DerivationType

Enum DerivationType 

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pub enum DerivationType {
    Original,
    FineTune {
        parent_hash: [u8; 32],
        epochs: u32,
    },
    Distillation {
        teacher_hash: [u8; 32],
        temperature: f32,
    },
    Merge {
        parent_hashes: Vec<[u8; 32]>,
        method: String,
    },
    Quantize {
        parent_hash: [u8; 32],
        quant_type: QuantizationType,
    },
    Prune {
        parent_hash: [u8; 32],
        sparsity: f32,
    },
}
Expand description

Model derivation types tracked by Pacha (spec §9.3.2)

Tracks model lineage via a DAG (Directed Acyclic Graph):

  • Original training runs
  • Fine-tuning relationships
  • Knowledge distillation
  • Model merging
  • Quantization
  • Pruning

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Original

Original training run

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FineTune

Fine-tuning from parent model

Fields

§parent_hash: [u8; 32]

Hash of parent model

§epochs: u32

Number of training epochs

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Distillation

Knowledge distillation from teacher

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§teacher_hash: [u8; 32]

Hash of teacher model

§temperature: f32

Temperature parameter

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Merge

Model merging (e.g., TIES, DARE)

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§parent_hashes: Vec<[u8; 32]>

Hashes of parent models

§method: String

Merging method name

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Quantize

Quantization (precision reduction)

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§parent_hash: [u8; 32]

Hash of parent model

§quant_type: QuantizationType

Quantization type

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Prune

Pruning (weight removal)

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§parent_hash: [u8; 32]

Hash of parent model

§sparsity: f32

Target sparsity (0.0-1.0)

Implementations§

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impl DerivationType

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pub const fn type_name(&self) -> &'static str

Human-readable derivation type name

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pub const fn is_derived(&self) -> bool

Check if this is a derived model (has parent)

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pub fn parent_hashes(&self) -> Vec<[u8; 32]>

Get parent hash(es) if derived

Trait Implementations§

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impl Clone for DerivationType

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fn clone(&self) -> DerivationType

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 DerivationType

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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 PartialEq for DerivationType

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fn eq(&self, other: &DerivationType) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for DerivationType

Auto Trait 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<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> 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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V