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import copy |
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from internvl.model.internlm2.configuration_internlm2 import InternLM2Config |
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from internvl.model.phi3.configuration_phi3 import Phi3Config |
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from transformers import AutoConfig, LlamaConfig, Qwen2Config |
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from transformers.configuration_utils import PretrainedConfig |
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from transformers.utils import logging |
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from .configuration_intern_vit import InternVisionConfig |
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logger = logging.get_logger(__name__) |
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class InternVLChatConfig(PretrainedConfig): |
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model_type = 'internvl_chat' |
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is_composition = True |
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def __init__( |
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self, |
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vision_config=None, |
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llm_config=None, |
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use_backbone_lora=0, |
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use_llm_lora=0, |
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pad2square=False, |
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select_layer=-1, |
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force_image_size=None, |
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downsample_ratio=0.5, |
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template=None, |
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dynamic_image_size=False, |
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use_thumbnail=False, |
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ps_version='v1', |
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min_dynamic_patch=1, |
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max_dynamic_patch=6, |
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min_num_frame=4, |
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max_num_frame=20, |
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compress_seq=False, |
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attn_type=None, |
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posid_type=None, |
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group_list=None, |
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chunk_num=1, |
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interaction=True, |
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rope_pos_id_version='default', |
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rope_pos_id_stride=None, |
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img_emb_down_sample_ratio=None, |
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**kwargs): |
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super().__init__(**kwargs) |
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if vision_config is None: |
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vision_config = {} |
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logger.info('vision_config is None. Initializing the InternVisionConfig with default values.') |
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if llm_config is None: |
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llm_config = {} |
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logger.info('llm_config is None. Initializing the LlamaConfig config with default values (`LlamaConfig`).') |
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self.vision_config = InternVisionConfig(**vision_config) |
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if llm_config['architectures'][0] == 'LlamaForCausalLM': |
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self.llm_config = LlamaConfig(**llm_config) |
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elif llm_config['architectures'][0] == 'InternLM2ForCausalLM': |
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self.llm_config = InternLM2Config(**llm_config) |
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elif llm_config['architectures'][0] == 'Phi3ForCausalLM': |
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self.llm_config = Phi3Config(**llm_config) |
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elif llm_config['architectures'][0] == 'Qwen2ForCausalLM': |
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self.llm_config = Qwen2Config(**llm_config) |
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else: |
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raise ValueError('Unsupported architecture: {}'.format(llm_config['architectures'][0])) |
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self.use_backbone_lora = use_backbone_lora |
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self.use_llm_lora = use_llm_lora |
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self.pad2square = pad2square |
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self.select_layer = select_layer |
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self.force_image_size = force_image_size |
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self.downsample_ratio = downsample_ratio |
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self.template = template |
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self.dynamic_image_size = dynamic_image_size |
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self.use_thumbnail = use_thumbnail |
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self.ps_version = ps_version |
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self.min_dynamic_patch = min_dynamic_patch |
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self.max_dynamic_patch = max_dynamic_patch |
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self.min_num_frame = min_num_frame |
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self.max_num_frame = max_num_frame |
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self.compress_seq = compress_seq |
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self.attn_type=attn_type |
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self.posid_type = posid_type |
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self.group_list = group_list |
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self.chunk_num = chunk_num |
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self.interaction = interaction |
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self.rope_pos_id_version = rope_pos_id_version |
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self.rope_pos_id_stride = rope_pos_id_stride |
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self.img_emb_down_sample_ratio = img_emb_down_sample_ratio |
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logger.info(f'vision_select_layer: {self.select_layer}') |
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logger.info(f'ps_version: {self.ps_version}') |
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logger.info(f'min_dynamic_patch: {self.min_dynamic_patch}') |
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logger.info(f'max_dynamic_patch: {self.max_dynamic_patch}') |
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logger.info(f'img_emb_down_sample_ratio: {self.img_emb_down_sample_ratio}') |
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def to_dict(self): |
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""" |
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Serializes this instance to a Python dictionary. Override the default [`~PretrainedConfig.to_dict`]. |
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Returns: |
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`Dict[str, any]`: Dictionary of all the attributes that make up this configuration instance, |
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""" |
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output = copy.deepcopy(self.__dict__) |
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output['vision_config'] = self.vision_config.to_dict() |
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output['llm_config'] = self.llm_config.to_dict() |
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output['model_type'] = self.__class__.model_type |
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output['use_backbone_lora'] = self.use_backbone_lora |
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output['use_llm_lora'] = self.use_llm_lora |
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output['pad2square'] = self.pad2square |
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output['select_layer'] = self.select_layer |
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output['force_image_size'] = self.force_image_size |
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output['downsample_ratio'] = self.downsample_ratio |
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output['template'] = self.template |
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output['dynamic_image_size'] = self.dynamic_image_size |
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output['use_thumbnail'] = self.use_thumbnail |
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output['ps_version'] = self.ps_version |
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output['min_dynamic_patch'] = self.min_dynamic_patch |
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output['max_dynamic_patch'] = self.max_dynamic_patch |
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output['rope_pos_id_version'] = self.rope_pos_id_version |
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output['rope_pos_id_stride'] = self.rope_pos_id_stride |
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output['img_emb_down_sample_ratio'] = self.img_emb_down_sample_ratio |
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output['min_num_frame'] = self.min_num_frame |
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output['max_num_frame'] = self.max_num_frame |
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return output |
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