Struct DistributedConfig

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pub struct DistributedConfig<T: FloatBounds> {
    pub num_workers: usize,
    pub backend: DistributedBackend,
    pub sync_strategy: GradientSyncStrategy,
    pub batch_size_per_worker: usize,
    pub sync_frequency: usize,
    pub lr_scaling: LearningRateScaling<T>,
    pub gradient_compression: bool,
    pub compression_threshold: T,
    pub max_grad_norm: Option<T>,
    pub warmup_steps: usize,
}

Expand description

Configuration for distributed training

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§num_workers: usize

Number of worker processes/devices

§backend: DistributedBackend

Backend type for communication (GPU, CPU, etc.)

§sync_strategy: GradientSyncStrategy

Gradient synchronization strategy

§batch_size_per_worker: usize

Batch size per worker

§sync_frequency: usize

Frequency of gradient synchronization (in steps)

§lr_scaling: LearningRateScaling<T>

Learning rate scaling strategy

§gradient_compression: bool

Whether to use gradient compression

§compression_threshold: T

Compression threshold for gradients

§max_grad_norm: Option<T>

Maximum gradient norm for clipping

§warmup_steps: usize

Warmup steps for distributed training

Trait Implementations§

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impl<T: Clone + FloatBounds> Clone for DistributedConfig<T>

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fn clone(&self) -> DistributedConfig<T>

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more

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impl<T: Debug + FloatBounds> Debug for DistributedConfig<T>

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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<T: FloatBounds> Default for DistributedConfig<T>

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fn default() -> Self

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

Auto Trait Implementations§

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impl<T> UnwindSafe for DistributedConfig<T>
where T: UnwindSafe,

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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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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