PEFT
Safetensors
lora
kv-cache
File size: 6,779 Bytes
4eefcba
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
{
  "base_model": "Qwen/Qwen3-8B",
  "base_revision": "b968826d9c46dd6066d109eabc6255188de91218",
  "checkpoint_sha256": "c11034fea2a42e6b3a0e8ca1252cafa5e9e7419b2b750bd8308952e22bc36fbc",
  "method": "kveraser",
  "seed": 42,
  "dtype": "bf16",
  "attn_backend": "sdpa",
  "placement": "single_gpu",
  "warmup_samples": 3,
  "online_timing": "Erasing, query replay, and generation; excludes loading and initial prefill.",
  "environment": {
    "cuda": "12.4",
    "devices": {
      "0": {
        "name": "NVIDIA RTX 6000 Ada Generation",
        "total_bytes": 50951487488
      }
    },
    "peft": "0.18.0",
    "python": "3.10.20",
    "torch": "2.6.0+cu124",
    "transformers": "4.57.6"
  },
  "results": {
    "eval/niah/ctx32000": {
      "em": 0.99,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 546727936,
          "allocated_before_bytes": 21184952320,
          "online_peak_allocated_bytes": 21731680256,
          "sample_peak_allocated_bytes": 24601723904
        }
      },
      "mean_generated_tokens": 8.03,
      "online_time_s": {
        "mean": 0.5142248917417601,
        "p50": 0.5102429335238412,
        "p95": 0.5300618196662981,
        "total": 51.42248917417601
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/2wiki/default": {
      "em": 0.9069767441860465,
      "f1": 0.9163482834994462,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 268969472,
          "allocated_before_bytes": 18794143232,
          "online_peak_allocated_bytes": 19063112704,
          "sample_peak_allocated_bytes": 20474419712
        }
      },
      "mean_generated_tokens": 7.531976744186046,
      "online_time_s": {
        "mean": 0.3682723147667698,
        "p50": 0.4042185049620457,
        "p95": 0.49807005331385873,
        "total": 126.68567627976881
      },
      "samples": 344,
      "tokens_to_generate": 32
    },
    "eval/musique/default": {
      "em": 0.8466666666666667,
      "f1": 0.8667089947089949,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 272650752,
          "allocated_before_bytes": 18801221120,
          "online_peak_allocated_bytes": 19072865280,
          "sample_peak_allocated_bytes": 20484922880
        }
      },
      "mean_generated_tokens": 5.156666666666666,
      "online_time_s": {
        "mean": 0.2802521892004491,
        "p50": 0.26830165553838015,
        "p95": 0.3870559116388904,
        "total": 84.07565676013473
      },
      "samples": 300,
      "tokens_to_generate": 32
    },
    "eval/niah/ctx16000": {
      "em": 1.0,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 281001984,
          "allocated_before_bytes": 18824815616,
          "online_peak_allocated_bytes": 19105817600,
          "sample_peak_allocated_bytes": 20527882752
        }
      },
      "mean_generated_tokens": 8.0,
      "online_time_s": {
        "mean": 0.4066749042732408,
        "p50": 0.40496365050785244,
        "p95": 0.4213551172724692,
        "total": 40.66749042732408
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/bfcl/default": {
      "em": 0.85,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 515848704,
          "allocated_before_bytes": 21069217792,
          "online_peak_allocated_bytes": 21585066496,
          "sample_peak_allocated_bytes": 24401938432
        }
      },
      "mean_generated_tokens": 3.7,
      "online_time_s": {
        "mean": 0.2751596597000025,
        "p50": 0.26906770549248904,
        "p95": 0.35671693200129084,
        "total": 27.515965970000252
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/iirc/default": {
      "em": 0.9157303370786517,
      "f1": 0.9245585874799357,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 270984192,
          "allocated_before_bytes": 18805350400,
          "online_peak_allocated_bytes": 19076334592,
          "sample_peak_allocated_bytes": 20494448640
        }
      },
      "mean_generated_tokens": 4.617977528089888,
      "online_time_s": {
        "mean": 0.2729848635430694,
        "p50": 0.24699980198056437,
        "p95": 0.46759864510095217,
        "total": 48.59130571066635
      },
      "samples": 178,
      "tokens_to_generate": 32
    },
    "eval/niah/ctx8000": {
      "em": 1.0,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 147274240,
          "allocated_before_bytes": 17649986048,
          "online_peak_allocated_bytes": 17793384960,
          "sample_peak_allocated_bytes": 18499313152
        }
      },
      "mean_generated_tokens": 8.0,
      "online_time_s": {
        "mean": 0.3958572719770018,
        "p50": 0.39497024498996325,
        "p95": 0.40763832080410795,
        "total": 39.58572719770018
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/niah/ctx4000": {
      "em": 1.0,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 78681600,
          "allocated_before_bytes": 17059311104,
          "online_peak_allocated_bytes": 17135731200,
          "sample_peak_allocated_bytes": 17479739904
        }
      },
      "mean_generated_tokens": 8.0,
      "online_time_s": {
        "mean": 0.3570333040604601,
        "p50": 0.35512368800118566,
        "p95": 0.3695398859825218,
        "total": 35.70333040604601
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/niah/ctx2000": {
      "em": 1.0,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 47998464,
          "allocated_before_bytes": 16761558528,
          "online_peak_allocated_bytes": 16809556992,
          "sample_peak_allocated_bytes": 16965440000
        }
      },
      "mean_generated_tokens": 8.0,
      "online_time_s": {
        "mean": 0.35657244847039693,
        "p50": 0.3525064610003028,
        "p95": 0.3720976054901257,
        "total": 35.65724484703969
      },
      "samples": 100,
      "tokens_to_generate": 32
    },
    "eval/niah/ctx1000": {
      "em": 1.0,
      "f1": null,
      "gpu_memory": {
        "0": {
          "additional_peak_bytes": 29080064,
          "allocated_before_bytes": 16616574976,
          "online_peak_allocated_bytes": 16643975168,
          "sample_peak_allocated_bytes": 16717585408
        }
      },
      "mean_generated_tokens": 8.0,
      "online_time_s": {
        "mean": 0.3563199064537184,
        "p50": 0.3537737209990155,
        "p95": 0.3704430579848122,
        "total": 35.63199064537184
      },
      "samples": 100,
      "tokens_to_generate": 32
    }
  }
}