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- config.json +0 -72
- configuration_deepseek.py +0 -210
- generation_config.json +0 -8
- model-00001-of-00074.safetensors +0 -3
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config.json
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{
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"_name_or_path": "/home/ubuntu/datasets/models/DeepSeek-V3-bf16-2",
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"architectures": [
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"DeepseekV3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"auto_map": {
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"AutoConfig": "configuration_deepseek.DeepseekV3Config",
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"AutoModel": "modeling_deepseek.DeepseekV3Model",
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"AutoModelForCausalLM": "modeling_deepseek.DeepseekV3ForCausalLM"
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},
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"aux_loss_alpha": 0.001,
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"bos_token_id": 0,
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"eos_token_id": 1,
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"ep_size": 1,
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"first_k_dense_replace": 3,
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"hidden_act": "silu",
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"hidden_size": 7168,
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"initializer_range": 0.02,
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"intermediate_size": 18432,
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"kv_lora_rank": 512,
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"max_position_embeddings": 163840,
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"model_type": "deepseek_v3",
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"moe_intermediate_size": 2048,
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"moe_layer_freq": 1,
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"n_group": 8,
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"n_routed_experts": 256,
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"n_shared_experts": 1,
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"norm_topk_prob": true,
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"num_attention_heads": 128,
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"num_experts_per_tok": 8,
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"num_hidden_layers": 61,
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"num_key_value_heads": 128,
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"num_nextn_predict_layers": 1,
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"pretraining_tp": 1,
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"q_lora_rank": 1536,
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"qk_nope_head_dim": 128,
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"qk_rope_head_dim": 64,
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"quantization_config": {
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"bits": 4,
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"group_size": 128,
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"modules_to_not_convert": [
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"self_attn.kv_a_proj_with_mqa"
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],
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"quant_method": "awq",
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"version": "gemm",
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"zero_point": true
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},
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"rms_norm_eps": 1e-06,
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"rope_scaling": {
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"beta_fast": 32,
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"beta_slow": 1,
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"factor": 40,
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"mscale": 1.0,
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"mscale_all_dim": 1.0,
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"original_max_position_embeddings": 4096,
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"type": "yarn"
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},
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"rope_theta": 10000,
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"routed_scaling_factor": 2.5,
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"scoring_func": "sigmoid",
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"seq_aux": true,
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"tie_word_embeddings": false,
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"topk_group": 4,
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"topk_method": "noaux_tc",
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"torch_dtype": "float16",
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"transformers_version": "4.48.0.dev0",
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"use_cache": false,
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"v_head_dim": 128,
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"vocab_size": 129280
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}
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configuration_deepseek.py
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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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DEEPSEEK_PRETRAINED_CONFIG_ARCHIVE_MAP = {}
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class DeepseekV3Config(PretrainedConfig):
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r"""
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This is the configuration class to store the configuration of a [`DeepseekV3Model`]. It is used to instantiate an DeepSeek
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model according to the specified arguments, defining the model architecture. Instantiating a configuration with the
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defaults will yield a similar configuration to that of the DeepSeek-V3.
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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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vocab_size (`int`, *optional*, defaults to 129280):
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Vocabulary size of the Deep model. Defines the number of different tokens that can be represented by the
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`inputs_ids` passed when calling [`DeepseekV3Model`]
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hidden_size (`int`, *optional*, defaults to 4096):
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Dimension of the hidden representations.
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intermediate_size (`int`, *optional*, defaults to 11008):
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Dimension of the MLP representations.
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moe_intermediate_size (`int`, *optional*, defaults to 1407):
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Dimension of the MoE representations.
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num_hidden_layers (`int`, *optional*, defaults to 32):
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Number of hidden layers in the Transformer decoder.
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num_nextn_predict_layers (`int`, *optional*, defaults to 1):
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Number of nextn predict layers in the DeepSeekV3 Model.
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num_attention_heads (`int`, *optional*, defaults to 32):
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Number of attention heads for each attention layer in the Transformer decoder.
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n_shared_experts (`int`, *optional*, defaults to None):
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Number of shared experts, None means dense model.
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n_routed_experts (`int`, *optional*, defaults to None):
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Number of routed experts, None means dense model.
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routed_scaling_factor (`float`, *optional*, defaults to 1.0):
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Scaling factor or routed experts.
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topk_method (`str`, *optional*, defaults to `gready`):
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Topk method used in routed gate.
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n_group (`int`, *optional*, defaults to None):
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Number of groups for routed experts.
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topk_group (`int`, *optional*, defaults to None):
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Number of selected groups for each token(for each token, ensuring the selected experts is only within `topk_group` groups).
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num_experts_per_tok (`int`, *optional*, defaults to None):
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Number of selected experts, None means dense model.
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moe_layer_freq (`int`, *optional*, defaults to 1):
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The frequency of the MoE layer: one expert layer for every `moe_layer_freq - 1` dense layers.
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first_k_dense_replace (`int`, *optional*, defaults to 0):
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Number of dense layers in shallow layers(embed->dense->dense->...->dense->moe->moe...->lm_head).
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\--k dense layers--/
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norm_topk_prob (`bool`, *optional*, defaults to False):
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Whether to normalize the weights of the routed experts.
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scoring_func (`str`, *optional*, defaults to 'softmax'):
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Method of computing expert weights.
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aux_loss_alpha (`float`, *optional*, defaults to 0.001):
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Auxiliary loss weight coefficient.
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seq_aux = (`bool`, *optional*, defaults to True):
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Whether to compute the auxiliary loss for each individual sample.
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num_key_value_heads (`int`, *optional*):
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This is the number of key_value heads that should be used to implement Grouped Query Attention. If
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`num_key_value_heads=num_attention_heads`, the model will use Multi Head Attention (MHA), if
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`num_key_value_heads=1 the model will use Multi Query Attention (MQA) otherwise GQA is used. When
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converting a multi-head checkpoint to a GQA checkpoint, each group key and value head should be constructed
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by meanpooling all the original heads within that group. For more details checkout [this
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paper](https://arxiv.org/pdf/2305.13245.pdf). If it is not specified, will default to
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`num_attention_heads`.
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hidden_act (`str` or `function`, *optional*, defaults to `"silu"`):
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The non-linear activation function (function or string) in the decoder.
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max_position_embeddings (`int`, *optional*, defaults to 2048):
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The maximum sequence length that this model might ever be used with.
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initializer_range (`float`, *optional*, defaults to 0.02):
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The standard deviation of the truncated_normal_initializer for initializing all weight matrices.
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rms_norm_eps (`float`, *optional*, defaults to 1e-06):
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The epsilon used by the rms normalization layers.
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use_cache (`bool`, *optional*, defaults to `True`):
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Whether or not the model should return the last key/values attentions (not used by all models). Only
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relevant if `config.is_decoder=True`.
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pad_token_id (`int`, *optional*):
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Padding token id.
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bos_token_id (`int`, *optional*, defaults to 1):
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Beginning of stream token id.
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eos_token_id (`int`, *optional*, defaults to 2):
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End of stream token id.
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pretraining_tp (`int`, *optional*, defaults to 1):
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Experimental feature. Tensor parallelism rank used during pretraining. Please refer to [this
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document](https://huggingface.co/docs/transformers/parallelism) to understand more about it. This value is
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necessary to ensure exact reproducibility of the pretraining results. Please refer to [this
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issue](https://github.com/pytorch/pytorch/issues/76232).
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tie_word_embeddings (`bool`, *optional*, defaults to `False`):
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Whether to tie weight embeddings
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rope_theta (`float`, *optional*, defaults to 10000.0):
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The base period of the RoPE embeddings.
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rope_scaling (`Dict`, *optional*):
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Dictionary containing the scaling configuration for the RoPE embeddings. Currently supports two scaling
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strategies: linear and dynamic. Their scaling factor must be a float greater than 1. The expected format is
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`{"type": strategy name, "factor": scaling factor}`. When using this flag, don't update
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`max_position_embeddings` to the expected new maximum.
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attention_bias (`bool`, defaults to `False`, *optional*, defaults to `False`):
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Whether to use a bias in the query, key, value and output projection layers during self-attention.
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attention_dropout (`float`, *optional*, defaults to 0.0):
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The dropout ratio for the attention probabilities.
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```python
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>>> from transformers import DeepseekV3Model, DeepseekV3Config
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>>> # Initializing a Deepseek-V3 style configuration
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>>> configuration = DeepseekV3Config()
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>>> # Accessing the model configuration
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>>> configuration = model.config
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```"""
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model_type = "deepseek_v3"
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keys_to_ignore_at_inference = ["past_key_values"]
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def __init__(
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self,
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vocab_size=129280,
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hidden_size=7168,
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intermediate_size=18432,
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moe_intermediate_size = 2048,
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num_hidden_layers=61,
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num_nextn_predict_layers=1,
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num_attention_heads=128,
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num_key_value_heads=128,
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n_shared_experts = 1,
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n_routed_experts = 256,
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ep_size = 1,
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routed_scaling_factor = 2.5,
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kv_lora_rank = 512,
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q_lora_rank = 1536,
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qk_rope_head_dim = 64,
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v_head_dim = 128,
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qk_nope_head_dim = 128,
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topk_method = 'noaux_tc',
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n_group = 8,
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topk_group = 4,
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num_experts_per_tok = 8,
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moe_layer_freq = 1,
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first_k_dense_replace = 3,
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norm_topk_prob = True,
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scoring_func = 'sigmoid',
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aux_loss_alpha = 0.001,
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seq_aux = True,
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hidden_act="silu",
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max_position_embeddings=4096,
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initializer_range=0.02,
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rms_norm_eps=1e-6,
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use_cache=True,
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pad_token_id=None,
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bos_token_id=0,
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eos_token_id=1,
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pretraining_tp=1,
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tie_word_embeddings=False,
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rope_theta=10000.0,
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rope_scaling=None,
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attention_bias=False,
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attention_dropout=0.0,
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**kwargs,
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):
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self.vocab_size = vocab_size
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self.max_position_embeddings = max_position_embeddings
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self.hidden_size = hidden_size
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self.intermediate_size = intermediate_size
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self.moe_intermediate_size = moe_intermediate_size
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self.num_hidden_layers = num_hidden_layers
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self.num_nextn_predict_layers = num_nextn_predict_layers
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self.num_attention_heads = num_attention_heads
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self.n_shared_experts = n_shared_experts
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self.n_routed_experts = n_routed_experts
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self.ep_size = ep_size
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self.routed_scaling_factor = routed_scaling_factor
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self.kv_lora_rank = kv_lora_rank
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self.q_lora_rank = q_lora_rank
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self.qk_rope_head_dim = qk_rope_head_dim
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self.v_head_dim = v_head_dim
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self.qk_nope_head_dim = qk_nope_head_dim
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self.topk_method = topk_method
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self.n_group = n_group
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self.topk_group = topk_group
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self.num_experts_per_tok = num_experts_per_tok
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self.moe_layer_freq = moe_layer_freq
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self.first_k_dense_replace = first_k_dense_replace
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self.norm_topk_prob = norm_topk_prob
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self.scoring_func = scoring_func
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self.aux_loss_alpha = aux_loss_alpha
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self.seq_aux = seq_aux
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# for backward compatibility
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if num_key_value_heads is None:
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num_key_value_heads = num_attention_heads
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| 193 |
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self.num_key_value_heads = num_key_value_heads
|
| 194 |
-
self.hidden_act = hidden_act
|
| 195 |
-
self.initializer_range = initializer_range
|
| 196 |
-
self.rms_norm_eps = rms_norm_eps
|
| 197 |
-
self.pretraining_tp = pretraining_tp
|
| 198 |
-
self.use_cache = use_cache
|
| 199 |
-
self.rope_theta = rope_theta
|
| 200 |
-
self.rope_scaling = rope_scaling
|
| 201 |
-
self.attention_bias = attention_bias
|
| 202 |
-
self.attention_dropout = attention_dropout
|
| 203 |
-
|
| 204 |
-
super().__init__(
|
| 205 |
-
pad_token_id=pad_token_id,
|
| 206 |
-
bos_token_id=bos_token_id,
|
| 207 |
-
eos_token_id=eos_token_id,
|
| 208 |
-
tie_word_embeddings=tie_word_embeddings,
|
| 209 |
-
**kwargs,
|
| 210 |
-
)
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generation_config.json
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