSource is a trait that defines how to execute queries and fetch data. A DataSource for Postgress can be created like this: let postgress_client = tokio_postgres::connect(\"host=localhost dbname=postgres\", NoTls) .await .context(\"Failed to connect to Postgres\")?; let postgres = Postgres::new(Arc::new(Box::new(postgress_client))); When you create a Table, you pass it a clone of your DataSource. You may use different DataSources for different tables and DORM will make to execute queries correctly even if you are traversing relationships between different DataSources.","breadcrumbs":"Introduction » Table and Fields » DataSource","id":"15","title":"DataSource"},"16":{"body":"In the example above, we used a pretty generic method to create a field. In reality, DORM has a very loose definition of what a field is. Lets look at SQL first: SELECT id, CONCAT(first_name, ' ', last_name) AS full_name, father.name AS father_name\nFROM person\nJOIN father ON person.father_id = father.id The above query will return table with 3 columns: id, full_name and father_name. From the DORM perspective, all three are valid fields. id: This is not only a field, but also a \"id\" field. full_name: This field is represented by a SQL expression. father_name: This field is imported from another table. Although the DORM code is a bit complex at this point, I'll still include it here. Don't worry if you don't understand it all yet, we'll get to learning about expressions and joins in later chapters. let person = Table::new(\"person\", postgres.clone()) .with_id_field(\"id\") .with_field(\"first_name\") .with_field(\"last_name\") .with_field(\"father_id\"); .with_expression( \"full_name\", expr_arc!(\"CONCAT({}, ' ', {})\", &person.get_field(\"first_name\").unwrap(), &person.get_field(\"last_name\").unwrap() ) ); let father = person.clone().with_alias(\"father\"); let person_with_father = person .with_join(\"father\", father, \"father_id\") .unwrap(); let query = person_with_father.get_select_query_for_field_names(&[\"id\", \"full_name\", \"father_name\"]); writeln!(query.preview()); An important takeaway from this example is that we define table along with the fileds so that we could generate a query out of it. For now, lets simplify the example and talk about the query generation. let person = Table::new(\"person\", postgres.clone()) .with_field(\"id\") .with_field(\"first_name\") .with_field(\"last_name\"); let query = person.get_select_query(); writeln!(query.preview()); The result of this query should be: SELECT id, first_name, last_name FROM person So what is Query?","breadcrumbs":"Introduction » Table and Fields » What exactly is a Field?","id":"16","title":"What exactly is a Field?"},"17":{"body":"In DORM, query is a dynamic representation of a SQL query. You already saw how to create a query in the previous chapter, but now we will learn how to create query from scratch.","breadcrumbs":"Introduction » Expressions and Queries » Queries","id":"17","title":"Queries"},"18":{"body":"Expression is a building block of a query as well as a template engine for your query parameters. Lets start with a simple example: let expression = Expression::new( \"SELECT * FROM product WHERE name = {}\", vec![json!(\"DeLorian Doughnut\")]); writeln!(expression.preview()); The above expression will be rendered as: SELECT * FROM product WHERE name = 'DeLorian Doughnut' Expressions do not know anything about the underlying database and they cannot execute themselves. Parameters you are passing, must be of type serde_json::Value. To simplify the process DORM offers you a expr! macro: let expression = expr!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\"); The parameters to expr! macro can be any owned scalar types, as long as they can be converted to serde_json::Value using serde_json::json!. macro. While convenient, there is a significant limitation to Expressions - they cannot be nested. This is because Expression cannot render itself into a json::Value. To overcome this limitation, DORM offers a ExpressionArc type.","breadcrumbs":"Introduction » Expressions and Queries » Expressions","id":"18","title":"Expressions"},"19":{"body":"As the name implies, ExpressionAarc keeps its parameters inside an Arc and therefore parameters can be dynamic objects. Anything that implements SqlChunk trait can be used as a parameter. Naturally both Expression and ExpressionArc implement SqlChunk, but there are more types that implement SqlChunk trait and we will look at them later. ExpressionArc can be created through a expr_arc! macro: let expression = expr_arc!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\");\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You can now pass expresisons recursively: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You might have noticed, that nested expressions are not escaped, but rest assured, parameters are never inserted into the SQL query. Both Expression and ExpressionArc can cloned and passed around freely.","breadcrumbs":"Introduction » Expressions and Queries » Expression Arc","id":"19","title":"Expression Arc"},"2":{"body":"Within your average product team (say - 20 developers) engineers who share the code, engineers would find preference towards a certain sub-sections of your app. Some developers may prefer working on the \"order processing\" while others will dive into \"onboarding\" flow. Those are called areas of concern. The practice of separating those areas is called SoC - Separation of Concerns. Rust generally relies on sub-crates to separate concerns, but there is one area, where those areas intersect - and that is the \"persistence layer\".","breadcrumbs":"Introduction » Separation of Concerns","id":"2","title":"Separation of Concerns"},"20":{"body":"As you can see in the example above, SqlChunk can have many sub-objects. When we need to send off expression to the database, we need to flattern it. SqlChunk trait has a render_chunk() method that will convert itself into a static Expression type: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nlet flattened = expression.render_chunk(); dbg!(flattened.sql());\ndbg!(flattened.params()); // renders into: SELECT * FROM product WHERE name = {}\n// params: [json!(\"DeLorian Doughnut\")] In the example above, we used render_chunk() method on ExpressionArc to convert it into a static Expression type. Then sql() and params() methods can be called to get the final template and parameters. Template has correctly combined nested condition, while leaving parameter value separated.","breadcrumbs":"Introduction » Expressions and Queries » Flattening Expressions","id":"20","title":"Flattening Expressions"},"21":{"body":"A query object is designed as a template engine. It contains maps of various columns, conditions, joins etc. Query implements SqlChunk and query itself can be contained inside expression or another query. Query implements wide range of \"with_*\" methods that can be used to manipulate the query. Lets create a query that will select all columns from \"product\" table, where name is \"DeLorian Doughnut\" and age is greater than 30: let expr1 = expr!(\"name = {}\", \"John\");\nlet expr2 = expr!(\"age > {}\", 30); let query = Query::new() .with_table(\"users\", None) .with_column_field(\"id\") .with_column_field(\"name\") .with_condition(expr1) .with_condition(expr2); writeln!(query.preview()); // renders into: SELECT id, name FROM users WHERE name = 'John' AND age > 30 Query does not know anything about the underlying database and therefore cannot execute itself. It can only be rendered into a template and parameters. Query is immutable calling with_* methods will take the ownership, modify and return a new instance, making it perfect for chaining. Methods like with_condition can accept any argument that implements SqlChunk trait, lets create another query, based on the one we had above: // query is from example above\nlet query2 = Query::new() .with_table(\"orders\", None) .with_condition(expr_arc!(\"user_id in {}\", query .clone() .without_columns() .with_column_field(\"id\") )); writeln!(query2.preview()); // renders into: SELECT * FROM orders WHERE user_id in (SELECT id, name, age FROM users WHERE name = 'John' AND age > 30) Importantly - the two parameters which were set (and then cloned) for the query are kept separate from a final query rendering and will be passed into DataSource separately. This ensures that SQL injection is never possible. Next, lets explore some other kinds of SqlChunk implementation, that are more intuitive to use over Expressions.","breadcrumbs":"Introduction » Expressions and Queries » How Query uses Expressions ?","id":"21","title":"How Query uses Expressions ?"},"22":{"body":"Well, Query stores columns as a Map> and there are several types that implement Column trait, but the simplest would be a Field type: To add a Field to your Query you can call with_column_field method: let query = Query::new() .with_table(\"product\") .with_column_field(\"name\") Another type that implements Column trait is Expression. Lets modify our query by adding an expression by invoking with_column method. This method is more generic than \"with_column_field\" and will accept two arguments - a name of the column and a static Column object. let person = person .with_column(\"name_caps\".to_string(), expr!(\"UPPER(name)\")); If you call preview() on your query now, you should see this: SELECT name, UPPER(name) AS name_caps FROM product Query is not very long-lived. Once created, it can be executed, but that's it. More interesting for us - Table objects can convert themselves into a Query object. This is our Table object from earlier: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\"); You already know that Table can produce a Query: let query = product.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name FROM product There should be a way to add a \"expression\" to our query by defining it in our table, right? As it turns out, tables are quite lazy when it comes to expressions. They do not recognize them as fields, and instead will pop them into your \"select_query\" just at the last moment and only when you explicitly need that expresison field. This allows you to have wide range of expressions in your table and optimize select query automatically. let product = product .with_expression( \"name_caps\", |t| expr_arc!(\"UPPER({})\", t.get_field(\"name\").unwrap()) ); You have probably noticed, that rather then hard-coding name in the expression, we are using get_field method. This method will return a &Field object, which we can include in our ExpressionArc. Field implements SqlChunk, right? Executing get_select_query() will will not include name_caps by default. You can explicitly ask which fields you'd like to see by usign with_select_query_for_field_names method: let query = product.get_select_query_for_field_names(&[\"name\", \"name_caps\"]);\nwriteln!(query.preview()); // renders into: SELECT name, UPPER(name) AS name_caps FROM product","breadcrumbs":"Introduction » Fields and Operations » Fields and Operations","id":"22","title":"Fields and Operations"},"23":{"body":"Relying ot an arbitrary expression macro sometimes is not very convenient. DORM offers an Operations trait, that can be used to generate some commonly used expressions: let product = product .with_expression( \"name_caps\", |t| t.get_field(\"name\").unwrap().upper() ); Operations can also be used for generating conditions, lets look into that next.","breadcrumbs":"Introduction » Fields and Operations » Operations","id":"23","title":"Operations"},"24":{"body":"By default, when you create a Table object, it will represent a set of all rows in the table. Sometimes you want to filter the rows. Our product SQL table contains a calories column, so lets define it and use it for filtering: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\") .with_field(\"calories\"); let low_cal_products = product .with_condition( product .get_field(\"calories\") .unwrap() .lt(100) ); let query = low_cal_products.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) Condition can be created from various other types, but the most convenient way is through the use of Operator. get_field returns a Option object unwrap() as we know for sure field exists Arc implements Operator trait Operator::lt() returns a Condition object Condition implements SqlChunk, so it can be part of a query DORM capabilities allow you to be very flexible with defining your entities and we are just scratching the surface here. Before we continue, let me address one annoying bit here. So far each chapter we have been re-creating our product table. In the real world, you would typically have a pre-defined table structure, so that no matter how many times you need to operate with a product table, you can easily create it. DORM has a recommended pattern for generating tables and we will explore it next.","breadcrumbs":"Introduction » Conditions » Conditions","id":"24","title":"Conditions"},"25":{"body":"So we need to conveniently create a product table objects, but we don't want to re-populate all the fields and conditions every time. DORM recommends you to have a object called Product that would vend Table objects. We will place the code inside a model subfolder. While we are building our Product type, lets also create a static instance of our DataSource: inside your model/mod.rs: use dorm::prelude::Postgres; pub mod products;\npub use products::*; static POSTGRESS: OnceLock = OnceLock::new(); pub fn set_postgres(postgres: Postgres) -> Result<()> { POSTGRESS .set(postgres) .map_err(|_| anyhow::anyhow!(\"Failed to set Postgres instance\"))\n} pub fn postgres() -> Postgres { POSTGRESS .get() .expect(\"Postgres has not been initialized\") .clone()\n} Now you would need to call set_postgress() when your tokio_postgress client is ready and you can import and call postgress() from your models. Lets create file models/products.rs: use dorm::prelude::*;\nuse crate::postgres; pub struct Product {}\nimpl Product { pub fn table() -> Table { Product::static_table().clone() } pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") }) } pub fn name() -> Arc { Product::static_table().get_field(\"name\").unwrap() }\n} Now that you have created a Product type, we can reference it in your application like this: use model; let products = model::Product::table();\nwriteln!(products.get_select_query().preview()); // renders into: SELECT id, name FROM product let low_cal_products = model::Product::table() .with_condition( model::Products::calories().lt(100) );\nwriteln!(low_cal_products.get_select_query().preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) This is already much more portable, but we can do better. Add this to your model/products.rs and pub struct LowCalProduct {}\nimpl LowCalProduct { pub fn table() -> Table { Product::table().with_condition( Product::calories().lt(100) ) }\n} You can addopt a different approach here, those are just a few recommendations. Later we will explore a way to create a dynamic business entity pattern, but now we will focus on something more fun - joins.","breadcrumbs":"Introduction » Entity Model » Entity Model","id":"25","title":"Entity Model"},"26":{"body":"Join can happen between two tables with one-to-some(one) relationship. A good example for us is if we add a new table called inventory that joins product table: CREATE TABLE inventory ( product_id SERIAL PRIMARY KEY, stock INT DEFAULT NULL\n); In this case, inventory does not particularly useful ol its own, so we can make it part of the Products type: impl Product { pub fn table_with_inventory() -> Self { Product::table() .with_alias(\"p\") .with_join( Table::new(\"inventory\", postgres()) .with_alias(\"i\") .with_id_field(\"product_id\") .with_field(\"stock\"), \"id\", ) } }\n} The beautiful syntax here is going to give you exactly what you expect: let prod_inv = model::Product::table_with_inventory();\nwriteln!(prod_inv.get_select_query().preview()); // renders into: SELECT p.id, p.name, i.stock FROM product p LEFT JOIN inventory i ON (p.id = i.product_id) How is that possible? Well, DORM's \"with_join\" method will consume the table object that you pass and will move its fields into the original table. The joined table will be wrapped into a Join object and will instruct query builder to add join into your query. There are ways to create different kind of joins too, but api for that is not yet stable. As you will see later, DORM operates with joined tables just as good as with a single table. Now is probably a great time to look into DORMs capabilities of operating with your entities. So far we only used Table to create select queries, but we can in fact hydrate our entities with data from the database.","breadcrumbs":"Introduction » Joins » Joins","id":"26","title":"Joins"},"27":{"body":"So far we were creating tables and were generating queries from them, but wouldn't it be great if we could fetch data directly from the table object? If you recall - our table is already associated with DataSource, but when we execute get_select_query() the resulting Query is not associated with any DataSource. There is a type called AssociatedQuery that can be produced by a table object and it has some beautiful methods to actually fetch data. Lets explore: let low_cal_products = model::LowCalProduct::table(); let count = low_cal_products.count().get_one().await?; Table::count() is a method that returns a query for counting rows in a table. Because our LowCalProducts contains a condition, this will return a count of rows that match the condition. You could use count().preview() still to confirm, that DORM won't attept to fetch all records and iterate over them, but instead will use a SUM() function to count rows: SELECT COUNT(*) FROM \"product\" WHERE \"calories\" <= 100 Calling get_one will instead allow us to fetch the value directly into a variable. We do not know what type our query would produce, so get_one() returns json::Value and you can use \"as_i64\" to cast it into a numeric type: let count = model::LowCalProduct::table() .count() .get_one() .await? .as_i64()? Previously I was using unwrap() and now I am using \"?\" to unwrap. This is because previously our code was certain that a field woudl exist, since we added it ourselves, but with .get_one() we are not sure about the response. Perhaps query execution would fail, so we need a proper error handling. Lets explore another method: let total_calories = model::LowCalProduct::new() .sum(model::Product::calories()) .get_one() .await? .as_i64()? Here we are passing a Column object to the sum() method. Some of those methods will be useful for us later, but for now lets look at the way to fetch data from a table: for product in model::LowCalProduct::table().get_all_data().await? { println!(\"{} ({} kcal)\", product[\"name\"]?, product[\"calories\"]?);\n} Next we will look at how to use power of Deserialize trait of your custom type.","breadcrumbs":"Introduction » Fetching Data » Fetching Data","id":"27","title":"Fetching Data"},"28":{"body":"So far we have defined our Product type without any fields. Lets add some fields to it: #[derive(Serialize, Deserialize, Clone)]\npub struct Product { id: Option, name: String, calories: i64,\n} You can now use get() to fetch data from the database much more conveniently: for product in model::LowCalProduct::table().get().await? { println!(\"{} ({} kcal)\", product.name, product.calories);\n} There is now your type safety. You also can see that we can use any type that implements Serialize and Deserialize traits in get() method. However, now that we have implemented a struct for our entity, we can start modifying our data. Check this code out: model::LowCalProduct::table().map(|product| async move { product.calorues += 1;\n})().await?; This allows you to iterate over your data as you did before, but map() will also store data back to the database. You just need to remember to have id field in your struct. Here is what happens: DORM determines the type of your struct (Product) DORM will fetch row from a query that includes your condition DORM will deserialize the row into your struct DORM will call your closure DORM will serialize your struct back to a row DORM will replace row in the database with the new values The map() method does not know if you have changed struct, so it will always try to execute \"REPLACE\" query and based on your unique id field, it should rewrite the row. You can also use insert() method on your table to add a new row to the database: model::Product::table().insert(Product { id: None, name: \"New Product\".to_string(), calories: 100,\n})\n.await?; Deleting is also possible, but you need to be careful. delete_all() method will remove all rows. model::LowCalProduct::table().delete_all().await?; If you want to delete a specific row, you can set a condition: model::Product::table().with_id(1).delete_all(); Although a more convenient method delete() exists too: model::Product::table().delete(1).await?; I should probably mention, that delete() method will not affect rows in a table, which do not match the condition: model::LowCalProduct::table().delete(4).await?; Here a row with id=4 will only be deleted if calories is less than 100 for this row. This will be useful for us later. Next I want to tell you about associated entities.","breadcrumbs":"Introduction » Struct Entities » Struct Entities","id":"28","title":"Struct Entities"},"29":{"body":"Do you remember how we used Query type only to discover that there is also AssociatedQuery type? Well, in the last chapter we used our custom entity type Product and now it turns out you can have an associated entity type too. AssociatedEntity is the way how your entity can remain linked to the Table object. To save you from headache of object lifetimes, it will actually contain a clone of a table as well as ID field. Therefore your type will no longer need an \"id\" field. #[derive(Serialize, Deserialize, Clone)]\npub struct Product { name: String, calories: i64,\n} Now when we deal with associated entities, we load() and save() them: let product = model::Product::table().load(4).await?; product.calories = 56;\nproduct.save().await?; AssociatedEntity derefs itself so that you can still access the fields. Additionally the following methods are added: reload() - reload entity from the database id() - return id of the entity delete() - delete the entity from the database save() - saves the entity to the database save_into() - saves entity into a different table Here is example: if let Some(product) = model::LowCalProduct::table().load_any::().await? { writeln!(\"Low-cal Product {} has {} calories\", product.name, product.calories); product.calories += 100; // no londer LowCalProduct // product.save().await?; // will Err because of condition product.save_into(model::Product::table()).await?;\n} It should no longer be a surprise to you that you can do the exactly same stuff with a table which relies on Join: struct ProductInventory { name: String, stock: i64,\n} if let Some(product) = model::Product::with_inventory().load::(4).await? { writeln!(\"Product {} has {} items in stock\", product.name, product.stock); if product.stock > 0 { product.stock -= 1; product.save().await?; } else { product.delete().await?; }\n} DORM will automatically understand, which fields you have changed (stock) and will only update those fields. DORM will also delete the row from both \"product\" and \"inventory\" tables if stock is 0. Your code remains intuitive, while DORM takes care of the rest, but lets make the code even better: impl AssociatedEntity { pub async fn sell(self, qty: i64) -> Result<()> { if qty > self.stock { return Err(anyhow::anyhow!(\"Not enough items in stock\")); } self.stock -= qty; if self.stock == 0 { self.delete().await?; } else { self.save().await?; } Ok(()) }\n} Now you can use your method like this: let product = model::Product::with_inventory().load::(4).await?;\nproduct.sell(10).await?; Rust never looked so good! But hey, that's not all. DORM also supports associations between two tables. Keep reading!","breadcrumbs":"Introduction » Associated Entities » Associated Entities","id":"29","title":"Associated Entities"},"3":{"body":"As a business software is dealing with events - it needs to store it's state. Data needs to persist between execution as well as propogate between containers. Business software is state-less - when request comes in, the data is loaded, processed and stored back. Request can come in from an API interface or event queue. Similarly data can be loaded/stored from Database, APIs or Caches. It is quite common that in order to process a single request the data would need to be loaded and stored several times. Quite often external API would rely on intermediate APIs (middleware) to achieve the task.","breadcrumbs":"Introduction » Persistence layer","id":"3","title":"Persistence layer"},"30":{"body":"DORM allows you to connect tables together. Lets create two new tables in addition to \"Product\" that we have already: struct Order { product: Product, client: Client,\n} struct Client { name: String, contact_details: String,\n} The definition of the tables would be just like in chapter 5-Entity Model, however we will use \"has_one\" and \"has_many\" methods: impl Product { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_many(\"orders\", \"product_id\", || Order::table()) }) }\n} impl Order { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"order\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_one(\"client\", \"client_id\", || Client::table()) .has_one(\"product\", \"product_id\", || Product::table()) }) }\n} impl Client { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) }) }\n} Given one Table, DORM lets you traverse relationships between tables. Lets say we want to see how many orders does product with id=4 have: let product = model::Product::table().with_id(4); let orders_count = product.get_ref(\"orders\").unwrap().count().get_one().await?; Here is what happens under the hood: A query is generated for the Product where id=4 product query is used as a condition for a order query order query is executed for counting rows SELECT COUNT(*) FROM order WHERE (product_id = in (SELECT id FROM product WHERE (id = 4))); This query may seem a bit redundant, but lets see how many LowCalProduct orders we have: let product = model::LowCalProduct::table(); let low_cal_orders = product.get_ref(\"orders\").unwrap().count().get_one().await?; Resulting query now looks like this: SELECT COUNT(*) FROM order WHERE (product_id IN (SELECT id FROM product WHERE (calories < 100))); In DORM relationship traversal is always converting one \"set\" into another \"set\". In fact - if you want to calculate how many clients have placed orders for Low Calory Products, you can do it like this: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap() .count() .get_one() .await?; But lets not stop here. Suppose you wanted to send all clients who are on a diet some email about a new product: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap(); for client in clients_on_diet.get().await? { client.send_email(\"New low carb product is out!\").await?;\n} Imagine all the other things you could do. Yet once again, DORM has more surprises for you. We have learned about expressions before, right? Well, expressions can be built from subqueries.","breadcrumbs":"Introduction » References » References","id":"30","title":"References"},"31":{"body":"Once we have used \"has_one\" and \"has_many\" methods, we can now add some expressions as well. I'll start by extending our \"Client::table()\" with \"total_orders\" field. Place that inside static_table() method: Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) .with_expression(\"total_orders\", move |t| { t.get_ref_related(\"orders\").unwrap().count() }) What happens here then? A query is generated for the Client If \"total_orders\" field is requested, a callback is called The callback is passed a Table object (\"client\"), which has a reference to the \"orders\" table get_ref_related() is similar to get_ref(), but is suitable for subquery expressions get_ref_related() returns a Table object count() is called on the Table object, producting a SqlChunk object The SqlChunk object is is aliased into \"total_orders\" field inside Query Query is executed Lets also modify \"Client\" struct: struct Client { name: String, contact_details: String, total_orders: Option\n} Now that we have know how many orders clients have placed, we can use it as a condition. let vip_clients = clients.with_condition(clients.field(\"total_orders\").gt(4)); Lets also calculate how many low_cal_orders clients have placed: .with_expression(\"low_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t.get_filed(\"calories\").unwrap().lt(100)) .unwrap() .count()\n})\n.with_expression(\"high_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t .get_field(\"calories\") .unwrap() .gt(100) .or(t.get_filed(\"calories\").unwrap().eq(100)) ) .unwrap() .count()\n}) We just casually added 2 more expressions to our Client table. Those normally won't be queried unless needed. However, we can use them to calculate conditions: let diet_clients = clients .with_condition(clients .field(\"low_cal_orders\") .gt(clients.field(\"high_cal_orders\")) ); Finally to clean things up a bit, we can move some of this logic into our model/*.rs files. Overall, you are now familiar with the basics of DORM and can start building business model abstractions for your application.","breadcrumbs":"Introduction » Subquery Expressions » Subquery Expressions","id":"31","title":"Subquery Expressions"},"4":{"body":"Any request can fail. It can fail before any data is loaded or it can fail after the data is processed and stored. Idempotence is a design pattern that ensures that any requset can be retried by the caller. If the original request was successful, retry will also be successful, but it will not cause any duplicates. This is called Retry safety. To give you an example, request to send payment of $10 should not send a total of $20 if it is \"retried\" due to communication issue inside a middleware.","breadcrumbs":"Introduction » Idempotence","id":"4","title":"Idempotence"},"5":{"body":"I have just went through some of the essential design principles of enterprise software systems. If this is new to you, it may sound excessively complex. Well, there is another trick we use in enterprise system and it is complexity abstraction. An application can be built in layers, where each layer hides complexity. In fact - when you were going through the introduction code, you have experienced complexity abstraction first hand. You saw a simple and readable code, that was hiding complexity through abstraction. Rust is a complex language. Rust also does not provide any obvious way to implement complexity abstraction. DORM has a ready-to-use way to do this in a consistent way - for instance SoftDelete extension could provide retry safety for your delete operation.","breadcrumbs":"Introduction » Complexity Abstraction","id":"5","title":"Complexity Abstraction"},"6":{"body":"In my opinion, the most important aspect of enterprise software is safety. As humans we all make mistakes. Quite often in a pursuit of performance, we sacrifice safety. A seasoned developer may write a chunk of SQL code that quickly and efficiently performs a complex aggregation. When junior developer comes in, they may introduce a serious safety bug just by trying to tweak or replicate this complex SQL code. DORM offers a way to generate performant SQL code without sacrificing safety.","breadcrumbs":"Introduction » Safety and Performance","id":"6","title":"Safety and Performance"},"7":{"body":"I've seen many projects which were stuck with a \"legacy\" data structure because the codebase was riddled with hardcoded SQL queries. As business logic evolves, it will require changes in the data structure. Persistence abstraction of DORM creates a layer for backward-compatibility. Operations like splitting a table into two tables, moving columns between tables can be handled without affecting change in business logic.","breadcrumbs":"Introduction » Impact of Change","id":"7","title":"Impact of Change"},"8":{"body":"It is crucial that business logic is testable. However - quite often the logic only works when it has access to the data. The integration tests usually provides test-data to a test-suite. Generally those are slow, they can't track code coverage and they are hard to debug. DORM provides a way to test business logic through unit tests. By mocking your data source, you can focus on the business logic. More importantly you can adopt test-driven development and create standards for your code with test coverage. Use of faster unit-tests also reduces your release cycle time - a metric that companies are actively looking at.","breadcrumbs":"Introduction » Testability","id":"8","title":"Testability"},"9":{"body":"DORM addresses many of the challenges of enterprise software development. Ready to learn how? 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Before we dive in, few assumptions: You have read the Introduction (README): https://github.com/romaninsh/dorm You have cloned this repository, installed postgres and ran 0-intro example. You have interest in software development efficiency, safety and maintainability. You have a bit of patience to get to the bottom of various components of DORM as they are explained. You might need some Rust experience, but I'll try to provide pointers and keep things simple. To get us on the same page, I'll need to go over a basic principles of enterprise software requirements. Those won't apply to majority of Rust projects, but they are crucial in commercial software development. If you are familiar with the concepts (such as from work by Martin Fowler or Eric Evans), you can skip this section.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Terms concern separation and complexity abstraction may be new to you, so I'm going to look at the enterprise software more generally and also explain why languages such as Java, C# and TypeScript are considered suitable, while Rust so far had no traction. Majority of code for the enterprise is designed to \"codify\" business logic. As company grows, business rules become more complex. When you open a bank account, you can choose from few account types, but under the hood banks have hundreds of legacy account types. A lot of hidden use-cases are needed for regulations or to support legacy systems. In order to keep the code maintainable, old code must be pruned without affecting stability of remaining code. Refactoring will always face resistance from product leads, who prefer rolling out new features. Companies prefer systems and frameworks which are more modular and easier to maintain. In many cases, developers who originally wrote the code would no longer be with the company and a lot of code is written by junior developers too.","breadcrumbs":"Introduction » The Purpose of separation of concerns and complexity abstraction","id":"1","title":"The Purpose of separation of concerns and complexity abstraction"},"10":{"body":"Traditional ORMs operate with records. If you have used SeaORM or Diesel - you need to temporarily \"un-learn\" those. DORM syntax may look similar, but it's very different to the classic ORM pattern: DORM operates with Data Sets . A set can contain either a single record, no records or a huge number of records. Set represents records in remote database (or API) and does not store anything in memory. DORM executes operations remotely . Changing multiple records in ORM involves fetching all the records, modifying them and saving them back. DORM prefers to execute changes remotely, if underlying DataSource supports it. As a developer, you will always know when DORM interacts with the database, because those operations are async. Majority of DORM operations - like traversing relationship, calculating sub-queries - those are sync.","breadcrumbs":"Introduction » Data Sets » Data Sets","id":"10","title":"Data Sets"},"11":{"body":"DORM implements sql::Table and sql::Query - because we all love SQL. However you can define other data sources - such as NoSQL, REST API, GraphQL, etc. Those extensions do not need to be in same crate as DORM. For the rest of this book I will only focus on SQL as a predominant use-case. DORM is quite fluid in the way how you use table and query, you can use one to compliment or create another, but they serve different purpose: sql::Table has a structure - fields, joins and relations are defined dynamically. sql::Query on other hand is transient. It consists of smaller pieces which we call sql::Chunk. sql::Table can create and return sql::Query object from various methods sql::Chunk trait that is implemented by sql::Query (or other arbitrary expressions) acts as a glue betwene tables. For instance when you run traverse relations: let client = Client::table().with_id(1); let order_lines = client.ref_orders().ref_order_lines(); DORM executes field query operation on a client set for field id. DORM creates orders table and adds condition on client_id field. DORM executes field query operation on orders table for field id. DORM creates order_lines table and adds condition on order_id field. DORM weaves between sql::Table and sql::Query without reaching out to the database behind a simple and intuitive code.","breadcrumbs":"Introduction » Data Sets » sql::Table and sql::Query","id":"11","title":"sql::Table and sql::Query"},"12":{"body":"DORM provides two traits: ReadableDataSet and WritableDataSet. As name suggests - you can fetch records from Readable set. You can add, modify or delete records in Writable set. DORM implements those traits: sql::Table - implements both ReadableDataSet and WritableDataSet. sql::Query - implements ReadableDataSet only.","breadcrumbs":"Introduction » Data Sets » ReadableDataSet and WritableDataSet","id":"12","title":"ReadableDataSet and WritableDataSet"},"13":{"body":"At the very basic level - you can iterate through a readable data set. let set_of_clients = Client::table(); for client in set_of_clients.get().await? { println!(\"{}\", client.name);\n} There are more ways to fetch data from ReadableDataSet: get - returns all records in a Vec using default entity type get_as - return all records using a custom type get_all_untyped - return all records as a raw JSON object get_some and get-some_as - return only one record (or none) get_row_untyped - return single record as a raw JSON object get_col_untyped - return only a single column as a raw JSON values get_one_untyped - return first column of a first row as a raw JSON value In most cases you would use get and get_some: let client = Client::table().with_id(1); let Some(client_data) = client.get_some().await? else { // fetch single record // handle error\n}; for client_order in client.orders().get().await? { // fetch multiple records println!(\"{}\", client_order.id);\n}","breadcrumbs":"Introduction » Data Sets » Operating with Data sets","id":"13","title":"Operating with Data sets"},"14":{"body":"Sometimes you do not want result, but would prefer a query object instead. This gives you a chance to tweak a query or use it elsewhere. DORM provides trait TableWithQueries that generates Query objects for you: get_empty_query - returns a query with conditions and joins, but no fields get_select_query - like get_empty_query but adds all physical fields get_select_query_for_field_names - Provided with a slice of field names and expressions, only includes those into a query. get_select_query_for_field - Provided a query for individual field or expression, which you have to pass through an argument. get_select_query_for_fields - Provided a query for multiple fields There are generally two things you can do with a query: Tweak and execute it Use it as a Chunk elsewhere","breadcrumbs":"Introduction » Data Sets » Creating Queries from Tables","id":"14","title":"Creating Queries from Tables"},"15":{"body":"let vip_orders = Client::table().add_condition(Client::table().is_vip().eq(true)).ref_orders(); let query = vip_orders .get_select_query_for_field_names(&[\"id\", \"client_id\", \"client\"]) // excluding `total` here .with_column(\"total\".to_string(), expr!(\"sum({})\", vip_orders.total())) // add as aggregate .with_column(\"order_count\".to_string(), expr!(\"count(*)\")) .with_group_by(vip_orders.client_id()); let result = postgres().query_raw(&query).await?;","breadcrumbs":"Introduction » Data Sets » Tweaking and Executing a query","id":"15","title":"Tweaking and Executing a query"},"16":{"body":"// TODO - hypothetical example, not implemented in bakery_model let product_123 = Product::table().with_code(\"PRD-123\");\nlet john = Client::table().with_email(\"john@example.com\"); let new_order = Order::table() .insert(Order { product: product_123, client: john, quantity: 1, }).await?; // TODO: test\nlet john = Client::table().with_email(\"john@example.com\"); let order = Order::table() .with_condition(Order::table().client_id().in(john.get_select_query_for_field(john.id()))) Method get_ref() does exactly that, when you traverse relationships.","breadcrumbs":"Introduction » Data Sets » Using a query as a Chunk elsewhere","id":"16","title":"Using a query as a Chunk elsewhere"},"17":{"body":"DataSet is a powerful concept that sets aside DORM from the usual ORM pattern. sql::Table and sql::Query are the building blocks you interract with most often in DORM. Understanding this would allow you to implement missing features (such as table grouping) and eventually devleop extensions for your data model.","breadcrumbs":"Introduction » Data Sets » Conclusion","id":"17","title":"Conclusion"},"18":{"body":"I have introduced sql::Table in context of Data Sets , however before diving deep into Table I must introduce SqlTable trait - a dyn-safe version of Table. Table type takes 2 generic parameters: DataSource and Entity. This is similar to Vec where T is a generic parameter. In other words Table is not the same as Table. Table also have methods returning Self for example with_column: let users = Table::new(\"users\", postgres());\nlet users = users.with_column(\"id\"); // users has same type Generic parameters and methods that return Self cannot be defined in dyn-safe traits. (See https://doc.rust-lang.org/reference/items/traits.html#object-safety for more info), whihc is why I created sql::SqlTable trait. Table gives you convenience and you get unique type for your business entities, but if you need to deal with generic Table you can use SqlTable trait: fn get_some_table() -> Box { if some_condition() { Box::new(Table::new(\"users\", postgres())) } else { Box::new(Table::new(\"orders\", postgres())) }\n} To convert Box back to Table, you can use downcasting: let user: Table = get_some_table().as_any_ref().downcast_ref().unwrap(); If some_condition() was false and \"orders\" table was returned you get type missmatch and downcast will fail. That's just how Rust type system works, so only downcast when you are 100% sure that you are using the right type. This works really for defining custom ref_* methods for entity traversal: fn ref_orders(users: &Table) -> Table { users.get_ref(\"orders\").unwrap().as_any_ref().downcast_ref().unwrap() // ^ returns Box\n} There is a more convenient method get_ref_as, that would downcast it for you: fn ref_orders(users: &Table) -> Table { users.get_ref_as(\"orders\").unwrap() // ^ returns Table\n} Let me collect some facts about Table and SqlTable: sql::SqlTable is a dyn-safe trait implementing most basic features of a table sql::Table is a struct implementing SqlTable trait and some additional features (such as ReadableDataSet) When Table must refer to another table in a generic way, it will be using dyn SqlTable sql::Table type relies on 2 generic parameters: DataSource and Entity DataSource describes your SQL flavour and can affect how queries are built etc. Entity can be implemented by any struct. To reinforce your understanding of how this all works together, lets compare 3 examples. First I define a function that generates a report for Table: fn generate_order_report(orders: &Table) -> Result { ...\n} generate_order_report(Order::table()); // Table\n// generate_order_report(Client::table());\n// does not compile ^ I'd like to test my method using MockDataSource and therefore I want it to work with any DataSource: async fn generate_order_report(orders: Table) -> Result { ...\n} let orders = Order::mock_table(&mock_orders);\ngenerate_any_report(orders).await?; // Table What if my code should work with any entity, but I don't wish to deal with SqlTable? fn generate_any_report(table: Table) -> Result { ...\n} generate_any_report(Order::table()).await?; // Table\ngenerate_any_report(Client::table()).await?; // Table let orders = Order::mock_table(&mock_data);\ngenerate_any_report(orders).await?; // Table (The nerdy explanation here is that Rust compiler will create 3 copies of generate_any_report function for each D and E combinations you use in the code).","breadcrumbs":"Introduction » Tables » Table","id":"18","title":"Table"},"19":{"body":"A simplest way to create a table object would be Table::new: let users = Table::new(\"users\", postgres()) The type of users variable shall be Table. If instead of EmptyEntity you'd like to use User you can use new_with_entity method. DataSource type is inferred from the second argument to new() - return type of postgres() function. Lets look at how we can define our own Entity: #[derive(Clone, Debug, Serialize, Deserialize, Default)]\nstruct User { id: i64, name: String,\n}\nimpl Entity for User {} let users = Table::new_with_entity::(\"users\", postgres()); Rust will infer type when it can, so: fn user_table() -> Table { Table::new_with_entity(\"users\", postgres())\n} Finally, rather than implementing a stand-alone method like that, we can implement it on the User struct: impl User { fn table() -> Table { Table::new_with_entity(\"users\", postgres()) }\n} Since table structure is the same throughout the application, lets add columns into the table: impl User { pub fn table() -> Table { Table::new_with_entity(\"users\", postgres()) .with_column(\"id\") .with_column(\"name\") }\n}","breadcrumbs":"Introduction » Tables » Creating","id":"19","title":"Creating"},"2":{"body":"Within your average product team (say - 20 developers) engineers who share the code, engineers would find preference towards a certain sub-sections of your app. Some developers may prefer working on the \"order processing\" while others will dive into \"onboarding\" flow. Those are called areas of concern. The practice of separating those areas is called SoC - Separation of Concerns. Rust generally relies on sub-crates to separate concerns, but there is one area, where those areas intersect - and that is the \"persistence layer\".","breadcrumbs":"Introduction » Separation of Concerns","id":"2","title":"Separation of Concerns"},"20":{"body":"In Rust you can define an arbitrary trait and implement it on any type. Lets define trait UserTable and implement it on Table: trait UserTable: SqlTable { fn name(&self) -> Arc { self.get_column(\"name\").unwrap() }\n}\nimpl UserTable for Table {} Now we can call name() method on type Table to access name column more directly: let user = User::table();\nlet name_column = user.name(); We can also modify our generate_order_report() function into a custom trait: #![allow(async_fn_in_trait)]\npub trait OrderTableReports { async fn generate_report(&self) -> Result;\n} // was: async fn generate_order_report(orders: Table) -> Result impl OrderTableReports for Table { async fn generate_report(&self) -> Result { ... }\n}","breadcrumbs":"Introduction » Tables » Implementing custom traits for the entity","id":"20","title":"Implementing custom traits for the entity"},"21":{"body":"I have explained about sql::Table struct and SqlTable trait and which of the two should be used. Also I have explained how to create custom traits and extend Table for specific entity type. In my next chapters I'll refer to Table but in most cases you should understand that most features would also work with SqlTable trait. This chapter was Rust-intensive, but you should now understand how entity types are used in DORM.","breadcrumbs":"Introduction » Tables » Conclusion","id":"21","title":"Conclusion"},"22":{"body":"Table allows you to define and reference columns. A Column is another struct in DORM. Using columns outside of table context is convenient, such as for defining an expression: let users = Table::new(\"users\", postgres()) .with_column(\"id\") .with_column(\"name\") .with_column(\"surname\") .with_expression(\"full_name\", |t| { expr!( \"concat_ws({}, {}, {})\", \" \", t.get_column(\"name\").unwrap(), t.get_column(\"surname\").unwrap() ) }); Columns can also be used in conditions: let condition = users.get_column(\"name\").unwrap().eq(\"John\");\nlet john = user.with_condition(condition); When you use user.get(), with User { name, surname, full_name }, Table needs to ensure query would include both columns and expression too. More broadly, lets talk about what can be deserialised into a User entity: Column - There is a physical SQL column name and surname. Expression - No physical column, but full_name is defined through a SQL expression. Joined Columns - Table could be joined with another table, combining columns. Callback - Value is calculated after record is fetched using a callback. Lets dive into the following example scenario: users: Table has a column name and surname, using table \"user\" I added an expression full_name that combines name and surname columns I also joined \"user_address\" table, that contains street and city columns I also define callback for calculating post_code by fetching from external API or cache. After above operations the following is true: users has 3 columns users has 1 expression users has 1 joined table, which has another 2 columns users has 1 callback users has 6 fields: id, name, surname, full_name, user_address_street, user_address_city users can deserialise into User struct with 7 fields: id, name, surname, full_name, user_address_street, user_address_city and post_code Going forward you'll notice column and field terms used interchangeably. Term column referring to a physical column in the main table, and term field referring to a logical field.","breadcrumbs":"Introduction » Table Columns » Table Columns","id":"22","title":"Table Columns"},"23":{"body":"Column operations are implemented in TableWithColumns trait. add_column - adds a column to the table columns - returns all physical columns add_id_column and add_title_column - adds a column but also labels it id - return id column title - return title column id_with_table_alias - return id column with table alias get_column - return a column by name get_column_with_table_alias - return a column by name with table alias search_for_field - similar to get_column but will look for lazy expressions and columns from joined tables.","breadcrumbs":"Introduction » Table Columns » Working with Table Columns: SqlTable","id":"23","title":"Working with Table Columns: SqlTable"},"24":{"body":"with_column - adds a column to the table and returns it with_title_column - adds a title column to the table and returns it with_id_column - adds an id column to the table and returns it let users = Table::new(\"users\", postgres()) .with_id_column(\"id\") .with_title_column(\"name\") .with_column(\"role_name\"); Using with_ is more readable and does not require you to define users as mutable. There is also a with method if you want to define table inside a closure. let users = Table::new(\"users\", postgres()) .with(|t| { t.add_column(\"id\"); t.add_id_column(\"name\"); t.add_title_column(\"role_name\"); t.add_condition(t.get_column(\"name\").unwrap().eq(\"John\")); }); In the later chapters I'll explain to you how to use this properly.","breadcrumbs":"Introduction » Table Columns » Working with Table Columns: Table","id":"24","title":"Working with Table Columns: Table"},"25":{"body":"Expressions in a table are lazy. They will not be evaluated unless field is explicitly requested. To define expression use: add_expression - define a callback returning Expression for non-physical field with_expression - just like add_expression but returns modifield Self Lets define a field that returns current time: table.with_expression(\"current_time\", || expr!(\"now()\")); In our introduction example, we came across a field: total: // lineitem.rs\ntable.with_expression(\"total\", |t: &Table| { t.price().render_chunk().mul(t.quantity())\n}) fn price() is defined for Table, same as fn quantity().","breadcrumbs":"Introduction » Table Columns » Expressions","id":"25","title":"Expressions"},"26":{"body":"Ability to specify columns not by name but through a dedicated method makes use of Rust type system and avoids typos at compile time. Fields in a query can be defined through different means. Table will look into the fields present in your Entity and only going to fetch those. You might have been puzzled by render_chunk and mul methods, lets talk about them next.","breadcrumbs":"Introduction » Table Columns » Conclusion","id":"26","title":"Conclusion"},"27":{"body":"In DORM, query is a dynamic representation of a SQL query. You already saw how to create a query in the previous chapter, but now we will learn how to create query from scratch.","breadcrumbs":"Introduction » Expressions and Queries » Queries","id":"27","title":"Queries"},"28":{"body":"Expression is a building block of a query as well as a template engine for your query parameters. Lets start with a simple example: let expression = Expression::new( \"SELECT * FROM product WHERE name = {}\", vec![json!(\"DeLorian Doughnut\")]); writeln!(expression.preview()); The above expression will be rendered as: SELECT * FROM product WHERE name = 'DeLorian Doughnut' Expressions do not know anything about the underlying database and they cannot execute themselves. Parameters you are passing, must be of type serde_json::Value. To simplify the process DORM offers you a expr! macro: let expression = expr!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\"); The parameters to expr! macro can be any owned scalar types, as long as they can be converted to serde_json::Value using serde_json::json!. macro. While convenient, there is a significant limitation to Expressions - they cannot be nested. This is because Expression cannot render itself into a json::Value. To overcome this limitation, DORM offers a ExpressionArc type.","breadcrumbs":"Introduction » Expressions and Queries » Expressions","id":"28","title":"Expressions"},"29":{"body":"As the name implies, ExpressionAarc keeps its parameters inside an Arc and therefore parameters can be dynamic objects. Anything that implements SqlChunk trait can be used as a parameter. Naturally both Expression and ExpressionArc implement SqlChunk, but there are more types that implement SqlChunk trait and we will look at them later. ExpressionArc can be created through a expr_arc! macro: let expression = expr_arc!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\");\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You can now pass expresisons recursively: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You might have noticed, that nested expressions are not escaped, but rest assured, parameters are never inserted into the SQL query. Both Expression and ExpressionArc can cloned and passed around freely.","breadcrumbs":"Introduction » Expressions and Queries » Expression Arc","id":"29","title":"Expression Arc"},"3":{"body":"As a business software is dealing with events - it needs to store it's state. Data needs to persist between execution as well as propogate between containers. Business software is state-less - when request comes in, the data is loaded, processed and stored back. Request can come in from an API interface or event queue. Similarly data can be loaded/stored from Database, APIs or Caches. It is quite common that in order to process a single request the data would need to be loaded and stored several times. Quite often external API would rely on intermediate APIs (middleware) to achieve the task.","breadcrumbs":"Introduction » Persistence layer","id":"3","title":"Persistence layer"},"30":{"body":"As you can see in the example above, SqlChunk can have many sub-objects. When we need to send off expression to the database, we need to flattern it. SqlChunk trait has a render_chunk() method that will convert itself into a static Expression type: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nlet flattened = expression.render_chunk(); dbg!(flattened.sql());\ndbg!(flattened.params()); // renders into: SELECT * FROM product WHERE name = {}\n// params: [json!(\"DeLorian Doughnut\")] In the example above, we used render_chunk() method on ExpressionArc to convert it into a static Expression type. Then sql() and params() methods can be called to get the final template and parameters. Template has correctly combined nested condition, while leaving parameter value separated.","breadcrumbs":"Introduction » Expressions and Queries » Flattening Expressions","id":"30","title":"Flattening Expressions"},"31":{"body":"A query object is designed as a template engine. It contains maps of various columns, conditions, joins etc. Query implements SqlChunk and query itself can be contained inside expression or another query. Query implements wide range of \"with_*\" methods that can be used to manipulate the query. Lets create a query that will select all columns from \"product\" table, where name is \"DeLorian Doughnut\" and age is greater than 30: let expr1 = expr!(\"name = {}\", \"John\");\nlet expr2 = expr!(\"age > {}\", 30); let query = Query::new() .with_table(\"users\", None) .with_column_field(\"id\") .with_column_field(\"name\") .with_condition(expr1) .with_condition(expr2); writeln!(query.preview()); // renders into: SELECT id, name FROM users WHERE name = 'John' AND age > 30 Query does not know anything about the underlying database and therefore cannot execute itself. It can only be rendered into a template and parameters. Query is immutable calling with_* methods will take the ownership, modify and return a new instance, making it perfect for chaining. Methods like with_condition can accept any argument that implements SqlChunk trait, lets create another query, based on the one we had above: // query is from example above\nlet query2 = Query::new() .with_table(\"orders\", None) .with_condition(expr_arc!(\"user_id in {}\", query .clone() .without_columns() .with_column_field(\"id\") )); writeln!(query2.preview()); // renders into: SELECT * FROM orders WHERE user_id in (SELECT id, name, age FROM users WHERE name = 'John' AND age > 30) Importantly - the two parameters which were set (and then cloned) for the query are kept separate from a final query rendering and will be passed into DataSource separately. This ensures that SQL injection is never possible. Next, lets explore some other kinds of SqlChunk implementation, that are more intuitive to use over Expressions.","breadcrumbs":"Introduction » Expressions and Queries » How Query uses Expressions ?","id":"31","title":"How Query uses Expressions ?"},"32":{"body":"Well, Query stores columns as a Map> and there are several types that implement Column trait, but the simplest would be a Field type: To add a Field to your Query you can call with_column_field method: let query = Query::new() .with_table(\"product\") .with_column_field(\"name\") Another type that implements Column trait is Expression. Lets modify our query by adding an expression by invoking with_column method. This method is more generic than \"with_column_field\" and will accept two arguments - a name of the column and a static Column object. let person = person .with_column(\"name_caps\".to_string(), expr!(\"UPPER(name)\")); If you call preview() on your query now, you should see this: SELECT name, UPPER(name) AS name_caps FROM product Query is not very long-lived. Once created, it can be executed, but that's it. More interesting for us - Table objects can convert themselves into a Query object. This is our Table object from earlier: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\"); You already know that Table can produce a Query: let query = product.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name FROM product There should be a way to add a \"expression\" to our query by defining it in our table, right? As it turns out, tables are quite lazy when it comes to expressions. They do not recognize them as fields, and instead will pop them into your \"select_query\" just at the last moment and only when you explicitly need that expresison field. This allows you to have wide range of expressions in your table and optimize select query automatically. let product = product .with_expression( \"name_caps\", |t| expr_arc!(\"UPPER({})\", t.get_field(\"name\").unwrap()) ); You have probably noticed, that rather then hard-coding name in the expression, we are using get_field method. This method will return a &Field object, which we can include in our ExpressionArc. Field implements SqlChunk, right? Executing get_select_query() will will not include name_caps by default. You can explicitly ask which fields you'd like to see by usign with_select_query_for_field_names method: let query = product.get_select_query_for_field_names(&[\"name\", \"name_caps\"]);\nwriteln!(query.preview()); // renders into: SELECT name, UPPER(name) AS name_caps FROM product","breadcrumbs":"Introduction » Fields and Operations » Fields and Operations","id":"32","title":"Fields and Operations"},"33":{"body":"Relying ot an arbitrary expression macro sometimes is not very convenient. DORM offers an Operations trait, that can be used to generate some commonly used expressions: let product = product .with_expression( \"name_caps\", |t| t.get_field(\"name\").unwrap().upper() ); Operations can also be used for generating conditions, lets look into that next.","breadcrumbs":"Introduction » Fields and Operations » Operations","id":"33","title":"Operations"},"34":{"body":"By default, when you create a Table object, it will represent a set of all rows in the table. Sometimes you want to filter the rows. Our product SQL table contains a calories column, so lets define it and use it for filtering: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\") .with_field(\"calories\"); let low_cal_products = product .with_condition( product .get_field(\"calories\") .unwrap() .lt(100) ); let query = low_cal_products.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) Condition can be created from various other types, but the most convenient way is through the use of Operator. get_field returns a Option object unwrap() as we know for sure field exists Arc implements Operator trait Operator::lt() returns a Condition object Condition implements SqlChunk, so it can be part of a query DORM capabilities allow you to be very flexible with defining your entities and we are just scratching the surface here. Before we continue, let me address one annoying bit here. So far each chapter we have been re-creating our product table. In the real world, you would typically have a pre-defined table structure, so that no matter how many times you need to operate with a product table, you can easily create it. DORM has a recommended pattern for generating tables and we will explore it next.","breadcrumbs":"Introduction » Conditions » Conditions","id":"34","title":"Conditions"},"35":{"body":"So we need to conveniently create a product table objects, but we don't want to re-populate all the fields and conditions every time. DORM recommends you to have a object called Product that would vend Table objects. We will place the code inside a model subfolder. While we are building our Product type, lets also create a static instance of our DataSource: inside your model/mod.rs: use dorm::prelude::Postgres; pub mod products;\npub use products::*; static POSTGRESS: OnceLock = OnceLock::new(); pub fn set_postgres(postgres: Postgres) -> Result<()> { POSTGRESS .set(postgres) .map_err(|_| anyhow::anyhow!(\"Failed to set Postgres instance\"))\n} pub fn postgres() -> Postgres { POSTGRESS .get() .expect(\"Postgres has not been initialized\") .clone()\n} Now you would need to call set_postgress() when your tokio_postgress client is ready and you can import and call postgress() from your models. Lets create file models/products.rs: use dorm::prelude::*;\nuse crate::postgres; pub struct Product {}\nimpl Product { pub fn table() -> Table { Product::static_table().clone() } pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") }) } pub fn name() -> Arc { Product::static_table().get_field(\"name\").unwrap() }\n} Now that you have created a Product type, we can reference it in your application like this: use model; let products = model::Product::table();\nwriteln!(products.get_select_query().preview()); // renders into: SELECT id, name FROM product let low_cal_products = model::Product::table() .with_condition( model::Products::calories().lt(100) );\nwriteln!(low_cal_products.get_select_query().preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) This is already much more portable, but we can do better. Add this to your model/products.rs and pub struct LowCalProduct {}\nimpl LowCalProduct { pub fn table() -> Table { Product::table().with_condition( Product::calories().lt(100) ) }\n} You can addopt a different approach here, those are just a few recommendations. Later we will explore a way to create a dynamic business entity pattern, but now we will focus on something more fun - joins.","breadcrumbs":"Introduction » Entity Model » Entity Model","id":"35","title":"Entity Model"},"36":{"body":"Join can happen between two tables with one-to-some(one) relationship. A good example for us is if we add a new table called inventory that joins product table: CREATE TABLE inventory ( product_id SERIAL PRIMARY KEY, stock INT DEFAULT NULL\n); In this case, inventory does not particularly useful ol its own, so we can make it part of the Products type: impl Product { pub fn table_with_inventory() -> Self { Product::table() .with_alias(\"p\") .with_join( Table::new(\"inventory\", postgres()) .with_alias(\"i\") .with_id_field(\"product_id\") .with_field(\"stock\"), \"id\", ) } }\n} The beautiful syntax here is going to give you exactly what you expect: let prod_inv = model::Product::table_with_inventory();\nwriteln!(prod_inv.get_select_query().preview()); // renders into: SELECT p.id, p.name, i.stock FROM product p LEFT JOIN inventory i ON (p.id = i.product_id) How is that possible? Well, DORM's \"with_join\" method will consume the table object that you pass and will move its fields into the original table. The joined table will be wrapped into a Join object and will instruct query builder to add join into your query. There are ways to create different kind of joins too, but api for that is not yet stable. As you will see later, DORM operates with joined tables just as good as with a single table. Now is probably a great time to look into DORMs capabilities of operating with your entities. So far we only used Table to create select queries, but we can in fact hydrate our entities with data from the database.","breadcrumbs":"Introduction » Joins » Joins","id":"36","title":"Joins"},"37":{"body":"So far we were creating tables and were generating queries from them, but wouldn't it be great if we could fetch data directly from the table object? If you recall - our table is already associated with DataSource, but when we execute get_select_query() the resulting Query is not associated with any DataSource. There is a type called AssociatedQuery that can be produced by a table object and it has some beautiful methods to actually fetch data. Lets explore: let low_cal_products = model::LowCalProduct::table(); let count = low_cal_products.count().get_one().await?; Table::count() is a method that returns a query for counting rows in a table. Because our LowCalProducts contains a condition, this will return a count of rows that match the condition. You could use count().preview() still to confirm, that DORM won't attept to fetch all records and iterate over them, but instead will use a SUM() function to count rows: SELECT COUNT(*) FROM \"product\" WHERE \"calories\" <= 100 Calling get_one will instead allow us to fetch the value directly into a variable. We do not know what type our query would produce, so get_one() returns json::Value and you can use \"as_i64\" to cast it into a numeric type: let count = model::LowCalProduct::table() .count() .get_one() .await? .as_i64()? Previously I was using unwrap() and now I am using \"?\" to unwrap. This is because previously our code was certain that a field woudl exist, since we added it ourselves, but with .get_one() we are not sure about the response. Perhaps query execution would fail, so we need a proper error handling. Lets explore another method: let total_calories = model::LowCalProduct::new() .sum(model::Product::calories()) .get_one() .await? .as_i64()? Here we are passing a Column object to the sum() method. Some of those methods will be useful for us later, but for now lets look at the way to fetch data from a table: for product in model::LowCalProduct::table().get_all_data().await? { println!(\"{} ({} kcal)\", product[\"name\"]?, product[\"calories\"]?);\n} Next we will look at how to use power of Deserialize trait of your custom type.","breadcrumbs":"Introduction » Fetching Data » Fetching Data","id":"37","title":"Fetching Data"},"38":{"body":"So far we have defined our Product type without any fields. Lets add some fields to it: #[derive(Serialize, Deserialize, Clone)]\npub struct Product { id: Option, name: String, calories: i64,\n} You can now use get() to fetch data from the database much more conveniently: for product in model::LowCalProduct::table().get().await? { println!(\"{} ({} kcal)\", product.name, product.calories);\n} There is now your type safety. You also can see that we can use any type that implements Serialize and Deserialize traits in get() method. However, now that we have implemented a struct for our entity, we can start modifying our data. Check this code out: model::LowCalProduct::table().map(|product| async move { product.calorues += 1;\n})().await?; This allows you to iterate over your data as you did before, but map() will also store data back to the database. You just need to remember to have id field in your struct. Here is what happens: DORM determines the type of your struct (Product) DORM will fetch row from a query that includes your condition DORM will deserialize the row into your struct DORM will call your closure DORM will serialize your struct back to a row DORM will replace row in the database with the new values The map() method does not know if you have changed struct, so it will always try to execute \"REPLACE\" query and based on your unique id field, it should rewrite the row. You can also use insert() method on your table to add a new row to the database: model::Product::table().insert(Product { id: None, name: \"New Product\".to_string(), calories: 100,\n})\n.await?; Deleting is also possible, but you need to be careful. delete_all() method will remove all rows. model::LowCalProduct::table().delete_all().await?; If you want to delete a specific row, you can set a condition: model::Product::table().with_id(1).delete_all(); Although a more convenient method delete() exists too: model::Product::table().delete(1).await?; I should probably mention, that delete() method will not affect rows in a table, which do not match the condition: model::LowCalProduct::table().delete(4).await?; Here a row with id=4 will only be deleted if calories is less than 100 for this row. This will be useful for us later. Next I want to tell you about associated entities.","breadcrumbs":"Introduction » Struct Entities » Struct Entities","id":"38","title":"Struct Entities"},"39":{"body":"Do you remember how we used Query type only to discover that there is also AssociatedQuery type? Well, in the last chapter we used our custom entity type Product and now it turns out you can have an associated entity type too. AssociatedEntity is the way how your entity can remain linked to the Table object. To save you from headache of object lifetimes, it will actually contain a clone of a table as well as ID field. Therefore your type will no longer need an \"id\" field. #[derive(Serialize, Deserialize, Clone)]\npub struct Product { name: String, calories: i64,\n} Now when we deal with associated entities, we load() and save() them: let product = model::Product::table().load(4).await?; product.calories = 56;\nproduct.save().await?; AssociatedEntity derefs itself so that you can still access the fields. Additionally the following methods are added: reload() - reload entity from the database id() - return id of the entity delete() - delete the entity from the database save() - saves the entity to the database save_into() - saves entity into a different table Here is example: if let Some(product) = model::LowCalProduct::table().load_any::().await? { writeln!(\"Low-cal Product {} has {} calories\", product.name, product.calories); product.calories += 100; // no londer LowCalProduct // product.save().await?; // will Err because of condition product.save_into(model::Product::table()).await?;\n} It should no longer be a surprise to you that you can do the exactly same stuff with a table which relies on Join: struct ProductInventory { name: String, stock: i64,\n} if let Some(product) = model::Product::with_inventory().load::(4).await? { writeln!(\"Product {} has {} items in stock\", product.name, product.stock); if product.stock > 0 { product.stock -= 1; product.save().await?; } else { product.delete().await?; }\n} DORM will automatically understand, which fields you have changed (stock) and will only update those fields. DORM will also delete the row from both \"product\" and \"inventory\" tables if stock is 0. Your code remains intuitive, while DORM takes care of the rest, but lets make the code even better: impl AssociatedEntity { pub async fn sell(self, qty: i64) -> Result<()> { if qty > self.stock { return Err(anyhow::anyhow!(\"Not enough items in stock\")); } self.stock -= qty; if self.stock == 0 { self.delete().await?; } else { self.save().await?; } Ok(()) }\n} Now you can use your method like this: let product = model::Product::with_inventory().load::(4).await?;\nproduct.sell(10).await?; Rust never looked so good! But hey, that's not all. DORM also supports associations between two tables. Keep reading!","breadcrumbs":"Introduction » Associated Entities » Associated Entities","id":"39","title":"Associated Entities"},"4":{"body":"Any request can fail. It can fail before any data is loaded or it can fail after the data is processed and stored. Idempotence is a design pattern that ensures that any requset can be retried by the caller. If the original request was successful, retry will also be successful, but it will not cause any duplicates. This is called Retry safety. To give you an example, request to send payment of $10 should not send a total of $20 if it is \"retried\" due to communication issue inside a middleware.","breadcrumbs":"Introduction » Idempotence","id":"4","title":"Idempotence"},"40":{"body":"DORM allows you to connect tables together. Lets create two new tables in addition to \"Product\" that we have already: struct Order { product: Product, client: Client,\n} struct Client { name: String, contact_details: String,\n} The definition of the tables would be just like in chapter 5-Entity Model, however we will use \"has_one\" and \"has_many\" methods: impl Product { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_many(\"orders\", \"product_id\", || Order::table()) }) }\n} impl Order { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"order\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_one(\"client\", \"client_id\", || Client::table()) .has_one(\"product\", \"product_id\", || Product::table()) }) }\n} impl Client { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) }) }\n} Given one Table, DORM lets you traverse relationships between tables. Lets say we want to see how many orders does product with id=4 have: let product = model::Product::table().with_id(4); let orders_count = product.get_ref(\"orders\").unwrap().count().get_one().await?; Here is what happens under the hood: A query is generated for the Product where id=4 product query is used as a condition for a order query order query is executed for counting rows SELECT COUNT(*) FROM order WHERE (product_id = in (SELECT id FROM product WHERE (id = 4))); This query may seem a bit redundant, but lets see how many LowCalProduct orders we have: let product = model::LowCalProduct::table(); let low_cal_orders = product.get_ref(\"orders\").unwrap().count().get_one().await?; Resulting query now looks like this: SELECT COUNT(*) FROM order WHERE (product_id IN (SELECT id FROM product WHERE (calories < 100))); In DORM relationship traversal is always converting one \"set\" into another \"set\". In fact - if you want to calculate how many clients have placed orders for Low Calory Products, you can do it like this: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap() .count() .get_one() .await?; But lets not stop here. Suppose you wanted to send all clients who are on a diet some email about a new product: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap(); for client in clients_on_diet.get().await? { client.send_email(\"New low carb product is out!\").await?;\n} Imagine all the other things you could do. Yet once again, DORM has more surprises for you. We have learned about expressions before, right? Well, expressions can be built from subqueries.","breadcrumbs":"Introduction » References » References","id":"40","title":"References"},"41":{"body":"Once we have used \"has_one\" and \"has_many\" methods, we can now add some expressions as well. I'll start by extending our \"Client::table()\" with \"total_orders\" field. Place that inside static_table() method: Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) .with_expression(\"total_orders\", move |t| { t.get_ref_related(\"orders\").unwrap().count() }) What happens here then? A query is generated for the Client If \"total_orders\" field is requested, a callback is called The callback is passed a Table object (\"client\"), which has a reference to the \"orders\" table get_ref_related() is similar to get_ref(), but is suitable for subquery expressions get_ref_related() returns a Table object count() is called on the Table object, producting a SqlChunk object The SqlChunk object is is aliased into \"total_orders\" field inside Query Query is executed Lets also modify \"Client\" struct: struct Client { name: String, contact_details: String, total_orders: Option\n} Now that we have know how many orders clients have placed, we can use it as a condition. let vip_clients = clients.with_condition(clients.field(\"total_orders\").gt(4)); Lets also calculate how many low_cal_orders clients have placed: .with_expression(\"low_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t.get_filed(\"calories\").unwrap().lt(100)) .unwrap() .count()\n})\n.with_expression(\"high_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t .get_field(\"calories\") .unwrap() .gt(100) .or(t.get_filed(\"calories\").unwrap().eq(100)) ) .unwrap() .count()\n}) We just casually added 2 more expressions to our Client table. Those normally won't be queried unless needed. However, we can use them to calculate conditions: let diet_clients = clients .with_condition(clients .field(\"low_cal_orders\") .gt(clients.field(\"high_cal_orders\")) ); Finally to clean things up a bit, we can move some of this logic into our model/*.rs files. Overall, you are now familiar with the basics of DORM and can start building business model abstractions for your application.","breadcrumbs":"Introduction » Subquery Expressions » Subquery Expressions","id":"41","title":"Subquery Expressions"},"5":{"body":"I have just went through some of the essential design principles of enterprise software systems. If this is new to you, it may sound excessively complex. Well, there is another trick we use in enterprise system and it is complexity abstraction. An application can be built in layers, where each layer hides complexity. In fact - when you were going through the introduction code, you have experienced complexity abstraction first hand. You saw a simple and readable code, that was hiding complexity through abstraction. Rust is a complex language. Rust also does not provide any obvious way to implement complexity abstraction. DORM has a ready-to-use way to do this in a consistent way - for instance SoftDelete extension could provide retry safety for your delete operation.","breadcrumbs":"Introduction » Complexity Abstraction","id":"5","title":"Complexity Abstraction"},"6":{"body":"In my opinion, the most important aspect of enterprise software is safety. As humans we all make mistakes. Quite often in a pursuit of performance, we sacrifice safety. A seasoned developer may write a chunk of SQL code that quickly and efficiently performs a complex aggregation. When junior developer comes in, they may introduce a serious safety bug just by trying to tweak or replicate this complex SQL code. DORM offers a way to generate performant SQL code without sacrificing safety.","breadcrumbs":"Introduction » Safety and Performance","id":"6","title":"Safety and Performance"},"7":{"body":"I've seen many projects which were stuck with a \"legacy\" data structure because the codebase was riddled with hardcoded SQL queries. As business logic evolves, it will require changes in the data structure. Persistence abstraction of DORM creates a layer for backward-compatibility. Operations like splitting a table into two tables, moving columns between tables can be handled without affecting change in business logic.","breadcrumbs":"Introduction » Impact of Change","id":"7","title":"Impact of Change"},"8":{"body":"It is crucial that business logic is testable. However - quite often the logic only works when it has access to the data. The integration tests usually provides test-data to a test-suite. Generally those are slow, they can't track code coverage and they are hard to debug. DORM provides a way to test business logic through unit tests. By mocking your data source, you can focus on the business logic. More importantly you can adopt test-driven development and create standards for your code with test coverage. Use of faster unit-tests also reduces your release cycle time - a metric that companies are actively looking at.","breadcrumbs":"Introduction » Testability","id":"8","title":"Testability"},"9":{"body":"DORM addresses many of the challenges of enterprise software development. Ready to learn how? The answers are coming.","breadcrumbs":"Introduction » Business Appps with DORM","id":"9","title":"Business Appps with 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Before we dive in, few assumptions: You have read the Introduction (README): https://github.com/romaninsh/dorm You have cloned this repository, installed postgres and ran 0-intro example. You have a bit of patience to get to the bottom of various components of DORM as they are explained. You might need some Rust experience, but I'll try to provide pointers and keep things simple.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Terms concern separation and complexity abstraction may be new to you, so I'm going to look at the enterprise software more generally and also explain why languages such as Java, C# and TypeScript are considered suitable, while Rust so far had no traction. Majority of code for the enterprise is designed to \"codify\" business logic. As company grows, business rules become more complex. When you open a bank account, you can choose from few account types, but under the hood banks have hundreds of legacy account types. A lot of hidden use-cases are needed for regulations or to support legacy systems. In order to keep the code maintainable, old code must be pruned without affecting stability of remaining code. Refactoring will always face resistance from product leads, who prefer rolling out new features. Companies prefer systems and frameworks which are more modular and easier to maintain. In many cases, developers who originally wrote the code would no longer be with the company and a lot of code is written by junior developers too.","breadcrumbs":"Introduction » The Purpose of separation of concerns and complexity abstraction","id":"1","title":"The Purpose of separation of concerns and complexity abstraction"},"10":{"body":"Most of Rust apps operate with data which is readily available in memory. Business apps are stateless, loading too much data is an anti-pattern. Depending of the capabilities of the underlying data storage layer, you should look to create as many requests and retrieve as little data as possible. DataSet is is a representation of collection of records - stored remotely.","breadcrumbs":"Introduction » Data Sets » Data Sets","id":"10","title":"Data Sets"},"11":{"body":"DORM provides two traits: ReadableDataSet and WritableDataSet. DORM also provides several implementations of these traits: sql::Table - implements both ReadableDataSet and WritableDataSet. sql::Query - implements ReadableDataSet only. Design of DORM allow you to extend those into NoSQL (like MongoDB or GraphQL sources) as well as custom RestAPI sources. Those extensions do not need to be part of DORM, they can be implemented as separate crates.","breadcrumbs":"Introduction » Data Sets » ReadableDataSet and WritableDataSet","id":"11","title":"ReadableDataSet and WritableDataSet"},"12":{"body":"At the very basic level - you can iterate through a readable data set. let set_of_clients = Client::table(); for client in set_of_clients.get().await? { println!(\"{}\", client.name);\n} But quite often the advanced persistence layer could allow us to do much more. DORM approach is to provide ways how one Data Set can yield a different Data Set. Here are some examples: Get a set containing subset of records - by filtering. Converting sql::table into sql::query for further manipulation. Execute operation over set, such as calculate sum of a field from all records, or create comma-separated list of values. Modify or delete multiple records. DORM prefers to off-load operation execution to the persistence layer, but because this may increase complexity, DORM also provides a way to abstract this complexity away.","breadcrumbs":"Introduction » Data Sets » Operating with Data sets","id":"12","title":"Operating with Data sets"},"13":{"body":"In our introduction example, we came across an aggregate field: total: table .has_many(\"line_items\", \"order_id\", || Box::new(LineItem::table())) .with_expression(\"total\", |t| { let item = t.sub_line_items(); item.sum(item.total()).render_chunk() }) Lets examine more generally what is happening here. Use of has_many creates This is a very simple example of a lazy expression field. It is a field that is calculated by a closure. The closure is passed a reference to the table. The closure can then use the table to create a new field. The above example is equivalent to this SQL: SELECT id, (SELECT SUM((SELECT price FROM product WHERE id = product_id) * quantity) FROM order_line WHERE order_line.order_id = ord.id) AS total\nFROM ord In this example, we are using a sub-query to calculate the total. The sub-query is created by calling sub_line_items() on the table. This method returns a new table that is a subset of the original table. The sub-query is then used to create a new field called total that is a sum of the price and quantity. The implementation of sql::Table however provides ability to create new Data Sets from existing ones.","breadcrumbs":"Introduction » Data Sets » Example - Lazy expression fields","id":"13","title":"Example - Lazy expression fields"},"14":{"body":"In DORM, you define your business entities by creating a Table. A Table is associated with a physical DataSource and a table. Tables will also contain Fields, Conditions, Joins etc. Lets start with a simple example: use dorm::prelude::*; let products = Table::new(\"product\", postgres.clone()) .with_field(\"name\") .with_field(\"description\") .with_field(\"default_price\"); Tables are created by calling Table::new() and passing it a table name and a DataSource. let products = Table::new(\"product\", postgres.clone()) The following invocations to with_field() are going to replace your \"table\" instance with a new one. Our original code is equivalent to: let products = products.with_field(\"name\");\nlet products = products.with_field(\"description\");\nlet products = products.with_field(\"default_price\"); If you prefer to mutate your table, you can use add_field() instead: let mut products = Table::new(\"product\", postgres.clone());\nproducts.add_field(\"name\");\nproducts.add_field(\"description\");\nproducts.add_field(\"default_price\"); You will see the above method chaining used quite often in DORM. In most cases both methods will have the identical arguments, but please check with the documentation.","breadcrumbs":"Introduction » Table and Fields » Table and Fields","id":"14","title":"Table and Fields"},"15":{"body":"One of the puproses of DORM is to convert your business logic into a set of queries. Because query languages differ between databases (such as Postgres, MySQL, SQLite, etc), DORM provides a DataSource abstraction. A DataSource is a trait that defines how to execute queries and fetch data. A DataSource for Postgress can be created like this: let postgress_client = tokio_postgres::connect(\"host=localhost dbname=postgres\", NoTls) .await .context(\"Failed to connect to Postgres\")?; let postgres = Postgres::new(Arc::new(Box::new(postgress_client))); When you create a Table, you pass it a clone of your DataSource. You may use different DataSources for different tables and DORM will make to execute queries correctly even if you are traversing relationships between different DataSources.","breadcrumbs":"Introduction » Table and Fields » DataSource","id":"15","title":"DataSource"},"16":{"body":"In the example above, we used a pretty generic method to create a field. In reality, DORM has a very loose definition of what a field is. Lets look at SQL first: SELECT id, CONCAT(first_name, ' ', last_name) AS full_name, father.name AS father_name\nFROM person\nJOIN father ON person.father_id = father.id The above query will return table with 3 columns: id, full_name and father_name. From the DORM perspective, all three are valid fields. id: This is not only a field, but also a \"id\" field. full_name: This field is represented by a SQL expression. father_name: This field is imported from another table. Although the DORM code is a bit complex at this point, I'll still include it here. Don't worry if you don't understand it all yet, we'll get to learning about expressions and joins in later chapters. let person = Table::new(\"person\", postgres.clone()) .with_id_field(\"id\") .with_field(\"first_name\") .with_field(\"last_name\") .with_field(\"father_id\"); .with_expression( \"full_name\", expr_arc!(\"CONCAT({}, ' ', {})\", &person.get_field(\"first_name\").unwrap(), &person.get_field(\"last_name\").unwrap() ) ); let father = person.clone().with_alias(\"father\"); let person_with_father = person .with_join(\"father\", father, \"father_id\") .unwrap(); let query = person_with_father.get_select_query_for_field_names(&[\"id\", \"full_name\", \"father_name\"]); writeln!(query.preview()); An important takeaway from this example is that we define table along with the fileds so that we could generate a query out of it. For now, lets simplify the example and talk about the query generation. let person = Table::new(\"person\", postgres.clone()) .with_field(\"id\") .with_field(\"first_name\") .with_field(\"last_name\"); let query = person.get_select_query(); writeln!(query.preview()); The result of this query should be: SELECT id, first_name, last_name FROM person So what is Query?","breadcrumbs":"Introduction » Table and Fields » What exactly is a Field?","id":"16","title":"What exactly is a Field?"},"17":{"body":"In DORM, query is a dynamic representation of a SQL query. You already saw how to create a query in the previous chapter, but now we will learn how to create query from scratch.","breadcrumbs":"Introduction » Expressions and Queries » Queries","id":"17","title":"Queries"},"18":{"body":"Expression is a building block of a query as well as a template engine for your query parameters. Lets start with a simple example: let expression = Expression::new( \"SELECT * FROM product WHERE name = {}\", vec![json!(\"DeLorian Doughnut\")]); writeln!(expression.preview()); The above expression will be rendered as: SELECT * FROM product WHERE name = 'DeLorian Doughnut' Expressions do not know anything about the underlying database and they cannot execute themselves. Parameters you are passing, must be of type serde_json::Value. To simplify the process DORM offers you a expr! macro: let expression = expr!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\"); The parameters to expr! macro can be any owned scalar types, as long as they can be converted to serde_json::Value using serde_json::json!. macro. While convenient, there is a significant limitation to Expressions - they cannot be nested. This is because Expression cannot render itself into a json::Value. To overcome this limitation, DORM offers a ExpressionArc type.","breadcrumbs":"Introduction » Expressions and Queries » Expressions","id":"18","title":"Expressions"},"19":{"body":"As the name implies, ExpressionAarc keeps its parameters inside an Arc and therefore parameters can be dynamic objects. Anything that implements SqlChunk trait can be used as a parameter. Naturally both Expression and ExpressionArc implement SqlChunk, but there are more types that implement SqlChunk trait and we will look at them later. ExpressionArc can be created through a expr_arc! macro: let expression = expr_arc!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\");\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You can now pass expresisons recursively: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You might have noticed, that nested expressions are not escaped, but rest assured, parameters are never inserted into the SQL query. Both Expression and ExpressionArc can cloned and passed around freely.","breadcrumbs":"Introduction » Expressions and Queries » Expression Arc","id":"19","title":"Expression Arc"},"2":{"body":"Within your average product team (say - 20 developers) engineers who share the code, engineers would find preference towards a certain sub-sections of your app. Some developers may prefer working on the \"order processing\" while others will dive into \"onboarding\" flow. Those are called areas of concern. The practice of separating those areas is called SoC - Separation of Concerns. Rust generally relies on sub-crates to separate concerns, but there is one area, where those areas intersect - and that is the \"persistence layer\".","breadcrumbs":"Introduction » Separation of Concerns","id":"2","title":"Separation of Concerns"},"20":{"body":"As you can see in the example above, SqlChunk can have many sub-objects. When we need to send off expression to the database, we need to flattern it. SqlChunk trait has a render_chunk() method that will convert itself into a static Expression type: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nlet flattened = expression.render_chunk(); dbg!(flattened.sql());\ndbg!(flattened.params()); // renders into: SELECT * FROM product WHERE name = {}\n// params: [json!(\"DeLorian Doughnut\")] In the example above, we used render_chunk() method on ExpressionArc to convert it into a static Expression type. Then sql() and params() methods can be called to get the final template and parameters. Template has correctly combined nested condition, while leaving parameter value separated.","breadcrumbs":"Introduction » Expressions and Queries » Flattening Expressions","id":"20","title":"Flattening Expressions"},"21":{"body":"A query object is designed as a template engine. It contains maps of various columns, conditions, joins etc. Query implements SqlChunk and query itself can be contained inside expression or another query. Query implements wide range of \"with_*\" methods that can be used to manipulate the query. Lets create a query that will select all columns from \"product\" table, where name is \"DeLorian Doughnut\" and age is greater than 30: let expr1 = expr!(\"name = {}\", \"John\");\nlet expr2 = expr!(\"age > {}\", 30); let query = Query::new() .with_table(\"users\", None) .with_column_field(\"id\") .with_column_field(\"name\") .with_condition(expr1) .with_condition(expr2); writeln!(query.preview()); // renders into: SELECT id, name FROM users WHERE name = 'John' AND age > 30 Query does not know anything about the underlying database and therefore cannot execute itself. It can only be rendered into a template and parameters. Query is immutable calling with_* methods will take the ownership, modify and return a new instance, making it perfect for chaining. Methods like with_condition can accept any argument that implements SqlChunk trait, lets create another query, based on the one we had above: // query is from example above\nlet query2 = Query::new() .with_table(\"orders\", None) .with_condition(expr_arc!(\"user_id in {}\", query .clone() .without_columns() .with_column_field(\"id\") )); writeln!(query2.preview()); // renders into: SELECT * FROM orders WHERE user_id in (SELECT id, name, age FROM users WHERE name = 'John' AND age > 30) Importantly - the two parameters which were set (and then cloned) for the query are kept separate from a final query rendering and will be passed into DataSource separately. This ensures that SQL injection is never possible. Next, lets explore some other kinds of SqlChunk implementation, that are more intuitive to use over Expressions.","breadcrumbs":"Introduction » Expressions and Queries » How Query uses Expressions ?","id":"21","title":"How Query uses Expressions ?"},"22":{"body":"Well, Query stores columns as a Map> and there are several types that implement Column trait, but the simplest would be a Field type: To add a Field to your Query you can call with_column_field method: let query = Query::new() .with_table(\"product\") .with_column_field(\"name\") Another type that implements Column trait is Expression. Lets modify our query by adding an expression by invoking with_column method. This method is more generic than \"with_column_field\" and will accept two arguments - a name of the column and a static Column object. let person = person .with_column(\"name_caps\".to_string(), expr!(\"UPPER(name)\")); If you call preview() on your query now, you should see this: SELECT name, UPPER(name) AS name_caps FROM product Query is not very long-lived. Once created, it can be executed, but that's it. More interesting for us - Table objects can convert themselves into a Query object. This is our Table object from earlier: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\"); You already know that Table can produce a Query: let query = product.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name FROM product There should be a way to add a \"expression\" to our query by defining it in our table, right? As it turns out, tables are quite lazy when it comes to expressions. They do not recognize them as fields, and instead will pop them into your \"select_query\" just at the last moment and only when you explicitly need that expresison field. This allows you to have wide range of expressions in your table and optimize select query automatically. let product = product .with_expression( \"name_caps\", |t| expr_arc!(\"UPPER({})\", t.get_field(\"name\").unwrap()) ); You have probably noticed, that rather then hard-coding name in the expression, we are using get_field method. This method will return a &Field object, which we can include in our ExpressionArc. Field implements SqlChunk, right? Executing get_select_query() will will not include name_caps by default. You can explicitly ask which fields you'd like to see by usign with_select_query_for_field_names method: let query = product.get_select_query_for_field_names(&[\"name\", \"name_caps\"]);\nwriteln!(query.preview()); // renders into: SELECT name, UPPER(name) AS name_caps FROM product","breadcrumbs":"Introduction » Fields and Operations » Fields and Operations","id":"22","title":"Fields and Operations"},"23":{"body":"Relying ot an arbitrary expression macro sometimes is not very convenient. DORM offers an Operations trait, that can be used to generate some commonly used expressions: let product = product .with_expression( \"name_caps\", |t| t.get_field(\"name\").unwrap().upper() ); Operations can also be used for generating conditions, lets look into that next.","breadcrumbs":"Introduction » Fields and Operations » Operations","id":"23","title":"Operations"},"24":{"body":"By default, when you create a Table object, it will represent a set of all rows in the table. Sometimes you want to filter the rows. Our product SQL table contains a calories column, so lets define it and use it for filtering: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\") .with_field(\"calories\"); let low_cal_products = product .with_condition( product .get_field(\"calories\") .unwrap() .lt(100) ); let query = low_cal_products.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) Condition can be created from various other types, but the most convenient way is through the use of Operator. get_field returns a Option object unwrap() as we know for sure field exists Arc implements Operator trait Operator::lt() returns a Condition object Condition implements SqlChunk, so it can be part of a query DORM capabilities allow you to be very flexible with defining your entities and we are just scratching the surface here. Before we continue, let me address one annoying bit here. So far each chapter we have been re-creating our product table. In the real world, you would typically have a pre-defined table structure, so that no matter how many times you need to operate with a product table, you can easily create it. DORM has a recommended pattern for generating tables and we will explore it next.","breadcrumbs":"Introduction » Conditions » Conditions","id":"24","title":"Conditions"},"25":{"body":"So we need to conveniently create a product table objects, but we don't want to re-populate all the fields and conditions every time. DORM recommends you to have a object called Product that would vend Table objects. We will place the code inside a model subfolder. While we are building our Product type, lets also create a static instance of our DataSource: inside your model/mod.rs: use dorm::prelude::Postgres; pub mod products;\npub use products::*; static POSTGRESS: OnceLock = OnceLock::new(); pub fn set_postgres(postgres: Postgres) -> Result<()> { POSTGRESS .set(postgres) .map_err(|_| anyhow::anyhow!(\"Failed to set Postgres instance\"))\n} pub fn postgres() -> Postgres { POSTGRESS .get() .expect(\"Postgres has not been initialized\") .clone()\n} Now you would need to call set_postgress() when your tokio_postgress client is ready and you can import and call postgress() from your models. Lets create file models/products.rs: use dorm::prelude::*;\nuse crate::postgres; pub struct Product {}\nimpl Product { pub fn table() -> Table { Product::static_table().clone() } pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") }) } pub fn name() -> Arc { Product::static_table().get_field(\"name\").unwrap() }\n} Now that you have created a Product type, we can reference it in your application like this: use model; let products = model::Product::table();\nwriteln!(products.get_select_query().preview()); // renders into: SELECT id, name FROM product let low_cal_products = model::Product::table() .with_condition( model::Products::calories().lt(100) );\nwriteln!(low_cal_products.get_select_query().preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) This is already much more portable, but we can do better. Add this to your model/products.rs and pub struct LowCalProduct {}\nimpl LowCalProduct { pub fn table() -> Table { Product::table().with_condition( Product::calories().lt(100) ) }\n} You can addopt a different approach here, those are just a few recommendations. Later we will explore a way to create a dynamic business entity pattern, but now we will focus on something more fun - joins.","breadcrumbs":"Introduction » Entity Model » Entity Model","id":"25","title":"Entity Model"},"26":{"body":"Join can happen between two tables with one-to-some(one) relationship. A good example for us is if we add a new table called inventory that joins product table: CREATE TABLE inventory ( product_id SERIAL PRIMARY KEY, stock INT DEFAULT NULL\n); In this case, inventory does not particularly useful ol its own, so we can make it part of the Products type: impl Product { pub fn table_with_inventory() -> Self { Product::table() .with_alias(\"p\") .with_join( Table::new(\"inventory\", postgres()) .with_alias(\"i\") .with_id_field(\"product_id\") .with_field(\"stock\"), \"id\", ) } }\n} The beautiful syntax here is going to give you exactly what you expect: let prod_inv = model::Product::table_with_inventory();\nwriteln!(prod_inv.get_select_query().preview()); // renders into: SELECT p.id, p.name, i.stock FROM product p LEFT JOIN inventory i ON (p.id = i.product_id) How is that possible? Well, DORM's \"with_join\" method will consume the table object that you pass and will move its fields into the original table. The joined table will be wrapped into a Join object and will instruct query builder to add join into your query. There are ways to create different kind of joins too, but api for that is not yet stable. As you will see later, DORM operates with joined tables just as good as with a single table. Now is probably a great time to look into DORMs capabilities of operating with your entities. So far we only used Table to create select queries, but we can in fact hydrate our entities with data from the database.","breadcrumbs":"Introduction » Joins » Joins","id":"26","title":"Joins"},"27":{"body":"So far we were creating tables and were generating queries from them, but wouldn't it be great if we could fetch data directly from the table object? If you recall - our table is already associated with DataSource, but when we execute get_select_query() the resulting Query is not associated with any DataSource. There is a type called AssociatedQuery that can be produced by a table object and it has some beautiful methods to actually fetch data. Lets explore: let low_cal_products = model::LowCalProduct::table(); let count = low_cal_products.count().get_one().await?; Table::count() is a method that returns a query for counting rows in a table. Because our LowCalProducts contains a condition, this will return a count of rows that match the condition. You could use count().preview() still to confirm, that DORM won't attept to fetch all records and iterate over them, but instead will use a SUM() function to count rows: SELECT COUNT(*) FROM \"product\" WHERE \"calories\" <= 100 Calling get_one will instead allow us to fetch the value directly into a variable. We do not know what type our query would produce, so get_one() returns json::Value and you can use \"as_i64\" to cast it into a numeric type: let count = model::LowCalProduct::table() .count() .get_one() .await? .as_i64()? Previously I was using unwrap() and now I am using \"?\" to unwrap. This is because previously our code was certain that a field woudl exist, since we added it ourselves, but with .get_one() we are not sure about the response. Perhaps query execution would fail, so we need a proper error handling. Lets explore another method: let total_calories = model::LowCalProduct::new() .sum(model::Product::calories()) .get_one() .await? .as_i64()? Here we are passing a Column object to the sum() method. Some of those methods will be useful for us later, but for now lets look at the way to fetch data from a table: for product in model::LowCalProduct::table().get_all_data().await? { println!(\"{} ({} kcal)\", product[\"name\"]?, product[\"calories\"]?);\n} Next we will look at how to use power of Deserialize trait of your custom type.","breadcrumbs":"Introduction » Fetching Data » Fetching Data","id":"27","title":"Fetching Data"},"28":{"body":"So far we have defined our Product type without any fields. Lets add some fields to it: #[derive(Serialize, Deserialize, Clone)]\npub struct Product { id: Option, name: String, calories: i64,\n} You can now use get() to fetch data from the database much more conveniently: for product in model::LowCalProduct::table().get().await? { println!(\"{} ({} kcal)\", product.name, product.calories);\n} There is now your type safety. You also can see that we can use any type that implements Serialize and Deserialize traits in get() method. However, now that we have implemented a struct for our entity, we can start modifying our data. Check this code out: model::LowCalProduct::table().map(|product| async move { product.calorues += 1;\n})().await?; This allows you to iterate over your data as you did before, but map() will also store data back to the database. You just need to remember to have id field in your struct. Here is what happens: DORM determines the type of your struct (Product) DORM will fetch row from a query that includes your condition DORM will deserialize the row into your struct DORM will call your closure DORM will serialize your struct back to a row DORM will replace row in the database with the new values The map() method does not know if you have changed struct, so it will always try to execute \"REPLACE\" query and based on your unique id field, it should rewrite the row. You can also use insert() method on your table to add a new row to the database: model::Product::table().insert(Product { id: None, name: \"New Product\".to_string(), calories: 100,\n})\n.await?; Deleting is also possible, but you need to be careful. delete_all() method will remove all rows. model::LowCalProduct::table().delete_all().await?; If you want to delete a specific row, you can set a condition: model::Product::table().with_id(1).delete_all(); Although a more convenient method delete() exists too: model::Product::table().delete(1).await?; I should probably mention, that delete() method will not affect rows in a table, which do not match the condition: model::LowCalProduct::table().delete(4).await?; Here a row with id=4 will only be deleted if calories is less than 100 for this row. This will be useful for us later. Next I want to tell you about associated entities.","breadcrumbs":"Introduction » Struct Entities » Struct Entities","id":"28","title":"Struct Entities"},"29":{"body":"Do you remember how we used Query type only to discover that there is also AssociatedQuery type? Well, in the last chapter we used our custom entity type Product and now it turns out you can have an associated entity type too. AssociatedEntity is the way how your entity can remain linked to the Table object. To save you from headache of object lifetimes, it will actually contain a clone of a table as well as ID field. Therefore your type will no longer need an \"id\" field. #[derive(Serialize, Deserialize, Clone)]\npub struct Product { name: String, calories: i64,\n} Now when we deal with associated entities, we load() and save() them: let product = model::Product::table().load(4).await?; product.calories = 56;\nproduct.save().await?; AssociatedEntity derefs itself so that you can still access the fields. Additionally the following methods are added: reload() - reload entity from the database id() - return id of the entity delete() - delete the entity from the database save() - saves the entity to the database save_into() - saves entity into a different table Here is example: if let Some(product) = model::LowCalProduct::table().load_any::().await? { writeln!(\"Low-cal Product {} has {} calories\", product.name, product.calories); product.calories += 100; // no londer LowCalProduct // product.save().await?; // will Err because of condition product.save_into(model::Product::table()).await?;\n} It should no longer be a surprise to you that you can do the exactly same stuff with a table which relies on Join: struct ProductInventory { name: String, stock: i64,\n} if let Some(product) = model::Product::with_inventory().load::(4).await? { writeln!(\"Product {} has {} items in stock\", product.name, product.stock); if product.stock > 0 { product.stock -= 1; product.save().await?; } else { product.delete().await?; }\n} DORM will automatically understand, which fields you have changed (stock) and will only update those fields. DORM will also delete the row from both \"product\" and \"inventory\" tables if stock is 0. Your code remains intuitive, while DORM takes care of the rest, but lets make the code even better: impl AssociatedEntity { pub async fn sell(self, qty: i64) -> Result<()> { if qty > self.stock { return Err(anyhow::anyhow!(\"Not enough items in stock\")); } self.stock -= qty; if self.stock == 0 { self.delete().await?; } else { self.save().await?; } Ok(()) }\n} Now you can use your method like this: let product = model::Product::with_inventory().load::(4).await?;\nproduct.sell(10).await?; Rust never looked so good! But hey, that's not all. DORM also supports associations between two tables. Keep reading!","breadcrumbs":"Introduction » Associated Entities » Associated Entities","id":"29","title":"Associated Entities"},"3":{"body":"As a business software is dealing with events - it needs to store it's state. Data needs to persist between execution as well as propogate between containers. Business software is state-less - when request comes in, the data is loaded, processed and stored back. Request can come in from an API interface or event queue. Similarly data can be loaded/stored from Database, APIs or Caches. It is quite common that in order to process a single request the data would need to be loaded and stored several times. Quite often external API would rely on intermediate APIs (middleware) to achieve the task.","breadcrumbs":"Introduction » Persistence layer","id":"3","title":"Persistence layer"},"30":{"body":"DORM allows you to connect tables together. Lets create two new tables in addition to \"Product\" that we have already: struct Order { product: Product, client: Client,\n} struct Client { name: String, contact_details: String,\n} The definition of the tables would be just like in chapter 5-Entity Model, however we will use \"has_one\" and \"has_many\" methods: impl Product { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_many(\"orders\", \"product_id\", || Order::table()) }) }\n} impl Order { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"order\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_one(\"client\", \"client_id\", || Client::table()) .has_one(\"product\", \"product_id\", || Product::table()) }) }\n} impl Client { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) }) }\n} Given one Table, DORM lets you traverse relationships between tables. Lets say we want to see how many orders does product with id=4 have: let product = model::Product::table().with_id(4); let orders_count = product.get_ref(\"orders\").unwrap().count().get_one().await?; Here is what happens under the hood: A query is generated for the Product where id=4 product query is used as a condition for a order query order query is executed for counting rows SELECT COUNT(*) FROM order WHERE (product_id = in (SELECT id FROM product WHERE (id = 4))); This query may seem a bit redundant, but lets see how many LowCalProduct orders we have: let product = model::LowCalProduct::table(); let low_cal_orders = product.get_ref(\"orders\").unwrap().count().get_one().await?; Resulting query now looks like this: SELECT COUNT(*) FROM order WHERE (product_id IN (SELECT id FROM product WHERE (calories < 100))); In DORM relationship traversal is always converting one \"set\" into another \"set\". In fact - if you want to calculate how many clients have placed orders for Low Calory Products, you can do it like this: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap() .count() .get_one() .await?; But lets not stop here. Suppose you wanted to send all clients who are on a diet some email about a new product: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap(); for client in clients_on_diet.get().await? { client.send_email(\"New low carb product is out!\").await?;\n} Imagine all the other things you could do. Yet once again, DORM has more surprises for you. We have learned about expressions before, right? Well, expressions can be built from subqueries.","breadcrumbs":"Introduction » References » References","id":"30","title":"References"},"31":{"body":"Once we have used \"has_one\" and \"has_many\" methods, we can now add some expressions as well. I'll start by extending our \"Client::table()\" with \"total_orders\" field. Place that inside static_table() method: Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) .with_expression(\"total_orders\", move |t| { t.get_ref_related(\"orders\").unwrap().count() }) What happens here then? A query is generated for the Client If \"total_orders\" field is requested, a callback is called The callback is passed a Table object (\"client\"), which has a reference to the \"orders\" table get_ref_related() is similar to get_ref(), but is suitable for subquery expressions get_ref_related() returns a Table object count() is called on the Table object, producting a SqlChunk object The SqlChunk object is is aliased into \"total_orders\" field inside Query Query is executed Lets also modify \"Client\" struct: struct Client { name: String, contact_details: String, total_orders: Option\n} Now that we have know how many orders clients have placed, we can use it as a condition. let vip_clients = clients.with_condition(clients.field(\"total_orders\").gt(4)); Lets also calculate how many low_cal_orders clients have placed: .with_expression(\"low_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t.get_filed(\"calories\").unwrap().lt(100)) .unwrap() .count()\n})\n.with_expression(\"high_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t .get_field(\"calories\") .unwrap() .gt(100) .or(t.get_filed(\"calories\").unwrap().eq(100)) ) .unwrap() .count()\n}) We just casually added 2 more expressions to our Client table. Those normally won't be queried unless needed. However, we can use them to calculate conditions: let diet_clients = clients .with_condition(clients .field(\"low_cal_orders\") .gt(clients.field(\"high_cal_orders\")) ); Finally to clean things up a bit, we can move some of this logic into our model/*.rs files. Overall, you are now familiar with the basics of DORM and can start building business model abstractions for your application.","breadcrumbs":"Introduction » Subquery Expressions » Subquery Expressions","id":"31","title":"Subquery Expressions"},"4":{"body":"Any request can fail. It can fail before any data is loaded or it can fail after the data is processed and stored. Idempotence is a design pattern that ensures that any requset can be retried by the caller. If the original request was successful, retry will also be successful, but it will not cause any duplicates. This is called Retry safety. To give you an example, request to send payment of $10 should not send a total of $20 if it is \"retried\" due to communication issue inside a middleware.","breadcrumbs":"Introduction » Idempotence","id":"4","title":"Idempotence"},"5":{"body":"I have just went through some of the essential design principles of enterprise software systems. If this is new to you, it may sound excessively complex. Well, there is another trick we use in enterprise system and it is complexity abstraction. An application can be built in layers, where each layer hides complexity. In fact - when you were going through the introduction code, you have experienced complexity abstraction first hand. You saw a simple and readable code, that was hiding complexity through abstraction. Rust is a complex language. Rust also does not provide any obvious way to implement complexity abstraction. DORM has a ready-to-use way to do this in a consistent way - for instance SoftDelete extension could provide retry safety for your delete operation.","breadcrumbs":"Introduction » Complexity Abstraction","id":"5","title":"Complexity Abstraction"},"6":{"body":"In my opinion, the most important aspect of enterprise software is safety. As humans we all make mistakes. Quite often in a pursuit of performance, we sacrifice safety. A seasoned developer may write a chunk of SQL code that quickly and efficiently performs a complex aggregation. When junior developer comes in, they may introduce a serious safety bug just by trying to tweak or replicate this complex SQL code. DORM offers a way to generate performant SQL code without sacrificing safety.","breadcrumbs":"Introduction » Safety and Performance","id":"6","title":"Safety and Performance"},"7":{"body":"I've seen many projects which were stuck with a \"legacy\" data structure because the codebase was riddled with hardcoded SQL queries. As business logic evolves, it will require changes in the data structure. Persistence abstraction of DORM creates a layer for backward-compatibility. Operations like splitting a table into two tables, moving columns between tables can be handled without affecting change in business logic.","breadcrumbs":"Introduction » Impact of Change","id":"7","title":"Impact of Change"},"8":{"body":"It is crucial that business logic is testable. However - quite often the logic only works when it has access to the data. The integration tests usually provides test-data to a test-suite. Generally those are slow, they can't track code coverage and they are hard to debug. DORM provides a way to test business logic through unit tests. By mocking your data source, you can focus on the business logic. More importantly you can adopt test-driven development and create standards for your code with test coverage. Use of faster unit-tests also reduces your release cycle time - a metric that companies are actively looking at.","breadcrumbs":"Introduction » Testability","id":"8","title":"Testability"},"9":{"body":"DORM addresses many of the challenges of enterprise software development. Ready to learn how? 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Before we dive in, few assumptions: You have read the Introduction (README): https://github.com/romaninsh/dorm You have cloned this repository, installed postgres and ran 0-intro example. You have interest in software development efficiency, safety and maintainability. You have a bit of patience to get to the bottom of various components of DORM as they are explained. You might need some Rust experience, but I'll try to provide pointers and keep things simple. To get us on the same page, I'll need to go over a basic principles of enterprise software requirements. Those won't apply to majority of Rust projects, but they are crucial in commercial software development. If you are familiar with the concepts (such as from work by Martin Fowler or Eric Evans), you can skip this section.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Terms concern separation and complexity abstraction may be new to you, so I'm going to look at the enterprise software more generally and also explain why languages such as Java, C# and TypeScript are considered suitable, while Rust so far had no traction. Majority of code for the enterprise is designed to \"codify\" business logic. As company grows, business rules become more complex. When you open a bank account, you can choose from few account types, but under the hood banks have hundreds of legacy account types. A lot of hidden use-cases are needed for regulations or to support legacy systems. In order to keep the code maintainable, old code must be pruned without affecting stability of remaining code. Refactoring will always face resistance from product leads, who prefer rolling out new features. Companies prefer systems and frameworks which are more modular and easier to maintain. In many cases, developers who originally wrote the code would no longer be with the company and a lot of code is written by junior developers too.","breadcrumbs":"Introduction » The Purpose of separation of concerns and complexity abstraction","id":"1","title":"The Purpose of separation of concerns and complexity abstraction"},"10":{"body":"Traditional ORMs operate with records. If you have used SeaORM or Diesel - you need to temporarily \"un-learn\" those. DORM syntax may look similar, but it's very different to the classic ORM pattern: DORM operates with Data Sets . A set can contain either a single record, no records or a huge number of records. Set represents records in remote database (or API) and does not store anything in memory. DORM executes operations remotely . Changing multiple records in ORM involves fetching all the records, modifying them and saving them back. DORM prefers to execute changes remotely, if underlying DataSource supports it. As a developer, you will always know when DORM interacts with the database, because those operations are async. Majority of DORM operations - like traversing relationship, calculating sub-queries - those are sync.","breadcrumbs":"Introduction » Data Sets » Data Sets","id":"10","title":"Data Sets"},"11":{"body":"DORM implements sql::Table and sql::Query - because we all love SQL. However you can define other data sources - such as NoSQL, REST API, GraphQL, etc. Those extensions do not need to be in same crate as DORM. For the rest of this book I will only focus on SQL as a predominant use-case. DORM is quite fluid in the way how you use table and query, you can use one to compliment or create another, but they serve different purpose: sql::Table has a structure - fields, joins and relations are defined dynamically. sql::Query on other hand is transient. It consists of smaller pieces which we call sql::Chunk. sql::Table can create and return sql::Query object from various methods sql::Chunk trait that is implemented by sql::Query (or other arbitrary expressions) acts as a glue betwene tables. For instance when you run traverse relations: let client = Client::table().with_id(1); let order_lines = client.ref_orders().ref_order_lines(); DORM executes field query operation on a client set for field id. DORM creates orders table and adds condition on client_id field. DORM executes field query operation on orders table for field id. DORM creates order_lines table and adds condition on order_id field. DORM weaves between sql::Table and sql::Query without reaching out to the database behind a simple and intuitive code.","breadcrumbs":"Introduction » Data Sets » sql::Table and sql::Query","id":"11","title":"sql::Table and sql::Query"},"12":{"body":"DORM provides two traits: ReadableDataSet and WritableDataSet. As name suggests - you can fetch records from Readable set. You can add, modify or delete records in Writable set. DORM implements those traits: sql::Table - implements both ReadableDataSet and WritableDataSet. sql::Query - implements ReadableDataSet only.","breadcrumbs":"Introduction » Data Sets » ReadableDataSet and WritableDataSet","id":"12","title":"ReadableDataSet and WritableDataSet"},"13":{"body":"At the very basic level - you can iterate through a readable data set. let set_of_clients = Client::table(); for client in set_of_clients.get().await? { println!(\"{}\", client.name);\n} There are more ways to fetch data from ReadableDataSet: get - returns all records in a Vec using default entity type get_as - return all records using a custom type get_all_untyped - return all records as a raw JSON object get_some and get-some_as - return only one record (or none) get_row_untyped - return single record as a raw JSON object get_col_untyped - return only a single column as a raw JSON values get_one_untyped - return first column of a first row as a raw JSON value In most cases you would use get and get_some: let client = Client::table().with_id(1); let Some(client_data) = client.get_some().await? else { // fetch single record // handle error\n}; for client_order in client.orders().get().await? { // fetch multiple records println!(\"{}\", client_order.id);\n}","breadcrumbs":"Introduction » Data Sets » Operating with Data sets","id":"13","title":"Operating with Data sets"},"14":{"body":"Sometimes you do not want result, but would prefer a query object instead. This gives you a chance to tweak a query or use it elsewhere. DORM provides trait TableWithQueries that generates Query objects for you: get_empty_query - returns a query with conditions and joins, but no fields get_select_query - like get_empty_query but adds all physical fields get_select_query_for_field_names - Provided with a slice of field names and expressions, only includes those into a query. get_select_query_for_field - Provided a query for individual field or expression, which you have to pass through an argument. get_select_query_for_fields - Provided a query for multiple fields There are generally two things you can do with a query: Tweak and execute it Use it as a Chunk elsewhere","breadcrumbs":"Introduction » Data Sets » Creating Queries from Tables","id":"14","title":"Creating Queries from Tables"},"15":{"body":"let vip_orders = Client::table().add_condition(Client::table().is_vip().eq(true)).ref_orders(); let query = vip_orders .get_select_query_for_field_names(&[\"id\", \"client_id\", \"client\"]) // excluding `total` here .with_column(\"total\".to_string(), expr!(\"sum({})\", vip_orders.total())) // add as aggregate .with_column(\"order_count\".to_string(), expr!(\"count(*)\")) .with_group_by(vip_orders.client_id()); let result = postgres().query_raw(&query).await?;","breadcrumbs":"Introduction » Data Sets » Tweaking and Executing a query","id":"15","title":"Tweaking and Executing a query"},"16":{"body":"// TODO - hypothetical example, not implemented in bakery_model let product_123 = Product::table().with_code(\"PRD-123\");\nlet john = Client::table().with_email(\"john@example.com\"); let new_order = Order::table() .insert(Order { product: product_123, client: john, quantity: 1, }).await?; // TODO: test\nlet john = Client::table().with_email(\"john@example.com\"); let order = Order::table() .with_condition(Order::table().client_id().in(john.get_select_query_for_field(john.id()))) Method get_ref() does exactly that, when you traverse relationships.","breadcrumbs":"Introduction » Data Sets » Using a query as a Chunk elsewhere","id":"16","title":"Using a query as a Chunk elsewhere"},"17":{"body":"DataSet is a powerful concept that sets aside DORM from the usual ORM pattern. sql::Table and sql::Query are the building blocks you interract with most often in DORM. Understanding this would allow you to implement missing features (such as table grouping) and eventually devleop extensions for your data model.","breadcrumbs":"Introduction » Data Sets » Conclusion","id":"17","title":"Conclusion"},"18":{"body":"I have introduced sql::Table in context of Data Sets , however before diving deep into Table I must introduce SqlTable trait - a dyn-safe version of Table. Table type takes 2 generic parameters: DataSource and Entity. This is similar to Vec where T is a generic parameter. In other words Table is not the same as Table. Table also have methods returning Self for example with_column: let users = Table::new(\"users\", postgres());\nlet users = users.with_column(\"id\"); // users has same type Generic parameters and methods that return Self cannot be defined in dyn-safe traits. (See https://doc.rust-lang.org/reference/items/traits.html#object-safety for more info), whihc is why I created sql::SqlTable trait. Table gives you convenience and you get unique type for your business entities, but if you need to deal with generic Table you can use SqlTable trait: fn get_some_table() -> Box { if some_condition() { Box::new(Table::new(\"users\", postgres())) } else { Box::new(Table::new(\"orders\", postgres())) }\n} To convert Box back to Table, you can use downcasting: let user: Table = get_some_table().as_any_ref().downcast_ref().unwrap(); If some_condition() was false and \"orders\" table was returned you get type missmatch and downcast will fail. That's just how Rust type system works, so only downcast when you are 100% sure that you are using the right type. This works really for defining custom ref_* methods for entity traversal: fn ref_orders(users: &Table) -> Table { users.get_ref(\"orders\").unwrap().as_any_ref().downcast_ref().unwrap() // ^ returns Box\n} There is a more convenient method get_ref_as, that would downcast it for you: fn ref_orders(users: &Table) -> Table { users.get_ref_as(\"orders\").unwrap() // ^ returns Table\n} Let me collect some facts about Table and SqlTable: sql::SqlTable is a dyn-safe trait implementing most basic features of a table sql::Table is a struct implementing SqlTable trait and some additional features (such as ReadableDataSet) When Table must refer to another table in a generic way, it will be using dyn SqlTable sql::Table type relies on 2 generic parameters: DataSource and Entity DataSource describes your SQL flavour and can affect how queries are built etc. Entity can be implemented by any struct. To reinforce your understanding of how this all works together, lets compare 3 examples. First I define a function that generates a report for Table: fn generate_order_report(orders: &Table) -> Result { ...\n} generate_order_report(Order::table()); // Table\n// generate_order_report(Client::table());\n// does not compile ^ I'd like to test my method using MockDataSource and therefore I want it to work with any DataSource: async fn generate_order_report(orders: Table) -> Result { ...\n} let orders = Order::mock_table(&mock_orders);\ngenerate_any_report(orders).await?; // Table What if my code should work with any entity, but I don't wish to deal with SqlTable? fn generate_any_report(table: Table) -> Result { ...\n} generate_any_report(Order::table()).await?; // Table\ngenerate_any_report(Client::table()).await?; // Table let orders = Order::mock_table(&mock_data);\ngenerate_any_report(orders).await?; // Table (The nerdy explanation here is that Rust compiler will create 3 copies of generate_any_report function for each D and E combinations you use in the code).","breadcrumbs":"Introduction » Tables » Table","id":"18","title":"Table"},"19":{"body":"A simplest way to create a table object would be Table::new: let users = Table::new(\"users\", postgres()) The type of users variable shall be Table. If instead of EmptyEntity you'd like to use User you can use new_with_entity method. DataSource type is inferred from the second argument to new() - return type of postgres() function. Lets look at how we can define our own Entity: #[derive(Clone, Debug, Serialize, Deserialize, Default)]\nstruct User { id: i64, name: String,\n}\nimpl Entity for User {} let users = Table::new_with_entity::(\"users\", postgres()); Rust will infer type when it can, so: fn user_table() -> Table { Table::new_with_entity(\"users\", postgres())\n} Finally, rather than implementing a stand-alone method like that, we can implement it on the User struct: impl User { fn table() -> Table { Table::new_with_entity(\"users\", postgres()) }\n} Since table structure is the same throughout the application, lets add columns into the table: impl User { pub fn table() -> Table { Table::new_with_entity(\"users\", postgres()) .with_column(\"id\") .with_column(\"name\") }\n}","breadcrumbs":"Introduction » Tables » Creating","id":"19","title":"Creating"},"2":{"body":"Within your average product team (say - 20 developers) engineers who share the code, engineers would find preference towards a certain sub-sections of your app. Some developers may prefer working on the \"order processing\" while others will dive into \"onboarding\" flow. Those are called areas of concern. The practice of separating those areas is called SoC - Separation of Concerns. Rust generally relies on sub-crates to separate concerns, but there is one area, where those areas intersect - and that is the \"persistence layer\".","breadcrumbs":"Introduction » Separation of Concerns","id":"2","title":"Separation of Concerns"},"20":{"body":"In Rust you can define an arbitrary trait and implement it on any type. Lets define trait UserTable and implement it on Table: trait UserTable: SqlTable { fn name(&self) -> Arc { self.get_column(\"name\").unwrap() }\n}\nimpl UserTable for Table {} Now we can call name() method on type Table to access name column more directly: let user = User::table();\nlet name_column = user.name(); We can also modify our generate_order_report() function into a custom trait: #![allow(async_fn_in_trait)]\npub trait OrderTableReports { async fn generate_report(&self) -> Result;\n} // was: async fn generate_order_report(orders: Table) -> Result impl OrderTableReports for Table { async fn generate_report(&self) -> Result { ... }\n}","breadcrumbs":"Introduction » Tables » Implementing custom traits for the entity","id":"20","title":"Implementing custom traits for the entity"},"21":{"body":"I have explained about sql::Table struct and SqlTable trait and which of the two should be used. Also I have explained how to create custom traits and extend Table for specific entity type. In my next chapters I'll refer to Table but in most cases you should understand that most features would also work with SqlTable trait. This chapter was Rust-intensive, but you should now understand how entity types are used in DORM.","breadcrumbs":"Introduction » Tables » Conclusion","id":"21","title":"Conclusion"},"22":{"body":"Table allows you to define and reference columns. A Column is another struct in DORM. Using columns outside of table context is convenient, such as for defining an expression: let users = Table::new(\"users\", postgres()) .with_column(\"id\") .with_column(\"name\") .with_column(\"surname\") .with_expression(\"full_name\", |t| { expr!( \"concat_ws({}, {}, {})\", \" \", t.get_column(\"name\").unwrap(), t.get_column(\"surname\").unwrap() ) }); Columns can also be used in conditions: let condition = users.get_column(\"name\").unwrap().eq(\"John\");\nlet john = user.with_condition(condition); When you use user.get(), with User { name, surname, full_name }, Table needs to ensure query would include both columns and expression too. More broadly, lets talk about what can be deserialised into a User entity: Column - There is a physical SQL column name and surname. Expression - No physical column, but full_name is defined through a SQL expression. Joined Columns - Table could be joined with another table, combining columns. Callback - Value is calculated after record is fetched using a callback. Lets dive into the following example scenario: users: Table has a column name and surname, using table \"user\" I added an expression full_name that combines name and surname columns I also joined \"user_address\" table, that contains street and city columns I also define callback for calculating post_code by fetching from external API or cache. After above operations the following is true: users has 3 columns users has 1 expression users has 1 joined table, which has another 2 columns users has 1 callback users has 6 fields: id, name, surname, full_name, user_address_street, user_address_city users can deserialise into User struct with 7 fields: id, name, surname, full_name, user_address_street, user_address_city and post_code Going forward you'll notice column and field terms used interchangeably. Term column referring to a physical column in the main table, and term field referring to a logical field.","breadcrumbs":"Introduction » Table Columns » Table Columns","id":"22","title":"Table Columns"},"23":{"body":"Column operations are implemented in TableWithColumns trait. add_column - adds a column to the table columns - returns all physical columns add_id_column and add_title_column - adds a column but also labels it id - return id column title - return title column id_with_table_alias - return id column with table alias get_column - return a column by name get_column_with_table_alias - return a column by name with table alias search_for_field - similar to get_column but will look for lazy expressions and columns from joined tables.","breadcrumbs":"Introduction » Table Columns » Working with Table Columns: SqlTable","id":"23","title":"Working with Table Columns: SqlTable"},"24":{"body":"with_column - adds a column to the table and returns it with_title_column - adds a title column to the table and returns it with_id_column - adds an id column to the table and returns it let users = Table::new(\"users\", postgres()) .with_id_column(\"id\") .with_title_column(\"name\") .with_column(\"role_name\"); Using with_ is more readable and does not require you to define users as mutable. There is also a with method if you want to define table inside a closure. let users = Table::new(\"users\", postgres()) .with(|t| { t.add_column(\"id\"); t.add_id_column(\"name\"); t.add_title_column(\"role_name\"); t.add_condition(t.get_column(\"name\").unwrap().eq(\"John\")); }); In the later chapters I'll explain to you how to use this properly.","breadcrumbs":"Introduction » Table Columns » Working with Table Columns: Table","id":"24","title":"Working with Table Columns: Table"},"25":{"body":"Expressions in a table are lazy. They will not be evaluated unless field is explicitly requested. To define expression use: add_expression - define a callback returning Expression for non-physical field with_expression - just like add_expression but returns modifield Self Lets define a field that returns current time: table.with_expression(\"current_time\", || expr!(\"now()\")); In our introduction example, we came across a field: total: // lineitem.rs\ntable.with_expression(\"total\", |t: &Table| { t.price().render_chunk().mul(t.quantity())\n}) fn price() is defined for Table, same as fn quantity().","breadcrumbs":"Introduction » Table Columns » Expressions","id":"25","title":"Expressions"},"26":{"body":"Ability to specify columns not by name but through a dedicated method makes use of Rust type system and avoids typos at compile time. Fields in a query can be defined through different means. Table will look into the fields present in your Entity and only going to fetch those. You might have been puzzled by render_chunk and mul methods, lets talk about them next.","breadcrumbs":"Introduction » Table Columns » Conclusion","id":"26","title":"Conclusion"},"27":{"body":"In DORM, query is a dynamic representation of a SQL query. You already saw how to create a query in the previous chapter, but now we will learn how to create query from scratch.","breadcrumbs":"Introduction » Expressions and Queries » Queries","id":"27","title":"Queries"},"28":{"body":"Expression is a building block of a query as well as a template engine for your query parameters. Lets start with a simple example: let expression = Expression::new( \"SELECT * FROM product WHERE name = {}\", vec![json!(\"DeLorian Doughnut\")]); writeln!(expression.preview()); The above expression will be rendered as: SELECT * FROM product WHERE name = 'DeLorian Doughnut' Expressions do not know anything about the underlying database and they cannot execute themselves. Parameters you are passing, must be of type serde_json::Value. To simplify the process DORM offers you a expr! macro: let expression = expr!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\"); The parameters to expr! macro can be any owned scalar types, as long as they can be converted to serde_json::Value using serde_json::json!. macro. While convenient, there is a significant limitation to Expressions - they cannot be nested. This is because Expression cannot render itself into a json::Value. To overcome this limitation, DORM offers a ExpressionArc type.","breadcrumbs":"Introduction » Expressions and Queries » Expressions","id":"28","title":"Expressions"},"29":{"body":"As the name implies, ExpressionAarc keeps its parameters inside an Arc and therefore parameters can be dynamic objects. Anything that implements SqlChunk trait can be used as a parameter. Naturally both Expression and ExpressionArc implement SqlChunk, but there are more types that implement SqlChunk trait and we will look at them later. ExpressionArc can be created through a expr_arc! macro: let expression = expr_arc!(\"SELECT * FROM product WHERE name = {}\", \"DeLorian Doughnut\");\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You can now pass expresisons recursively: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nwriteln!(expression.preview()); // renders into: SELECT * FROM product WHERE name = 'DeLorian Doughnut' You might have noticed, that nested expressions are not escaped, but rest assured, parameters are never inserted into the SQL query. Both Expression and ExpressionArc can cloned and passed around freely.","breadcrumbs":"Introduction » Expressions and Queries » Expression Arc","id":"29","title":"Expression Arc"},"3":{"body":"As a business software is dealing with events - it needs to store it's state. Data needs to persist between execution as well as propogate between containers. Business software is state-less - when request comes in, the data is loaded, processed and stored back. Request can come in from an API interface or event queue. Similarly data can be loaded/stored from Database, APIs or Caches. It is quite common that in order to process a single request the data would need to be loaded and stored several times. Quite often external API would rely on intermediate APIs (middleware) to achieve the task.","breadcrumbs":"Introduction » Persistence layer","id":"3","title":"Persistence layer"},"30":{"body":"As you can see in the example above, SqlChunk can have many sub-objects. When we need to send off expression to the database, we need to flattern it. SqlChunk trait has a render_chunk() method that will convert itself into a static Expression type: let condition = expr_arc!(\"name = {}\", \"DeLorian Doughnut\");\nlet expression = expr_arc!(\"SELECT * FROM product WHERE {}\", condition);\nlet flattened = expression.render_chunk(); dbg!(flattened.sql());\ndbg!(flattened.params()); // renders into: SELECT * FROM product WHERE name = {}\n// params: [json!(\"DeLorian Doughnut\")] In the example above, we used render_chunk() method on ExpressionArc to convert it into a static Expression type. Then sql() and params() methods can be called to get the final template and parameters. Template has correctly combined nested condition, while leaving parameter value separated.","breadcrumbs":"Introduction » Expressions and Queries » Flattening Expressions","id":"30","title":"Flattening Expressions"},"31":{"body":"A query object is designed as a template engine. It contains maps of various columns, conditions, joins etc. Query implements SqlChunk and query itself can be contained inside expression or another query. Query implements wide range of \"with_*\" methods that can be used to manipulate the query. Lets create a query that will select all columns from \"product\" table, where name is \"DeLorian Doughnut\" and age is greater than 30: let expr1 = expr!(\"name = {}\", \"John\");\nlet expr2 = expr!(\"age > {}\", 30); let query = Query::new() .with_table(\"users\", None) .with_column_field(\"id\") .with_column_field(\"name\") .with_condition(expr1) .with_condition(expr2); writeln!(query.preview()); // renders into: SELECT id, name FROM users WHERE name = 'John' AND age > 30 Query does not know anything about the underlying database and therefore cannot execute itself. It can only be rendered into a template and parameters. Query is immutable calling with_* methods will take the ownership, modify and return a new instance, making it perfect for chaining. Methods like with_condition can accept any argument that implements SqlChunk trait, lets create another query, based on the one we had above: // query is from example above\nlet query2 = Query::new() .with_table(\"orders\", None) .with_condition(expr_arc!(\"user_id in {}\", query .clone() .without_columns() .with_column_field(\"id\") )); writeln!(query2.preview()); // renders into: SELECT * FROM orders WHERE user_id in (SELECT id, name, age FROM users WHERE name = 'John' AND age > 30) Importantly - the two parameters which were set (and then cloned) for the query are kept separate from a final query rendering and will be passed into DataSource separately. This ensures that SQL injection is never possible. Next, lets explore some other kinds of SqlChunk implementation, that are more intuitive to use over Expressions.","breadcrumbs":"Introduction » Expressions and Queries » How Query uses Expressions ?","id":"31","title":"How Query uses Expressions ?"},"32":{"body":"Well, Query stores columns as a Map> and there are several types that implement Column trait, but the simplest would be a Field type: To add a Field to your Query you can call with_column_field method: let query = Query::new() .with_table(\"product\") .with_column_field(\"name\") Another type that implements Column trait is Expression. Lets modify our query by adding an expression by invoking with_column method. This method is more generic than \"with_column_field\" and will accept two arguments - a name of the column and a static Column object. let person = person .with_column(\"name_caps\".to_string(), expr!(\"UPPER(name)\")); If you call preview() on your query now, you should see this: SELECT name, UPPER(name) AS name_caps FROM product Query is not very long-lived. Once created, it can be executed, but that's it. More interesting for us - Table objects can convert themselves into a Query object. This is our Table object from earlier: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\"); You already know that Table can produce a Query: let query = product.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name FROM product There should be a way to add a \"expression\" to our query by defining it in our table, right? As it turns out, tables are quite lazy when it comes to expressions. They do not recognize them as fields, and instead will pop them into your \"select_query\" just at the last moment and only when you explicitly need that expresison field. This allows you to have wide range of expressions in your table and optimize select query automatically. let product = product .with_expression( \"name_caps\", |t| expr_arc!(\"UPPER({})\", t.get_field(\"name\").unwrap()) ); You have probably noticed, that rather then hard-coding name in the expression, we are using get_field method. This method will return a &Field object, which we can include in our ExpressionArc. Field implements SqlChunk, right? Executing get_select_query() will will not include name_caps by default. You can explicitly ask which fields you'd like to see by usign with_select_query_for_field_names method: let query = product.get_select_query_for_field_names(&[\"name\", \"name_caps\"]);\nwriteln!(query.preview()); // renders into: SELECT name, UPPER(name) AS name_caps FROM product","breadcrumbs":"Introduction » Fields and Operations » Fields and Operations","id":"32","title":"Fields and Operations"},"33":{"body":"Relying ot an arbitrary expression macro sometimes is not very convenient. DORM offers an Operations trait, that can be used to generate some commonly used expressions: let product = product .with_expression( \"name_caps\", |t| t.get_field(\"name\").unwrap().upper() ); Operations can also be used for generating conditions, lets look into that next.","breadcrumbs":"Introduction » Fields and Operations » Operations","id":"33","title":"Operations"},"34":{"body":"By default, when you create a Table object, it will represent a set of all rows in the table. Sometimes you want to filter the rows. Our product SQL table contains a calories column, so lets define it and use it for filtering: let product = Table::new(\"product\", postgres.clone()) .with_field(\"id\") .with_field(\"name\") .with_field(\"calories\"); let low_cal_products = product .with_condition( product .get_field(\"calories\") .unwrap() .lt(100) ); let query = low_cal_products.get_select_query();\nwriteln!(query.preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) Condition can be created from various other types, but the most convenient way is through the use of Operator. get_field returns a Option object unwrap() as we know for sure field exists Arc implements Operator trait Operator::lt() returns a Condition object Condition implements SqlChunk, so it can be part of a query DORM capabilities allow you to be very flexible with defining your entities and we are just scratching the surface here. Before we continue, let me address one annoying bit here. So far each chapter we have been re-creating our product table. In the real world, you would typically have a pre-defined table structure, so that no matter how many times you need to operate with a product table, you can easily create it. DORM has a recommended pattern for generating tables and we will explore it next.","breadcrumbs":"Introduction » Conditions » Conditions","id":"34","title":"Conditions"},"35":{"body":"So we need to conveniently create a product table objects, but we don't want to re-populate all the fields and conditions every time. DORM recommends you to have a object called Product that would vend Table objects. We will place the code inside a model subfolder. While we are building our Product type, lets also create a static instance of our DataSource: inside your model/mod.rs: use dorm::prelude::Postgres; pub mod products;\npub use products::*; static POSTGRESS: OnceLock = OnceLock::new(); pub fn set_postgres(postgres: Postgres) -> Result<()> { POSTGRESS .set(postgres) .map_err(|_| anyhow::anyhow!(\"Failed to set Postgres instance\"))\n} pub fn postgres() -> Postgres { POSTGRESS .get() .expect(\"Postgres has not been initialized\") .clone()\n} Now you would need to call set_postgress() when your tokio_postgress client is ready and you can import and call postgress() from your models. Lets create file models/products.rs: use dorm::prelude::*;\nuse crate::postgres; pub struct Product {}\nimpl Product { pub fn table() -> Table { Product::static_table().clone() } pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") }) } pub fn name() -> Arc { Product::static_table().get_field(\"name\").unwrap() }\n} Now that you have created a Product type, we can reference it in your application like this: use model; let products = model::Product::table();\nwriteln!(products.get_select_query().preview()); // renders into: SELECT id, name FROM product let low_cal_products = model::Product::table() .with_condition( model::Products::calories().lt(100) );\nwriteln!(low_cal_products.get_select_query().preview()); // renders into: SELECT id, name, calories FROM product WHERE (calories < 100) This is already much more portable, but we can do better. Add this to your model/products.rs and pub struct LowCalProduct {}\nimpl LowCalProduct { pub fn table() -> Table { Product::table().with_condition( Product::calories().lt(100) ) }\n} You can addopt a different approach here, those are just a few recommendations. Later we will explore a way to create a dynamic business entity pattern, but now we will focus on something more fun - joins.","breadcrumbs":"Introduction » Entity Model » Entity Model","id":"35","title":"Entity Model"},"36":{"body":"Join can happen between two tables with one-to-some(one) relationship. A good example for us is if we add a new table called inventory that joins product table: CREATE TABLE inventory ( product_id SERIAL PRIMARY KEY, stock INT DEFAULT NULL\n); In this case, inventory does not particularly useful ol its own, so we can make it part of the Products type: impl Product { pub fn table_with_inventory() -> Self { Product::table() .with_alias(\"p\") .with_join( Table::new(\"inventory\", postgres()) .with_alias(\"i\") .with_id_field(\"product_id\") .with_field(\"stock\"), \"id\", ) } }\n} The beautiful syntax here is going to give you exactly what you expect: let prod_inv = model::Product::table_with_inventory();\nwriteln!(prod_inv.get_select_query().preview()); // renders into: SELECT p.id, p.name, i.stock FROM product p LEFT JOIN inventory i ON (p.id = i.product_id) How is that possible? Well, DORM's \"with_join\" method will consume the table object that you pass and will move its fields into the original table. The joined table will be wrapped into a Join object and will instruct query builder to add join into your query. There are ways to create different kind of joins too, but api for that is not yet stable. As you will see later, DORM operates with joined tables just as good as with a single table. Now is probably a great time to look into DORMs capabilities of operating with your entities. So far we only used Table to create select queries, but we can in fact hydrate our entities with data from the database.","breadcrumbs":"Introduction » Joins » Joins","id":"36","title":"Joins"},"37":{"body":"So far we were creating tables and were generating queries from them, but wouldn't it be great if we could fetch data directly from the table object? If you recall - our table is already associated with DataSource, but when we execute get_select_query() the resulting Query is not associated with any DataSource. There is a type called AssociatedQuery that can be produced by a table object and it has some beautiful methods to actually fetch data. Lets explore: let low_cal_products = model::LowCalProduct::table(); let count = low_cal_products.count().get_one().await?; Table::count() is a method that returns a query for counting rows in a table. Because our LowCalProducts contains a condition, this will return a count of rows that match the condition. You could use count().preview() still to confirm, that DORM won't attept to fetch all records and iterate over them, but instead will use a SUM() function to count rows: SELECT COUNT(*) FROM \"product\" WHERE \"calories\" <= 100 Calling get_one will instead allow us to fetch the value directly into a variable. We do not know what type our query would produce, so get_one() returns json::Value and you can use \"as_i64\" to cast it into a numeric type: let count = model::LowCalProduct::table() .count() .get_one() .await? .as_i64()? Previously I was using unwrap() and now I am using \"?\" to unwrap. This is because previously our code was certain that a field woudl exist, since we added it ourselves, but with .get_one() we are not sure about the response. Perhaps query execution would fail, so we need a proper error handling. Lets explore another method: let total_calories = model::LowCalProduct::new() .sum(model::Product::calories()) .get_one() .await? .as_i64()? Here we are passing a Column object to the sum() method. Some of those methods will be useful for us later, but for now lets look at the way to fetch data from a table: for product in model::LowCalProduct::table().get_all_data().await? { println!(\"{} ({} kcal)\", product[\"name\"]?, product[\"calories\"]?);\n} Next we will look at how to use power of Deserialize trait of your custom type.","breadcrumbs":"Introduction » Fetching Data » Fetching Data","id":"37","title":"Fetching Data"},"38":{"body":"So far we have defined our Product type without any fields. Lets add some fields to it: #[derive(Serialize, Deserialize, Clone)]\npub struct Product { id: Option, name: String, calories: i64,\n} You can now use get() to fetch data from the database much more conveniently: for product in model::LowCalProduct::table().get().await? { println!(\"{} ({} kcal)\", product.name, product.calories);\n} There is now your type safety. You also can see that we can use any type that implements Serialize and Deserialize traits in get() method. However, now that we have implemented a struct for our entity, we can start modifying our data. Check this code out: model::LowCalProduct::table().map(|product| async move { product.calorues += 1;\n})().await?; This allows you to iterate over your data as you did before, but map() will also store data back to the database. You just need to remember to have id field in your struct. Here is what happens: DORM determines the type of your struct (Product) DORM will fetch row from a query that includes your condition DORM will deserialize the row into your struct DORM will call your closure DORM will serialize your struct back to a row DORM will replace row in the database with the new values The map() method does not know if you have changed struct, so it will always try to execute \"REPLACE\" query and based on your unique id field, it should rewrite the row. You can also use insert() method on your table to add a new row to the database: model::Product::table().insert(Product { id: None, name: \"New Product\".to_string(), calories: 100,\n})\n.await?; Deleting is also possible, but you need to be careful. delete_all() method will remove all rows. model::LowCalProduct::table().delete_all().await?; If you want to delete a specific row, you can set a condition: model::Product::table().with_id(1).delete_all(); Although a more convenient method delete() exists too: model::Product::table().delete(1).await?; I should probably mention, that delete() method will not affect rows in a table, which do not match the condition: model::LowCalProduct::table().delete(4).await?; Here a row with id=4 will only be deleted if calories is less than 100 for this row. This will be useful for us later. Next I want to tell you about associated entities.","breadcrumbs":"Introduction » Struct Entities » Struct Entities","id":"38","title":"Struct Entities"},"39":{"body":"Do you remember how we used Query type only to discover that there is also AssociatedQuery type? Well, in the last chapter we used our custom entity type Product and now it turns out you can have an associated entity type too. AssociatedEntity is the way how your entity can remain linked to the Table object. To save you from headache of object lifetimes, it will actually contain a clone of a table as well as ID field. Therefore your type will no longer need an \"id\" field. #[derive(Serialize, Deserialize, Clone)]\npub struct Product { name: String, calories: i64,\n} Now when we deal with associated entities, we load() and save() them: let product = model::Product::table().load(4).await?; product.calories = 56;\nproduct.save().await?; AssociatedEntity derefs itself so that you can still access the fields. Additionally the following methods are added: reload() - reload entity from the database id() - return id of the entity delete() - delete the entity from the database save() - saves the entity to the database save_into() - saves entity into a different table Here is example: if let Some(product) = model::LowCalProduct::table().load_any::().await? { writeln!(\"Low-cal Product {} has {} calories\", product.name, product.calories); product.calories += 100; // no londer LowCalProduct // product.save().await?; // will Err because of condition product.save_into(model::Product::table()).await?;\n} It should no longer be a surprise to you that you can do the exactly same stuff with a table which relies on Join: struct ProductInventory { name: String, stock: i64,\n} if let Some(product) = model::Product::with_inventory().load::(4).await? { writeln!(\"Product {} has {} items in stock\", product.name, product.stock); if product.stock > 0 { product.stock -= 1; product.save().await?; } else { product.delete().await?; }\n} DORM will automatically understand, which fields you have changed (stock) and will only update those fields. DORM will also delete the row from both \"product\" and \"inventory\" tables if stock is 0. Your code remains intuitive, while DORM takes care of the rest, but lets make the code even better: impl AssociatedEntity { pub async fn sell(self, qty: i64) -> Result<()> { if qty > self.stock { return Err(anyhow::anyhow!(\"Not enough items in stock\")); } self.stock -= qty; if self.stock == 0 { self.delete().await?; } else { self.save().await?; } Ok(()) }\n} Now you can use your method like this: let product = model::Product::with_inventory().load::(4).await?;\nproduct.sell(10).await?; Rust never looked so good! But hey, that's not all. DORM also supports associations between two tables. Keep reading!","breadcrumbs":"Introduction » Associated Entities » Associated Entities","id":"39","title":"Associated Entities"},"4":{"body":"Any request can fail. It can fail before any data is loaded or it can fail after the data is processed and stored. Idempotence is a design pattern that ensures that any requset can be retried by the caller. If the original request was successful, retry will also be successful, but it will not cause any duplicates. This is called Retry safety. To give you an example, request to send payment of $10 should not send a total of $20 if it is \"retried\" due to communication issue inside a middleware.","breadcrumbs":"Introduction » Idempotence","id":"4","title":"Idempotence"},"40":{"body":"DORM allows you to connect tables together. Lets create two new tables in addition to \"Product\" that we have already: struct Order { product: Product, client: Client,\n} struct Client { name: String, contact_details: String,\n} The definition of the tables would be just like in chapter 5-Entity Model, however we will use \"has_one\" and \"has_many\" methods: impl Product { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"product\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_many(\"orders\", \"product_id\", || Order::table()) }) }\n} impl Order { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"order\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .has_one(\"client\", \"client_id\", || Client::table()) .has_one(\"product\", \"product_id\", || Product::table()) }) }\n} impl Client { pub fn static_table() -> &'static Table { static TABLE: OnceLock> = OnceLock::new(); TABLE.get_or_init(|| { Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) }) }\n} Given one Table, DORM lets you traverse relationships between tables. Lets say we want to see how many orders does product with id=4 have: let product = model::Product::table().with_id(4); let orders_count = product.get_ref(\"orders\").unwrap().count().get_one().await?; Here is what happens under the hood: A query is generated for the Product where id=4 product query is used as a condition for a order query order query is executed for counting rows SELECT COUNT(*) FROM order WHERE (product_id = in (SELECT id FROM product WHERE (id = 4))); This query may seem a bit redundant, but lets see how many LowCalProduct orders we have: let product = model::LowCalProduct::table(); let low_cal_orders = product.get_ref(\"orders\").unwrap().count().get_one().await?; Resulting query now looks like this: SELECT COUNT(*) FROM order WHERE (product_id IN (SELECT id FROM product WHERE (calories < 100))); In DORM relationship traversal is always converting one \"set\" into another \"set\". In fact - if you want to calculate how many clients have placed orders for Low Calory Products, you can do it like this: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap() .count() .get_one() .await?; But lets not stop here. Suppose you wanted to send all clients who are on a diet some email about a new product: let low_cal_products = model::LowCalProduct::table();\nlet clients_on_diet = low_cal_products .get_ref(\"orders\") .unwrap() .get_ref(\"client\") .unwrap(); for client in clients_on_diet.get().await? { client.send_email(\"New low carb product is out!\").await?;\n} Imagine all the other things you could do. Yet once again, DORM has more surprises for you. We have learned about expressions before, right? Well, expressions can be built from subqueries.","breadcrumbs":"Introduction » References » References","id":"40","title":"References"},"41":{"body":"Once we have used \"has_one\" and \"has_many\" methods, we can now add some expressions as well. I'll start by extending our \"Client::table()\" with \"total_orders\" field. Place that inside static_table() method: Table::new(\"client\", postgres()) .with_id_field(\"id\") .with_field(\"name\") .with_field(\"contact_details\") .has_many(\"orders\", \"client_id\", || Order::table()) .with_expression(\"total_orders\", move |t| { t.get_ref_related(\"orders\").unwrap().count() }) What happens here then? A query is generated for the Client If \"total_orders\" field is requested, a callback is called The callback is passed a Table object (\"client\"), which has a reference to the \"orders\" table get_ref_related() is similar to get_ref(), but is suitable for subquery expressions get_ref_related() returns a Table object count() is called on the Table object, producting a SqlChunk object The SqlChunk object is is aliased into \"total_orders\" field inside Query Query is executed Lets also modify \"Client\" struct: struct Client { name: String, contact_details: String, total_orders: Option\n} Now that we have know how many orders clients have placed, we can use it as a condition. let vip_clients = clients.with_condition(clients.field(\"total_orders\").gt(4)); Lets also calculate how many low_cal_orders clients have placed: .with_expression(\"low_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t.get_filed(\"calories\").unwrap().lt(100)) .unwrap() .count()\n})\n.with_expression(\"high_cal_orders\", move |t| { t .get_ref_related(\"orders\") .with_condition(t .get_field(\"calories\") .unwrap() .gt(100) .or(t.get_filed(\"calories\").unwrap().eq(100)) ) .unwrap() .count()\n}) We just casually added 2 more expressions to our Client table. Those normally won't be queried unless needed. However, we can use them to calculate conditions: let diet_clients = clients .with_condition(clients .field(\"low_cal_orders\") .gt(clients.field(\"high_cal_orders\")) ); Finally to clean things up a bit, we can move some of this logic into our model/*.rs files. Overall, you are now familiar with the basics of DORM and can start building business model abstractions for your application.","breadcrumbs":"Introduction » Subquery Expressions » Subquery Expressions","id":"41","title":"Subquery Expressions"},"5":{"body":"I have just went through some of the essential design principles of enterprise software systems. If this is new to you, it may sound excessively complex. Well, there is another trick we use in enterprise system and it is complexity abstraction. An application can be built in layers, where each layer hides complexity. In fact - when you were going through the introduction code, you have experienced complexity abstraction first hand. You saw a simple and readable code, that was hiding complexity through abstraction. Rust is a complex language. Rust also does not provide any obvious way to implement complexity abstraction. DORM has a ready-to-use way to do this in a consistent way - for instance SoftDelete extension could provide retry safety for your delete operation.","breadcrumbs":"Introduction » Complexity Abstraction","id":"5","title":"Complexity Abstraction"},"6":{"body":"In my opinion, the most important aspect of enterprise software is safety. As humans we all make mistakes. Quite often in a pursuit of performance, we sacrifice safety. A seasoned developer may write a chunk of SQL code that quickly and efficiently performs a complex aggregation. When junior developer comes in, they may introduce a serious safety bug just by trying to tweak or replicate this complex SQL code. DORM offers a way to generate performant SQL code without sacrificing safety.","breadcrumbs":"Introduction » Safety and Performance","id":"6","title":"Safety and Performance"},"7":{"body":"I've seen many projects which were stuck with a \"legacy\" data structure because the codebase was riddled with hardcoded SQL queries. As business logic evolves, it will require changes in the data structure. Persistence abstraction of DORM creates a layer for backward-compatibility. Operations like splitting a table into two tables, moving columns between tables can be handled without affecting change in business logic.","breadcrumbs":"Introduction » Impact of Change","id":"7","title":"Impact of Change"},"8":{"body":"It is crucial that business logic is testable. However - quite often the logic only works when it has access to the data. The integration tests usually provides test-data to a test-suite. Generally those are slow, they can't track code coverage and they are hard to debug. DORM provides a way to test business logic through unit tests. By mocking your data source, you can focus on the business logic. More importantly you can adopt test-driven development and create standards for your code with test coverage. Use of faster unit-tests also reduces your release cycle time - a metric that companies are actively looking at.","breadcrumbs":"Introduction » Testability","id":"8","title":"Testability"},"9":{"body":"DORM addresses many of the challenges of enterprise software development. Ready to learn how? The answers are coming.","breadcrumbs":"Introduction » Business Appps with DORM","id":"9","title":"Business Appps with 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    8.  Fetching Data
    9.  Struct Entities
    10.  Associated Entities
    11.  References
    12.  Subquery Expressions
';
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  1.  Introduction
    1.  Data Sets
    2.  Tables
    3.  Table Columns
    4.  Expressions and Queries
    5.  Fields and Operations
    6.  Conditions
    7.  Entity Model
    8.  Joins
    9.  Fetching Data
    10.  Struct Entities
    11.  Associated Entities
    12.  References
    13.  Subquery Expressions
';
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