pub struct DefaultCollate;
Expand description

Default Collate function that mimic the default_collate function from PyTorch.

As they are no such lib with the same functionnality as PyTorch tensor in Rust, data is collated inside ndarray. Ndarray is the rust equivalent of numpy.ndarray with almost the same capabilities. Nevertheless, they can’t run on the GPU.

Basic transformation implemented for the default Collate :

  • Vec<Scalar> -> ndarray<scalar>
  • Vec<tuple> -> tuple(ndarray)
  • Vec<HashMap<Key, Value>> -> HasMap<Key, DefaultCollate::collate(Vec<Value>)
  • Vec<Array> -> Vec<Stack Array>
  • Vec[V1_i, V2_i, ...] -> Vec[DefaultCollate::collate([V1_1, V1_2, ...]), DefaultCollate::collate([V2_1, V2_2, ...]), ...]

Like for PyTorch version, String and u8 aren’t changed by the collation (No Op).

  • Vec<String> -> Vec<String>
  • Vec<&str> -> Vec<&str>
  • Vec<u8> -> Vec<u8>

Trait Implementations

Returns a copy of the value. Read more
Performs copy-assignment from source. Read more
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them

NoOp for binairy, as pytorch default_collate function.

The type of the collate function’s output
Take a batch of samples and collate them
The type of the collate function’s output
Take a batch of samples and collate them
Formats the value using the given formatter. Read more
Returns the “default value” for a type. Read more
This method returns an Ordering between self and other. Read more
Compares and returns the maximum of two values. Read more
Compares and returns the minimum of two values. Read more
Restrict a value to a certain interval. Read more
This method tests for self and other values to be equal, and is used by ==. Read more
This method tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason. Read more
This method returns an ordering between self and other values if one exists. Read more
This method tests less than (for self and other) and is used by the < operator. Read more
This method tests less than or equal to (for self and other) and is used by the <= operator. Read more
This method tests greater than (for self and other) and is used by the > operator. Read more
This method tests greater than or equal to (for self and other) and is used by the >= operator. Read more

Auto Trait Implementations

Blanket Implementations

Gets the TypeId of self. Read more
Immutably borrows from an owned value. Read more
Mutably borrows from an owned value. Read more

Returns the argument unchanged.

Calls U::from(self).

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

The resulting type after obtaining ownership.
Creates owned data from borrowed data, usually by cloning. Read more
Uses borrowed data to replace owned data, usually by cloning. Read more
The type returned in the event of a conversion error.
Performs the conversion.
The type returned in the event of a conversion error.
Performs the conversion.