# Copyright (c) 2022-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# See LICENSE for license information.
"""JAX softmax modules"""
from enum import Enum
from functools import partial
from typing import Optional

import jax
import jax.numpy as jnp

from . import cpp_extensions as tex


class SoftmaxType(Enum):
    """SoftmaxType."""

    SCALED = "scaled"
    SCALED_MASKED = "scaled_masked"
    SCALED_UPPER_TRIANG_MASKED = "scaled_upper_triang_masked"


def softmax(
    logits: jnp.ndarray,
    mask: Optional[jnp.ndarray] = None,
    scale_factor: Optional[float] = 1.0,
    softmax_type: Optional[SoftmaxType] = SoftmaxType.SCALED,
):
    """
    Softmax wrapper
    """
    output = _softmax(logits, mask, scale_factor, softmax_type)
    return output


@partial(jax.custom_vjp, nondiff_argnums=(2, 3))
def _softmax(logits, mask, scale_factor, softmax_type):

    output, _ = _softmax_fwd_rule(logits, mask, scale_factor, softmax_type)
    return output


def _softmax_fwd_rule(logits, mask, scale_factor, softmax_type):
    if softmax_type is SoftmaxType.SCALED_MASKED:
        assert mask is not None
        output = tex.scaled_masked_softmax_fwd(logits, mask, scale_factor)
    elif softmax_type is SoftmaxType.SCALED_UPPER_TRIANG_MASKED:
        output = tex.scaled_upper_triang_masked_softmax_fwd(logits, scale_factor)
    else:
        output = tex.scaled_softmax_fwd(logits, scale_factor)

    return output, (output, logits, mask)


def _softmax_bwd_rule(scale_factor, softmax_type, ctx, dz):
    (softmax_output, logits, mask) = ctx

    if softmax_type is SoftmaxType.SCALED_MASKED:
        dgrad = tex.scaled_masked_softmax_bwd(dz, softmax_output, logits, mask, scale_factor)
    elif softmax_type is SoftmaxType.SCALED_UPPER_TRIANG_MASKED:
        dgrad = tex.scaled_upper_triang_masked_softmax_bwd(dz, softmax_output, logits, scale_factor)
    else:
        dgrad = tex.scaled_softmax_bwd(dz, softmax_output, logits, scale_factor)

    return (dgrad, None)


_softmax.defvjp(_softmax_fwd_rule, _softmax_bwd_rule)
