Critic

Struct Critic 

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pub struct Critic<Q>
where Q: SubModel2<Output = Tensor>, Q::Config: DeserializeOwned + Serialize,
{ /* private fields */ }
Expand description

Represents soft critic for SAC agents.

It takes observations and actions as inputs and outputs action values.

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impl<Q> Critic<Q>
where Q: SubModel2<Output = Tensor>, Q::Config: DeserializeOwned + Serialize,

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pub fn build( config: CriticConfig<Q::Config>, device: Device, ) -> Result<Critic<Q>>

Constructs Critic.

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pub fn forward(&self, obs: &Q::Input1, act: &Q::Input2) -> Tensor

Outputs the action-value given observations and actions.

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impl<Q> Clone for Critic<Q>
where Q: SubModel2<Output = Tensor>, Q::Config: DeserializeOwned + Serialize,

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fn clone(&self) -> Self

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<Q> ModelBase for Critic<Q>
where Q: SubModel2<Output = Tensor>, Q::Config: DeserializeOwned + Serialize,

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fn backward_step(&mut self, loss: &Tensor)

Trains the network given a loss.
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fn get_var_store_mut(&mut self) -> &mut VarStore

Returns var_store as mutable reference.
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fn get_var_store(&self) -> &VarStore

Returns var_store.
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fn save<T: AsRef<Path>>(&self, path: T) -> Result<()>

Save parameters of the neural network.
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fn load<T: AsRef<Path>>(&mut self, path: T) -> Result<()>

Load parameters of the neural network.

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impl<Q> Freeze for Critic<Q>
where <Q as SubModel2>::Config: for<'de> Sized, Q: Freeze,

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impl<Q> RefUnwindSafe for Critic<Q>
where <Q as SubModel2>::Config: for<'de> Sized, Q: RefUnwindSafe,

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impl<Q> Send for Critic<Q>
where <Q as SubModel2>::Config: for<'de> Sized, Q: Send,

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impl<Q> !Sync for Critic<Q>

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impl<Q> Unpin for Critic<Q>
where <Q as SubModel2>::Config: for<'de> Sized, Q: Unpin,

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impl<Q> UnwindSafe for Critic<Q>
where <Q as SubModel2>::Config: for<'de> Sized, Q: UnwindSafe,

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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> Same for T

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type Output = T

Should always be Self
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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