tenflowers_core::large_model_optimization

Struct LargeModelConfig

pub struct LargeModelConfig {
    pub enable_gradient_checkpointing: bool,
    pub enable_model_parallelism: bool,
    pub enable_parameter_offloading: bool,
    pub enable_mixed_precision: bool,
    pub max_memory_per_device_mb: usize,
    pub checkpoint_granularity: usize,
    pub num_devices: usize,
    pub enable_dynamic_memory: bool,
    pub enable_tensor_fusion: bool,
}

Expand description

Configuration for large model optimization

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§enable_gradient_checkpointing: bool

Enable gradient checkpointing to save memory

§enable_model_parallelism: bool

Enable model parallelism across devices

§enable_parameter_offloading: bool

Enable parameter offloading to CPU memory

§enable_mixed_precision: bool

Enable mixed precision training

§max_memory_per_device_mb: usize

Maximum memory usage per device (MB)

§checkpoint_granularity: usize

Checkpoint granularity (number of layers between checkpoints)

§num_devices: usize

Number of devices for model parallelism

§enable_dynamic_memory: bool

Enable dynamic memory management

§enable_tensor_fusion: bool

Enable tensor fusion for large operations

Trait Implementations§

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impl Clone for LargeModelConfig

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fn clone(&self) -> LargeModelConfig

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for LargeModelConfig

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

Formats the value using the given formatter. Read more

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impl Default for LargeModelConfig

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl UnwindSafe for LargeModelConfig

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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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

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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

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