Struct burn::data::dataset::SqliteDataset

pub struct SqliteDataset<I> { /* private fields */ }
Expand description

This struct represents a dataset where all items are stored in an SQLite database. Each instance of this struct corresponds to a specific table within the SQLite database, and allows for interaction with the data stored in the table in a structured and typed manner.

The SQLite database must contain a table with the same name as the split field. This table should have a primary key column named row_id, which is used to index the rows in the table. The row_id should start at 1, while the corresponding dataset index should start at 0, i.e., row_id = index + 1.

Table columns can be represented in two ways:

  1. The table can have a column for each field in the I struct. In this case, the column names in the table should match the field names of the I struct. The field names can be a subset of column names and can be in any order.

For the supported field types, refer to:

  1. The fields in the I struct can be serialized into a single column item in the table. In this case, the table should have a single column named item of type BLOB. This is useful when the I struct contains complex fields that cannot be mapped to a SQLite type, such as nested structs, vectors, etc. The serialization is done using MessagePack.

Note: The code automatically figures out which of the above two cases is applicable, and uses the appropriate method to read the data from the table.

Implementations§

§

impl<I> SqliteDataset<I>

pub fn from_db_file<P>( db_file: P, split: &str, ) -> Result<SqliteDataset<I>, SqliteDatasetError>
where P: AsRef<Path>,

Initializes a SqliteDataset from a SQLite database file and a split name.

pub fn db_file(&self) -> PathBuf

Get the database file name.

pub fn split(&self) -> &str

Get the split name.

Trait Implementations§

§

impl<I> Dataset<I> for SqliteDataset<I>

§

fn get(&self, index: usize) -> Option<I>

Get an item from the dataset.

§

fn len(&self) -> usize

Return the number of rows in the dataset.

§

fn is_empty(&self) -> bool

Checks if the dataset is empty.
§

fn iter(&self) -> DatasetIterator<'_, I>
where Self: Sized,

Returns an iterator over the dataset.
§

impl<I> Debug for SqliteDataset<I>
where I: Debug,

§

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl<I> Freeze for SqliteDataset<I>

§

impl<I> !RefUnwindSafe for SqliteDataset<I>

§

impl<I> Send for SqliteDataset<I>
where I: Send,

§

impl<I> Sync for SqliteDataset<I>
where I: Sync,

§

impl<I> Unpin for SqliteDataset<I>
where I: Unpin,

§

impl<I> !UnwindSafe for SqliteDataset<I>

Blanket Implementations§

§

impl<T> Adaptor<()> for T

§

fn adapt(&self)

Adapt the type to be passed to a metric.
source§

impl<T> Any for T
where T: 'static + ?Sized,

source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
source§

impl<T> Borrow<T> for T
where T: ?Sized,

source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
§

impl<T> Downcast<T> for T

§

fn downcast(&self) -> &T

source§

impl<T> From<T> for T

source§

fn from(t: T) -> T

Returns the argument unchanged.

§

impl<T> Instrument for T

§

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided [Span], returning an Instrumented wrapper. Read more
§

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
source§

impl<T, U> Into<U> for T
where U: From<T>,

source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

source§

impl<T> IntoEither for T

source§

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
§

impl<T> Pointable for T

§

const ALIGN: usize = _

The alignment of pointer.
§

type Init = T

The type for initializers.
§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
source§

impl<T> Same for T

source§

type Output = T

Should always be Self
source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

source§

type Error = Infallible

The type returned in the event of a conversion error.
source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
§

impl<T> Upcast<T> for T

§

fn upcast(&self) -> Option<&T>

§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

§

fn vzip(self) -> V

§

impl<I, T> Window<I> for T
where T: Dataset<I> + ?Sized,

§

fn window(&self, current: usize, size: NonZero<usize>) -> Option<Vec<I>>

Creates a window of a collection. Read more
§

impl<I, T> Windows<I> for T
where T: Dataset<I>,

§

fn windows(&self, size: usize) -> WindowsIterator<'_, I>

Is empty if the Dataset is shorter than size.

§Panics

Panics if size is 0.

§Examples
use crate::burn_dataset::{
   transform::{Windows, WindowsDataset},
   Dataset, InMemDataset,
};

let items = [1, 2, 3, 4].to_vec();
let dataset = InMemDataset::new(items.clone());

for window in dataset.windows(2) {
 // do sth with window
}
§

impl<T> WithSubscriber for T

§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a [WithDispatch] wrapper. Read more
§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a [WithDispatch] wrapper. Read more
§

impl<T> ErasedDestructor for T
where T: 'static,

§

impl<T> WasmNotSend for T
where T: Send,

§

impl<T> WasmNotSendSync for T
where T: WasmNotSend + WasmNotSync,

§

impl<T> WasmNotSync for T
where T: Sync,