{model}Config类实现模型配置参数的加载,用于初始化模型。它位置不固定,可置于“{llm_path}/atb_llm/models/{model}/flash_causal_{model}.py”文件或为独立文件“{llm_path}/atb_llm/models/{model}/config_{model}.py”。
以InternVL2.5示例如下:
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 | from dataclasses import dataclass from atb_llm.models.base.config import BaseConfig from atb_llm.models.internvl.config_intern_vit import InternVisionConfig from atb_llm.models.internvl.flash_causal_internvl import INTERNLM2_ARCHITECTURE, LLAMA_ARCHITECTURE, QWEN2_ARCHITECTURE from atb_llm.models.internlm2.v2.config_internlm2 import Internlm2Config from atb_llm.models.llama.config_llama import LlamaConfig from atb_llm.models.qwen2.config_qwen2 import Qwen2Config from atb_llm.utils.log.error_code import ErrorCode from atb_llm.utils.log.logging import logger @dataclass class InternvlConfig(BaseConfig): model_type = 'internvl_chat' is_composition = True def __init__(self, vision_config=None, llm_config=None, use_backbone_lora=0, use_llm_lora=0, select_layer=-1, force_image_size=None, downsample_ratio=0.5, template=None, dynamic_image_size=False, use_thumbnail=False, ps_version='v1', min_dynamic_patch=1, max_dynamic_patch=12, **kwargs): llm_config["quantize"] = None llm_config["quantization_config"] = None super().__init__(**llm_config) self.vision_config = InternVisionConfig(**vision_config) llm_model_architectures = llm_config['architectures'][0] if llm_model_architectures == INTERNLM2_ARCHITECTURE: self.llm_config = Internlm2Config(**llm_config) elif llm_model_architectures == LLAMA_ARCHITECTURE: self.llm_config = LlamaConfig(**llm_config) elif llm_model_architectures == QWEN2_ARCHITECTURE: self.llm_config = Qwen2Config(**llm_config) else: error_msg = (f"{llm_model_architectures} is an unsupported architecture, " "check llm_config['architectures'] in config.json, " "currently only InternLM2ForCausalLM, LlamaForCausalLM and Qwen2ForCausalLM are supported.") logger.error(error_msg, ErrorCode.ATB_MODELS_PARAM_OUT_OF_RANGE) raise ValueError(error_msg) self.use_backbone_lora = use_backbone_lora self.use_llm_lora = use_llm_lora self.select_layer = select_layer self.force_image_size = force_image_size self.downsample_ratio = downsample_ratio self.template = template self.dynamic_image_size = dynamic_image_size self.use_thumbnail = use_thumbnail self.ps_version = ps_version # pixel shuffle version self.min_dynamic_patch = min_dynamic_patch self.max_dynamic_patch = max_dynamic_patch |