File size: 7,645 Bytes
5923142
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
{
  "model_id": "m16",
  "checkpoint": "results/m16/final.pt",
  "trained_step": 15258,
  "total_params": 290034688,
  "active_params": 139039744,
  "flops_per_forward": 278079488.0,
  "val_loss": 3.45664686858654,
  "val_perplexity": 31.710468678414106,
  "bits_per_token": 4.986887295414166,
  "ppl_tokens_evaluated": 655360,
  "prefill_tok_per_sec": 57482.46046879679,
  "inference_tok_per_sec": 41.88420904730769,
  "inference_tok_per_sec_kvcache": 70.19531699040982,
  "kvcache_speedup": 1.6759375093158637,
  "gen_tokens": 128,
  "peak_infer_vram_gb": 1.754,
  "peak_train_vram_gb": 4.338,
  "closeness_answer_ppl": 14.486,
  "closeness_hit_rate": 0.65,
  "closeness_token_f1": 0.064,
  "closeness_n": 20,
  "closeness_items": [
    {
      "prompt": "The capital of France is",
      "answer": " Paris",
      "generated": " Paris, and the capital of",
      "answer_nll": 1.6583,
      "answer_ppl": 5.25,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The capital of Japan is",
      "answer": " Tokyo",
      "generated": " Tokyo.\nThe city is",
      "answer_nll": 1.607,
      "answer_ppl": 4.988,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The largest planet in the solar system is",
      "answer": " Jupiter",
      "generated": " Jupiter, which is about the",
      "answer_nll": 1.1213,
      "answer_ppl": 3.069,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "Water is made of hydrogen and",
      "answer": " oxygen",
      "generated": " oxygen.\nThe hydrogen is",
      "answer_nll": 0.3562,
      "answer_ppl": 1.428,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The opposite of hot is",
      "answer": " cold",
      "generated": " cold, and the cold is",
      "answer_nll": 1.8448,
      "answer_ppl": 6.327,
      "hit": true,
      "token_f1": 0.333
    },
    {
      "prompt": "The opposite of up is",
      "answer": " down",
      "generated": " the fact that the two are",
      "answer_nll": 7.4933,
      "answer_ppl": 1795.958,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "Two plus two equals",
      "answer": " four",
      "generated": " two.\n- The ratio",
      "answer_nll": 3.8241,
      "answer_ppl": 45.792,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "The sun rises in the",
      "answer": " east",
      "generated": " east and sets in the west",
      "answer_nll": 1.4976,
      "answer_ppl": 4.471,
      "hit": true,
      "token_f1": 0.286
    },
    {
      "prompt": "The first president of the United States was George",
      "answer": " Washington",
      "generated": " Washington, who was born in",
      "answer_nll": 0.1429,
      "answer_ppl": 1.154,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The speed of light is approximately 300,000 kilometers per",
      "answer": " second",
      "generated": " second.\nThe speed of",
      "answer_nll": 0.0854,
      "answer_ppl": 1.089,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "A triangle has three",
      "answer": " sides",
      "generated": " sides, and the sides of",
      "answer_nll": 0.6984,
      "answer_ppl": 2.011,
      "hit": true,
      "token_f1": 0.333
    },
    {
      "prompt": "The chemical symbol for gold is",
      "answer": " Au",
      "generated": " gold. Gold is a precious",
      "answer_nll": 5.97,
      "answer_ppl": 391.516,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "The freezing point of water in Celsius is",
      "answer": " zero",
      "generated": " the freezing point of water in",
      "answer_nll": 6.6724,
      "answer_ppl": 790.297,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "The author of Romeo and Juliet is William",
      "answer": " Shakespeare",
      "generated": " Shakespeare.\nThe author of",
      "answer_nll": 0.7232,
      "answer_ppl": 2.061,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The Earth revolves around the",
      "answer": " Sun",
      "generated": " Sun, and the Earth is",
      "answer_nll": 0.5369,
      "answer_ppl": 1.711,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The plural of mouse is",
      "answer": " mice",
      "generated": " a word that is used to",
      "answer_nll": 5.9564,
      "answer_ppl": 386.222,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "Photosynthesis occurs in the",
      "answer": " leaves",
      "generated": " form of photosynthesis.\n",
      "answer_nll": 5.4259,
      "answer_ppl": 227.222,
      "hit": false,
      "token_f1": 0.0
    },
    {
      "prompt": "The human heart pumps",
      "answer": " blood",
      "generated": " blood through the body, and",
      "answer_nll": 1.5057,
      "answer_ppl": 4.507,
      "hit": true,
      "token_f1": 0.333
    },
    {
      "prompt": "The currency used in the United States is the",
      "answer": " dollar",
      "generated": " U.S. dollar.",
      "answer_nll": 3.8917,
      "answer_ppl": 48.992,
      "hit": true,
      "token_f1": 0.0
    },
    {
      "prompt": "The tallest animal in the world is the",
      "answer": " giraffe",
      "generated": " elephant.\nThe elephant is",
      "answer_nll": 2.4518,
      "answer_ppl": 11.609,
      "hit": false,
      "token_f1": 0.0
    }
  ],
  "moe/aux_loss": 0.12057399628683925,
  "moe/routing_entropy": 0.9932721691826979,
  "moe/max_load_frac": 0.1440912882486979,
  "moe/expert_0_prob": 0.12709741964936255,
  "moe/expert_1_prob": 0.12377416417002678,
  "moe/expert_2_prob": 0.12426500096917152,
  "moe/expert_3_prob": 0.10939359031617642,
  "moe/expert_4_prob": 0.13168378099799155,
  "moe/expert_5_prob": 0.13501964434981345,
  "moe/expert_6_prob": 0.12264941483736039,
  "moe/expert_7_prob": 0.1261169958859682,
  "generation_samples": {
    "The most important thing about sleep is": "The most important thing about sleep is that it\u2019s a combination of many things.\n- It\u2019s not a matter of a single event.\n- It\u2019s about getting the right amount of sleep each night.\n- It\u2019s about the right amount of sleep each night.\n- It can",
    "Scientists have discovered that": "Scientists have discovered that, in many ways, the human brain is actually a computer that is \"wired\" to \"learn\" to become a computer.\n\"These findings are the first of many to have a positive impact on how we think about the way we think about computers, how we understand how computers work, and",
    "In the history of mathematics,": "In the history of mathematics, the term arithmetic began to be used as a synonym for arithmetic.\nThe word \u201calgebra\u201d has its origins in the Greek word \u201calgebra,\u201d (plus, minus) meaning problem solving. The term algebra is from the Greek word algebra, or \u201cal",
    "Python code for prime number": "Python code for prime number to 5 decimal number. However, the program does have two solutions for prime and prime operations. One is for prime numbers (25) and the other for prime numbers (50).\nThe program can be run in almost any programming language. It includes both the\n- Python library (which allows for",
    "The best way to learn a new language is": "The best way to learn a new language is to learn it in a fun and fun way. When you are learning a language, you should have a wide variety of skills and tools. You should be able to read a language without having to master the language in your head. Learning a new language is a great way to learn new things.\n"
  }
}