diff --git a/CHANGELOG.md b/CHANGELOG.md index 885cc2584..1d4bb84d3 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -14,6 +14,8 @@ - Extend `DirectInfluence` with block-diagonal and Gauss-Newton approximation [PR #591](https://github.com/aai-institute/pyDVL/pull/591) +- Extend `LissaInfluence` with block-diagonal and Gauss-Newton approximation + [PR #593](https://github.com/aai-institute/pyDVL/pull/593) ## Changed @@ -22,7 +24,12 @@ to `regularization` and change the type annotation to allow for block-wise regularization parameters [PR #591](https://github.com/aai-institute/pyDVL/pull/591) - + - Rename parameter `hessian_regularization` of `LissaInfluence` + to `regularization` and change the type annotation to allow + for block-wise regularization parameters + [PR #593](https://github.com/aai-institute/pyDVL/pull/593) + - Remove parameter `h0` from init of `LissaInfluence` + [PR #593](https://github.com/aai-institute/pyDVL/pull/593) ## 0.9.2 - 🏗 Bug fixes, logging improvement diff --git a/docs/influence/influence_function_model.md b/docs/influence/influence_function_model.md index f71861af9..adb581183 100644 --- a/docs/influence/influence_function_model.md +++ b/docs/influence/influence_function_model.md @@ -74,25 +74,29 @@ original paper [@agarwal_secondorder_2017]. ```python -from pydvl.influence.torch import LissaInfluence +from pydvl.influence.torch import LissaInfluence, BlockMode, SecondOrderMode if_model = LissaInfluence( model, loss, - hessian_regularization=0.0 + regularization=0.0 maxiter=1000, dampen=0.0, scale=10.0, - h0=None, rtol=1e-4, + block_structure=BlockMode.FULL, + second_order_mode=SecondOrderMode.GAUSS_NEWTON ) if_model.fit(train_loader) ``` -with the additional optional parameters `maxiter`, `dampen`, `scale`, `h0`, and +with the additional optional parameters `maxiter`, `dampen`, `scale`, and `rtol`, being the maximum number of iterations, the dampening factor, the scaling -factor, the initial guess for the solution and the relative tolerance, -respectively. +factor and the relative tolerance, +respectively. This implementation is capable of using a block-matrix +approximation, see +[Block-diagonal approximation](#block-diagonal-approximation), and can handle +[Gauss-Newton approximation](#gauss-newton-approximation). ### Arnoldi diff --git a/notebooks/influence_wine.ipynb b/notebooks/influence_wine.ipynb index 3bfeb435f..e135ccacb 100644 --- a/notebooks/influence_wine.ipynb +++ b/notebooks/influence_wine.ipynb @@ -272,7 +272,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5b4eaac15b7743699ce39dce73d67546", + "model_id": "d2f2c952f6214ee095bda262dacc7811", "version_major": 2, "version_minor": 0 }, @@ -334,7 +334,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -373,7 +373,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -410,7 +410,7 @@ { "data": { "text/plain": [ - "0.9633110554163186" + "0.943730275125624" ] }, "execution_count": 13, @@ -524,7 +524,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -571,8 +571,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average influence of corrupted points: -1.0821769\n", - "Average influence of other points: 0.11121387\n" + "Average influence of corrupted points: -1.0789031\n", + "Average influence of other points: 0.108639084\n" ] } ], @@ -638,7 +638,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -792,7 +792,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Cg over direct method:35.38270890712738 %\n" + "Percentage error of Cg over direct method:40.89217782020569 %\n" ] } ], @@ -818,7 +818,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -862,8 +862,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Cg vs direct 0.997809973421837\n", - "Spearman Correlation Cg vs direct 0.9967151170113612\n" + "Pearson Correlation Cg vs direct 0.9976709705494561\n", + "Spearman Correlation Cg vs direct 0.9947099277023453\n" ] } ], @@ -914,26 +914,13 @@ ] }, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "85e5df2373994a91bf5e0ac6dd3fed1b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Lissa iteration: 0%| | 0/1000 [00:00" ] @@ -1039,8 +1026,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Lissa vs direct 0.9980369984618032\n", - "Spearman Correlation Lissa vs direct 0.9967352696677331\n" + "Pearson Correlation Lissa vs direct 0.9927224302499538\n", + "Spearman Correlation Lissa vs direct 0.9848653550646144\n" ] } ], @@ -1121,7 +1108,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Arnoldi over direct method:58.84314179420471 %\n" + "Percentage error of Arnoldi over direct method:58.5915744304657 %\n" ] } ], @@ -1147,7 +1134,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1191,8 +1178,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Arnoldi vs direct 0.9893772959414544\n", - "Spearman Correlation Arnoldi vs direct 0.9798070383152379\n" + "Pearson Correlation Arnoldi vs direct 0.9883572877575035\n", + "Spearman Correlation Arnoldi vs direct 0.9755044461798121\n" ] } ], @@ -1284,7 +1271,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Nyström over direct method:79.45525050163269 %\n" + "Percentage error of Nyström over direct method:99.69294667243958 %\n" ] } ], @@ -1310,7 +1297,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1354,8 +1341,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Nyström vs direct 0.9965536158760527\n", - "Spearman Correlation Nyström vs direct 0.9892989394664584\n" + "Pearson Correlation Nyström vs direct 0.9952031276006736\n", + "Spearman Correlation Nyström vs direct 0.9858326825704714\n" ] } ], @@ -1435,7 +1422,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of EK-FAC over direct method:2183.273696899414 %\n" + "Percentage error of EK-FAC over direct method:1899.6086120605469 %\n" ] } ], @@ -1469,7 +1456,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1521,8 +1508,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation EK-FAC vs direct 0.9601496102148058\n", - "Spearman Correlation EK-FAC vs direct 0.8974632843791723\n" + "Pearson Correlation EK-FAC vs direct 0.9583802820371046\n", + "Spearman Correlation EK-FAC vs direct 0.8945814545179737\n" ] } ], @@ -1563,8 +1550,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation EK-FAC vs direct - top-20 influences 0.9889832395057325\n", - "Spearman Correlation EK-FAC vs direct - top-20 influences 0.9744360902255638\n" + "Pearson Correlation EK-FAC vs direct - top-20 influences 0.9878497975956282\n", + "Spearman Correlation EK-FAC vs direct - top-20 influences 0.9639097744360902\n" ] } ], diff --git a/src/pydvl/influence/torch/batch_operation.py b/src/pydvl/influence/torch/batch_operation.py index 7de0e40e9..16a72597b 100644 --- a/src/pydvl/influence/torch/batch_operation.py +++ b/src/pydvl/influence/torch/batch_operation.py @@ -58,7 +58,7 @@ def dtype(self): return next(self.model.parameters()).dtype @property - def input_size(self): + def input_size(self) -> int: return sum(p.numel() for p in self.params_to_restrict_to.values()) def to(self, device: torch.device): @@ -136,7 +136,7 @@ def apply(self, batch: TorchBatch, tensor: torch.Tensor): "property `input_size`." ) - if tensor.ndim == 2: + if tensor.ndim == 2 and tensor.shape[0] > 1: return self._apply_to_mat(batch.to(self.device), tensor.to(self.device)) return self._apply_to_vec(batch.to(self.device), tensor.to(self.device)) @@ -154,11 +154,14 @@ def _apply_to_mat(self, batch: TorchBatch, mat: torch.Tensor) -> torch.Tensor: $(N, \text{input_size})$ """ - return torch.func.vmap( + result = torch.func.vmap( lambda _x, _y, m: self._apply_to_vec(TorchBatch(_x, _y), m), in_dims=(None, None, 0), randomness="same", )(batch.x, batch.y, mat) + if result.requires_grad: + result = result.detach() + return result class HessianBatchOperation(_ModelBasedBatchOperation): @@ -194,7 +197,10 @@ def __init__( self.loss = loss def _apply_to_vec(self, batch: TorchBatch, vec: torch.Tensor) -> torch.Tensor: - return self._batch_hvp(self.params_to_restrict_to, batch.x, batch.y, vec) + result = self._batch_hvp(self.params_to_restrict_to, batch.x, batch.y, vec) + if result.requires_grad: + result = result.detach() + return result def _apply_to_dict( self, batch: TorchBatch, mat_dict: Dict[str, torch.Tensor] diff --git a/src/pydvl/influence/torch/influence_function_model.py b/src/pydvl/influence/torch/influence_function_model.py index 79786c8e3..1ef43d4b4 100644 --- a/src/pydvl/influence/torch/influence_function_model.py +++ b/src/pydvl/influence/torch/influence_function_model.py @@ -28,6 +28,11 @@ TorchGradientProvider, TorchOperatorGradientComposition, ) +from .batch_operation import ( + BatchOperationType, + GaussNewtonBatchOperation, + HessianBatchOperation, +) from .functional import ( LowRankProductRepresentation, create_batch_hvp_function, @@ -40,7 +45,7 @@ model_hessian_low_rank, model_hessian_nystroem_approximation, ) -from .operator import DirectSolveOperator, InverseHarmonicMeanOperator +from .operator import DirectSolveOperator, InverseHarmonicMeanOperator, LissaOperator from .pre_conditioner import PreConditioner from .util import ( BlockMode, @@ -789,7 +794,7 @@ def to(self, device: torch.device): return super().to(device) -class LissaInfluence(TorchInfluenceFunctionModel): +class LissaInfluence(TorchComposableInfluence[LissaOperator[BatchOperationType]]): r""" Uses LISSA, Linear time Stochastic Second-Order Algorithm, to iteratively approximate the inverse Hessian. More precisely, it finds x s.t. \(Hx = b\), @@ -803,126 +808,103 @@ class LissaInfluence(TorchInfluenceFunctionModel): see [Linear time Stochastic Second-Order Approximation (LiSSA)] [linear-time-stochastic-second-order-approximation-lissa] + Args: model: A PyTorch model. The Hessian will be calculated with respect to this model's parameters. loss: A callable that takes the model's output and target as input and returns the scalar loss. - hessian_regularization: Optional regularization parameter added + regularization: Optional regularization parameter added to the Hessian-vector product for numerical stability. maxiter: Maximum number of iterations. dampen: Dampening factor, defaults to 0 for no dampening. scale: Scaling factor, defaults to 10. - h0: Initial guess for hvp. rtol: tolerance to use for early stopping progress: If True, display progress bars. warn_on_max_iteration: If True, logs a warning, if the desired tolerance is not achieved within `maxiter` iterations. If False, the log level for this information is `logging.DEBUG` + block_structure: The blocking structure, either a pre-defined enum or a + custom block structure, see the information regarding + [block-diagonal approximation][block-diagonal-approximation]. + second_order_mode: The second order mode, either `SecondOrderMode.HESSIAN` or + `SecondOrderMode.GAUSS_NEWTON`. """ def __init__( self, model: nn.Module, loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor], - hessian_regularization: float = 0.0, + regularization: Optional[Union[float, Dict[str, Optional[float]]]] = None, maxiter: int = 1000, dampen: float = 0.0, scale: float = 10.0, - h0: Optional[torch.Tensor] = None, rtol: float = 1e-4, progress: bool = False, warn_on_max_iteration: bool = True, + block_structure: Union[BlockMode, OrderedDict[str, List[str]]] = BlockMode.FULL, + second_order_mode: SecondOrderMode = SecondOrderMode.HESSIAN, ): - super().__init__(model, loss) - self.warn_on_max_iteration = warn_on_max_iteration + super().__init__(model, block_structure, regularization) self.maxiter = maxiter - self.hessian_regularization = hessian_regularization self.progress = progress self.rtol = rtol - self.h0 = h0 self.scale = scale self.dampen = dampen + self.loss = loss + self.second_order_mode = second_order_mode + self.warn_on_max_iteration = warn_on_max_iteration - train_dataloader: DataLoader + def with_regularization( + self, regularization: Union[float, Dict[str, Optional[float]]] + ) -> TorchComposableInfluence: + """ + Update the regularization parameter. + Args: + regularization: Either a positive float or a dictionary with the + block names as keys and the regularization values as values. - @property - def is_fitted(self): - try: - return self.train_dataloader is not None - except AttributeError: - return False + Returns: + The modified instance - @log_duration(log_level=logging.INFO) - def fit(self, data: DataLoader) -> LissaInfluence: - self.train_dataloader = data + """ + self._regularization_dict = self._build_regularization_dict(regularization) + for k, reg in self._regularization_dict.items(): + self.block_mapper.composable_block_dict[k].op.regularization = reg return self - @log_duration - def _solve_hvp(self, rhs: torch.Tensor) -> torch.Tensor: - h_estimate = self.h0 if self.h0 is not None else torch.clone(rhs) - - shuffled_training_data = DataLoader( - self.train_dataloader.dataset, - self.train_dataloader.batch_size, - shuffle=True, - ) - - def lissa_step( - h: torch.Tensor, reg_hvp: Callable[[torch.Tensor], torch.Tensor] - ) -> torch.Tensor: - """Given an estimate of the hessian inverse and the regularised hessian - vector product, it computes the next estimate. - - Args: - h: An estimate of the hessian inverse. - reg_hvp: Regularised hessian vector product. - - Returns: - The next estimate of the hessian inverse. - """ - return rhs + (1 - self.dampen) * h - reg_hvp(h) / self.scale - - model_params = { - k: p.detach() for k, p in self.model.named_parameters() if p.requires_grad - } - b_hvp = torch.vmap( - create_batch_hvp_function(self.model, self.loss), - in_dims=(None, None, None, 0), - ) - for k in tqdm( - range(self.maxiter), disable=not self.progress, desc="Lissa iteration" - ): - x, y = next(iter(shuffled_training_data)) - x = x.to(self.model_device) - y = y.to(self.model_device) - reg_hvp = ( - lambda v: b_hvp(model_params, x, y, v) + self.hessian_regularization * v + def _create_block( + self, + block_params: Dict[str, torch.nn.Parameter], + data: DataLoader, + regularization: Optional[float], + ) -> TorchOperatorGradientComposition: + gp = TorchGradientProvider(self.model, self.loss, restrict_to=block_params) + batch_op: Union[GaussNewtonBatchOperation, HessianBatchOperation] + if self.second_order_mode is SecondOrderMode.GAUSS_NEWTON: + batch_op = GaussNewtonBatchOperation( + self.model, self.loss, restrict_to=block_params ) - residual = lissa_step(h_estimate, reg_hvp) - h_estimate - h_estimate += residual - if torch.isnan(h_estimate).any(): - raise RuntimeError("NaNs in h_estimate. Increase scale or dampening.") - max_residual = torch.max(torch.abs(residual / h_estimate)) - if max_residual < self.rtol: - mean_residual = torch.mean(torch.abs(residual / h_estimate)) - logger.debug( - f"Terminated Lissa after {k} iterations with " - f"{max_residual*100:.2f} % max residual and" - f" mean residual {mean_residual*100:.5f} %" - ) - break else: - mean_residual = torch.mean(torch.abs(residual / h_estimate)) - log_level = logging.WARNING if self.warn_on_max_iteration else logging.DEBUG - logger.log( - log_level, - f"Reached max number of iterations {self.maxiter} without " - f"achieving the desired tolerance {self.rtol}.\n " - f"Achieved max residual {max_residual*100:.2f} % and" - f" {mean_residual*100:.5f} % mean residual", + batch_op = HessianBatchOperation( + self.model, self.loss, restrict_to=block_params ) - return h_estimate / self.scale + lissa_op = LissaOperator( + batch_op, + data, + regularization, + maxiter=self.maxiter, + dampen=self.dampen, + scale=self.scale, + rtol=self.rtol, + progress=self.progress, + warn_on_max_iteration=self.warn_on_max_iteration, + ) + return TorchOperatorGradientComposition(lissa_op, gp) + + @property + def is_thread_safe(self) -> bool: + return False class ArnoldiInfluence(TorchInfluenceFunctionModel): diff --git a/src/pydvl/influence/torch/operator.py b/src/pydvl/influence/torch/operator.py index fda1ec634..00ffac67a 100644 --- a/src/pydvl/influence/torch/operator.py +++ b/src/pydvl/influence/torch/operator.py @@ -1,8 +1,10 @@ +import logging from typing import Callable, Dict, Generic, Optional, Tuple import torch from torch import nn as nn from torch.utils.data import DataLoader +from tqdm import tqdm from .base import TensorDictOperator, TensorOperator, TorchBatch from .batch_operation import ( @@ -15,6 +17,8 @@ TensorAveragingType, ) +logger = logging.getLogger(__name__) + class _AveragingBatchOperator( TensorDictOperator, Generic[BatchOperationType, TensorAveragingType] @@ -329,3 +333,141 @@ def _apply_to_mat(self, mat: torch.Tensor) -> torch.Tensor: def input_size(self) -> int: result: int = self.matrix.shape[-1] return result + + +class LissaOperator(TensorOperator, Generic[BatchOperationType]): + r""" + Uses LISSA, Linear time Stochastic Second-Order Algorithm, to iteratively + approximate the solution of the system \((A + \lambda I)x = b\). + This is done with the update + + \[(A + \lambda I)^{-1}_{j+1} b = b + (I - d) \ (A + \lambda I) - + \frac{(A + \lambda I)^{-1}_j b}{s},\] + + where \(I\) is the identity matrix, \(d\) is a dampening term and \(s\) a scaling + factor that are applied to help convergence. For details, + see [Linear time Stochastic Second-Order Approximation (LiSSA)] + [linear-time-stochastic-second-order-approximation-lissa] + + Args: + batch_operation: The `BatchOperation` representing the action of A on a batch + of the data loader. + data: a pytorch dataloader + regularization: Optional regularization parameter added + to the Hessian-vector product for numerical stability. + maxiter: Maximum number of iterations. + dampen: Dampening factor, defaults to 0 for no dampening. + scale: Scaling factor, defaults to 10. + rtol: tolerance to use for early stopping + progress: If True, display progress bars. + warn_on_max_iteration: If True, logs a warning, if the desired tolerance is not + achieved within `maxiter` iterations. If False, the log level for this + information is `logging.DEBUG` + """ + + def __init__( + self, + batch_operation: BatchOperationType, + data: DataLoader, + regularization: Optional[float] = None, + maxiter: int = 1000, + dampen: float = 0.0, + scale: float = 10.0, + rtol: float = 1e-4, + progress: bool = False, + warn_on_max_iteration: bool = True, + ): + + if regularization is not None and regularization < 0: + raise ValueError("regularization must be non-negative") + + self.data = data + self.warn_on_max_iteration = warn_on_max_iteration + self.progress = progress + self.rtol = rtol + self.scale = scale + self.dampen = dampen + self.maxiter = maxiter + self.batch_operation = batch_operation + self._regularization = regularization + + @property + def regularization(self): + return self._regularization + + @regularization.setter + def regularization(self, value: float): + if value < 0: + raise ValueError("regularization must be non-negative") + self._regularization = value + + @property + def device(self): + return self.batch_operation.device + + @property + def dtype(self): + return self.batch_operation.dtype + + def to(self, device: torch.device): + self.batch_operation = self.batch_operation.to(device) + return self + + def _reg_apply(self, batch: TorchBatch, h: torch.Tensor): + result = self.batch_operation.apply(batch, h) + if self.regularization is not None: + result += self.regularization * h + return result + + def _lissa_step(self, h: torch.Tensor, rhs: torch.Tensor, batch: TorchBatch): + result = rhs + (1 - self.dampen) * h - self._reg_apply(batch, h) / self.scale + if result.requires_grad: + result = result.detach() + return result + + def _apply_to_vec(self, vec: torch.Tensor) -> torch.Tensor: + h_estimate = torch.clone(vec) + shuffled_training_data = DataLoader( + self.data.dataset, + self.data.batch_size, + shuffle=True, + ) + is_converged = False + for k in tqdm( + range(self.maxiter), disable=not self.progress, desc="Lissa iteration" + ): + x, y = next(iter(shuffled_training_data)) + + residual = self._lissa_step(h_estimate, vec, TorchBatch(x, y)) - h_estimate + h_estimate += residual + if torch.isnan(h_estimate).any(): + raise RuntimeError("NaNs in h_estimate. Increase scale or dampening.") + max_residual = torch.max(torch.abs(residual / h_estimate)) + if max_residual < self.rtol: + mean_residual = torch.mean(torch.abs(residual / h_estimate)) + logger.debug( + f"Terminated Lissa after {k} iterations with " + f"{max_residual*100:.2f} % max residual and" + f" mean residual {mean_residual*100:.5f} %" + ) + is_converged = True + break + + if not is_converged: + mean_residual = torch.mean(torch.abs(residual / h_estimate)) + log_level = logging.WARNING if self.warn_on_max_iteration else logging.DEBUG + logger.log( + log_level, + f"Reached max number of iterations {self.maxiter} without " + f"achieving the desired tolerance {self.rtol}.\n " + f"Achieved max residual {max_residual*100:.2f} % and" + f" {mean_residual*100:.5f} % mean residual", + ) + return h_estimate / self.scale + + def _apply_to_mat(self, mat: torch.Tensor) -> torch.Tensor: + return self._apply_to_vec(mat) + + @property + def input_size(self) -> int: + return self.batch_operation.input_size diff --git a/tests/influence/torch/test_influence_model.py b/tests/influence/torch/test_influence_model.py index b8266df58..39b4a74b3 100644 --- a/tests/influence/torch/test_influence_model.py +++ b/tests/influence/torch/test_influence_model.py @@ -487,7 +487,7 @@ def upper_quantile_equivalence( lambda model, loss, train_dataLoader, hessian_reg: LissaInfluence( model, loss, - hessian_regularization=hessian_reg, + regularization=hessian_reg, maxiter=150, scale=10000, ).fit(train_dataLoader), @@ -830,6 +830,13 @@ def test_influences_cg( InverseHarmonicMeanInfluence, DirectInfluence, partial(DirectInfluence, second_order_mode=SecondOrderMode.GAUSS_NEWTON), + partial(LissaInfluence, maxiter=100, scale=10000), + partial( + LissaInfluence, + maxiter=150, + scale=10000, + second_order_mode=SecondOrderMode.GAUSS_NEWTON, + ), ]