From f4606aa3185816753d395a890afe98419417d49a Mon Sep 17 00:00:00 2001 From: danielward27 Date: Mon, 14 Oct 2024 11:50:00 +0100 Subject: [PATCH 1/3] key_based_loss update --- docs/examples/conditional.ipynb | 13 +- docs/examples/snpe.ipynb | 16 +- docs/examples/unconditional.ipynb | 38 ++--- docs/examples/variational_inference.ipynb | 27 ++-- flowjax/train/__init__.py | 8 +- flowjax/train/data_fit.py | 135 ++-------------- flowjax/train/loops.py | 187 ++++++++++++++++++++++ flowjax/train/variational_fit.py | 7 + tests/test_train/test_data_fit.py | 2 +- tests/test_train/test_loops.py | 31 ++++ tests/test_train/test_losses.py | 19 ++- 11 files changed, 292 insertions(+), 191 deletions(-) create mode 100644 flowjax/train/loops.py create mode 100644 tests/test_train/test_loops.py diff --git a/docs/examples/conditional.ipynb b/docs/examples/conditional.ipynb index 7fcd985a..33f2a58c 100644 --- a/docs/examples/conditional.ipynb +++ b/docs/examples/conditional.ipynb @@ -146,7 +146,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tailflows", + "display_name": "flowjax_env", "language": "python", "name": "python3" }, @@ -160,15 +160,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.12.2" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e239a143cedf191ff119c9fed46f72dee75a7abaaa2b0d4972963f7b379ced22" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/docs/examples/snpe.ipynb b/docs/examples/snpe.ipynb index 3dd83202..f61f5e42 100644 --- a/docs/examples/snpe.ipynb +++ b/docs/examples/snpe.ipynb @@ -30,7 +30,7 @@ "from flowjax.distributions import Normal, Transformed\n", "from flowjax.flows import masked_autoregressive_flow\n", "from flowjax.tasks import GaussianMixtureSimulator\n", - "from flowjax.train.data_fit import fit_to_data\n", + "from flowjax.train import fit_to_data\n", "from flowjax.train.losses import ContrastiveLoss, MaximumLikelihoodLoss" ] }, @@ -119,9 +119,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:05<00:00, 17.68it/s, train=0.5545758, val=0.57762486]\n", - "100%|██████████| 100/100 [00:40<00:00, 2.49it/s, train=0.49403995, val=0.5037603]\n", - " 70%|███████ | 70/100 [00:37<00:16, 1.87it/s, train=0.49676648, val=0.5041521 (Max patience reached)]\n" + "100%|██████████| 100/100 [00:05<00:00, 18.03it/s, train=-0.7300737, val=-0.29103652] \n", + " 22%|██▏ | 22/100 [00:08<00:31, 2.50it/s, train=0.5469565, val=0.62477773 (Max patience reached)]\n", + " 23%|██▎ | 23/100 [00:11<00:38, 2.03it/s, train=0.74942064, val=0.75840014 (Max patience reached)]\n" ] } ], @@ -158,8 +158,8 @@ " loss_fn=loss_fn,\n", " x=jnp.concatenate(data[\"theta\"]), # Note x is package convention for target!\n", " condition=jnp.concatenate(data[\"simulations\"]),\n", - " learning_rate=1e-4,\n", - " max_patience=20,\n", + " learning_rate=5e-4,\n", + " max_patience=10,\n", " )\n", " losses.append(losses_r)" ] @@ -197,7 +197,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -244,7 +244,7 @@ ], "metadata": { "kernelspec": { - "display_name": "jax_env", + "display_name": "flowjax_env", "language": "python", "name": "python3" }, diff --git a/docs/examples/unconditional.ipynb b/docs/examples/unconditional.ipynb index 7560c827..1f5e0a63 100644 --- a/docs/examples/unconditional.ipynb +++ b/docs/examples/unconditional.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -88,21 +88,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/100 [00:00" ] @@ -196,7 +189,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tailflows", + "display_name": "flowjax_env", "language": "python", "name": "python3" }, @@ -210,14 +203,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.12.2" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e239a143cedf191ff119c9fed46f72dee75a7abaaa2b0d4972963f7b379ced22" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/docs/examples/variational_inference.ipynb b/docs/examples/variational_inference.ipynb index 8e5d801a..0f21f0d3 100644 --- a/docs/examples/variational_inference.ipynb +++ b/docs/examples/variational_inference.ipynb @@ -27,7 +27,7 @@ "from flowjax.distributions import StandardNormal\n", "from flowjax.flows import masked_autoregressive_flow\n", "from flowjax.train.losses import ElboLoss\n", - "from flowjax.train.variational_fit import fit_to_variational_target\n", + "from flowjax.train import fit_to_key_based_loss\n", "\n", "# generate observed data\n", "data_key = jr.key(0)\n", @@ -77,7 +77,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 400/400 [00:02<00:00, 155.93it/s, loss=29.5]\n" + "100%|██████████| 400/400 [00:02<00:00, 157.09it/s, loss=29.5]\n" ] } ], @@ -90,8 +90,8 @@ ")\n", "\n", "# Train the flow variationally\n", - "flow, losses = fit_to_variational_target(\n", - " train_key, flow, loss, learning_rate=1e-3, steps=400,\n", + "flow, losses = fit_to_key_based_loss(\n", + " train_key, flow, loss_fn=loss, learning_rate=1e-3, steps=400,\n", ")" ] }, @@ -111,7 +111,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 4, @@ -120,7 +120,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -185,7 +185,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -226,7 +226,7 @@ ], "metadata": { "kernelspec": { - "display_name": "jax_env", + "display_name": "flowjax_env", "language": "python", "name": "python3" }, @@ -240,15 +240,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.12.2" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "647a70eaa12e7ed994e8770cbeee172711b36a9a2f05080727e0cc1c3c5df3df" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/flowjax/train/__init__.py b/flowjax/train/__init__.py index ea2fd1be..5bef3da1 100644 --- a/flowjax/train/__init__.py +++ b/flowjax/train/__init__.py @@ -1,11 +1,7 @@ """Utilities for training flows, fitting to samples or ysing variational inference.""" -from .data_fit import fit_to_data +from .loops import fit_to_data, fit_to_key_based_loss from .train_utils import step from .variational_fit import fit_to_variational_target -__all__ = [ - "fit_to_data", - "fit_to_variational_target", - "step", -] +__all__ = ["fit_to_key_based_loss", "fit_to_data", "fit_to_variational_target", "step"] diff --git a/flowjax/train/data_fit.py b/flowjax/train/data_fit.py index fbff2970..7f2a9940 100644 --- a/flowjax/train/data_fit.py +++ b/flowjax/train/data_fit.py @@ -1,131 +1,16 @@ """Function to fit flows to samples from a distribution.""" -from collections.abc import Callable +import warnings -import equinox as eqx -import jax.numpy as jnp -import jax.random as jr -import optax -from jaxtyping import ArrayLike, PRNGKeyArray, PyTree -from tqdm import tqdm +from flowjax import train -from flowjax import wrappers -from flowjax.train.losses import MaximumLikelihoodLoss -from flowjax.train.train_utils import ( - count_fruitless, - get_batches, - step, - train_val_split, -) - -def fit_to_data( - key: PRNGKeyArray, - dist: PyTree, # Custom losses may support broader types than AbstractDistribution - x: ArrayLike, - *, - condition: ArrayLike | None = None, - loss_fn: Callable | None = None, - max_epochs: int = 100, - max_patience: int = 5, - batch_size: int = 100, - val_prop: float = 0.1, - learning_rate: float = 5e-4, - optimizer: optax.GradientTransformation | None = None, - return_best: bool = True, - show_progress: bool = True, -) -> tuple[PyTree, dict[str, list]]: - r"""Train a distribution (e.g. a flow) to samples from the target distribution. - - The distribution can be unconditional :math:`p(x)` or conditional - :math:`p(x|\text{condition})`. Note that the last batch in each epoch is dropped - if truncated (to avoid recompilation). This function can also be used to fit - non-distribution pytrees as long as a compatible loss function is provided. - - Args: - key: Jax random key. - dist: The distribution to train. - x: Samples from target distribution. - condition: Conditioning variables. Defaults to None. - loss_fn: Loss function. Defaults to MaximumLikelihoodLoss. - max_epochs: Maximum number of epochs. Defaults to 100. - max_patience: Number of consecutive epochs with no validation loss improvement - after which training is terminated. Defaults to 5. - batch_size: Batch size. Defaults to 100. - val_prop: Proportion of data to use in validation set. Defaults to 0.1. - learning_rate: Adam learning rate. Defaults to 5e-4. - optimizer: Optax optimizer. If provided, this overrides the default Adam - optimizer, and the learning_rate is ignored. Defaults to None. - return_best: Whether the result should use the parameters where the minimum loss - was reached (when True), or the parameters after the last update (when - False). Defaults to True. - show_progress: Whether to show progress bar. Defaults to True. - - Returns: - A tuple containing the trained distribution and the losses. - """ - data = (x,) if condition is None else (x, condition) - data = tuple(jnp.asarray(a) for a in data) - - if optimizer is None: - optimizer = optax.adam(learning_rate) - - if loss_fn is None: - loss_fn = MaximumLikelihoodLoss() - - params, static = eqx.partition( - dist, - eqx.is_inexact_array, - is_leaf=lambda leaf: isinstance(leaf, wrappers.NonTrainable), +def fit_to_data(*args, **kwargs): # TODO deprecate + """Deprecated import for fit_to_data.""" + warnings.warn( + "Importing from data_fit will be deprecated in 17.0.0.. Please import from " + "``flowjax.train.loops`` or ``flowjax.train``.", + DeprecationWarning, + stacklevel=2, ) - best_params = params - opt_state = optimizer.init(params) - - # train val split - key, subkey = jr.split(key) - train_data, val_data = train_val_split(subkey, data, val_prop=val_prop) - losses = {"train": [], "val": []} - - loop = tqdm(range(max_epochs), disable=not show_progress) - - for _ in loop: - # Shuffle data - key, *subkeys = jr.split(key, 3) - train_data = [jr.permutation(subkeys[0], a) for a in train_data] - val_data = [jr.permutation(subkeys[1], a) for a in val_data] - - # Train epoch - batch_losses = [] - for batch in zip(*get_batches(train_data, batch_size), strict=True): - key, subkey = jr.split(key) - params, opt_state, loss_i = step( - params, - static, - *batch, - optimizer=optimizer, - opt_state=opt_state, - loss_fn=loss_fn, - key=subkey, - ) - batch_losses.append(loss_i) - losses["train"].append((sum(batch_losses) / len(batch_losses)).item()) - - # Val epoch - batch_losses = [] - for batch in zip(*get_batches(val_data, batch_size), strict=True): - key, subkey = jr.split(key) - loss_i = loss_fn(params, static, *batch, key=subkey) - batch_losses.append(loss_i) - losses["val"].append((sum(batch_losses) / len(batch_losses)).item()) - - loop.set_postfix({k: v[-1] for k, v in losses.items()}) - if losses["val"][-1] == min(losses["val"]): - best_params = params - - elif count_fruitless(losses["val"]) > max_patience: - loop.set_postfix_str(f"{loop.postfix} (Max patience reached)") - break - - params = best_params if return_best else params - dist = eqx.combine(params, static) - return dist, losses + return train.loops.fit_to_data(*args, **kwargs) diff --git a/flowjax/train/loops.py b/flowjax/train/loops.py new file mode 100644 index 00000000..768795c8 --- /dev/null +++ b/flowjax/train/loops.py @@ -0,0 +1,187 @@ +"""Training loops.""" + +from collections.abc import Callable + +import equinox as eqx +import jax.numpy as jnp +import jax.random as jr +import optax +from jaxtyping import ArrayLike, PRNGKeyArray, PyTree, Scalar +from tqdm import tqdm + +from flowjax import wrappers +from flowjax.train.losses import MaximumLikelihoodLoss +from flowjax.train.train_utils import ( + count_fruitless, + get_batches, + step, + train_val_split, +) + + +def fit_to_key_based_loss( + key: PRNGKeyArray, + tree: PyTree, + *, + loss_fn: Callable[[PyTree, PyTree, PRNGKeyArray], Scalar], + steps: int, + learning_rate: float = 5e-4, + optimizer: optax.GradientTransformation | None = None, + show_progress: bool = True, +): + """Train a pytree, using a loss with params, static and key as arguments. + + This can be used e.g. to fit a distribution using a variational objective, such as + the evidence lower bound. + + Args: + key: Jax random key. + tree: PyTree, from which trainable parameters are found using + ``equinox.is_inexact_array``. + loss_fn: The loss function to optimize. + steps: The number of optimization steps. + learning_rate: The adam learning rate. Ignored if optimizer is provided. + optimizer: Optax optimizer. Defaults to None. + show_progress: Whether to show progress bar. Defaults to True. + + Returns: + A tuple containing the trained pytree and the losses. + """ + if optimizer is None: + optimizer = optax.adam(learning_rate) + + params, static = eqx.partition( + tree, + eqx.is_inexact_array, + is_leaf=lambda leaf: isinstance(leaf, wrappers.NonTrainable), + ) + opt_state = optimizer.init(params) + + losses = [] + + keys = tqdm(jr.split(key, steps), disable=not show_progress) + + for key in keys: + params, opt_state, loss = step( + params, + static, + key=key, + optimizer=optimizer, + opt_state=opt_state, + loss_fn=loss_fn, + ) + losses.append(loss.item()) + keys.set_postfix({"loss": loss.item()}) + return eqx.combine(params, static), losses + + +def fit_to_data( + key: PRNGKeyArray, + dist: PyTree, # Custom losses may support broader types than AbstractDistribution + x: ArrayLike, + *, + condition: ArrayLike | None = None, + loss_fn: Callable | None = None, + learning_rate: float = 5e-4, + optimizer: optax.GradientTransformation | None = None, + max_epochs: int = 100, + max_patience: int = 5, + batch_size: int = 100, + val_prop: float = 0.1, + return_best: bool = True, + show_progress: bool = True, +): + r"""Train a PyTree (e.g. a distribution) to samples from the target. + + The model can be unconditional :math:`p(x)` or conditional + :math:`p(x|\text{condition})`. Note that the last batch in each epoch is dropped + if truncated (to avoid recompilation). This function can also be used to fit + non-distribution pytrees as long as a compatible loss function is provided. + + Args: + key: Jax random seed. + dist: The pytree to train (usually a distribution). + x: Samples from target distribution. + learning_rate: The learning rate for adam optimizer. Ignored if optimizer is + provided. + optimizer: Optax optimizer. Defaults to None. + condition: Conditioning variables. Defaults to None. + loss_fn: Loss function. Defaults to MaximumLikelihoodLoss. + max_epochs: Maximum number of epochs. Defaults to 100. + max_patience: Number of consecutive epochs with no validation loss improvement + after which training is terminated. Defaults to 5. + batch_size: Batch size. Defaults to 100. + val_prop: Proportion of data to use in validation set. Defaults to 0.1. + return_best: Whether the result should use the parameters where the minimum loss + was reached (when True), or the parameters after the last update (when + False). Defaults to True. + show_progress: Whether to show progress bar. Defaults to True. + + Returns: + A tuple containing the trained distribution and the losses. + """ + data = (x,) if condition is None else (x, condition) + data = tuple(jnp.asarray(a) for a in data) + + if loss_fn is None: + loss_fn = MaximumLikelihoodLoss() + + if optimizer is None: + optimizer = optax.adam(learning_rate) + + params, static = eqx.partition( + dist, + eqx.is_inexact_array, + is_leaf=lambda leaf: isinstance(leaf, wrappers.NonTrainable), + ) + best_params = params + opt_state = optimizer.init(params) + + # train val split + key, subkey = jr.split(key) + train_data, val_data = train_val_split(subkey, data, val_prop=val_prop) + losses = {"train": [], "val": []} + + loop = tqdm(range(max_epochs), disable=not show_progress) + + for _ in loop: + # Shuffle data + key, *subkeys = jr.split(key, 3) + train_data = [jr.permutation(subkeys[0], a) for a in train_data] + val_data = [jr.permutation(subkeys[1], a) for a in val_data] + + # Train epoch + batch_losses = [] + for batch in zip(*get_batches(train_data, batch_size), strict=True): + key, subkey = jr.split(key) + params, opt_state, loss_i = step( + params, + static, + *batch, + optimizer=optimizer, + opt_state=opt_state, + loss_fn=loss_fn, + key=subkey, + ) + batch_losses.append(loss_i) + losses["train"].append(sum(batch_losses) / len(batch_losses)) + + # Val epoch + batch_losses = [] + for batch in zip(*get_batches(val_data, batch_size), strict=True): + key, subkey = jr.split(key) + loss_i = loss_fn(params, static, *batch, key=subkey) + batch_losses.append(loss_i) + losses["val"].append(sum(batch_losses) / len(batch_losses)) + + loop.set_postfix({k: v[-1] for k, v in losses.items()}) + if losses["val"][-1] == min(losses["val"]): + best_params = params + + elif count_fruitless(losses["val"]) > max_patience: + loop.set_postfix_str(f"{loop.postfix} (Max patience reached)") + break + + params = best_params if return_best else params + dist = eqx.combine(params, static) + return dist, losses diff --git a/flowjax/train/variational_fit.py b/flowjax/train/variational_fit.py index 565430b7..bb1b840f 100644 --- a/flowjax/train/variational_fit.py +++ b/flowjax/train/variational_fit.py @@ -1,5 +1,6 @@ """Basic training script for fitting a flow using variational inference.""" +import warnings from collections.abc import Callable import equinox as eqx @@ -42,6 +43,12 @@ def fit_to_variational_target( Returns: A tuple containing the trained distribution and the losses. """ + warnings.warn( + "This function will be deprecated in 17.0.0. Please switch to using " + "``flowjax.train.loops.fit_to_key_based_loss``.", + DeprecationWarning, + stacklevel=2, + ) # TODO deprecate if optimizer is None: optimizer = optax.adam(learning_rate) diff --git a/tests/test_train/test_data_fit.py b/tests/test_train/test_data_fit.py index 2e224896..553f341a 100644 --- a/tests/test_train/test_data_fit.py +++ b/tests/test_train/test_data_fit.py @@ -4,7 +4,7 @@ from flowjax.bijections import Affine from flowjax.distributions import Normal, Transformed -from flowjax.train.data_fit import fit_to_data +from flowjax.train.loops import fit_to_data def test_data_fit(): diff --git a/tests/test_train/test_loops.py b/tests/test_train/test_loops.py new file mode 100644 index 00000000..9dd92f32 --- /dev/null +++ b/tests/test_train/test_loops.py @@ -0,0 +1,31 @@ +import jax.numpy as jnp +import jax.random as jr +import pytest + +from flowjax.distributions import Normal, StandardNormal +from flowjax.train.loops import fit_to_key_based_loss +from flowjax.train.losses import ElboLoss + +test_shapes = [(), (2,), (2, 3, 4)] + + +@pytest.mark.parametrize("shape", test_shapes) +def test_fit_to_key_based_loss(shape): + "Check that loss decreases." + vi_dist = Normal(jnp.ones(shape)) + target_dist = StandardNormal(shape) + + loss = ElboLoss(target_dist.log_prob, 50) + + vi_dist, losses = fit_to_key_based_loss( + key=jr.key(0), + tree=vi_dist, + loss_fn=loss, + show_progress=False, + steps=50, + learning_rate=1e-2, + ) + # We expect the loss to be decreasing + start, end = jnp.split(jnp.array(losses), 2) + assert jnp.mean(start) > jnp.mean(end) + assert isinstance(losses[0], float) diff --git a/tests/test_train/test_losses.py b/tests/test_train/test_losses.py index 53b0c11a..f6ef8a97 100644 --- a/tests/test_train/test_losses.py +++ b/tests/test_train/test_losses.py @@ -1,7 +1,10 @@ +import equinox as eqx import jax.numpy as jnp import jax.random as jr +import pytest -from flowjax.train.losses import _get_contrastive_idxs +from flowjax.distributions import Normal +from flowjax.train.losses import ElboLoss, _get_contrastive_idxs def test_get_contrastive_idxs(): @@ -15,3 +18,17 @@ def test_get_contrastive_idxs(): assert i not in row assert jnp.all(idxs < batch_size) + + +test_shapes = [(), (2,), (2, 3, 4)] + + +@pytest.mark.parametrize("shape", test_shapes) +def test_elbo_loss(shape): + "Check finite scaler loss." + target = Normal(jnp.ones(shape)) + vi_dist = Normal(jnp.ones(shape)) + loss = ElboLoss(target.log_prob, num_samples=100) + loss_val = loss(*eqx.partition(vi_dist, eqx.is_inexact_array), jr.key(0)) + assert loss_val.shape == () # expect scalar loss + assert jnp.isfinite(loss_val) # expect finite loss From d08c6f88b9627982e2b04622741c0b7db2996927 Mon Sep 17 00:00:00 2001 From: danielward27 Date: Mon, 14 Oct 2024 12:07:40 +0100 Subject: [PATCH 2/3] add missing .item() --- flowjax/train/loops.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/flowjax/train/loops.py b/flowjax/train/loops.py index 768795c8..d967182e 100644 --- a/flowjax/train/loops.py +++ b/flowjax/train/loops.py @@ -164,7 +164,7 @@ def fit_to_data( key=subkey, ) batch_losses.append(loss_i) - losses["train"].append(sum(batch_losses) / len(batch_losses)) + losses["train"].append((sum(batch_losses) / len(batch_losses)).item()) # Val epoch batch_losses = [] From 83c17872cb11ed965df32cb31eb45bfc82792045 Mon Sep 17 00:00:00 2001 From: danielward27 Date: Mon, 14 Oct 2024 12:14:52 +0100 Subject: [PATCH 3/3] Add missing .item() --- flowjax/train/loops.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/flowjax/train/loops.py b/flowjax/train/loops.py index d967182e..74494088 100644 --- a/flowjax/train/loops.py +++ b/flowjax/train/loops.py @@ -172,7 +172,7 @@ def fit_to_data( key, subkey = jr.split(key) loss_i = loss_fn(params, static, *batch, key=subkey) batch_losses.append(loss_i) - losses["val"].append(sum(batch_losses) / len(batch_losses)) + losses["val"].append((sum(batch_losses) / len(batch_losses)).item()) loop.set_postfix({k: v[-1] for k, v in losses.items()}) if losses["val"][-1] == min(losses["val"]):