Index

A

Abs (class in syna.functions.math) abs() (in module syna.functions.math) accuracy() (in module syna.functions.loss) AdaDelta (class in syna.optim.adadelta) AdaGrad (class in syna.optim.adagrad) Adam (class in syna.optim.adam) Add (class in syna.functions.math) add() (in module syna.functions.math) (syna.utils.rl.ReplayBuffer method)

add_hook() (syna.optim.optimizer.Optimizer method) arange() (in module syna) (in module syna.core) array_allclose() (in module syna.utils.util) array_equal() (in module syna.utils.util) as_array() (in module syna) (in module syna.core) as_tensor() (in module syna) (in module syna.core)

B

backward() (syna.core.Function method) (syna.core.Tensor method) (syna.Function method) (syna.functions.activation.ReLU method) (syna.functions.activation.Sigmoid method) (syna.functions.activation.Softmax method) (syna.functions.function.BroadcastTo method) (syna.functions.function.GetItem method) (syna.functions.function.Reshape method) (syna.functions.function.Sum method) (syna.functions.function.SumTo method) (syna.functions.function.Transpose method) (syna.functions.loss.MeanSquaredError method) (syna.functions.loss.SoftmaxCrossEntropy method) (syna.functions.math.Abs method) (syna.functions.math.Add method) (syna.functions.math.Clip method) (syna.functions.math.Cos method) (syna.functions.math.Div method) (syna.functions.math.Exp method) (syna.functions.math.Linear method) (syna.functions.math.Log method) (syna.functions.math.MatMul method) (syna.functions.math.Max method) (syna.functions.math.Maximum method) (syna.functions.math.Minimum method) (syna.functions.math.Mul method) (syna.functions.math.Neg method) (syna.functions.math.Pow method) (syna.functions.math.Sin method) (syna.functions.math.Sqrt method) (syna.functions.math.Sub method) (syna.functions.math.Tanh method) (syna.Tensor method)

broadcast_to() (in module syna.functions.function) BroadcastTo (class in syna.functions.function)

C

CenterCrop (class in syna.utils.transforms) cleargrad() (syna.core.Tensor method) (syna.Tensor method) cleargrads() (syna.Layer method) (syna.layers.layer.Layer method) Clip (class in syna.functions.math) clip() (in module syna.functions.math)

ClipGrad (class in syna.optim.optimizer) Compose (class in syna.utils.transforms) Config (class in syna) (class in syna.core) Convert (class in syna.utils.transforms) ConvertImageDtype (class in syna.utils.transforms) Cos (class in syna.functions.math) cos() (in module syna.functions.math)

D

DataLoader (class in syna) (class in syna.utils.dataloaders) Dataset (class in syna) (class in syna.datasets.datasets) Div (class in syna.functions.math)

div() (in module syna.functions.math) DQNAgent (class in syna.algo.dqn) dropout() (in module syna.functions.function) dtype (syna.core.Tensor property) (syna.Tensor property)

E

enable_backprop (syna.Config attribute) (syna.core.Config attribute) Exp (class in syna.functions.math)

exp() (in module syna.functions.math) expand_dims() (in module syna.functions.function) eye() (in module syna) (in module syna.core)

F

Flatten (class in syna.utils.transforms) flatten() (in module syna.functions.function) forward() (syna.algo.dqn.QNet method) (syna.core.Function method) (syna.Function method) (syna.functions.activation.ReLU method) (syna.functions.activation.Sigmoid method) (syna.functions.activation.Softmax method) (syna.functions.function.BroadcastTo method) (syna.functions.function.GetItem method) (syna.functions.function.GetItemGrad method) (syna.functions.function.Reshape method) (syna.functions.function.Sum method) (syna.functions.function.SumTo method) (syna.functions.function.Transpose method) (syna.functions.loss.MeanSquaredError method) (syna.functions.loss.SoftmaxCrossEntropy method) (syna.functions.math.Abs method) (syna.functions.math.Add method) (syna.functions.math.Clip method) (syna.functions.math.Cos method) (syna.functions.math.Div method) (syna.functions.math.Exp method) (syna.functions.math.Linear method) (syna.functions.math.Log method) (syna.functions.math.MatMul method) (syna.functions.math.Max method) (syna.functions.math.Maximum method) (syna.functions.math.Min method) (syna.functions.math.Minimum method) (syna.functions.math.Mul method) (syna.functions.math.Neg method) (syna.functions.math.Pow method) (syna.functions.math.Sin method) (syna.functions.math.Sqrt method) (syna.functions.math.Sub method) (syna.functions.math.Tanh method) (syna.Layer method) (syna.layers.layer.Layer method) (syna.layers.layer.Linear method) (syna.layers.rnn.LSTM method) (syna.layers.rnn.RNN method) (syna.models.MLP method) (syna.models.models.MLP method)

FreezeParam (class in syna.optim.optimizer) full() (in module syna) (in module syna.core) full_like() (in module syna) (in module syna.core) Function (class in syna) (class in syna.core)

G

get_dot_graph() (in module syna.utils.viz) get_file() (in module syna.utils.util) get_item() (in module syna.functions.function)

GetItem (class in syna.functions.function) GetItemGrad (class in syna.functions.function) gradient_check() (in module syna.utils.util)

L

Layer (class in syna) (class in syna.layers.layer) Linear (class in syna.functions.math) (class in syna.layers.layer) linear() (in module syna.functions.math) linear_simple() (in module syna.functions.math)

load_weights() (syna.Layer method) (syna.layers.layer.Layer method) Log (class in syna.functions.math) log() (in module syna.functions.math) logsumexp() (in module syna.utils.util) lr (syna.optim.adam.Adam property) LSTM (class in syna.layers.rnn)

M

MatMul (class in syna.functions.math) matmul() (in module syna.functions.math) Max (class in syna.functions.math) max() (in module syna.functions.math) (syna.core.Tensor method) (syna.Tensor method) max_backward_shape() (in module syna.utils.util) Maximum (class in syna.functions.math) maximum() (in module syna.functions.math) mean() (in module syna.functions.math) mean_squared_error() (in module syna.functions.loss) mean_squared_error_simple() (in module syna.functions.loss) MeanSquaredError (class in syna.functions.loss) Min (class in syna.functions.math) min() (in module syna.functions.math) (syna.core.Tensor method) (syna.Tensor method) Minimum (class in syna.functions.math) minimum() (in module syna.functions.math) MLP (class in syna.models) (class in syna.models.models) Model (class in syna) (class in syna.models) (class in syna.models.models) module syna syna.algo syna.algo.dqn syna.core syna.datasets syna.datasets.datasets syna.functions syna.functions.activation syna.functions.function syna.functions.loss syna.functions.math syna.layers syna.layers.layer syna.layers.rnn syna.models syna.models.models syna.optim syna.optim.adadelta syna.optim.adagrad syna.optim.adam syna.optim.optimizer syna.optim.sgd syna.utils syna.utils.dataloaders syna.utils.rl syna.utils.transforms syna.utils.util syna.utils.viz

Mul (class in syna.functions.math) mul() (in module syna.functions.math)

N

ndim (syna.core.Tensor property) (syna.Tensor property) Neg (class in syna.functions.math) neg() (in module syna.functions.math) next() (syna.DataLoader method) (syna.utils.dataloaders.DataLoader method)

no_grad() (in module syna) (in module syna.core) Normalize (class in syna.utils.transforms) numerical_grad() (in module syna.utils.util)

O

ones() (in module syna) (in module syna.core)

ones_like() (in module syna) (in module syna.core) Optimizer (class in syna.optim.optimizer)

P

pair() (in module syna.utils.util) Parameter (class in syna) (class in syna.core) params() (syna.Layer method) (syna.layers.layer.Layer method) plot() (syna.Model method) (syna.models.Model method) (syna.models.models.Model method)

plot_dot_graph() (in module syna.utils.viz) Pow (class in syna.functions.math) pow() (in module syna.functions.math) prepare() (syna.Dataset method) (syna.datasets.datasets.Dataset method)

Q

QNet (class in syna.algo.dqn)

R

rand() (in module syna.core) randint() (in module syna) (in module syna.core) randn() (in module syna) (in module syna.core) RandomHorizontalFlip (class in syna.utils.transforms) range() (in module syna) (in module syna.core) ReLU (class in syna.functions.activation) relu() (in module syna.functions.activation) ReplayBuffer (class in syna.utils.rl)

reset() (syna.DataLoader method) (syna.utils.dataloaders.DataLoader method) reset_state() (syna.layers.rnn.LSTM method) (syna.layers.rnn.RNN method) Reshape (class in syna.functions.function) reshape() (in module syna.functions.function) (syna.core.Tensor method) (syna.Tensor method) reshape_sum_backward() (in module syna.utils.util) Resize (class in syna.utils.transforms) RNN (class in syna.layers.rnn)

S

sample() (syna.utils.rl.ReplayBuffer method) save_weights() (syna.Layer method) (syna.layers.layer.Layer method) select_action() (syna.algo.dqn.DQNAgent method) SeqDataLoader (class in syna) (class in syna.utils.dataloaders) set_creator() (syna.core.Tensor method) (syna.Tensor method) setup() (syna.optim.optimizer.Optimizer method) SGD (class in syna.optim.sgd) shape (syna.core.Tensor property) (syna.Tensor property) show_progress() (in module syna.utils.util) Sigmoid (class in syna.functions.activation) sigmoid() (in module syna.functions.activation) sigmoid_simple() (in module syna.functions.activation) Sin (class in syna.functions.math) sin() (in module syna.functions.math) size (syna.core.Tensor property) (syna.Tensor property) Softmax (class in syna.functions.activation) softmax() (in module syna.functions.activation) softmax_cross_entropy() (in module syna.functions.loss) softmax_cross_entropy_simple() (in module syna.functions.loss) softmax_simple() (in module syna.functions.activation) SoftmaxCrossEntropy (class in syna.functions.loss) Sqrt (class in syna.functions.math) sqrt() (in module syna.functions.math) Sub (class in syna.functions.math) sub() (in module syna.functions.math) Sum (class in syna.functions.function) sum() (in module syna.functions.function) (syna.core.Tensor method) (syna.Tensor method) sum_to() (in module syna.functions.function) (in module syna.utils.util) SumTo (class in syna.functions.function) syna module syna.algo module syna.algo.dqn module syna.core module syna.datasets module

syna.datasets.datasets module syna.functions module syna.functions.activation module syna.functions.function module syna.functions.loss module syna.functions.math module syna.layers module syna.layers.layer module syna.layers.rnn module syna.models module syna.models.models module syna.optim module syna.optim.adadelta module syna.optim.adagrad module syna.optim.adam module syna.optim.optimizer module syna.optim.sgd module syna.utils module syna.utils.dataloaders module syna.utils.rl module syna.utils.transforms module syna.utils.util module syna.utils.viz module sync_qnet() (syna.algo.dqn.DQNAgent method)

T

T (syna.core.Tensor property) (syna.Tensor property) Tanh (class in syna.functions.math) tanh() (in module syna.functions.math) Tensor (class in syna) (class in syna.core) tensor() (in module syna) (in module syna.core) test_mode() (in module syna) (in module syna.core) ToFloat (in module syna.utils.transforms)

ToInt() (in module syna.utils.transforms) ToPILImage (class in syna.utils.transforms) ToTensor (class in syna.utils.transforms) train (syna.Config attribute) (syna.core.Config attribute) train() (syna.utils.rl.Trainer method) Trainer (class in syna.utils.rl) Transpose (class in syna.functions.function) transpose() (in module syna.functions.function) (syna.core.Tensor method) (syna.Tensor method)

U

unchain() (syna.core.Tensor method) (syna.Tensor method) unchain_backward() (syna.core.Tensor method) (syna.Tensor method) update() (syna.algo.dqn.DQNAgent method) (syna.optim.adam.Adam method) (syna.optim.optimizer.Optimizer method)

update_one() (syna.optim.adadelta.AdaDelta method) (syna.optim.adagrad.AdaGrad method) (syna.optim.adam.Adam method) (syna.optim.optimizer.Optimizer method) (syna.optim.sgd.SGD method) using_config() (in module syna) (in module syna.core)

W

WeightDecay (class in syna.optim.optimizer)

Z

zeros() (in module syna.core)

zeros_like() (in module syna) (in module syna.core)