Upload config
Browse files- config.json +4 -4
- configuration_meralion2.py +76 -0
config.json
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{
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"architectures": [
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"
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],
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"auto_map": {
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"AutoConfig": "
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"AutoModelForSpeechSeq2Seq": "
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},
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"head_dim": 256,
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"hidden_size": 3584,
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"intermediate_size": 14336,
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"model_type": "
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"num_attention_heads": 16,
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"num_hidden_layers": 42,
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"num_key_value_heads": 8,
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{
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"architectures": [
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"MERaLiON2ForConditionalGeneration"
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],
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"auto_map": {
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"AutoConfig": "configuration_meralion2.MERaLiON2Config",
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"AutoModelForSpeechSeq2Seq": "modeling_meralion2.MERaLiON2ForConditionalGeneration"
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},
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"head_dim": 256,
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"hidden_size": 3584,
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"intermediate_size": 14336,
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"model_type": "meralion2",
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"num_attention_heads": 16,
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"num_hidden_layers": 42,
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"num_key_value_heads": 8,
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configuration_meralion2.py
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"""MERaLiON2 model configuration"""
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from transformers import Gemma2Config, WhisperConfig
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from transformers.configuration_utils import PretrainedConfig
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from transformers.utils import logging
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logger = logging.get_logger(__name__)
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class MERaLiON2Config(PretrainedConfig):
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r"""
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This is the configuration class to store the configuration of a [`MERaLiON2ForConditionalGeneration`]. It is used to instantiate an
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MERaLiON2 model according to the specified arguments, defining the model architecture. Instantiating a configuration
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with the defaults will yield a similar configuration to that of the MERaLiON2.
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Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the
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documentation from [`PretrainedConfig`] for more information.
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Args:
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audio_config (`Union[AutoConfig, dict]`, *optional*, defaults to `CLIPVisionConfig`):
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The config object or dictionary of the audio backbone.
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text_config (`Union[AutoConfig, dict]`, *optional*, defaults to `LlamaConfig`):
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The config object or dictionary of the text backbone.
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audio_token_index (`int`, *optional*, defaults to 151646):
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The image token index to encode the image prompt.
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"""
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model_type = "meralion2"
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is_composition = False
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def __init__(
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self,
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speech_config=None,
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text_config=None,
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speech_mlp_scale_factor=15,
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speech_token_index=255999,
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**kwargs,
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):
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if isinstance(speech_config, dict):
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speech_config = WhisperConfig(**speech_config)
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elif speech_config is None:
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speech_config = WhisperConfig(
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d_model=1280,
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encoder_attention_heads=20,
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encoder_ffn_dim=5120,
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encoder_layerdrop=0.0,
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encoder_layers=32,
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num_mel_bins=128,
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max_source_positions=1500,
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scale_embedding=False,
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activation_function="gelu",
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)
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self.speech_config = speech_config
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if isinstance(text_config, dict):
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text_config = Gemma2Config(**text_config)
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elif text_config is None:
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text_config = Gemma2Config()
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self.text_config = text_config
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self.speech_mlp_scale_factor = speech_mlp_scale_factor
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self.speech_token_index = speech_token_index
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self.sliding_window = self.text_config.sliding_window
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self.hidden_size = self.text_config.hidden_size
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self.num_attention_heads = self.text_config.num_attention_heads
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self.num_hidden_layers = self.text_config.num_hidden_layers
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self.num_key_value_heads = self.text_config.num_key_value_heads
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self.head_dim = self.text_config.head_dim
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self.intermediate_size = self.text_config.intermediate_size
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super().__init__(**kwargs)
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