From 886639bad6c77197d83cbfb8a86023cd48a76926 Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Wed, 2 Nov 2022 23:31:53 +0800 Subject: [PATCH 1/4] feat(examples/implicit): add iMAML example with OOP APIs --- README.md | 6 +- docs/source/examples/MAML.rst | 29 +- examples/FuncTorch/maml_omniglot_vmap.py | 38 +- .../distributed/few-shot/maml_omniglot.py | 7 +- .../few-shot/maml_omniglot_local_loader.py | 7 +- examples/few-shot/maml_omniglot.py | 27 +- examples/iMAML/README.md | 7 +- examples/iMAML/imaml-accs-functional.png | Bin 0 -> 183882 bytes examples/iMAML/imaml-accs.png | Bin 179218 -> 169952 bytes examples/iMAML/imaml_omniglot.py | 199 ++++------- examples/iMAML/imaml_omniglot_functional.py | 338 ++++++++++++++++++ tests/helpers.py | 3 +- tests/test_implicit.py | 5 +- torchopt/diff/implicit/nn/module.py | 30 +- torchopt/typing.py | 6 + torchopt/utils.py | 16 +- 16 files changed, 512 insertions(+), 206 deletions(-) create mode 100644 examples/iMAML/imaml-accs-functional.png create mode 100644 examples/iMAML/imaml_omniglot_functional.py diff --git a/README.md b/README.md index 719f4442..1bcbf548 100644 --- a/README.md +++ b/README.md @@ -273,10 +273,10 @@ make install-editable # or run `pip3 install --no-build-isolation --editable .` ## Future Plan - [X] CPU-accelerated optimizer -- [X] Support general implicit differentiation with functional programing - [X] Support more optimizers such as AdamW, RMSProp -- [ ] Zero order optimization -- [ ] Distributed optimizers +- [X] Support general implicit differentiation +- [X] Zero order optimization +- [X] Distributed optimization - [ ] Support `complex` data type ## Changelog diff --git a/docs/source/examples/MAML.rst b/docs/source/examples/MAML.rst index 390e45cc..87891c6a 100644 --- a/docs/source/examples/MAML.rst +++ b/docs/source/examples/MAML.rst @@ -99,8 +99,7 @@ Define the ``train`` function: # Sample a batch of support and query images and labels. x_spt, y_spt, x_qry, y_qry = db.next() - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) # TODO: Maybe pull this out into a separate module so it # doesn't have to be duplicated between `train` and `test`? @@ -129,9 +128,9 @@ Define the ``train`` function: # These will be used to update the model's meta-parameters. qry_logits = net(x_qry[i]) qry_loss = F.cross_entropy(qry_logits, y_qry[i]) - qry_losses.append(qry_loss.detach()) - qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).sum().item() / querysz - qry_accs.append(qry_acc) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss) + qry_accs.append(qry_acc.item()) torchopt.recover_state_dict(net, net_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) @@ -139,15 +138,14 @@ Define the ``train`` function: qry_losses = torch.mean(torch.stack(qry_losses)) qry_losses.backward() meta_opt.step() - qry_losses = sum(qry_losses) / task_num - qry_accs = 100. * sum(qry_accs) / task_num + qry_losses = qry_losses.item() + qry_accs = 100.0 * np.mean(qry_accs) i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time print( f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -181,8 +179,7 @@ Define the ``test`` function: for batch_idx in range(n_test_iter): x_spt, y_spt, x_qry, y_qry = db.next('test') - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) # TODO: Maybe pull this out into a separate module so it # doesn't have to be duplicated between `train` and `test`? @@ -201,15 +198,17 @@ Define the ``test`` function: # The query loss and acc induced by these parameters. qry_logits = net(x_qry[i]).detach() - qry_loss = F.cross_entropy(qry_logits, y_qry[i], reduction='none') - qry_losses.append(qry_loss.detach()) - qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss.item()) + qry_accs.append(qry_acc.item()) torchopt.recover_state_dict(net, net_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) - qry_losses = torch.mean(torch.stack(qry_losses)).item() - qry_accs = 100. * torch.cat(qry_accs).float().mean().item() + qry_losses = np.mean(qry_losses) + qry_accs = 100.0 * np.mean(qry_accs) + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { diff --git a/examples/FuncTorch/maml_omniglot_vmap.py b/examples/FuncTorch/maml_omniglot_vmap.py index 9bbb30ce..a0bc9916 100644 --- a/examples/FuncTorch/maml_omniglot_vmap.py +++ b/examples/FuncTorch/maml_omniglot_vmap.py @@ -39,16 +39,10 @@ https://github.com/bamos/HowToTrainYourMAMLPytorch """ - -import os -import sys - - -cur = os.path.abspath(os.path.dirname(__file__)) -root = os.path.split(cur)[0] -sys.path.append(root + '/few-shot') import argparse import functools +import pathlib +import sys import time import functorch @@ -59,12 +53,17 @@ import torch import torch.nn.functional as F import torch.optim as optim -from support.omniglot_loaders import OmniglotNShot from torch import nn import torchopt +CWD = pathlib(__file__).absolute().parent +sys.path.append(str(CWD.parent / 'few-shot')) + +from support.omniglot_loaders import OmniglotNShot + + mpl.use('Agg') plt.style.use('bmh') @@ -148,8 +147,6 @@ def loss_for_task(net, n_inner_iter, x_spt, y_spt, x_qry, y_qry): opt = torchopt.sgd(lr=1e-1) opt_state = opt.init(params) - querysz = x_qry.size(0) - def compute_loss(new_params, buffers, x, y): logits = fnet(new_params, buffers, x) loss = F.cross_entropy(logits, y) @@ -167,7 +164,7 @@ def compute_loss(new_params, buffers, x, y): # These will be used to update the model's meta-parameters. qry_logits = fnet(new_params, buffers, x_qry) qry_loss = F.cross_entropy(qry_logits, y_qry) - qry_acc = (qry_logits.argmax(dim=1) == y_qry).sum() / querysz + qry_acc = (qry_logits.argmax(dim=1) == y_qry).mean() return qry_loss, qry_acc @@ -192,18 +189,19 @@ def train(db, net, device, meta_opt, epoch, log): qry_losses, qry_accs = functorch.vmap(compute_loss_for_task)(x_spt, y_spt, x_qry, y_qry) # Compute the maml loss by summing together the returned losses. - qry_losses.sum().backward() - + qry_losses = torch.mean(torch.stack(qry_losses)) + qry_losses.backward() meta_opt.step() - qry_losses = qry_losses.detach().sum() / task_num - qry_accs = 100.0 * qry_accs.sum() / task_num + qry_losses = qry_losses.item() + qry_accs = 100.0 * torch.mean(torch.stack(qry_accs)).item() i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time + torch.cuda.empty_cache() + if batch_idx % 4 == 0: print( f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -249,8 +247,10 @@ def test(db, net, device, epoch, log): qry_losses.append(qry_loss.detach()) qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) - qry_losses = torch.cat(qry_losses).mean().item() - qry_accs = 100.0 * torch.cat(qry_accs).float().mean().item() + qry_losses = torch.mean(torch.stack(qry_losses)).item() + qry_accs = 100.0 * torch.mean(torch.stack(qry_accs)).item() + torch.cuda.empty_cache() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { diff --git a/examples/distributed/few-shot/maml_omniglot.py b/examples/distributed/few-shot/maml_omniglot.py index 22c8bda1..c4cf42fe 100644 --- a/examples/distributed/few-shot/maml_omniglot.py +++ b/examples/distributed/few-shot/maml_omniglot.py @@ -187,7 +187,6 @@ def inner_loop(net_rref, x_spt, y_spt, x_qry, y_qry, n_inner_iter): x_qry = x_qry.to(device) y_qry = y_qry.to(device) - querysz = x_qry.size(0) inner_opt = torchopt.MetaSGD(net, lr=1e-1) for _ in range(n_inner_iter): @@ -197,7 +196,7 @@ def inner_loop(net_rref, x_spt, y_spt, x_qry, y_qry, n_inner_iter): qry_logits = net(x_qry) qry_loss = F.cross_entropy(qry_logits, y_qry).cpu() - qry_acc = (qry_logits.argmax(dim=1) == y_qry).sum().cpu().item() / querysz + qry_acc = (qry_logits.argmax(dim=1) == y_qry).mean().cpu().item() return qry_loss, qry_acc @@ -232,11 +231,11 @@ def train(db: OmniglotNShot, net: nn.Module, meta_opt: optim.Adam, epoch: int, l qry_acc = 100.0 * qry_acc i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time + torch.cuda.empty_cache() print( f'[Epoch {i:.2f}] Train Loss: {qry_loss:.2f} | Acc: {qry_acc:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -275,6 +274,8 @@ def test(db, net, epoch, log): qry_losses = np.mean(qry_losses) qry_accs = 100.0 * np.mean(qry_accs) + torch.cuda.empty_cache() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { diff --git a/examples/distributed/few-shot/maml_omniglot_local_loader.py b/examples/distributed/few-shot/maml_omniglot_local_loader.py index 9c36c6ad..feb46836 100644 --- a/examples/distributed/few-shot/maml_omniglot_local_loader.py +++ b/examples/distributed/few-shot/maml_omniglot_local_loader.py @@ -228,7 +228,6 @@ def inner_loop(net_rref, n_inner_iter, task_id, task_num, mode): x_qry = x_qry.to(device) y_qry = y_qry.to(device) - querysz = x_qry.size(0) inner_opt = torchopt.MetaSGD(net, lr=1e-1) for _ in range(n_inner_iter): @@ -238,7 +237,7 @@ def inner_loop(net_rref, n_inner_iter, task_id, task_num, mode): qry_logits = net(x_qry) qry_loss = F.cross_entropy(qry_logits, y_qry).cpu() - qry_acc = (qry_logits.argmax(dim=1) == y_qry).sum().cpu().item() / querysz + qry_acc = (qry_logits.argmax(dim=1) == y_qry).mean().cpu().item() return qry_loss, qry_acc @@ -275,11 +274,11 @@ def train(net: nn.Module, meta_opt: optim.Adam, epoch: int, log: list): qry_acc = 100.0 * qry_acc i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time + torch.cuda.empty_cache() print( f'[Epoch {i:.2f}] Train Loss: {qry_loss:.2f} | Acc: {qry_acc:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -319,6 +318,8 @@ def test(net, epoch, log): qry_losses = np.mean(qry_losses) qry_accs = 100.0 * np.mean(qry_accs) + torch.cuda.empty_cache() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { diff --git a/examples/few-shot/maml_omniglot.py b/examples/few-shot/maml_omniglot.py index 766391db..00eddbe0 100644 --- a/examples/few-shot/maml_omniglot.py +++ b/examples/few-shot/maml_omniglot.py @@ -133,8 +133,7 @@ def train(db, net, meta_opt, epoch, log): # Sample a batch of support and query images and labels. x_spt, y_spt, x_qry, y_qry = db.next() - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) # TODO: Maybe pull this out into a separate module so it # doesn't have to be duplicated between `train` and `test`? @@ -165,9 +164,9 @@ def train(db, net, meta_opt, epoch, log): # These will be used to update the model's meta-parameters. qry_logits = net(x_qry[i]) qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() qry_losses.append(qry_loss) - qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).sum().item() / querysz - qry_accs.append(qry_acc) + qry_accs.append(qry_acc.item()) torchopt.recover_state_dict(net, net_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) @@ -176,14 +175,14 @@ def train(db, net, meta_opt, epoch, log): qry_losses.backward() meta_opt.step() qry_losses = qry_losses.item() - qry_accs = 100.0 * sum(qry_accs) / task_num + qry_accs = 100.0 * np.mean(qry_accs) i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time + torch.cuda.empty_cache() print( f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -211,8 +210,7 @@ def test(db, net, epoch, log): for batch_idx in range(n_test_iter): x_spt, y_spt, x_qry, y_qry = db.next('test') - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) # TODO: Maybe pull this out into a separate module so it # doesn't have to be duplicated between `train` and `test`? @@ -231,15 +229,18 @@ def test(db, net, epoch, log): # The query loss and acc induced by these parameters. qry_logits = net(x_qry[i]).detach() - qry_loss = F.cross_entropy(qry_logits, y_qry[i], reduction='none') - qry_losses.append(qry_loss.detach()) - qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss.item()) + qry_accs.append(qry_acc.item()) torchopt.recover_state_dict(net, net_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) - qry_losses = torch.mean(torch.stack(qry_losses)).item() - qry_accs = 100.0 * torch.cat(qry_accs).float().mean().item() + qry_losses = np.mean(qry_losses) + qry_accs = 100.0 * np.mean(qry_accs) + torch.cuda.empty_cache() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { diff --git a/examples/iMAML/README.md b/examples/iMAML/README.md index 91f95f69..6208bc81 100644 --- a/examples/iMAML/README.md +++ b/examples/iMAML/README.md @@ -6,7 +6,8 @@ Code on implicit MAML few-shot Omniglot classification in paper [Meta-Learning w ```bash ### Run -python3 imaml_omniglot.py --inner_steps 5 +python3 imaml_omniglot.py --inner_steps 5 # use OOP APIs +python3 imaml_omniglot_functional.py --inner_steps 5 # use functional APIs ``` ## Results @@ -16,3 +17,7 @@ The figure illustrate the experimental result.
+ +
+ +
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copy import time -import functorch import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np @@ -32,10 +32,9 @@ import torch import torch.nn as nn import torch.nn.functional as F -import torch.optim as optim import torchopt -from torchopt import pytree +from torchopt.diff.implicit import ImplicitMetaGradientModule from support.omniglot_loaders import OmniglotNShot # isort: skip @@ -45,6 +44,41 @@ plt.style.use('bmh') +class InnerNet( + ImplicitMetaGradientModule, + linear_solve=torchopt.linear_solve.solve_normal_cg(maxiter=5, atol=0), +): + def __init__(self, meta_net, n_inner_iter, reg_param): + super().__init__() + self.meta_net = meta_net + self.net = copy.deepcopy(meta_net) + self.n_inner_iter = n_inner_iter + self.reg_param = reg_param + + def forward(self, x): + return self.net(x) + + def objective(self, x, y): + y_pred = self(x) + loss = F.cross_entropy(y_pred, y) + regularization_loss = 0 + for p1, p2 in zip(self.parameters(), self.meta_parameters()): + regularization_loss += 0.5 * self.reg_param * torch.sum(torch.square(p1 - p2)) + return loss + regularization_loss + + def solve(self, x, y): + params = tuple(self.parameters()) + inner_optim = torchopt.SGD(params, lr=1e-1) + with torch.enable_grad(): + # Temporarily enable gradient computation for conducting the optimization + for _ in range(self.n_inner_iter): + loss = self.objective(x, y) + inner_optim.zero_grad() + loss.backward(inputs=params) + inner_optim.step() + return self + + def main(): argparser = argparse.ArgumentParser() argparser.add_argument('--n_way', type=int, help='n way', default=5) @@ -102,24 +136,18 @@ def main(): # We will use Adam to (meta-)optimize the initial parameters # to be adapted. net.train() - fnet, params = functorch.make_functional(net) - meta_opt = torchopt.adam(lr=1e-3) - meta_opt_state = meta_opt.init(params) + meta_opt = torchopt.Adam(net.parameters(), lr=1e-3) log = [] - test(db, [params, fnet], epoch=-1, log=log, args=args) + test(db, net, epoch=-1, log=log, args=args) for epoch in range(10): - meta_opt, meta_opt_state = train( - db, [params, fnet], (meta_opt, meta_opt_state), epoch, log, args - ) - test(db, [params, fnet], epoch, log, args) + train(db, net, meta_opt, epoch, log, args) + test(db, net, epoch, log, args) plot(log) -def train(db, net, meta_opt_and_state, epoch, log, args): +def train(db, net, meta_opt, epoch, log, args): n_train_iter = db.x_train.shape[0] // db.batchsz - params, fnet = net - meta_opt, meta_opt_state = meta_opt_and_state # Given this module we've created, rip out the parameters and buffers # and return a functional version of the module. `fnet` is stateless # and can be called with `fnet(params, buffers, args, kwargs)` @@ -130,54 +158,44 @@ def train(db, net, meta_opt_and_state, epoch, log, args): # Sample a batch of support and query images and labels. x_spt, y_spt, x_qry, y_qry = db.next() - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) n_inner_iter = args.inner_steps reg_param = args.reg_params + qry_losses = [] qry_accs = [] - - init_params_copy = pytree.tree_map( - lambda t: t.clone().detach_().requires_grad_(requires_grad=t.requires_grad), params - ) + meta_opt.zero_grad() for i in range(task_num): # Optimize the likelihood of the support set by taking # gradient steps w.r.t. the model's parameters. # This adapts the model's meta-parameters to the task. - optimal_params = train_imaml_inner_solver( - init_params_copy, - params, - (x_spt[i], y_spt[i]), - (fnet, n_inner_iter, reg_param), - ) + inner_net = InnerNet(net, n_inner_iter, reg_param) + optimal_inner_net = inner_net.solve(x_spt[i], y_spt[i]) + # The final set of adapted parameters will induce some # final loss and accuracy on the query dataset. # These will be used to update the model's meta-parameters. - qry_logits = fnet(optimal_params, x_qry[i]) + qry_logits = optimal_inner_net(x_qry[i]) qry_loss = F.cross_entropy(qry_logits, y_qry[i]) - # Update the model's meta-parameters to optimize the query - # losses across all of the tasks sampled in this batch. - # qry_loss = qry_loss / task_num # scale gradients - meta_grads = torch.autograd.grad(qry_loss / task_num, params) - meta_updates, meta_opt_state = meta_opt.update(meta_grads, meta_opt_state) - params = torchopt.apply_updates(params, meta_updates) - qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).sum().item() / querysz - - qry_losses.append(qry_loss.detach()) - qry_accs.append(qry_acc) - - qry_losses = sum(qry_losses) / task_num - qry_accs = 100.0 * sum(qry_accs) / task_num + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss) + qry_accs.append(qry_acc.item()) + + qry_losses = torch.mean(torch.stack(qry_losses)) + qry_losses.backward() + meta_opt.step() + qry_losses = qry_losses.item() + qry_accs = 100.0 * np.mean(qry_accs) i = epoch + float(batch_idx) / n_train_iter iter_time = time.time() - start_time + torch.cuda.empty_cache() print( f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' ) - log.append( { 'epoch': i, @@ -188,8 +206,6 @@ def train(db, net, meta_opt_and_state, epoch, log, args): } ) - return (meta_opt, meta_opt_state) - def test(db, net, epoch, log, args): # Crucially in our testing procedure here, we do *not* fine-tune @@ -197,8 +213,6 @@ def test(db, net, epoch, log, args): # Most research papers using MAML for this task do an extra # stage of fine-tuning here that should be added if you are # adapting this code for research. - params, fnet = net - # fnet, params, buffers = functorch.make_functional_with_buffers(net) n_test_iter = db.x_test.shape[0] // db.batchsz qry_losses = [] @@ -208,36 +222,32 @@ def test(db, net, epoch, log, args): # doesn't have to be duplicated between `train` and `test`? n_inner_iter = args.inner_steps reg_param = args.reg_params - init_params_copy = pytree.tree_map( - lambda t: t.clone().detach_().requires_grad_(requires_grad=t.requires_grad), params - ) for batch_idx in range(n_test_iter): x_spt, y_spt, x_qry, y_qry = db.next('test') - task_num, setsz, c_, h, w = x_spt.size() - querysz = x_qry.size(1) + task_num = x_spt.size(0) for i in range(task_num): # Optimize the likelihood of the support set by taking # gradient steps w.r.t. the model's parameters. # This adapts the model's meta-parameters to the task. - optimal_params = test_imaml_inner_solver( - init_params_copy, - params, - (x_spt[i], y_spt[i]), - (fnet, n_inner_iter, reg_param), - ) + inner_net = InnerNet(net, n_inner_iter, reg_param) + with torch.no_grad(): + optimal_inner_net = inner_net.solve(x_spt[i], y_spt[i]) # The query loss and acc induced by these parameters. - qry_logits = fnet(optimal_params, x_qry[i]) - qry_loss = F.cross_entropy(qry_logits, y_qry[i], reduction='none') - qry_losses.append(qry_loss.detach()) - qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) + qry_logits = optimal_inner_net(x_qry[i]) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss.item()) + qry_accs.append(qry_acc.item()) + + qry_losses = np.mean(qry_losses) + qry_accs = 100.0 * np.mean(qry_accs) + torch.cuda.empty_cache() - qry_losses = torch.cat(qry_losses).mean().item() - qry_accs = 100.0 * torch.cat(qry_accs).float().mean().item() print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') log.append( { @@ -250,71 +260,6 @@ def test(db, net, epoch, log, args): ) -def imaml_objective(optimal_params, init_params, data, aux): - x_spt, y_spt = data - fnet, n_inner_iter, reg_param = aux - fnet.eval() - y_pred = fnet(optimal_params, x_spt) - fnet.train() - regularization_loss = 0 - for p1, p2 in zip(optimal_params, init_params): - regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) - loss = F.cross_entropy(y_pred, y_spt) + regularization_loss - return loss - - -@torchopt.diff.implicit.custom_root( - functorch.grad(imaml_objective, argnums=0), - argnums=1, - has_aux=False, - solve=torchopt.linear_solve.solve_normal_cg(maxiter=5, atol=0), -) -def train_imaml_inner_solver(init_params_copy, init_params, data, aux): - x_spt, y_spt = data - fnet, n_inner_iter, reg_param = aux - # Initial functional optimizer based on TorchOpt - params = init_params_copy - inner_opt = torchopt.sgd(lr=1e-1) - inner_opt_state = inner_opt.init(params) - with torch.enable_grad(): - # Temporarily enable gradient computation for conducting the optimization - for _ in range(n_inner_iter): - pred = fnet(params, x_spt) - loss = F.cross_entropy(pred, y_spt) # compute loss - # Compute regularization loss - regularization_loss = 0 - for p1, p2 in zip(params, init_params): - regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) - final_loss = loss + regularization_loss - grads = torch.autograd.grad(final_loss, params) # compute gradients - updates, inner_opt_state = inner_opt.update(grads, inner_opt_state) # get updates - params = torchopt.apply_updates(params, updates) - return params - - -def test_imaml_inner_solver(init_params_copy, init_params, data, aux): - x_spt, y_spt = data - fnet, n_inner_iter, reg_param = aux - # Initial functional optimizer based on TorchOpt - params = init_params_copy - inner_opt = torchopt.sgd(lr=1e-1) - inner_opt_state = inner_opt.init(params) - with torch.enable_grad(): - # Temporarily enable gradient computation for conducting the optimization - for _ in range(n_inner_iter): - pred = fnet(params, x_spt) - loss = F.cross_entropy(pred, y_spt) # compute loss - # Compute regularization loss - regularization_loss = 0 - for p1, p2 in zip(params, init_params): - regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) - final_loss = loss + regularization_loss - grads = torch.autograd.grad(final_loss, params) # compute gradients - updates, inner_opt_state = inner_opt.update(grads, inner_opt_state) # get updates - params = torchopt.apply_updates(params, updates) - return params - - def plot(log): # Generally you should pull your plotting code out of your training # script but we are doing it here for brevity. diff --git a/examples/iMAML/imaml_omniglot_functional.py b/examples/iMAML/imaml_omniglot_functional.py new file mode 100644 index 00000000..923478b4 --- /dev/null +++ b/examples/iMAML/imaml_omniglot_functional.py @@ -0,0 +1,338 @@ +# Copyright 2022 MetaOPT Team. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== +""" +This example shows how to use TorchOpt to do iMAML-GD (see [1] for more details) +for few-shot Omniglot classification. + +[1] Rajeswaran, A., Finn, C., Kakade, S. M., & Levine, S. (2019). + Meta-learning with implicit gradients. In Advances in Neural Information Processing Systems (pp. 113-124). + https://arxiv.org/abs/1909.04630 +""" + +import argparse +import time + +import functorch +import matplotlib as mpl +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import torch +import torch.nn as nn +import torch.nn.functional as F + +import torchopt +from torchopt import pytree + + +from support.omniglot_loaders import OmniglotNShot # isort: skip + + +mpl.use('Agg') +plt.style.use('bmh') + + +def main(): + argparser = argparse.ArgumentParser() + argparser.add_argument('--n_way', type=int, help='n way', default=5) + argparser.add_argument('--k_spt', type=int, help='k shot for support set', default=5) + argparser.add_argument('--k_qry', type=int, help='k shot for query set', default=5) + argparser.add_argument('--inner_steps', type=int, help='number of inner steps', default=5) + argparser.add_argument( + '--reg_params', type=float, help='regularization parameters', default=2.0 + ) + argparser.add_argument( + '--task_num', type=int, help='meta batch size, namely task num', default=16 + ) + argparser.add_argument('--seed', type=int, help='random seed', default=1) + args = argparser.parse_args() + + torch.manual_seed(args.seed) + if torch.cuda.is_available(): + torch.cuda.manual_seed_all(args.seed) + torch.backends.cudnn.benchmark = False + torch.backends.cudnn.deterministic = True + np.random.seed(args.seed) + rng = np.random.default_rng(args.seed) + + # Set up the Omniglot loader. + device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') + db = OmniglotNShot( + '/tmp/omniglot-data', + batchsz=args.task_num, + n_way=args.n_way, + k_shot=args.k_spt, + k_query=args.k_qry, + imgsz=28, + rng=rng, + device=device, + ) + + # Create a vanilla PyTorch neural network. + net = nn.Sequential( + nn.Conv2d(1, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True, track_running_stats=False), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True, track_running_stats=False), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True, track_running_stats=False), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Flatten(), + nn.Linear(64, args.n_way), + ).to(device) + + # We will use Adam to (meta-)optimize the initial parameters + # to be adapted. + net.train() + fnet, params = functorch.make_functional(net) + meta_opt = torchopt.adam(lr=1e-3) + meta_opt_state = meta_opt.init(params) + + log = [] + test(db, [params, fnet], epoch=-1, log=log, args=args) + for epoch in range(10): + meta_opt, meta_opt_state = train( + db, [params, fnet], (meta_opt, meta_opt_state), epoch, log, args + ) + test(db, [params, fnet], epoch, log, args) + plot(log) + + +def train(db, net, meta_opt_and_state, epoch, log, args): + n_train_iter = db.x_train.shape[0] // db.batchsz + params, fnet = net + meta_opt, meta_opt_state = meta_opt_and_state + # Given this module we've created, rip out the parameters and buffers + # and return a functional version of the module. `fnet` is stateless + # and can be called with `fnet(params, buffers, args, kwargs)` + # fnet, params, buffers = functorch.make_functional_with_buffers(net) + + for batch_idx in range(n_train_iter): + start_time = time.time() + # Sample a batch of support and query images and labels. + x_spt, y_spt, x_qry, y_qry = db.next() + + task_num = x_spt.size(0) + + n_inner_iter = args.inner_steps + reg_param = args.reg_params + qry_losses = [] + qry_accs = [] + + init_params_copy = pytree.tree_map( + lambda t: t.clone().detach_().requires_grad_(requires_grad=t.requires_grad), params + ) + + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + + optimal_params = train_imaml_inner_solver( + init_params_copy, + params, + (x_spt[i], y_spt[i]), + (fnet, n_inner_iter, reg_param), + ) + # The final set of adapted parameters will induce some + # final loss and accuracy on the query dataset. + # These will be used to update the model's meta-parameters. + qry_logits = fnet(optimal_params, x_qry[i]) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + # Update the model's meta-parameters to optimize the query + # losses across all of the tasks sampled in this batch. + # qry_loss = qry_loss / task_num # scale gradients + meta_grads = torch.autograd.grad(qry_loss / task_num, params) + meta_updates, meta_opt_state = meta_opt.update(meta_grads, meta_opt_state) + params = torchopt.apply_updates(params, meta_updates) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss.item()) + qry_accs.append(qry_acc.item()) + + qry_losses = np.mean(qry_losses) + qry_accs = 100.0 * np.mean(qry_accs) + i = epoch + float(batch_idx) / n_train_iter + iter_time = time.time() - start_time + torch.cuda.empty_cache() + + print( + f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' + ) + log.append( + { + 'epoch': i, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'train', + 'time': time.time(), + } + ) + + return (meta_opt, meta_opt_state) + + +def test(db, net, epoch, log, args): + # Crucially in our testing procedure here, we do *not* fine-tune + # the model during testing for simplicity. + # Most research papers using MAML for this task do an extra + # stage of fine-tuning here that should be added if you are + # adapting this code for research. + params, fnet = net + # fnet, params, buffers = functorch.make_functional_with_buffers(net) + n_test_iter = db.x_test.shape[0] // db.batchsz + + qry_losses = [] + qry_accs = [] + + # TODO: Maybe pull this out into a separate module so it + # doesn't have to be duplicated between `train` and `test`? + n_inner_iter = args.inner_steps + reg_param = args.reg_params + init_params_copy = pytree.tree_map( + lambda t: t.clone().detach_().requires_grad_(requires_grad=t.requires_grad), params + ) + + for batch_idx in range(n_test_iter): + x_spt, y_spt, x_qry, y_qry = db.next('test') + + task_num = x_spt.size(0) + + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + + optimal_params = test_imaml_inner_solver( + init_params_copy, + params, + (x_spt[i], y_spt[i]), + (fnet, n_inner_iter, reg_param), + ) + + # The query loss and acc induced by these parameters. + qry_logits = fnet(optimal_params, x_qry[i]) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).float().mean() + qry_losses.append(qry_loss.item()) + qry_accs.append(qry_acc.item()) + + qry_losses = np.mean(qry_losses) + qry_accs = 100.0 * np.mean(qry_accs) + torch.cuda.empty_cache() + + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') + log.append( + { + 'epoch': epoch + 1, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'test', + 'time': time.time(), + } + ) + + +def imaml_objective(optimal_params, init_params, data, aux): + x_spt, y_spt = data + fnet, n_inner_iter, reg_param = aux + y_pred = fnet(optimal_params, x_spt) + regularization_loss = 0 + for p1, p2 in zip(optimal_params, init_params): + regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) + loss = F.cross_entropy(y_pred, y_spt) + regularization_loss + return loss + + +@torchopt.diff.implicit.custom_root( + functorch.grad(imaml_objective, argnums=0), + argnums=1, + has_aux=False, + solve=torchopt.linear_solve.solve_normal_cg(maxiter=5, atol=0), +) +def train_imaml_inner_solver(init_params_copy, init_params, data, aux): + x_spt, y_spt = data + fnet, n_inner_iter, reg_param = aux + # Initial functional optimizer based on TorchOpt + params = init_params_copy + inner_opt = torchopt.sgd(lr=1e-1) + inner_opt_state = inner_opt.init(params) + with torch.enable_grad(): + # Temporarily enable gradient computation for conducting the optimization + for _ in range(n_inner_iter): + pred = fnet(params, x_spt) + loss = F.cross_entropy(pred, y_spt) # compute loss + # Compute regularization loss + regularization_loss = 0 + for p1, p2 in zip(params, init_params): + regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) + final_loss = loss + regularization_loss + grads = torch.autograd.grad(final_loss, params) # compute gradients + updates, inner_opt_state = inner_opt.update(grads, inner_opt_state) # get updates + params = torchopt.apply_updates(params, updates) + return params + + +def test_imaml_inner_solver(init_params_copy, init_params, data, aux): + x_spt, y_spt = data + fnet, n_inner_iter, reg_param = aux + # Initial functional optimizer based on TorchOpt + params = init_params_copy + inner_opt = torchopt.sgd(lr=1e-1) + inner_opt_state = inner_opt.init(params) + with torch.enable_grad(): + # Temporarily enable gradient computation for conducting the optimization + for _ in range(n_inner_iter): + pred = fnet(params, x_spt) + loss = F.cross_entropy(pred, y_spt) # compute loss + # Compute regularization loss + regularization_loss = 0 + for p1, p2 in zip(params, init_params): + regularization_loss += 0.5 * reg_param * torch.sum(torch.square(p1 - p2)) + final_loss = loss + regularization_loss + grads = torch.autograd.grad(final_loss, params) # compute gradients + updates, inner_opt_state = inner_opt.update(grads, inner_opt_state) # get updates + params = torchopt.apply_updates(params, updates) + return params + + +def plot(log): + # Generally you should pull your plotting code out of your training + # script but we are doing it here for brevity. + df = pd.DataFrame(log) + + fig, ax = plt.subplots(figsize=(8, 4), dpi=250) + train_df = df[df['mode'] == 'train'] + test_df = df[df['mode'] == 'test'] + ax.plot(train_df['epoch'], train_df['acc'], label='Train') + ax.plot(test_df['epoch'], test_df['acc'], label='Test') + ax.set_xlabel('Epoch') + ax.set_ylabel('Accuracy') + ax.set_ylim(80, 100) + ax.set_title('iMAML Omniglot (Functional)') + ax.legend(ncol=2, loc='lower right') + fig.tight_layout() + fname = 'imaml-accs-functional.png' + print(f'--- Plotting accuracy to {fname}') + fig.savefig(fname) + plt.close(fig) + + +if __name__ == '__main__': + main() diff --git a/tests/helpers.py b/tests/helpers.py index a84d78bc..6c7c4f01 100644 --- a/tests/helpers.py +++ b/tests/helpers.py @@ -23,6 +23,7 @@ import pytest import torch import torch.nn as nn +import torch.types from torch.utils import data @@ -100,7 +101,7 @@ def forward(self, x: torch.Tensor) -> torch.Tensor: @torch.no_grad() def get_models( - device: Optional[Union[str, torch.device]] = None, dtype: torch.dtype = torch.float32 + device: torch.types.Device = None, dtype: torch.dtype = torch.float32 ) -> Tuple[nn.Module, nn.Module, nn.Module, data.DataLoader]: seed_everything(seed=42) diff --git a/tests/test_implicit.py b/tests/test_implicit.py index 399ee025..6e6b9d60 100644 --- a/tests/test_implicit.py +++ b/tests/test_implicit.py @@ -16,7 +16,7 @@ import copy from collections import OrderedDict from types import FunctionType -from typing import Optional, Tuple, Union +from typing import Tuple import functorch import jax @@ -27,6 +27,7 @@ import torch import torch.nn as nn import torch.nn.functional as F +import torch.types from torch.utils import data import helpers @@ -70,7 +71,7 @@ def func(params, x): @torch.no_grad() def get_model_torch( - device: Optional[Union[str, torch.device]] = None, dtype: torch.dtype = torch.float32 + device: torch.types.Device = None, dtype: torch.dtype = torch.float32 ) -> Tuple[nn.Module, data.DataLoader]: helpers.seed_everything(seed=42) diff --git a/torchopt/diff/implicit/nn/module.py b/torchopt/diff/implicit/nn/module.py index 3ddaf296..f0e0de5f 100644 --- a/torchopt/diff/implicit/nn/module.py +++ b/torchopt/diff/implicit/nn/module.py @@ -24,7 +24,7 @@ import torchopt.nn from torchopt import pytree from torchopt.diff.implicit.decorator import custom_root -from torchopt.typing import TensorTree, TupleOfTensors +from torchopt.typing import LinearSolver, TensorTree, TupleOfTensors from torchopt.utils import extract_module_containers @@ -76,12 +76,16 @@ def enable_implicit_gradients( cls: Type['ImplicitMetaGradientModule'], ) -> Type['ImplicitMetaGradientModule']: """Enable implicit gradients for the :func:`solve` function.""" - solve = cls.solve - has_aux = cls.has_aux - if getattr(solve, '__implicit_gradients_enabled__', False): + cls_solve = cls.solve + if getattr(cls_solve, '__implicit_gradients_enabled__', False): raise ValueError('Implicit gradients are already enabled for the solve function.') - @functools.wraps(solve) + cls_has_aux = cls.has_aux + custom_root_kwargs = dict(has_aux=cls_has_aux) + if cls.linear_solve is not None: + custom_root_kwargs.update(solve=cls.linear_solve) + + @functools.wraps(cls_solve) def wrapped( # pylint: disable=too-many-locals self: 'ImplicitMetaGradientModule', *input, **kwargs # pylint: disable=redefined-builtin ) -> Union['ImplicitMetaGradientModule', Tuple['ImplicitMetaGradientModule', Any]]: @@ -141,15 +145,15 @@ def optimality_fn( ): container.update(container_backup) - @custom_root(optimality_fn, argnums=1, has_aux=has_aux) + @custom_root(optimality_fn, argnums=1, **custom_root_kwargs) def solver_fn( flat_params: TupleOfTensors, # pylint: disable=unused-argument flat_meta_params: TupleOfTensors, # pylint: disable=unused-argument *input, # pylint: disable=redefined-builtin **kwargs, ) -> Union[TupleOfTensors, Tuple[TupleOfTensors, Any]]: - output = solve(self, *input, **kwargs) - if has_aux: + output = cls_solve(self, *input, **kwargs) + if cls_has_aux: if not (isinstance(output, tuple) and len(output) == 2): raise RuntimeError( f'Output of method ImplicitMetaGradientModule.solve should be a ' @@ -163,12 +167,12 @@ def solver_fn( ) flat_optimal_params: TupleOfTensors = tuple(pytree.tree_leaves(params_containers)) # type: ignore[arg-type] - if has_aux: + if cls_has_aux: return flat_optimal_params, aux return flat_optimal_params output = solver_fn(flat_params, flat_meta_params, *input, **kwargs) - if has_aux: + if cls_has_aux: _, aux = output return self, aux return self @@ -184,11 +188,15 @@ class ImplicitMetaGradientModule(torchopt.nn.MetaGradientModule): _custom_optimality: bool _custom_objective: bool has_aux: bool + linear_solve: Optional[LinearSolver] - def __init_subclass__(cls, has_aux=False) -> None: + def __init_subclass__( + cls, has_aux: bool = False, linear_solve: Optional[LinearSolver] = None + ) -> None: """Initialize the subclass.""" super().__init_subclass__() cls.has_aux = has_aux + cls.linear_solve = linear_solve optimality = getattr(cls, 'optimality', ImplicitMetaGradientModule.optimality) objective = getattr(cls, 'objective', ImplicitMetaGradientModule.objective) diff --git a/torchopt/typing.py b/torchopt/typing.py index f1dcd1dd..e6e01690 100644 --- a/torchopt/typing.py +++ b/torchopt/typing.py @@ -21,6 +21,7 @@ from optree.typing import PyTree, PyTreeTypeVar from torch import Tensor from torch.futures import Future +from torch.types import Device from torchopt.base import ChainedGradientTransformation, EmptyState, GradientTransformation @@ -50,6 +51,8 @@ 'OptionalTensorOrOptionalTensors', 'OptionalTensorTree', 'Future', + 'LinearSolver', + 'Device', ] T = TypeVar('T') @@ -85,3 +88,6 @@ __all__.extend(['RRef']) else: RRef = None # type: ignore[misc,assignment] # pylint: disable=invalid-name + +# solver(matvec, b) -> solution +LinearSolver: TypeAlias = Callable[[Callable[[TensorTree], TensorTree], TensorTree], TensorTree] diff --git a/torchopt/utils.py b/torchopt/utils.py index 3301f92c..cfe25e32 100644 --- a/torchopt/utils.py +++ b/torchopt/utils.py @@ -35,7 +35,7 @@ import torch.nn as nn from torchopt import pytree -from torchopt.typing import OptState, TensorTree +from torchopt.typing import Device, OptState, TensorTree if TYPE_CHECKING: @@ -106,7 +106,7 @@ def extract_state_dict( target: nn.Module, *, by: CopyMode = 'reference', - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, with_buffers: bool = True, enable_visual: bool = False, visual_prefix: str = '', @@ -119,7 +119,7 @@ def extract_state_dict( target: 'MetaOptimizer', *, by: CopyMode = 'reference', - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, with_buffers: bool = True, enable_visual: bool = False, visual_prefix: str = '', @@ -132,7 +132,7 @@ def extract_state_dict( target: Union[nn.Module, 'MetaOptimizer'], *, by: CopyMode = 'reference', - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, with_buffers: bool = True, detach_buffers: bool = False, enable_visual: bool = False, @@ -360,7 +360,7 @@ def module_clone( *, by: CopyMode = 'reference', detach_buffers: bool = False, - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, ) -> nn.Module: ... @@ -371,7 +371,7 @@ def module_clone( *, by: CopyMode = 'reference', detach_buffers: bool = False, - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, ) -> 'MetaOptimizer': ... @@ -382,7 +382,7 @@ def module_clone( *, by: CopyMode = 'reference', detach_buffers: bool = False, - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, ) -> TensorTree: ... @@ -393,7 +393,7 @@ def module_clone( *, by: CopyMode = 'reference', detach_buffers: bool = False, - device: Optional[Union[int, str, torch.device]] = None, + device: Device = None, ) -> Union[nn.Module, 'MetaOptimizer', TensorTree]: """Clone a module. From 3f466664d997ef3f9b0e910eaf692dc5a0cfaebc Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Wed, 2 Nov 2022 23:55:44 +0800 Subject: [PATCH 2/4] chore: resolve lint --- examples/iMAML/imaml_omniglot.py | 2 +- tests/test_implicit.py | 2 +- torchopt/diff/implicit/nn/module.py | 8 ++++---- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/examples/iMAML/imaml_omniglot.py b/examples/iMAML/imaml_omniglot.py index 65679dca..3e0bb364 100644 --- a/examples/iMAML/imaml_omniglot.py +++ b/examples/iMAML/imaml_omniglot.py @@ -51,7 +51,7 @@ class InnerNet( def __init__(self, meta_net, n_inner_iter, reg_param): super().__init__() self.meta_net = meta_net - self.net = copy.deepcopy(meta_net) + self.net = torchopt.module_clone(meta_net, by='deepcopy', detach_buffers=True) self.n_inner_iter = n_inner_iter self.reg_param = reg_param diff --git a/tests/test_implicit.py b/tests/test_implicit.py index 6e6b9d60..06d180d4 100644 --- a/tests/test_implicit.py +++ b/tests/test_implicit.py @@ -243,7 +243,7 @@ class InnerNet(ImplicitMetaGradientModule, has_aux=True): def __init__(self, meta_model): super().__init__() self.meta_model = meta_model - self.model = copy.deepcopy(meta_model) + self.model = torchopt.module_clone(meta_model, by='deepcopy', detach_buffers=True) def forward(self, x): return self.model(x) diff --git a/torchopt/diff/implicit/nn/module.py b/torchopt/diff/implicit/nn/module.py index f0e0de5f..4ad48d32 100644 --- a/torchopt/diff/implicit/nn/module.py +++ b/torchopt/diff/implicit/nn/module.py @@ -81,9 +81,9 @@ def enable_implicit_gradients( raise ValueError('Implicit gradients are already enabled for the solve function.') cls_has_aux = cls.has_aux - custom_root_kwargs = dict(has_aux=cls_has_aux) - if cls.linear_solve is not None: - custom_root_kwargs.update(solve=cls.linear_solve) + custom_root_kwargs = dict(has_aux=cls_has_aux, solve=cls.linear_solve) + if cls.linear_solve is None: + custom_root_kwargs.pop('solve') @functools.wraps(cls_solve) def wrapped( # pylint: disable=too-many-locals @@ -145,7 +145,7 @@ def optimality_fn( ): container.update(container_backup) - @custom_root(optimality_fn, argnums=1, **custom_root_kwargs) + @custom_root(optimality_fn, argnums=1, **custom_root_kwargs) # type: ignore[arg-type] def solver_fn( flat_params: TupleOfTensors, # pylint: disable=unused-argument flat_meta_params: TupleOfTensors, # pylint: disable=unused-argument From 3733646611129701b3c8d4051f1c2c5fae9436c8 Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Thu, 3 Nov 2022 00:24:15 +0800 Subject: [PATCH 3/4] chore: cleanup --- examples/FuncTorch/maml_omniglot_vmap.py | 2 +- examples/L2R/{helper => helpers}/argument.py | 0 examples/L2R/{helper => helpers}/model.py | 0 examples/L2R/{helper => helpers}/utils.py | 0 examples/L2R/l2r.py | 6 +++--- examples/LOLA/{helper => helpers}/agent.py | 0 examples/LOLA/{helper => helpers}/argument.py | 0 examples/LOLA/{helper => helpers}/env.py | 0 examples/LOLA/{helper => helpers}/utils.py | 0 examples/LOLA/lola_dice.py | 8 ++++---- .../few-shot/{support => helpers}/omniglot_loaders.py | 0 examples/distributed/few-shot/maml_omniglot.py | 2 +- .../distributed/few-shot/maml_omniglot_local_loader.py | 2 +- .../few-shot/{support => helpers}/omniglot_loaders.py | 0 examples/few-shot/maml_omniglot.py | 2 +- examples/iMAML/{support => helpers}/omniglot_loaders.py | 0 examples/iMAML/imaml_omniglot.py | 3 +-- examples/iMAML/imaml_omniglot_functional.py | 2 +- setup.py | 3 +-- 19 files changed, 14 insertions(+), 16 deletions(-) rename examples/L2R/{helper => helpers}/argument.py (100%) rename examples/L2R/{helper => helpers}/model.py (100%) rename examples/L2R/{helper => helpers}/utils.py (100%) rename examples/LOLA/{helper => helpers}/agent.py (100%) rename examples/LOLA/{helper => helpers}/argument.py (100%) rename examples/LOLA/{helper => helpers}/env.py (100%) rename examples/LOLA/{helper => helpers}/utils.py (100%) rename examples/distributed/few-shot/{support => helpers}/omniglot_loaders.py (100%) rename examples/few-shot/{support => helpers}/omniglot_loaders.py (100%) rename examples/iMAML/{support => helpers}/omniglot_loaders.py (100%) diff --git a/examples/FuncTorch/maml_omniglot_vmap.py b/examples/FuncTorch/maml_omniglot_vmap.py index a0bc9916..9f3c1d92 100644 --- a/examples/FuncTorch/maml_omniglot_vmap.py +++ b/examples/FuncTorch/maml_omniglot_vmap.py @@ -61,7 +61,7 @@ CWD = pathlib(__file__).absolute().parent sys.path.append(str(CWD.parent / 'few-shot')) -from support.omniglot_loaders import OmniglotNShot +from helpers.omniglot_loaders import OmniglotNShot mpl.use('Agg') diff --git a/examples/L2R/helper/argument.py b/examples/L2R/helpers/argument.py similarity index 100% rename from examples/L2R/helper/argument.py rename to examples/L2R/helpers/argument.py diff --git a/examples/L2R/helper/model.py b/examples/L2R/helpers/model.py similarity index 100% rename from examples/L2R/helper/model.py rename to examples/L2R/helpers/model.py diff --git a/examples/L2R/helper/utils.py b/examples/L2R/helpers/utils.py similarity index 100% rename from examples/L2R/helper/utils.py rename to examples/L2R/helpers/utils.py diff --git a/examples/L2R/l2r.py b/examples/L2R/l2r.py index 989b71cc..e77faa14 100644 --- a/examples/L2R/l2r.py +++ b/examples/L2R/l2r.py @@ -39,9 +39,9 @@ # isort: off -from helper.argument import parse_args -from helper.model import LeNet5 -from helper.utils import get_imbalance_dataset, plot, set_seed +from helpers.argument import parse_args +from helpers.model import LeNet5 +from helpers.utils import get_imbalance_dataset, plot, set_seed def run_baseline(args, mnist_train, mnist_test): diff --git a/examples/LOLA/helper/agent.py b/examples/LOLA/helpers/agent.py similarity index 100% rename from examples/LOLA/helper/agent.py rename to examples/LOLA/helpers/agent.py diff --git a/examples/LOLA/helper/argument.py b/examples/LOLA/helpers/argument.py similarity index 100% rename from examples/LOLA/helper/argument.py rename to examples/LOLA/helpers/argument.py diff --git a/examples/LOLA/helper/env.py b/examples/LOLA/helpers/env.py similarity index 100% rename from examples/LOLA/helper/env.py rename to examples/LOLA/helpers/env.py diff --git a/examples/LOLA/helper/utils.py b/examples/LOLA/helpers/utils.py similarity index 100% rename from examples/LOLA/helper/utils.py rename to examples/LOLA/helpers/utils.py diff --git a/examples/LOLA/lola_dice.py b/examples/LOLA/lola_dice.py index 7b1417a4..4b6b2567 100644 --- a/examples/LOLA/lola_dice.py +++ b/examples/LOLA/lola_dice.py @@ -21,10 +21,10 @@ # isort: off -from helper.agent import Agent -from helper.argument import parse_args -from helper.env import IPD -from helper.utils import sample, step +from helpers.agent import Agent +from helpers.argument import parse_args +from helpers.env import IPD +from helpers.utils import sample, step def main(args): diff --git a/examples/distributed/few-shot/support/omniglot_loaders.py b/examples/distributed/few-shot/helpers/omniglot_loaders.py similarity index 100% rename from examples/distributed/few-shot/support/omniglot_loaders.py rename to examples/distributed/few-shot/helpers/omniglot_loaders.py diff --git a/examples/distributed/few-shot/maml_omniglot.py b/examples/distributed/few-shot/maml_omniglot.py index c4cf42fe..78a85d71 100644 --- a/examples/distributed/few-shot/maml_omniglot.py +++ b/examples/distributed/few-shot/maml_omniglot.py @@ -58,7 +58,7 @@ import torchopt.distributed as todist -from support.omniglot_loaders import OmniglotNShot # isort: skip +from helpers.omniglot_loaders import OmniglotNShot # isort: skip mpl.use('Agg') diff --git a/examples/distributed/few-shot/maml_omniglot_local_loader.py b/examples/distributed/few-shot/maml_omniglot_local_loader.py index feb46836..d41a7dae 100644 --- a/examples/distributed/few-shot/maml_omniglot_local_loader.py +++ b/examples/distributed/few-shot/maml_omniglot_local_loader.py @@ -60,7 +60,7 @@ import torchopt.distributed as todist -from support.omniglot_loaders import OmniglotNShot # isort: skip +from helpers.omniglot_loaders import OmniglotNShot # isort: skip mpl.use('Agg') diff --git a/examples/few-shot/support/omniglot_loaders.py b/examples/few-shot/helpers/omniglot_loaders.py similarity index 100% rename from examples/few-shot/support/omniglot_loaders.py rename to examples/few-shot/helpers/omniglot_loaders.py diff --git a/examples/few-shot/maml_omniglot.py b/examples/few-shot/maml_omniglot.py index 00eddbe0..879a235a 100644 --- a/examples/few-shot/maml_omniglot.py +++ b/examples/few-shot/maml_omniglot.py @@ -54,7 +54,7 @@ import torchopt -from support.omniglot_loaders import OmniglotNShot # isort: skip +from helpers.omniglot_loaders import OmniglotNShot # isort: skip mpl.use('Agg') diff --git a/examples/iMAML/support/omniglot_loaders.py b/examples/iMAML/helpers/omniglot_loaders.py similarity index 100% rename from examples/iMAML/support/omniglot_loaders.py rename to examples/iMAML/helpers/omniglot_loaders.py diff --git a/examples/iMAML/imaml_omniglot.py b/examples/iMAML/imaml_omniglot.py index 3e0bb364..2b0c9738 100644 --- a/examples/iMAML/imaml_omniglot.py +++ b/examples/iMAML/imaml_omniglot.py @@ -22,7 +22,6 @@ """ import argparse -import copy import time import matplotlib as mpl @@ -37,7 +36,7 @@ from torchopt.diff.implicit import ImplicitMetaGradientModule -from support.omniglot_loaders import OmniglotNShot # isort: skip +from helpers.omniglot_loaders import OmniglotNShot # isort: skip mpl.use('Agg') diff --git a/examples/iMAML/imaml_omniglot_functional.py b/examples/iMAML/imaml_omniglot_functional.py index 923478b4..080541c6 100644 --- a/examples/iMAML/imaml_omniglot_functional.py +++ b/examples/iMAML/imaml_omniglot_functional.py @@ -37,7 +37,7 @@ from torchopt import pytree -from support.omniglot_loaders import OmniglotNShot # isort: skip +from helpers.omniglot_loaders import OmniglotNShot # isort: skip mpl.use('Agg') diff --git a/setup.py b/setup.py index f457b32e..966bdb32 100644 --- a/setup.py +++ b/setup.py @@ -1,5 +1,6 @@ import os import pathlib +import re import shutil import sys import sysconfig @@ -84,8 +85,6 @@ def build_extension(self, ext): VERSION_CONTENT = None if not version.__release__: - import re - VERSION_CONTENT = VERSION_FILE.read_text(encoding='UTF-8') VERSION_FILE.write_text( data=re.sub( From 1897ae3dfb56e4f91308ca8172de97e801229630 Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Thu, 3 Nov 2022 00:30:09 +0800 Subject: [PATCH 4/4] docs(CHANGELOG): update CHANGELOG.md --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index e6c23138..644cd7eb 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -13,6 +13,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ### Added +- Add implicit MAML omniglot few-shot classification example with OOP APIs by [@XuehaiPan](https://github.com/XuehaiPan) in [#107](https://github.com/metaopt/torchopt/pull/107). - Add implicit MAML omniglot few-shot classification example by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#48](https://github.com/metaopt/torchopt/pull/48). - Add object-oriented modules support for implicit meta-gradient by [@XuehaiPan](https://github.com/XuehaiPan) in [#101](https://github.com/metaopt/torchopt/pull/101). - Bump PyTorch version to 1.13.0 by [@XuehaiPan](https://github.com/XuehaiPan) in [#104](https://github.com/metaopt/torchopt/pull/104). pFad - Phonifier reborn

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