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MemoryPlanner

Struct MemoryPlanner 

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pub struct MemoryPlanner { /* private fields */ }
Expand description

Memory planner for different fine-tuning methods.

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impl MemoryPlanner

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pub fn new(model_params: u64) -> Self

Create a new memory planner.

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pub fn with_batch_size(self, batch_size: u32) -> Self

Set batch size.

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pub fn with_seq_len(self, seq_len: u32) -> Self

Set sequence length.

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pub fn estimate_full(&self) -> MemoryRequirement

Estimate memory for full fine-tuning.

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pub fn estimate_lora(&self, rank: u32) -> MemoryRequirement

Estimate memory for LoRA fine-tuning.

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pub fn estimate_qlora(&self, rank: u32, bits: u8) -> MemoryRequirement

Estimate memory for QLoRA fine-tuning.

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pub fn estimate(&self, method: Method, rank: u32) -> MemoryRequirement

Estimate memory for a given method.

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impl Debug for MemoryPlanner

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

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.