Hugging Face's logo

1024m
/
Phi-3.5-MoE-4bit-fp4

Safetensors
phimoe
custom_code
4-bit precision
bitsandbytes
Model card Files Community
Phi-3.5-MoE-4bit-fp4
File size: 5,080 Bytes 
62e7be0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
 
{
  "_name_or_path": "microsoft/Phi-3.5-MoE-instruct",
  "architectures": [
    "PhiMoEForCausalLM"
  ],
  "attention_bias": true,
  "attention_dropout": 0.0,
  "auto_map": {
    "AutoConfig": "microsoft/Phi-3.5-MoE-instruct--configuration_phimoe.PhiMoEConfig",
    "AutoModelForCausalLM": "microsoft/Phi-3.5-MoE-instruct--modeling_phimoe.PhiMoEForCausalLM"
  },
  "bos_token_id": 1,
  "eos_token_id": 32000,
  "hidden_act": "silu",
  "hidden_dropout": 0.0,
  "hidden_size": 4096,
  "initializer_range": 0.02,
  "input_jitter_noise": 0.01,
  "intermediate_size": 6400,
  "lm_head_bias": true,
  "max_position_embeddings": 131072,
  "model_type": "phimoe",
  "num_attention_heads": 32,
  "num_experts_per_tok": 2,
  "num_hidden_layers": 32,
  "num_key_value_heads": 8,
  "num_local_experts": 16,
  "original_max_position_embeddings": 4096,
  "output_router_logits": false,
  "quantization_config": {
    "_load_in_4bit": true,
    "_load_in_8bit": false,
    "bnb_4bit_compute_dtype": "bfloat16",
    "bnb_4bit_quant_storage": "uint8",
    "bnb_4bit_quant_type": "fp4",
    "bnb_4bit_use_double_quant": true,
    "llm_int8_enable_fp32_cpu_offload": false,
    "llm_int8_has_fp16_weight": false,
    "llm_int8_skip_modules": null,
    "llm_int8_threshold": 6.0,
    "load_in_4bit": true,
    "load_in_8bit": false,
    "quant_method": "bitsandbytes"
  },
  "rms_norm_eps": 1e-05,
  "rope_scaling": {
    "long_factor": [
      1.0199999809265137,
      1.0299999713897705,
      1.0399999618530273,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.059999942779541,
      1.059999942779541,
      1.059999942779541,
      1.059999942779541,
      1.059999942779541,
      1.059999942779541,
      1.0999999046325684,
      1.1799999475479126,
      1.1799999475479126,
      1.3700000047683716,
      1.4899998903274536,
      2.109999895095825,
      2.8899998664855957,
      3.9499998092651367,
      4.299999713897705,
      6.429999828338623,
      8.09000015258789,
      10.690000534057617,
      12.050000190734863,
      18.229999542236328,
      18.84000015258789,
      19.899999618530273,
      21.420000076293945,
      26.200000762939453,
      34.28000259399414,
      34.590003967285156,
      38.730003356933594,
      40.22000503540039,
      42.54000473022461,
      44.000003814697266,
      47.590003967285156,
      54.750003814697266,
      56.19000244140625,
      57.44000244140625,
      57.4900016784668,
      61.20000076293945,
      61.540000915527344,
      61.75,
      61.779998779296875,
      62.06999969482422,
      63.11000061035156,
      63.43000030517578,
      63.560001373291016,
      63.71000289916992,
      63.92000198364258,
      63.94000244140625,
      63.94000244140625,
      63.96000289916992,
      63.980003356933594,
      64.0300064086914,
      64.0300064086914,
      64.0300064086914,
      64.04000854492188,
      64.10000610351562,
      64.19000244140625,
      64.20999908447266,
      64.75,
      64.95999908447266
    ],
    "long_mscale": 1.243163121016122,
    "original_max_position_embeddings": 4096,
    "short_factor": [
      1.0,
      1.0399999618530273,
      1.0399999618530273,
      1.0399999618530273,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.0499999523162842,
      1.059999942779541,
      1.059999942779541,
      1.0699999332427979,
      1.0699999332427979,
      1.0699999332427979,
      1.0699999332427979,
      1.1399999856948853,
      1.159999966621399,
      1.159999966621399,
      1.159999966621399,
      1.159999966621399,
      1.1799999475479126,
      1.1999999284744263,
      1.3199999332427979,
      1.3399999141693115,
      1.3499999046325684,
      1.3999998569488525,
      1.4799998998641968,
      1.4999998807907104,
      1.589999794960022,
      1.6499998569488525,
      1.71999990940094,
      1.8999998569488525,
      1.9099998474121094,
      1.9099998474121094,
      1.9899998903274536,
      1.9999998807907104,
      1.9999998807907104,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.009999990463257,
      2.0999999046325684,
      2.319999933242798,
      2.419999837875366,
      2.5899999141693115,
      2.7899999618530273
    ],
    "short_mscale": 1.243163121016122,
    "type": "longrope"
  },
  "rope_theta": 10000.0,
  "router_aux_loss_coef": 0.0,
  "router_jitter_noise": 0.01,
  "sliding_window": 131072,
  "tie_word_embeddings": false,
  "torch_dtype": "float16",
  "transformers_version": "4.42.4",
  "use_cache": true,
  "vocab_size": 32064
}