Hugging Face's logo

Datasets:
mkvn
/
quantization-cache-amplification

Modalities:
Document
Tabular
Formats:
json
Languages:
English
Size:
< 1K
Tags:
mixture-of-experts
quantization
llm-inference
systems
moe-routing
expert-offloading
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
quantization-cache-amplification
File size: 2,559 Bytes
6ec9472
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "layers": 16,
  "experts": 64,
  "topk": 8,
  "tokens": 49152,
  "n_slots": 1024,
  "token_working_set": 128,
  "zipf_s": 0.6527289058070496,
  "ws_frac": 0.125,
  "policies": [
    {
      "frac": 0.02,
      "cap": 20,
      "lru": 0.0,
      "static": 0.06245549519856771,
      "hybrid": 0.0494688351949056,
      "analytic_static": 0.062455495198567704,
      "analytic_zipf": 0.11694738567082635
    },
    {
      "frac": 0.05,
      "cap": 51,
      "lru": 0.0,
      "static": 0.13478676478068033,
      "hybrid": 0.10638793309529622,
      "analytic_static": 0.13478676478068036,
      "analytic_zipf": 0.2219950885845816
    },
    {
      "frac": 0.1,
      "cap": 102,
      "lru": 0.0,
      "static": 0.228851318359375,
      "hybrid": 0.183563232421875,
      "analytic_static": 0.228851318359375,
      "analytic_zipf": 0.3324114679054415
    },
    {
      "frac": 0.125,
      "cap": 128,
      "lru": 0.25345611572265625,
      "static": 0.2711273829142253,
      "hybrid": 0.2186457316080729,
      "analytic_static": 0.2711273829142252,
      "analytic_zipf": 0.3760863959531343
    },
    {
      "frac": 0.15,
      "cap": 153,
      "lru": 0.3698643048604329,
      "static": 0.3095962206522624,
      "hybrid": 0.24870061874389648,
      "analytic_static": 0.30959622065226233,
      "analytic_zipf": 0.4127589521127012
    },
    {
      "frac": 0.25,
      "cap": 256,
      "lru": 0.4839518864949544,
      "static": 0.45073652267456055,
      "hybrid": 0.3817426363627116,
      "analytic_static": 0.45073652267456055,
      "analytic_zipf": 0.5342836357250341
    },
    {
      "frac": 0.4,
      "cap": 409,
      "lru": 0.6604461669921875,
      "static": 0.6235604286193848,
      "hybrid": 0.6733926137288412,
      "analytic_static": 0.6235604286193848,
      "analytic_zipf": 0.6665664373136196
    },
    {
      "frac": 0.6,
      "cap": 614,
      "lru": 0.8356102307637533,
      "static": 0.806199868520101,
      "hybrid": 0.8468090693155924,
      "analytic_static": 0.8061998685201008,
      "analytic_zipf": 0.8008694898685313
    },
    {
      "frac": 0.8,
      "cap": 819,
      "lru": 0.9596964518229166,
      "static": 0.9390878677368164,
      "hybrid": 0.9588371912638346,
      "analytic_static": 0.9390878677368164,
      "analytic_zipf": 0.9085847385781042
    }
  ],
  "mae_analytic_static": 2.852656382717416e-17,
  "mae_analytic_zipf": 0.06841874865295161,
  "best_gain_hybrid": 0.183563232421875
}