From 2cfbbcff0c104f994a0ee6e2fe02a65daf3caf31 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 11:50:26 +0900 Subject: [PATCH 01/16] docs: bug_report --- .github/ISSUE_TEMPLATE/bug_report.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md index 2df85f3b8..0fc7e0cae 100644 --- a/.github/ISSUE_TEMPLATE/bug_report.md +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -15,8 +15,11 @@ A clear and concise description of what the bug is. * OS : (e.g. Linux, Windows, MacOS) * PyTorch version : (e.g. 2.0.1, 1.13, >=1.8, <1.10) -* Python version : (e.g. 3.8, 3.11 -* reproducible codes : +* Python version : (e.g. 3.8, 3.11) +* pytorch-optimizer version : (e.g. 3.3.0) +* reproducible codes : please share your reproducible codes, scripts, or links. If sharing the code is complicated, you can manually write minimal code to reproduce bugs! + +Here's an [example](https://github.com/kozistr/pytorch_optimizer/issues/305#issue-2721453417). ## Log From 93faa8b9d5efb8b1bb1201e1c94ae53f9623f979 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 11:50:46 +0900 Subject: [PATCH 02/16] docs: README --- README.md | 10 +++++----- docs/index.md | 10 +++++----- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index d565c09f5..6f550c2f8 100644 --- a/README.md +++ b/README.md @@ -10,11 +10,11 @@ ## The reasons why you use `pytorch-optimizer`. -1. Wide range of supported optimizers. Currently, **83 optimizers (+ `bitsandbytes`, `qgalore`, `torchao`)**, **16 lr schedulers**, and **13 loss functions** are supported! -2. Including many variants such as `Cautious`, `AdamD`, `Gradient Centrailiaztion` -3. Easy to use, clean, and tested codes -4. Active maintenance -5. Somewhat a bit more optimized compared to the original implementation +* Wide range of supported optimizers. Currently, **83 optimizers (+ `bitsandbytes`, `qgalore`, `torchao`)**, **16 lr schedulers**, and **13 loss functions** are supported! +* Including many variants such as `Cautious`, `AdamD`, `Gradient Centrailiaztion` +* Easy to use, clean, and tested codes +* Active maintenance +* Somewhat a bit more optimized compared to the original implementation Highly inspired by [pytorch-optimizer](https://github.com/jettify/pytorch-optimizer). diff --git a/docs/index.md b/docs/index.md index d565c09f5..6f550c2f8 100644 --- a/docs/index.md +++ b/docs/index.md @@ -10,11 +10,11 @@ ## The reasons why you use `pytorch-optimizer`. -1. Wide range of supported optimizers. Currently, **83 optimizers (+ `bitsandbytes`, `qgalore`, `torchao`)**, **16 lr schedulers**, and **13 loss functions** are supported! -2. Including many variants such as `Cautious`, `AdamD`, `Gradient Centrailiaztion` -3. Easy to use, clean, and tested codes -4. Active maintenance -5. Somewhat a bit more optimized compared to the original implementation +* Wide range of supported optimizers. Currently, **83 optimizers (+ `bitsandbytes`, `qgalore`, `torchao`)**, **16 lr schedulers**, and **13 loss functions** are supported! +* Including many variants such as `Cautious`, `AdamD`, `Gradient Centrailiaztion` +* Easy to use, clean, and tested codes +* Active maintenance +* Somewhat a bit more optimized compared to the original implementation Highly inspired by [pytorch-optimizer](https://github.com/jettify/pytorch-optimizer). From cd0c8b38f3c76c3a70c6bdedda67deaf43942ba7 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 11:50:56 +0900 Subject: [PATCH 03/16] update: codes --- pytorch_optimizer/optimizer/lookahead.py | 3 +-- tests/test_optimizer_parameters.py | 3 --- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/pytorch_optimizer/optimizer/lookahead.py b/pytorch_optimizer/optimizer/lookahead.py index 63a15ee15..faa011505 100644 --- a/pytorch_optimizer/optimizer/lookahead.py +++ b/pytorch_optimizer/optimizer/lookahead.py @@ -31,12 +31,11 @@ def __init__( self._optimizer_step_pre_hooks: Dict[int, Callable] = {} self._optimizer_step_post_hooks: Dict[int, Callable] = {} + self.optimizer = optimizer self.alpha = alpha self.k = k self.pullback_momentum = pullback_momentum - self.optimizer = optimizer - self.state: STATE = defaultdict(dict) for group in self.param_groups: diff --git a/tests/test_optimizer_parameters.py b/tests/test_optimizer_parameters.py index e7610e9eb..901490136 100644 --- a/tests/test_optimizer_parameters.py +++ b/tests/test_optimizer_parameters.py @@ -77,15 +77,12 @@ def test_lookahead_parameters(): _ = opt.__getstate__() - # test lookahead step `k` with pytest.raises(ValueError): Lookahead(optimizer, k=0) - # test ema ratio `alpha` with pytest.raises(ValueError): Lookahead(optimizer, alpha=-0.1) - # test invalid pullback momentum type with pytest.raises(ValueError): Lookahead(optimizer, pullback_momentum='invalid') From ffd47ef3a992ab474f3dfac690df269d87858dc1 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:04:16 +0900 Subject: [PATCH 04/16] add: visualizations --- docs/visualizations/rastrigin_AdamG.png | Bin 84101 -> 734732 bytes docs/visualizations/rastrigin_LaProp.png | Bin 0 -> 738538 bytes docs/visualizations/rastrigin_Muon.png | Bin 0 -> 734740 bytes .../rastrigin_ScheduleFreeRAdam.png | Bin 0 -> 688923 bytes docs/visualizations/rosenbrock_AdamG.png | Bin 31613 -> 440924 bytes docs/visualizations/rosenbrock_LaProp.png | Bin 0 -> 472767 bytes docs/visualizations/rosenbrock_Muon.png | Bin 0 -> 440775 bytes .../rosenbrock_ScheduleFreeRAdam.png | Bin 0 -> 224272 bytes 8 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/visualizations/rastrigin_LaProp.png create mode 100644 docs/visualizations/rastrigin_Muon.png create mode 100644 docs/visualizations/rastrigin_ScheduleFreeRAdam.png create mode 100644 docs/visualizations/rosenbrock_LaProp.png create mode 100644 docs/visualizations/rosenbrock_Muon.png create mode 100644 docs/visualizations/rosenbrock_ScheduleFreeRAdam.png diff --git a/docs/visualizations/rastrigin_AdamG.png b/docs/visualizations/rastrigin_AdamG.png index 62724d85cd38055cd7af56eb200c13acdd8c4dab..7bb51a1f3e1fc8ece06c7f18c9443e30aa6e17cd 100644 GIT binary patch literal 734732 zcmeEt^;gx=x9tI>ySuwnx*McHO1e>`yStH2=@e-J>Fx$aLXb{Dy7O(m@4oxqpYVRT zj=_L&&L{R>d#yR=ntL0irXq)mM1%x^Ku{Irr8OWB7>bu41UT@?k|UfA_$B5lqwA{a zVCCvz>TC&7Hg$Ehb8xk@HKTC1bat_Iu;*qIVB=(SbZ~LyWTCKeb#-(RWM}{Q-$yN6=%z0}P+!E#Y#~q(h=R0)mS^^1hg-JRujiZR?A*9aR$g6i z{IsJ_C2bN!i2G`4>Ky9g>RNV+;^H(i7zwgO(yeXgA^)l~Te`$1|Cpv5_Wo{KojMjK zM<+YXZgD!w(X0_Bl2ON@!HSZmN|Xn`iXqcaHOv(M`TOOgr{@qH@&Eo>A&3$dk)RLg1QPS_)=t_}%`_ig`aibH(7Z%NETz9?VreyS+uq?g@d{{AMv? 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zaZE}`ND%QqvZtV;;vs%;*CFZR?(&}NgX3!hY2c5qU{4{@;K6CWI_w9XiLuCvPfJIa zl#*f(qdBA5KM$C0gjGD!N*y~$pV|47r}o*<)YQS+whb#fIy&K(-*@Z>%o|A&z)8lu z_O+gpQW!XEVG<9dxUzD1w~D^&G5)|8VHMQ+(8T0->mB~};{A=UvBf%B((3B!`rx^! zb)K<*oSo*^mFF z*x>i*tfS7!si+Dk03>$QH*9v+0?ejvkRK7$n52w&RQzM0ovW=8ganLIlc3SKI(9MK zR@K0C<>BEGYiVv|#9lX3mYA6M7_uq_nkXyi#_t(GQ!~VFZ*7VA9oi(p;oLkt+aB-@ z>gK196msI&+#%(2`PH`0&Sl^fB6h#2ohK{7J|-UA`+y>wZl^7Ri z1@nuEhr|DDx`TO>U5$o@rs3vddxx|4yU*Ty*|Rq%8?`eo2J-SD#U&**AVp(qW8-$Z zOgjGO54WVGIY9e>b-l!UYpf_HsPSal$+`5mpQEFr;q&Jesj0MB@7rTU1H%a!rVj#D zAYex58yFY|BURL8R{YuNtS5NN$FENpTwx9|NF*|sRV4AtSTKXOf;ZsrSeq z`SZsPoYe<7Iw&N32V)ORHR(Dau6=~?)pqkNn5d8-YVpO0TtuTRR910 literal 0 HcmV?d00001 From ffe4aaa13dd9e962029b77e339f26afc9665fbfd Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:04:45 +0900 Subject: [PATCH 05/16] docs: visualization --- docs/visualization.md | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/docs/visualization.md b/docs/visualization.md index 961035763..264454fa3 100644 --- a/docs/visualization.md +++ b/docs/visualization.md @@ -170,6 +170,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Lamb.png) +### LaProp + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_LaProp.png) + ### LARS ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_LARS.png) @@ -186,6 +190,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_MSVAG.png) +### Muon + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Muon.png) + ### Nero ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_Nero.png) @@ -238,6 +246,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_ScheduleFreeAdamW.png) +### ScheduleFreeRAdam + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_ScheduleFreeRAdam.png) + ### ScheduleFreeSGD ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_ScheduleFreeSGD.png) @@ -464,6 +476,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Lamb.png) +### LaProp + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_LaProp.png) + ### LARS ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_LARS.png) @@ -480,6 +496,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_MSVAG.png) +### Muon + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Muon.png) + ### Nero ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_Nero.png) @@ -532,6 +552,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_ScheduleFreeAdamW.png) +### ScheduleFreeRAdam + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_ScheduleFreeRAdam.png) + ### ScheduleFreeSGD ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_ScheduleFreeSGD.png) From 786dfdbdd8e5f7d6ee6a6f060ed46ef3170ebf30 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:24:56 +0900 Subject: [PATCH 06/16] style: type --- pytorch_optimizer/optimizer/a2grad.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/pytorch_optimizer/optimizer/a2grad.py b/pytorch_optimizer/optimizer/a2grad.py index 6da2604f5..46ac668fe 100644 --- a/pytorch_optimizer/optimizer/a2grad.py +++ b/pytorch_optimizer/optimizer/a2grad.py @@ -1,5 +1,5 @@ import math -from typing import Optional +from typing import Literal, Optional import torch @@ -7,6 +7,8 @@ from pytorch_optimizer.base.optimizer import BaseOptimizer from pytorch_optimizer.base.types import CLOSURE, DEFAULTS, LOSS, PARAMETERS +VARIANTS = Literal['uni', 'inc', 'exp'] + class A2Grad(BaseOptimizer): r"""Optimal Adaptive and Accelerated Stochastic Gradient Descent. @@ -26,7 +28,7 @@ def __init__( beta: float = 10.0, lips: float = 10.0, rho: float = 0.5, - variant: str = 'uni', + variant: VARIANTS = 'uni', **kwargs, ): self.validate_learning_rate(lr) From acdab1c243352f9677f235cabc271873880c03ef Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:25:09 +0900 Subject: [PATCH 07/16] feature: support cautious variant --- pytorch_optimizer/optimizer/adashift.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/pytorch_optimizer/optimizer/adashift.py b/pytorch_optimizer/optimizer/adashift.py index bd8179d05..64f78b7ea 100644 --- a/pytorch_optimizer/optimizer/adashift.py +++ b/pytorch_optimizer/optimizer/adashift.py @@ -17,6 +17,7 @@ class AdaShift(BaseOptimizer): :param keep_num: int. number of gradients used to compute first moment estimation. :param reduce_func: Optional[Callable]. function applied to squared gradients to further reduce the correlation. If None, no function is applied. + :param cautious: bool. whether to use cautious feature. :param eps: float. term added to the denominator to improve numerical stability. """ @@ -27,6 +28,7 @@ def __init__( betas: BETAS = (0.9, 0.999), keep_num: int = 10, reduce_func: Optional[Callable] = torch.max, + cautious: bool = False, eps: float = 1e-10, **kwargs, ): @@ -36,6 +38,7 @@ def __init__( self.validate_non_negative(eps, 'eps') self.reduce_func: Callable = reduce_func if reduce_func is not None else lambda x: x + self.cautious = cautious defaults: DEFAULTS = {'lr': lr, 'betas': betas, 'keep_num': keep_num, 'eps': eps} super().__init__(params, defaults) @@ -101,13 +104,16 @@ def step(self, closure: CLOSURE = None) -> LOSS: exp_avg = state['exp_avg'] exp_avg.sub_(offset_grad, alpha=first_grad_weight).mul_(beta1).add_(grad, alpha=last_grad_weight) - reduced_grad_sq = self.reduce_func(offset_grad.mul_(offset_grad)) + reduced_grad_sq = self.reduce_func(offset_grad.pow_(2)) exp_avg_sq = state['exp_avg_sq'] exp_avg_sq.mul_(beta2).add_(reduced_grad_sq, alpha=1.0 - beta2) - de_nom = exp_avg_sq.div(bias_correction).sqrt_().add_(group['eps']) + update = exp_avg.clone() + update.div_(exp_avg_sq.div(bias_correction).sqrt_().add_(group['eps'])) + if self.cautious: + self.apply_cautious(update, grad) - p.addcdiv_(exp_avg, de_nom, value=-group['lr']) + p.add_(update, alpha=-group['lr']) return loss From 71c09fa951a82d2519c84d565874b144f7e0e259 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:25:16 +0900 Subject: [PATCH 08/16] update: test case --- tests/constants.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/constants.py b/tests/constants.py index ec3977367..379973330 100644 --- a/tests/constants.py +++ b/tests/constants.py @@ -552,4 +552,5 @@ (LaProp, {'lr': 1e0, 'cautious': True}, 2), (AdamP, {'lr': 1e0, 'cautious': True}, 2), (ADOPT, {'lr': 1e1, 'cautious': True}, 3), + (AdaShift, {'lr': 1e1, 'keep_num': 1, 'cautious': True}, 3), ] From b165914be4392190aa146b7635485c7df071cdcd Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:28:23 +0900 Subject: [PATCH 09/16] docs: visualization --- docs/visualization.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docs/visualization.md b/docs/visualization.md index 264454fa3..0d797b81d 100644 --- a/docs/visualization.md +++ b/docs/visualization.md @@ -74,6 +74,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_AdaPNM.png) +### AdaShift + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_AdaShift.png) + ### AdaSmooth ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rastrigin_AdaSmooth.png) @@ -380,6 +384,10 @@ ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_AdaPNM.png) +### AdaShift + +![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_AdaShift.png) + ### AdaSmooth ![image](https://raw.githubusercontent.com/kozistr/pytorch_optimizer/main/docs/visualizations/rosenbrock_AdaSmooth.png) From 84ec517d8b068f4c2ae9f1560c759da7f2be9a98 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:28:42 +0900 Subject: [PATCH 10/16] update: visualization --- examples/visualize_optimizers.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/visualize_optimizers.py b/examples/visualize_optimizers.py index 44c41925e..80f645877 100644 --- a/examples/visualize_optimizers.py +++ b/examples/visualize_optimizers.py @@ -31,6 +31,8 @@ def execute_steps(func, initial_state, optimizer_class, optimizer_config, num_it if optimizer_class.__name__ == 'Ranger21': optimizer_config.update({'num_iterations': num_iters}) + if optimizer_class.__name__ == 'AdaShift': + optimizer_config.update({'keep_num': 1}) optimizer = optimizer_class([x], **optimizer_config) @@ -155,7 +157,7 @@ def main(): optimizers = [ (optimizer, -6, 0.5) for optimizer_name, optimizer in OPTIMIZERS.items() - if optimizer_name.lower() not in {'alig', 'lomo', 'adalomo', 'bsam', 'adammini'} + if optimizer_name.lower() not in {'alig', 'lomo', 'adalomo', 'bsam', 'adammini', 'demo'} ] optimizers.extend([(torch.optim.AdamW, -6, 0.5), (torch.optim.Adam, -6, 0.5), (torch.optim.SGD, -6, -1.0)]) From 1b96246b0f415db4dd2c1637dc61eb461774abc4 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:29:08 +0900 Subject: [PATCH 11/16] add: visualizations --- docs/visualizations/rastrigin_AdaShift.png | Bin 0 -> 735330 bytes docs/visualizations/rosenbrock_AdaShift.png | Bin 0 -> 451853 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/visualizations/rastrigin_AdaShift.png create mode 100644 docs/visualizations/rosenbrock_AdaShift.png diff --git a/docs/visualizations/rastrigin_AdaShift.png b/docs/visualizations/rastrigin_AdaShift.png new file mode 100644 index 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zy_kxMilF&c?!*Hpt8ELOSILmpX@RM`#$?JMI0+q{PcpKy&-077w;qO_em`1_*_c>Z zQWaAJ{53~*Toe@)qP#@N4Z8w5qWn6H`YZHnK(9iaPxLNIZ33l@jB?!E-O;_RLmNwhDEfN$_PqIZUiLG`o3vj)H;JzvB`erJ$>uhK7cAFV%nM zb$|XPYADmpuD5Qg;JHQLem=k4%3?3+uOebef|CKy}f^wmxEV_ zKSL24o0{~DjEoxV>$Pxkae4Xp^u+z{&F6UHu9_Xo%LfxF7QhZ_Co3B+=5wvkP+vd0 z>0}!i*oCjn!A3(Pjf;cx9n2-W4lew;n}IFe@G!){ix`em;d#|C9 zwASL>Th2tZ=QyFHq;w5-fWJ=QT8y Date: Sun, 8 Dec 2024 12:30:49 +0900 Subject: [PATCH 12/16] docs: v3.3.1 changelog --- docs/changelogs/v3.3.1.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/docs/changelogs/v3.3.1.md b/docs/changelogs/v3.3.1.md index 291e8341a..2942e481e 100644 --- a/docs/changelogs/v3.3.1.md +++ b/docs/changelogs/v3.3.1.md @@ -2,10 +2,16 @@ ### Feature +* Support `Cautious` variant to `AdaShift` optimizer. (#310). + ### Bug * Fix `bias_correction` in `AdamG` optimizer. (#305, #308) +### Docs + +* Add more visualizations. (#310) + ### Contributions thanks to @Vectorrent From b6bc614bbe1232831f1e08ad9bab4b459716cb77 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 12:50:32 +0900 Subject: [PATCH 13/16] fix: load_state_dict in Lookahead to set the param_groups properly --- pytorch_optimizer/optimizer/lookahead.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/pytorch_optimizer/optimizer/lookahead.py b/pytorch_optimizer/optimizer/lookahead.py index faa011505..2bcd6a2dd 100644 --- a/pytorch_optimizer/optimizer/lookahead.py +++ b/pytorch_optimizer/optimizer/lookahead.py @@ -60,6 +60,10 @@ def __init__( def param_groups(self): return self.optimizer.param_groups + @param_groups.setter + def param_groups(self, param_groups) -> None: + self.optimizer.param_groups = param_groups + def __getstate__(self): return { 'state': self.state, @@ -97,6 +101,7 @@ def state_dict(self) -> STATE: def load_state_dict(self, state: STATE): r"""Load state.""" self.optimizer.load_state_dict(state) + self.param_groups = self.optimizer.param_groups @torch.no_grad() def zero_grad(self): From 860acb034ba1547bc5bf49bbb44cb0433d662082 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 13:17:07 +0900 Subject: [PATCH 14/16] docs: v3.3.1 changelog --- docs/changelogs/v3.3.1.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/changelogs/v3.3.1.md b/docs/changelogs/v3.3.1.md index 2942e481e..961720d68 100644 --- a/docs/changelogs/v3.3.1.md +++ b/docs/changelogs/v3.3.1.md @@ -7,6 +7,7 @@ ### Bug * Fix `bias_correction` in `AdamG` optimizer. (#305, #308) +* Fix a potential bug when loading the state for `Lookahead` optimizer. (#310) ### Docs From d6a4da8cf6d7830cec81a6c3af149171ee5d3ff8 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sun, 8 Dec 2024 13:48:22 +0900 Subject: [PATCH 15/16] update: save lookahead state --- pytorch_optimizer/optimizer/lookahead.py | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/pytorch_optimizer/optimizer/lookahead.py b/pytorch_optimizer/optimizer/lookahead.py index 2bcd6a2dd..84e845207 100644 --- a/pytorch_optimizer/optimizer/lookahead.py +++ b/pytorch_optimizer/optimizer/lookahead.py @@ -60,10 +60,6 @@ def __init__( def param_groups(self): return self.optimizer.param_groups - @param_groups.setter - def param_groups(self, param_groups) -> None: - self.optimizer.param_groups = param_groups - def __getstate__(self): return { 'state': self.state, @@ -96,12 +92,12 @@ def clear_and_load_backup(self): del state['backup_params'] def state_dict(self) -> STATE: - return self.optimizer.state_dict() + return {'lookahead_state': self.state, 'base_optimizer': self.optimizer.state_dict()} def load_state_dict(self, state: STATE): r"""Load state.""" - self.optimizer.load_state_dict(state) - self.param_groups = self.optimizer.param_groups + self.state = state['lookahead_state'] + self.optimizer.load_state_dict(state['base_optimizer']) @torch.no_grad() def zero_grad(self): From 1cf2690136ffd6ce7b22a94a0a14d475f4217511 Mon Sep 17 00:00:00 2001 From: kozistr Date: Sat, 14 Dec 2024 08:27:48 +0900 Subject: [PATCH 16/16] docs: v3.3.1 changelog --- docs/changelogs/v3.3.1.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/changelogs/v3.3.1.md b/docs/changelogs/v3.3.1.md index 961720d68..9b6eed730 100644 --- a/docs/changelogs/v3.3.1.md +++ b/docs/changelogs/v3.3.1.md @@ -2,12 +2,13 @@ ### Feature -* Support `Cautious` variant to `AdaShift` optimizer. (#310). +* Support `Cautious` variant to `AdaShift` optimizer. (#310) +* Save the state of the `Lookahead` optimizer too. (#310) ### Bug * Fix `bias_correction` in `AdamG` optimizer. (#305, #308) -* Fix a potential bug when loading the state for `Lookahead` optimizer. (#310) +* Fix a potential bug when loading the state for `Lookahead` optimizer. (#306, #310) ### Docs

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