Hugging Face's logo

keepsloading
/
icml_repro_scratch

Text Generation
Transformers
Safetensors
English
qwen3
long-context
sparse-attention
aha
l2a-style
reproducibility
conversational
text-generation-inference
Model card Files
xet
 Community
icml_repro_scratch
File size: 4,169 Bytes
1ade3b4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "definition": "hard AHA gate zeros / all token x KV-head x layer decisions, token-weighted over prefill and decode",
  "router_granularity": "token",
  "native_router_decisions": 25272464,
  "effective_router_decisions": 202179712,
  "native_router_note": "Native decisions count learned gate logits before broadcast; effective decisions always use token x KV-head x layer for matched sparsity.",
  "sparse_decisions": 15539856,
  "total_decisions": 202179712,
  "sparsity": 0.07686159924889002,
  "full_attention_usage": 0.92313840075111,
  "per_layer": {
    "0": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "1": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "2": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "3": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "4": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "5": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "6": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "7": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "8": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "9": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "10": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "11": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "12": {
      "sparse_decisions": 0,
      "total_decisions": 7220704,
      "sparsity": 0.0
    },
    "13": {
      "sparse_decisions": 432,
      "total_decisions": 7220704,
      "sparsity": 5.982796137329546e-05
    },
    "14": {
      "sparse_decisions": 3544,
      "total_decisions": 7220704,
      "sparsity": 0.000490810868303146
    },
    "15": {
      "sparse_decisions": 378032,
      "total_decisions": 7220704,
      "sparsity": 0.05235389790247599
    },
    "16": {
      "sparse_decisions": 1952,
      "total_decisions": 7220704,
      "sparsity": 0.00027033375139044616
    },
    "17": {
      "sparse_decisions": 131768,
      "total_decisions": 7220704,
      "sparsity": 0.01824863614406573
    },
    "18": {
      "sparse_decisions": 33576,
      "total_decisions": 7220704,
      "sparsity": 0.004649962108957797
    },
    "19": {
      "sparse_decisions": 64112,
      "total_decisions": 7220704,
      "sparsity": 0.008878912637881292
    },
    "20": {
      "sparse_decisions": 123288,
      "total_decisions": 7220704,
      "sparsity": 0.017074235420812153
    },
    "21": {
      "sparse_decisions": 287688,
      "total_decisions": 7220704,
      "sparsity": 0.039842098498982924
    },
    "22": {
      "sparse_decisions": 1334864,
      "total_decisions": 7220704,
      "sparsity": 0.18486618479306172
    },
    "23": {
      "sparse_decisions": 3498784,
      "total_decisions": 7220704,
      "sparsity": 0.48454887501274113
    },
    "24": {
      "sparse_decisions": 1545728,
      "total_decisions": 7220704,
      "sparsity": 0.2140688774944936
    },
    "25": {
      "sparse_decisions": 860456,
      "total_decisions": 7220704,
      "sparsity": 0.11916511187828777
    },
    "26": {
      "sparse_decisions": 56296,
      "total_decisions": 7220704,
      "sparsity": 0.007796469707108892
    },
    "27": {
      "sparse_decisions": 7219336,
      "total_decisions": 7220704,
      "sparsity": 0.9998105447889846
    }
  },
  "by_phase": {
    "decode": {
      "sparse_decisions": 270424,
      "total_decisions": 2947840,
      "sparsity": 0.09173632218844985,
      "full_attention_usage": 0.9082636778115502
    },
    "prefill": {
      "sparse_decisions": 15269432,
      "total_decisions": 199231872,
      "sparsity": 0.07664151245840826,
      "full_attention_usage": 0.9233584875415918
    }
  }
}