Files
dela 584f7e9e73 Initial K3 snapshot: 0.5B KDA/MLA/MoE train path
Standalone tree split from LLMRL/projects/kda. Includes Triton dt_bias
backward fix, train_k3 --preset 0.5b, SFT, Docker runtime, and tests.
2026-08-25 14:43:17 +08:00

37 lines
698 B
Python

"""Vendored FLA KDA gate fusion (standard + safe gate + chunk cumsum)."""
from __future__ import annotations
import torch
from kda._fla.ops.kda.gate import (
kda_gate_bwd,
kda_gate_chunk_cumsum,
kda_gate_fwd as _kda_gate_fwd,
)
DEFAULT_LOWER_BOUND = -5.0
def kda_gate_fwd(
g: torch.Tensor,
A_log: torch.Tensor,
dt_bias: torch.Tensor | None = None,
lower_bound: float | None = DEFAULT_LOWER_BOUND,
):
return _kda_gate_fwd(
g,
A_log=A_log,
dt_bias=dt_bias,
lower_bound=lower_bound,
output_dtype=g.dtype,
)
__all__ = [
"DEFAULT_LOWER_BOUND",
"kda_gate_bwd",
"kda_gate_chunk_cumsum",
"kda_gate_fwd",
]