# SPDX-FileCopyrightText: 2024-2025 ModelCloud.ai
# SPDX-FileCopyrightText: 2024-2025 qubitium@modelcloud.ai
# SPDX-License-Identifier: Apache-2.0
# Contact: qubitium@modelcloud.ai, x.com/qubitium

from ..base import BaseQModel


class RwgQModel(BaseQModel):
    pre_lm_head_norm_module = "transformer.ln_f"

    module_tree = [
        "transformer",
        "h",
        "#",
        {
            "ln_1": ("ln_1:!",),
            "self_attention": ("query_key_value:0", "dense:1"),
            "ln_2":  ("ln_2:!",),
            "mlp": ("dense_h_to_4h:0", "dense_4h_to_h:1"),
        }
    ]