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  1. config.json +0 -72
  2. configuration_deepseek.py +0 -210
  3. generation_config.json +0 -8
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config.json DELETED
@@ -1,72 +0,0 @@
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- {
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- "_name_or_path": "/home/ubuntu/datasets/models/DeepSeek-V3-bf16-2",
3
- "architectures": [
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- "DeepseekV3ForCausalLM"
5
- ],
6
- "attention_bias": false,
7
- "attention_dropout": 0.0,
8
- "auto_map": {
9
- "AutoConfig": "configuration_deepseek.DeepseekV3Config",
10
- "AutoModel": "modeling_deepseek.DeepseekV3Model",
11
- "AutoModelForCausalLM": "modeling_deepseek.DeepseekV3ForCausalLM"
12
- },
13
- "aux_loss_alpha": 0.001,
14
- "bos_token_id": 0,
15
- "eos_token_id": 1,
16
- "ep_size": 1,
17
- "first_k_dense_replace": 3,
18
- "hidden_act": "silu",
19
- "hidden_size": 7168,
20
- "initializer_range": 0.02,
21
- "intermediate_size": 18432,
22
- "kv_lora_rank": 512,
23
- "max_position_embeddings": 163840,
24
- "model_type": "deepseek_v3",
25
- "moe_intermediate_size": 2048,
26
- "moe_layer_freq": 1,
27
- "n_group": 8,
28
- "n_routed_experts": 256,
29
- "n_shared_experts": 1,
30
- "norm_topk_prob": true,
31
- "num_attention_heads": 128,
32
- "num_experts_per_tok": 8,
33
- "num_hidden_layers": 61,
34
- "num_key_value_heads": 128,
35
- "num_nextn_predict_layers": 1,
36
- "pretraining_tp": 1,
37
- "q_lora_rank": 1536,
38
- "qk_nope_head_dim": 128,
39
- "qk_rope_head_dim": 64,
40
- "quantization_config": {
41
- "bits": 4,
42
- "group_size": 128,
43
- "modules_to_not_convert": [
44
- "self_attn.kv_a_proj_with_mqa"
45
- ],
46
- "quant_method": "awq",
47
- "version": "gemm",
48
- "zero_point": true
49
- },
50
- "rms_norm_eps": 1e-06,
51
- "rope_scaling": {
52
- "beta_fast": 32,
53
- "beta_slow": 1,
54
- "factor": 40,
55
- "mscale": 1.0,
56
- "mscale_all_dim": 1.0,
57
- "original_max_position_embeddings": 4096,
58
- "type": "yarn"
59
- },
60
- "rope_theta": 10000,
61
- "routed_scaling_factor": 2.5,
62
- "scoring_func": "sigmoid",
63
- "seq_aux": true,
64
- "tie_word_embeddings": false,
65
- "topk_group": 4,
66
- "topk_method": "noaux_tc",
67
- "torch_dtype": "float16",
68
- "transformers_version": "4.48.0.dev0",
69
- "use_cache": false,
70
- "v_head_dim": 128,
71
- "vocab_size": 129280
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
configuration_deepseek.py DELETED
@@ -1,210 +0,0 @@
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- from transformers.configuration_utils import PretrainedConfig
2
- from transformers.utils import logging
3
-
4
- logger = logging.get_logger(__name__)
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-
6
- DEEPSEEK_PRETRAINED_CONFIG_ARCHIVE_MAP = {}
7
- class DeepseekV3Config(PretrainedConfig):
8
- r"""
9
- This is the configuration class to store the configuration of a [`DeepseekV3Model`]. It is used to instantiate an DeepSeek
10
- model according to the specified arguments, defining the model architecture. Instantiating a configuration with the
11
- defaults will yield a similar configuration to that of the DeepSeek-V3.
12
-
13
- Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the
14
- documentation from [`PretrainedConfig`] for more information.
15
-
16
-
17
- Args:
18
- vocab_size (`int`, *optional*, defaults to 129280):
19
- Vocabulary size of the Deep model. Defines the number of different tokens that can be represented by the
20
- `inputs_ids` passed when calling [`DeepseekV3Model`]
21
- hidden_size (`int`, *optional*, defaults to 4096):
22
- Dimension of the hidden representations.
23
- intermediate_size (`int`, *optional*, defaults to 11008):
24
- Dimension of the MLP representations.
25
- moe_intermediate_size (`int`, *optional*, defaults to 1407):
26
- Dimension of the MoE representations.
27
- num_hidden_layers (`int`, *optional*, defaults to 32):
28
- Number of hidden layers in the Transformer decoder.
29
- num_nextn_predict_layers (`int`, *optional*, defaults to 1):
30
- Number of nextn predict layers in the DeepSeekV3 Model.
31
- num_attention_heads (`int`, *optional*, defaults to 32):
32
- Number of attention heads for each attention layer in the Transformer decoder.
33
- n_shared_experts (`int`, *optional*, defaults to None):
34
- Number of shared experts, None means dense model.
35
- n_routed_experts (`int`, *optional*, defaults to None):
36
- Number of routed experts, None means dense model.
37
- routed_scaling_factor (`float`, *optional*, defaults to 1.0):
38
- Scaling factor or routed experts.
39
- topk_method (`str`, *optional*, defaults to `gready`):
40
- Topk method used in routed gate.
41
- n_group (`int`, *optional*, defaults to None):
42
- Number of groups for routed experts.
43
- topk_group (`int`, *optional*, defaults to None):
44
- Number of selected groups for each token(for each token, ensuring the selected experts is only within `topk_group` groups).
45
- num_experts_per_tok (`int`, *optional*, defaults to None):
46
- Number of selected experts, None means dense model.
47
- moe_layer_freq (`int`, *optional*, defaults to 1):
48
- The frequency of the MoE layer: one expert layer for every `moe_layer_freq - 1` dense layers.
49
- first_k_dense_replace (`int`, *optional*, defaults to 0):
50
- Number of dense layers in shallow layers(embed->dense->dense->...->dense->moe->moe...->lm_head).
51
- \--k dense layers--/
52
- norm_topk_prob (`bool`, *optional*, defaults to False):
53
- Whether to normalize the weights of the routed experts.
54
- scoring_func (`str`, *optional*, defaults to 'softmax'):
55
- Method of computing expert weights.
56
- aux_loss_alpha (`float`, *optional*, defaults to 0.001):
57
- Auxiliary loss weight coefficient.
58
- seq_aux = (`bool`, *optional*, defaults to True):
59
- Whether to compute the auxiliary loss for each individual sample.
60
- num_key_value_heads (`int`, *optional*):
61
- This is the number of key_value heads that should be used to implement Grouped Query Attention. If
62
- `num_key_value_heads=num_attention_heads`, the model will use Multi Head Attention (MHA), if
63
- `num_key_value_heads=1 the model will use Multi Query Attention (MQA) otherwise GQA is used. When
64
- converting a multi-head checkpoint to a GQA checkpoint, each group key and value head should be constructed
65
- by meanpooling all the original heads within that group. For more details checkout [this
66
- paper](https://arxiv.org/pdf/2305.13245.pdf). If it is not specified, will default to
67
- `num_attention_heads`.
68
- hidden_act (`str` or `function`, *optional*, defaults to `"silu"`):
69
- The non-linear activation function (function or string) in the decoder.
70
- max_position_embeddings (`int`, *optional*, defaults to 2048):
71
- The maximum sequence length that this model might ever be used with.
72
- initializer_range (`float`, *optional*, defaults to 0.02):
73
- The standard deviation of the truncated_normal_initializer for initializing all weight matrices.
74
- rms_norm_eps (`float`, *optional*, defaults to 1e-06):
75
- The epsilon used by the rms normalization layers.
76
- use_cache (`bool`, *optional*, defaults to `True`):
77
- Whether or not the model should return the last key/values attentions (not used by all models). Only
78
- relevant if `config.is_decoder=True`.
79
- pad_token_id (`int`, *optional*):
80
- Padding token id.
81
- bos_token_id (`int`, *optional*, defaults to 1):
82
- Beginning of stream token id.
83
- eos_token_id (`int`, *optional*, defaults to 2):
84
- End of stream token id.
85
- pretraining_tp (`int`, *optional*, defaults to 1):
86
- Experimental feature. Tensor parallelism rank used during pretraining. Please refer to [this
87
- document](https://huggingface.co/docs/transformers/parallelism) to understand more about it. This value is
88
- necessary to ensure exact reproducibility of the pretraining results. Please refer to [this
89
- issue](https://github.com/pytorch/pytorch/issues/76232).
90
- tie_word_embeddings (`bool`, *optional*, defaults to `False`):
91
- Whether to tie weight embeddings
92
- rope_theta (`float`, *optional*, defaults to 10000.0):
93
- The base period of the RoPE embeddings.
94
- rope_scaling (`Dict`, *optional*):
95
- Dictionary containing the scaling configuration for the RoPE embeddings. Currently supports two scaling
96
- strategies: linear and dynamic. Their scaling factor must be a float greater than 1. The expected format is
97
- `{"type": strategy name, "factor": scaling factor}`. When using this flag, don't update
98
- `max_position_embeddings` to the expected new maximum.
99
- attention_bias (`bool`, defaults to `False`, *optional*, defaults to `False`):
100
- Whether to use a bias in the query, key, value and output projection layers during self-attention.
101
- attention_dropout (`float`, *optional*, defaults to 0.0):
102
- The dropout ratio for the attention probabilities.
103
-
104
- ```python
105
- >>> from transformers import DeepseekV3Model, DeepseekV3Config
106
-
107
- >>> # Initializing a Deepseek-V3 style configuration
108
- >>> configuration = DeepseekV3Config()
109
-
110
- >>> # Accessing the model configuration
111
- >>> configuration = model.config
112
- ```"""
113
-
114
- model_type = "deepseek_v3"
115
- keys_to_ignore_at_inference = ["past_key_values"]
116
-
117
- def __init__(
118
- self,
119
- vocab_size=129280,
120
- hidden_size=7168,
121
- intermediate_size=18432,
122
- moe_intermediate_size = 2048,
123
- num_hidden_layers=61,
124
- num_nextn_predict_layers=1,
125
- num_attention_heads=128,
126
- num_key_value_heads=128,
127
- n_shared_experts = 1,
128
- n_routed_experts = 256,
129
- ep_size = 1,
130
- routed_scaling_factor = 2.5,
131
- kv_lora_rank = 512,
132
- q_lora_rank = 1536,
133
- qk_rope_head_dim = 64,
134
- v_head_dim = 128,
135
- qk_nope_head_dim = 128,
136
- topk_method = 'noaux_tc',
137
- n_group = 8,
138
- topk_group = 4,
139
- num_experts_per_tok = 8,
140
- moe_layer_freq = 1,
141
- first_k_dense_replace = 3,
142
- norm_topk_prob = True,
143
- scoring_func = 'sigmoid',
144
- aux_loss_alpha = 0.001,
145
- seq_aux = True,
146
- hidden_act="silu",
147
- max_position_embeddings=4096,
148
- initializer_range=0.02,
149
- rms_norm_eps=1e-6,
150
- use_cache=True,
151
- pad_token_id=None,
152
- bos_token_id=0,
153
- eos_token_id=1,
154
- pretraining_tp=1,
155
- tie_word_embeddings=False,
156
- rope_theta=10000.0,
157
- rope_scaling=None,
158
- attention_bias=False,
159
- attention_dropout=0.0,
160
- **kwargs,
161
- ):
162
- self.vocab_size = vocab_size
163
- self.max_position_embeddings = max_position_embeddings
164
- self.hidden_size = hidden_size
165
- self.intermediate_size = intermediate_size
166
- self.moe_intermediate_size = moe_intermediate_size
167
- self.num_hidden_layers = num_hidden_layers
168
- self.num_nextn_predict_layers = num_nextn_predict_layers
169
- self.num_attention_heads = num_attention_heads
170
- self.n_shared_experts = n_shared_experts
171
- self.n_routed_experts = n_routed_experts
172
- self.ep_size = ep_size
173
- self.routed_scaling_factor = routed_scaling_factor
174
- self.kv_lora_rank = kv_lora_rank
175
- self.q_lora_rank = q_lora_rank
176
- self.qk_rope_head_dim = qk_rope_head_dim
177
- self.v_head_dim = v_head_dim
178
- self.qk_nope_head_dim = qk_nope_head_dim
179
- self.topk_method = topk_method
180
- self.n_group = n_group
181
- self.topk_group = topk_group
182
- self.num_experts_per_tok = num_experts_per_tok
183
- self.moe_layer_freq = moe_layer_freq
184
- self.first_k_dense_replace = first_k_dense_replace
185
- self.norm_topk_prob = norm_topk_prob
186
- self.scoring_func = scoring_func
187
- self.aux_loss_alpha = aux_loss_alpha
188
- self.seq_aux = seq_aux
189
- # for backward compatibility
190
- if num_key_value_heads is None:
191
- num_key_value_heads = num_attention_heads
192
-
193
- 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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@@ -1,8 +0,0 @@
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- "use_cache": false
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