diffsynth/models/sd3_text_encoder.py

import torch
from transformers import T5EncoderModel, T5Config
from .sd_text_encoder import SDTextEncoder
from .sdxl_text_encoder import SDXLTextEncoder2, SDXLTextEncoder2StateDictConverter
    

class SD3TextEncoder1(SDTextEncoder):
    def __init__(self, vocab_size=49408):
        super().__init__(vocab_size=vocab_size)

    def forward(self, input_ids, clip_skip=2):
        embeds = self.token_embedding(input_ids) + self.position_embeds
        attn_mask = self.attn_mask.to(device=embeds.device, dtype=embeds.dtype)
        for encoder_id, encoder in enumerate(self.encoders):
            embeds = encoder(embeds, attn_mask=attn_mask)
            if encoder_id + clip_skip == len(self.encoders):
                hidden_states = embeds
        embeds = self.final_layer_norm(embeds)
        pooled_embeds = embeds[torch.arange(embeds.shape[0]), input_ids.to(dtype=torch.int).argmax(dim=-1)]
        return pooled_embeds, hidden_states
    
    @staticmethod
    def state_dict_converter():
        return SD3TextEncoder1StateDictConverter()
    


class SD3TextEncoder2(SDXLTextEncoder2):
    def __init__(self):
        super().__init__()

    @staticmethod
    def state_dict_converter():
        return SD3TextEncoder2StateDictConverter()


class SD3TextEncoder3(T5EncoderModel):
    def __init__(self):
        config = T5Config(
            _name_or_path = ".",
            architectures = ["T5EncoderModel"],
            classifier_dropout = 0.0,
            d_ff = 10240,
            d_kv = 64,
            d_model = 4096,
            decoder_start_token_id = 0,
            dense_act_fn = "gelu_new",
            dropout_rate = 0.1,
            eos_token_id = 1,
            feed_forward_proj = "gated-gelu",
            initializer_factor = 1.0,
            is_encoder_decoder = True,
            is_gated_act = True,
            layer_norm_epsilon = 1e-06,
            model_type = "t5",
            num_decoder_layers = 24,
            num_heads = 64,
            num_layers = 24,
            output_past = True,
            pad_token_id = 0,
            relative_attention_max_distance = 128,
            relative_attention_num_buckets = 32,
            tie_word_embeddings = False,
            torch_dtype = torch.float16,
            transformers_version = "4.41.2",
            use_cache = True,
            vocab_size = 32128
        )
        super().__init__(config)
        self.eval()

    def forward(self, input_ids):
        outputs = super().forward(input_ids=input_ids)
        prompt_emb = outputs.last_hidden_state
        return prompt_emb
    
    @staticmethod
    def state_dict_converter():
        return SD3TextEncoder3StateDictConverter()



class SD3TextEncoder1StateDictConverter:
    def __init__(self):
        pass

    def from_diffusers(self, state_dict):
        rename_dict = {
            "text_model.embeddings.token_embedding.weight": "token_embedding.weight",
            "text_model.embeddings.position_embedding.weight": "position_embeds",
            "text_model.final_layer_norm.weight": "final_layer_norm.weight",
            "text_model.final_layer_norm.bias": "final_layer_norm.bias",
        }
        attn_rename_dict = {
            "self_attn.q_proj": "attn.to_q",
            "self_attn.k_proj": "attn.to_k",
            "self_attn.v_proj": "attn.to_v",
            "self_attn.out_proj": "attn.to_out",
            "layer_norm1": "layer_norm1",
            "layer_norm2": "layer_norm2",
            "mlp.fc1": "fc1",
            "mlp.fc2": "fc2",
        }
        state_dict_ = {}
        for name in state_dict:
            if name in rename_dict:
                param = state_dict[name]
                if name == "text_model.embeddings.position_embedding.weight":
                    param = param.reshape((1, param.shape[0], param.shape[1]))
                state_dict_[rename_dict[name]] = param
            elif name.startswith("text_model.encoder.layers."):
                param = state_dict[name]
                names = name.split(".")
                layer_id, layer_type, tail = names[3], ".".join(names[4:-1]), names[-1]
                name_ = ".".join(["encoders", layer_id, attn_rename_dict[layer_type], tail])
                state_dict_[name_] = param
        return state_dict_
    
    def from_civitai(self, state_dict):
        rename_dict = {
            "text_encoders.clip_l.transformer.text_model.embeddings.position_embedding.weight": "position_embeds",
            "text_encoders.clip_l.transformer.text_model.embeddings.token_embedding.weight": "token_embedding.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.layer_norm1.bias": "encoders.0.layer_norm1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.layer_norm1.weight": "encoders.0.layer_norm1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.layer_norm2.bias": "encoders.0.layer_norm2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.layer_norm2.weight": "encoders.0.layer_norm2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.mlp.fc1.bias": "encoders.0.fc1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.mlp.fc1.weight": "encoders.0.fc1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.mlp.fc2.bias": "encoders.0.fc2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.mlp.fc2.weight": "encoders.0.fc2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.k_proj.bias": "encoders.0.attn.to_k.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.k_proj.weight": "encoders.0.attn.to_k.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.out_proj.bias": "encoders.0.attn.to_out.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.out_proj.weight": "encoders.0.attn.to_out.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.q_proj.bias": "encoders.0.attn.to_q.bias",
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            "text_encoders.clip_l.transformer.text_model.encoder.layers.0.self_attn.v_proj.bias": "encoders.0.attn.to_v.bias",
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            "text_encoders.clip_l.transformer.text_model.encoder.layers.1.layer_norm1.bias": "encoders.1.layer_norm1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.1.layer_norm1.weight": "encoders.1.layer_norm1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.1.layer_norm2.bias": "encoders.1.layer_norm2.bias",
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            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.layer_norm2.weight": "encoders.6.layer_norm2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.mlp.fc1.bias": "encoders.6.fc1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.mlp.fc1.weight": "encoders.6.fc1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.mlp.fc2.bias": "encoders.6.fc2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.mlp.fc2.weight": "encoders.6.fc2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.k_proj.bias": "encoders.6.attn.to_k.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.k_proj.weight": "encoders.6.attn.to_k.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.out_proj.bias": "encoders.6.attn.to_out.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.out_proj.weight": "encoders.6.attn.to_out.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.q_proj.bias": "encoders.6.attn.to_q.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.q_proj.weight": "encoders.6.attn.to_q.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.v_proj.bias": "encoders.6.attn.to_v.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.6.self_attn.v_proj.weight": "encoders.6.attn.to_v.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.layer_norm1.bias": "encoders.7.layer_norm1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.layer_norm1.weight": "encoders.7.layer_norm1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.layer_norm2.bias": "encoders.7.layer_norm2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.layer_norm2.weight": "encoders.7.layer_norm2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.mlp.fc1.bias": "encoders.7.fc1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.mlp.fc1.weight": "encoders.7.fc1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.mlp.fc2.bias": "encoders.7.fc2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.mlp.fc2.weight": "encoders.7.fc2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.k_proj.bias": "encoders.7.attn.to_k.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.k_proj.weight": "encoders.7.attn.to_k.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.out_proj.bias": "encoders.7.attn.to_out.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.out_proj.weight": "encoders.7.attn.to_out.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.q_proj.bias": "encoders.7.attn.to_q.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.q_proj.weight": "encoders.7.attn.to_q.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.v_proj.bias": "encoders.7.attn.to_v.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.7.self_attn.v_proj.weight": "encoders.7.attn.to_v.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.layer_norm1.bias": "encoders.8.layer_norm1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.layer_norm1.weight": "encoders.8.layer_norm1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.layer_norm2.bias": "encoders.8.layer_norm2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.layer_norm2.weight": "encoders.8.layer_norm2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.mlp.fc1.bias": "encoders.8.fc1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.mlp.fc1.weight": "encoders.8.fc1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.mlp.fc2.bias": "encoders.8.fc2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.mlp.fc2.weight": "encoders.8.fc2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.k_proj.bias": "encoders.8.attn.to_k.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.k_proj.weight": "encoders.8.attn.to_k.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.out_proj.bias": "encoders.8.attn.to_out.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.out_proj.weight": "encoders.8.attn.to_out.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.q_proj.bias": "encoders.8.attn.to_q.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.q_proj.weight": "encoders.8.attn.to_q.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.v_proj.bias": "encoders.8.attn.to_v.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.8.self_attn.v_proj.weight": "encoders.8.attn.to_v.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.layer_norm1.bias": "encoders.9.layer_norm1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.layer_norm1.weight": "encoders.9.layer_norm1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.layer_norm2.bias": "encoders.9.layer_norm2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.layer_norm2.weight": "encoders.9.layer_norm2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.mlp.fc1.bias": "encoders.9.fc1.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.mlp.fc1.weight": "encoders.9.fc1.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.mlp.fc2.bias": "encoders.9.fc2.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.mlp.fc2.weight": "encoders.9.fc2.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.k_proj.bias": "encoders.9.attn.to_k.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.k_proj.weight": "encoders.9.attn.to_k.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.out_proj.bias": "encoders.9.attn.to_out.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.out_proj.weight": "encoders.9.attn.to_out.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.q_proj.bias": "encoders.9.attn.to_q.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.q_proj.weight": "encoders.9.attn.to_q.weight",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.v_proj.bias": "encoders.9.attn.to_v.bias",
            "text_encoders.clip_l.transformer.text_model.encoder.layers.9.self_attn.v_proj.weight": "encoders.9.attn.to_v.weight",
            "text_encoders.clip_l.transformer.text_model.final_layer_norm.bias": "final_layer_norm.bias",
            "text_encoders.clip_l.transformer.text_model.final_layer_norm.weight": "final_layer_norm.weight",
        }
        state_dict_ = {}
        for name in state_dict:
            if name in rename_dict:
                param = state_dict[name]
                if name == "text_encoders.clip_l.transformer.text_model.embeddings.position_embedding.weight":
                    param = param.reshape((1, param.shape[0], param.shape[1]))
                state_dict_[rename_dict[name]] = param
        return state_dict_
    


class SD3TextEncoder2StateDictConverter(SDXLTextEncoder2StateDictConverter):
    def __init__(self):
        pass

    def from_diffusers(self, state_dict):
        return super().from_diffusers(state_dict)
    
    def from_civitai(self, state_dict):
        rename_dict = {
            "text_encoders.clip_g.transformer.text_model.embeddings.position_embedding.weight": "position_embeds",
            "text_encoders.clip_g.transformer.text_model.embeddings.token_embedding.weight": "token_embedding.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.layer_norm1.bias": "encoders.0.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.layer_norm1.weight": "encoders.0.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.layer_norm2.bias": "encoders.0.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.layer_norm2.weight": "encoders.0.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.mlp.fc1.bias": "encoders.0.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.mlp.fc1.weight": "encoders.0.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.mlp.fc2.bias": "encoders.0.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.mlp.fc2.weight": "encoders.0.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.k_proj.bias": "encoders.0.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.k_proj.weight": "encoders.0.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.out_proj.bias": "encoders.0.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.out_proj.weight": "encoders.0.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.q_proj.bias": "encoders.0.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.q_proj.weight": "encoders.0.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.v_proj.bias": "encoders.0.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.0.self_attn.v_proj.weight": "encoders.0.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.layer_norm1.bias": "encoders.1.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.layer_norm1.weight": "encoders.1.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.layer_norm2.bias": "encoders.1.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.layer_norm2.weight": "encoders.1.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.mlp.fc1.bias": "encoders.1.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.mlp.fc1.weight": "encoders.1.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.mlp.fc2.bias": "encoders.1.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.mlp.fc2.weight": "encoders.1.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.k_proj.bias": "encoders.1.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.k_proj.weight": "encoders.1.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.out_proj.bias": "encoders.1.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.out_proj.weight": "encoders.1.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.q_proj.bias": "encoders.1.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.q_proj.weight": "encoders.1.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.v_proj.bias": "encoders.1.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.1.self_attn.v_proj.weight": "encoders.1.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.layer_norm1.bias": "encoders.10.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.layer_norm1.weight": "encoders.10.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.layer_norm2.bias": "encoders.10.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.layer_norm2.weight": "encoders.10.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.mlp.fc1.bias": "encoders.10.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.mlp.fc1.weight": "encoders.10.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.mlp.fc2.bias": "encoders.10.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.mlp.fc2.weight": "encoders.10.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.k_proj.bias": "encoders.10.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.k_proj.weight": "encoders.10.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.out_proj.bias": "encoders.10.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.out_proj.weight": "encoders.10.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.q_proj.bias": "encoders.10.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.q_proj.weight": "encoders.10.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.v_proj.bias": "encoders.10.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.10.self_attn.v_proj.weight": "encoders.10.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.layer_norm1.bias": "encoders.11.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.layer_norm1.weight": "encoders.11.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.layer_norm2.bias": "encoders.11.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.layer_norm2.weight": "encoders.11.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.mlp.fc1.bias": "encoders.11.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.mlp.fc1.weight": "encoders.11.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.mlp.fc2.bias": "encoders.11.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.mlp.fc2.weight": "encoders.11.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.k_proj.bias": "encoders.11.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.k_proj.weight": "encoders.11.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.out_proj.bias": "encoders.11.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.out_proj.weight": "encoders.11.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.q_proj.bias": "encoders.11.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.q_proj.weight": "encoders.11.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.v_proj.bias": "encoders.11.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.11.self_attn.v_proj.weight": "encoders.11.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.layer_norm1.bias": "encoders.12.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.layer_norm1.weight": "encoders.12.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.layer_norm2.bias": "encoders.12.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.layer_norm2.weight": "encoders.12.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.mlp.fc1.bias": "encoders.12.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.mlp.fc1.weight": "encoders.12.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.mlp.fc2.bias": "encoders.12.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.mlp.fc2.weight": "encoders.12.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.k_proj.bias": "encoders.12.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.k_proj.weight": "encoders.12.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.out_proj.bias": "encoders.12.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.out_proj.weight": "encoders.12.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.q_proj.bias": "encoders.12.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.q_proj.weight": "encoders.12.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.v_proj.bias": "encoders.12.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.12.self_attn.v_proj.weight": "encoders.12.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.layer_norm1.bias": "encoders.13.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.layer_norm1.weight": "encoders.13.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.layer_norm2.bias": "encoders.13.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.layer_norm2.weight": "encoders.13.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.mlp.fc1.bias": "encoders.13.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.mlp.fc1.weight": "encoders.13.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.mlp.fc2.bias": "encoders.13.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.mlp.fc2.weight": "encoders.13.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.13.self_attn.k_proj.bias": "encoders.13.attn.to_k.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.k_proj.weight": "encoders.31.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.out_proj.bias": "encoders.31.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.out_proj.weight": "encoders.31.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.q_proj.bias": "encoders.31.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.q_proj.weight": "encoders.31.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.v_proj.bias": "encoders.31.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.31.self_attn.v_proj.weight": "encoders.31.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.layer_norm1.bias": "encoders.4.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.layer_norm1.weight": "encoders.4.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.layer_norm2.bias": "encoders.4.layer_norm2.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.mlp.fc1.bias": "encoders.4.fc1.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.mlp.fc2.bias": "encoders.4.fc2.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.self_attn.q_proj.weight": "encoders.4.attn.to_q.weight",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.4.self_attn.v_proj.weight": "encoders.4.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.layer_norm1.bias": "encoders.5.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.layer_norm1.weight": "encoders.5.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.layer_norm2.bias": "encoders.5.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.layer_norm2.weight": "encoders.5.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.mlp.fc1.bias": "encoders.5.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.mlp.fc1.weight": "encoders.5.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.mlp.fc2.bias": "encoders.5.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.mlp.fc2.weight": "encoders.5.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.self_attn.k_proj.bias": "encoders.5.attn.to_k.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.self_attn.v_proj.bias": "encoders.5.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.5.self_attn.v_proj.weight": "encoders.5.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.layer_norm1.bias": "encoders.6.layer_norm1.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.mlp.fc2.bias": "encoders.6.fc2.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.k_proj.bias": "encoders.6.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.k_proj.weight": "encoders.6.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.out_proj.bias": "encoders.6.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.out_proj.weight": "encoders.6.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.q_proj.bias": "encoders.6.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.q_proj.weight": "encoders.6.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.v_proj.bias": "encoders.6.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.6.self_attn.v_proj.weight": "encoders.6.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.layer_norm1.bias": "encoders.7.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.layer_norm1.weight": "encoders.7.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.layer_norm2.bias": "encoders.7.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.layer_norm2.weight": "encoders.7.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.mlp.fc1.bias": "encoders.7.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.mlp.fc1.weight": "encoders.7.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.mlp.fc2.bias": "encoders.7.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.mlp.fc2.weight": "encoders.7.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.k_proj.bias": "encoders.7.attn.to_k.bias",
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            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.out_proj.weight": "encoders.7.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.q_proj.bias": "encoders.7.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.q_proj.weight": "encoders.7.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.v_proj.bias": "encoders.7.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.7.self_attn.v_proj.weight": "encoders.7.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.layer_norm1.bias": "encoders.8.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.layer_norm1.weight": "encoders.8.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.layer_norm2.bias": "encoders.8.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.layer_norm2.weight": "encoders.8.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.mlp.fc1.bias": "encoders.8.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.mlp.fc1.weight": "encoders.8.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.mlp.fc2.bias": "encoders.8.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.mlp.fc2.weight": "encoders.8.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.k_proj.bias": "encoders.8.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.k_proj.weight": "encoders.8.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.out_proj.bias": "encoders.8.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.out_proj.weight": "encoders.8.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.q_proj.bias": "encoders.8.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.q_proj.weight": "encoders.8.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.v_proj.bias": "encoders.8.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.8.self_attn.v_proj.weight": "encoders.8.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.layer_norm1.bias": "encoders.9.layer_norm1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.layer_norm1.weight": "encoders.9.layer_norm1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.layer_norm2.bias": "encoders.9.layer_norm2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.layer_norm2.weight": "encoders.9.layer_norm2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.mlp.fc1.bias": "encoders.9.fc1.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.mlp.fc1.weight": "encoders.9.fc1.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.mlp.fc2.bias": "encoders.9.fc2.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.mlp.fc2.weight": "encoders.9.fc2.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.k_proj.bias": "encoders.9.attn.to_k.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.k_proj.weight": "encoders.9.attn.to_k.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.out_proj.bias": "encoders.9.attn.to_out.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.out_proj.weight": "encoders.9.attn.to_out.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.q_proj.bias": "encoders.9.attn.to_q.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.q_proj.weight": "encoders.9.attn.to_q.weight",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.v_proj.bias": "encoders.9.attn.to_v.bias",
            "text_encoders.clip_g.transformer.text_model.encoder.layers.9.self_attn.v_proj.weight": "encoders.9.attn.to_v.weight",
            "text_encoders.clip_g.transformer.text_model.final_layer_norm.bias": "final_layer_norm.bias",
            "text_encoders.clip_g.transformer.text_model.final_layer_norm.weight": "final_layer_norm.weight",
            "text_encoders.clip_g.transformer.text_projection.weight": "text_projection.weight",
        }
        state_dict_ = {}
        for name in state_dict:
            if name in rename_dict:
                param = state_dict[name]
                if name == "text_encoders.clip_g.transformer.text_model.embeddings.position_embedding.weight":
                    param = param.reshape((1, param.shape[0], param.shape[1]))
                state_dict_[rename_dict[name]] = param
        return state_dict_



class SD3TextEncoder3StateDictConverter():
    def __init__(self):
        pass

    def from_diffusers(self, state_dict):
        state_dict_ = state_dict
        return state_dict_
    
    def from_civitai(self, state_dict):
        prefix = "text_encoders.t5xxl.transformer."
        state_dict_ = {name[len(prefix):]: param for name, param in state_dict.items() if name.startswith(prefix)}
        if len(state_dict_) > 0:
            return self.from_diffusers(state_dict_)
        name_list = [
            "encoder.block.0.layer.0.SelfAttention.k.weight",
            "encoder.block.0.layer.0.SelfAttention.o.weight",
            "encoder.block.0.layer.0.SelfAttention.q.weight",
            "encoder.block.0.layer.0.SelfAttention.relative_attention_bias.weight",
            "encoder.block.0.layer.0.SelfAttention.v.weight",
            "encoder.block.0.layer.0.layer_norm.weight",
            "encoder.block.0.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.0.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.0.layer.1.DenseReluDense.wo.weight",
            "encoder.block.0.layer.1.layer_norm.weight",
            "encoder.block.1.layer.0.SelfAttention.k.weight",
            "encoder.block.1.layer.0.SelfAttention.o.weight",
            "encoder.block.1.layer.0.SelfAttention.q.weight",
            "encoder.block.1.layer.0.SelfAttention.v.weight",
            "encoder.block.1.layer.0.layer_norm.weight",
            "encoder.block.1.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.1.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.1.layer.1.DenseReluDense.wo.weight",
            "encoder.block.1.layer.1.layer_norm.weight",
            "encoder.block.10.layer.0.SelfAttention.k.weight",
            "encoder.block.10.layer.0.SelfAttention.o.weight",
            "encoder.block.10.layer.0.SelfAttention.q.weight",
            "encoder.block.10.layer.0.SelfAttention.v.weight",
            "encoder.block.10.layer.0.layer_norm.weight",
            "encoder.block.10.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.10.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.10.layer.1.DenseReluDense.wo.weight",
            "encoder.block.10.layer.1.layer_norm.weight",
            "encoder.block.11.layer.0.SelfAttention.k.weight",
            "encoder.block.11.layer.0.SelfAttention.o.weight",
            "encoder.block.11.layer.0.SelfAttention.q.weight",
            "encoder.block.11.layer.0.SelfAttention.v.weight",
            "encoder.block.11.layer.0.layer_norm.weight",
            "encoder.block.11.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.11.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.11.layer.1.DenseReluDense.wo.weight",
            "encoder.block.11.layer.1.layer_norm.weight",
            "encoder.block.12.layer.0.SelfAttention.k.weight",
            "encoder.block.12.layer.0.SelfAttention.o.weight",
            "encoder.block.12.layer.0.SelfAttention.q.weight",
            "encoder.block.12.layer.0.SelfAttention.v.weight",
            "encoder.block.12.layer.0.layer_norm.weight",
            "encoder.block.12.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.12.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.12.layer.1.DenseReluDense.wo.weight",
            "encoder.block.12.layer.1.layer_norm.weight",
            "encoder.block.13.layer.0.SelfAttention.k.weight",
            "encoder.block.13.layer.0.SelfAttention.o.weight",
            "encoder.block.13.layer.0.SelfAttention.q.weight",
            "encoder.block.13.layer.0.SelfAttention.v.weight",
            "encoder.block.13.layer.0.layer_norm.weight",
            "encoder.block.13.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.13.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.13.layer.1.DenseReluDense.wo.weight",
            "encoder.block.13.layer.1.layer_norm.weight",
            "encoder.block.14.layer.0.SelfAttention.k.weight",
            "encoder.block.14.layer.0.SelfAttention.o.weight",
            "encoder.block.14.layer.0.SelfAttention.q.weight",
            "encoder.block.14.layer.0.SelfAttention.v.weight",
            "encoder.block.14.layer.0.layer_norm.weight",
            "encoder.block.14.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.14.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.14.layer.1.DenseReluDense.wo.weight",
            "encoder.block.14.layer.1.layer_norm.weight",
            "encoder.block.15.layer.0.SelfAttention.k.weight",
            "encoder.block.15.layer.0.SelfAttention.o.weight",
            "encoder.block.15.layer.0.SelfAttention.q.weight",
            "encoder.block.15.layer.0.SelfAttention.v.weight",
            "encoder.block.15.layer.0.layer_norm.weight",
            "encoder.block.15.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.15.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.15.layer.1.DenseReluDense.wo.weight",
            "encoder.block.15.layer.1.layer_norm.weight",
            "encoder.block.16.layer.0.SelfAttention.k.weight",
            "encoder.block.16.layer.0.SelfAttention.o.weight",
            "encoder.block.16.layer.0.SelfAttention.q.weight",
            "encoder.block.16.layer.0.SelfAttention.v.weight",
            "encoder.block.16.layer.0.layer_norm.weight",
            "encoder.block.16.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.16.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.16.layer.1.DenseReluDense.wo.weight",
            "encoder.block.16.layer.1.layer_norm.weight",
            "encoder.block.17.layer.0.SelfAttention.k.weight",
            "encoder.block.17.layer.0.SelfAttention.o.weight",
            "encoder.block.17.layer.0.SelfAttention.q.weight",
            "encoder.block.17.layer.0.SelfAttention.v.weight",
            "encoder.block.17.layer.0.layer_norm.weight",
            "encoder.block.17.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.17.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.17.layer.1.DenseReluDense.wo.weight",
            "encoder.block.17.layer.1.layer_norm.weight",
            "encoder.block.18.layer.0.SelfAttention.k.weight",
            "encoder.block.18.layer.0.SelfAttention.o.weight",
            "encoder.block.18.layer.0.SelfAttention.q.weight",
            "encoder.block.18.layer.0.SelfAttention.v.weight",
            "encoder.block.18.layer.0.layer_norm.weight",
            "encoder.block.18.layer.1.DenseReluDense.wi_0.weight",
            "encoder.block.18.layer.1.DenseReluDense.wi_1.weight",
            "encoder.block.18.layer.1.DenseReluDense.wo.weight",
            "encoder.block.18.layer.1.layer_norm.weight",
            "encoder.block.19.layer.0.SelfAttention.k.weight",
            "encoder.block.19.layer.0.SelfAttention.o.weight",
            "encoder.block.19.layer.0.SelfAttention.q.weight",
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        state_dict_ = {}
        for name, param in state_dict.items():
            if name in name_list:
                state_dict_[name] = param
        return state_dict_