| Optimizers | |
| ========== | |
| .. currentmodule:: optax | |
| .. autosummary:: | |
| adabelief | |
| adadelta | |
| adafactor | |
| adagrad | |
| adam | |
| adamw | |
| adamax | |
| adamaxw | |
| amsgrad | |
| fromage | |
| lamb | |
| lars | |
| lion | |
| nadam | |
| nadamw | |
| noisy_sgd | |
| novograd | |
| optimistic_gradient_descent | |
| polyak_sgd | |
| radam | |
| rmsprop | |
| sgd | |
| sm3 | |
| yogi | |
| AdaBelief | |
| ~~~~~~~~~ | |
| .. autofunction:: adabelief | |
| AdaDelta | |
| ~~~~~~~~~ | |
| .. autofunction:: adadelta | |
| AdaGrad | |
| ~~~~~~~ | |
| .. autofunction:: adagrad | |
| AdaFactor | |
| ~~~~~~~~~ | |
| .. autofunction:: adafactor | |
| Adam | |
| ~~~~ | |
| .. autofunction:: adam | |
| Adamax | |
| ~~~~~~ | |
| .. autofunction:: adamax | |
| AdamaxW | |
| ~~~~~~~ | |
| .. autofunction:: adamaxw | |
| AdamW | |
| ~~~~~ | |
| .. autofunction:: adamw | |
| AMSGrad | |
| ~~~~~~~ | |
| .. autofunction:: amsgrad | |
| Fromage | |
| ~~~~~~~ | |
| .. autofunction:: fromage | |
| Lamb | |
| ~~~~ | |
| .. autofunction:: lamb | |
| Lars | |
| ~~~~ | |
| .. autofunction:: lars | |
| Lion | |
| ~~~~ | |
| .. autofunction:: lion | |
| Nadam | |
| ~~~~~ | |
| .. autofunction:: nadam | |
| NadamW | |
| ~~~~~~ | |
| .. autofunction:: nadamw | |
| Noisy SGD | |
| ~~~~~~~~~ | |
| .. autofunction:: noisy_sgd | |
| Novograd | |
| ~~~~~~~~ | |
| .. autofunction:: novograd | |
| Optimistic GD | |
| ~~~~~~~~~~~~~ | |
| .. autofunction:: optimistic_gradient_descent | |
| Polyak step-size SGD | |
| ~~~~~~~~~~~~~~~~~~~~ | |
| .. autofunction:: polyak_sgd | |
| RAdam | |
| ~~~~~ | |
| .. autofunction:: radam | |
| RMSProp | |
| ~~~~~~~ | |
| .. autofunction:: rmsprop | |
| RProp | |
| ~~~~~ | |
| .. autofunction:: rprop | |
| SGD | |
| ~~~ | |
| .. autofunction:: sgd | |
| SM3 | |
| ~~~ | |
| .. autofunction:: sm3 | |
| Yogi | |
| ~~~~ | |
| .. autofunction:: yogi | |