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AuraFlow model implementation.

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comfyanonymous
2024-07-11 16:51:06 -04:00
parent f45157e3ac
commit 9f291d75b3
12 changed files with 1744 additions and 2 deletions
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22
comfy/text_encoders/aura_t5.py Normal file
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from comfy import sd1_clip
from transformers import LlamaTokenizerFast
import comfy.t5
import os
class PT5XlModel(sd1_clip.SDClipModel):
def __init__(self, device="cpu", layer="last", layer_idx=None, dtype=None):
textmodel_json_config = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_pile_config_xl.json")
super().__init__(device=device, layer=layer, layer_idx=layer_idx, textmodel_json_config=textmodel_json_config, dtype=dtype, special_tokens={"end": 2, "pad": 1}, model_class=comfy.t5.T5, enable_attention_masks=True, zero_out_masked=True)
class PT5XlTokenizer(sd1_clip.SDTokenizer):
def __init__(self, embedding_directory=None):
tokenizer_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "t5_pile_tokenizer")
super().__init__(tokenizer_path, pad_with_end=False, embedding_size=2048, embedding_key='pile_t5xl', tokenizer_class=LlamaTokenizerFast, has_start_token=False, pad_to_max_length=False, max_length=99999999, min_length=256, pad_token=1)
class AuraT5Tokenizer(sd1_clip.SD1Tokenizer):
def __init__(self, embedding_directory=None):
super().__init__(embedding_directory=embedding_directory, clip_name="pile_t5xl", tokenizer=PT5XlTokenizer)
class AuraT5Model(sd1_clip.SD1ClipModel):
def __init__(self, device="cpu", dtype=None, **kwargs):
super().__init__(device=device, dtype=dtype, name="pile_t5xl", clip_model=PT5XlModel, **kwargs)

22
comfy/text_encoders/t5_pile_config_xl.json Normal file
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{
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"d_kv": 64,
"d_model": 2048,
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"dropout_rate": 0.1,
"eos_token_id": 2,
"dense_act_fn": "gelu_pytorch_tanh",
"initializer_factor": 1.0,
"is_encoder_decoder": true,
"is_gated_act": true,
"layer_norm_epsilon": 1e-06,
"model_type": "umt5",
"num_decoder_layers": 24,
"num_heads": 32,
"num_layers": 24,
"output_past": true,
"pad_token_id": 1,
"relative_attention_num_buckets": 32,
"tie_word_embeddings": false,
"vocab_size": 32128
}

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comfy/text_encoders/t5_pile_tokenizer/added_tokens.json Normal file
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comfy/text_encoders/t5_pile_tokenizer/special_tokens_map.json Normal file
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comfy/text_encoders/t5_pile_tokenizer/tokenizer.model Normal file
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comfy/text_encoders/t5_pile_tokenizer/tokenizer_config.json Normal file
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