BinaryCrossEntropyWithLogits

Computes Binary Cross Entropy with Logits.

Abstract Signature:

BinaryCrossEntropyWithLogits(input, target, weight, pos_weight, reduction)

PyTorchJAX (Core)NumPyKerasTensorFlowApple MLXFlax NNXPaxML / Praxis

PyTorch

API: torch.binary_cross_entropy_with_logits

Strategy: Direct Mapping

Official Docs ↗

JAX (Core)

API: optax.sigmoid_binary_cross_entropy

Strategy: Plugin (loss_reduction)

NumPy

API: —

Strategy: Custom / Partial

Keras

API: keras.losses.binary_crossentropy

Strategy: Direct Mapping

Official Docs ↗

TensorFlow

API: tf.nn.sigmoid_cross_entropy_with_logits

Strategy: Direct Mapping

Official Docs ↗

Apple MLX

API: mlx.nn.losses.binary_cross_entropy

Strategy: Direct Mapping

Official Docs ↗

Flax NNX

API: optax.sigmoid_binary_cross_entropy

Strategy: Plugin (loss_reduction)

PaxML / Praxis

API: optax.sigmoid_binary_cross_entropy

Strategy: Plugin (loss_reduction)