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Qwen3.6-35B-A3B-GGUF

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imatrix
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  1. .gitattributes +11 -0
  2. IQ3_S/Qwen3.6-35B-A3B-IQ3_S-00001-of-00002.gguf +3 -0
  3. IQ3_S/Qwen3.6-35B-A3B-IQ3_S-00002-of-00002.gguf +3 -0
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  5. IQ4_XS/Qwen3.6-35B-A3B-IQ4_XS-00002-of-00002.gguf +3 -0
  6. Q4_K_M/Qwen3.6-35B-A3B-Q4_K_M-00001-of-00002.gguf +3 -0
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  8. Q5_K_M/Qwen3.6-35B-A3B-Q5_K_M-00001-of-00002.gguf +3 -0
  9. Q5_K_M/Qwen3.6-35B-A3B-Q5_K_M-00002-of-00002.gguf +3 -0
  10. imatrix.gguf +3 -0
  11. kld_data/01_kld_vs_filesize.png +3 -0
  12. kld_data/02_ppl_vs_filesize.png +3 -0
  13. kld_data/aes_sedai/Qwen3.6-35B-A3B-IQ3_S.md +885 -0
  14. kld_data/aes_sedai/Qwen3.6-35B-A3B-IQ4_XS.md +885 -0
  15. kld_data/aes_sedai/Qwen3.6-35B-A3B-Q4_K_M.md +885 -0
  16. kld_data/aes_sedai/Qwen3.6-35B-A3B-Q5_K_M.md +885 -0
  17. kld_data/aes_sedai/Qwen3.6-35B-A3B-Q8_0.md +875 -0
  18. kld_data/llm_quantization_data.csv +6 -0
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1
+ ### Qwen3.6-35B-A3B-IQ3_S (aes_sedai)
2
+
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+ ```txt
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+ /home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Qwen3.6-35B-A3B-BF16-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-IQ3_S.gguf
5
+ ggml_cuda_init: found 8 CUDA devices (Total VRAM: 778000 MiB):
6
+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
7
+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
8
+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
9
+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
10
+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
11
+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
12
+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
13
+ Device 7: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
14
+ common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on
15
+ llama_params_fit_impl: projected memory use with initial parameters [MiB]:
16
+ llama_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3426 used, 93093 free vs. target of 1024
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+ llama_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3303 used, 93250 free vs. target of 1024
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+ llama_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3280 used, 93305 free vs. target of 1024
19
+ llama_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3303 used, 93250 free vs. target of 1024
20
+ llama_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3303 used, 93250 free vs. target of 1024
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+ llama_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3303 used, 93250 free vs. target of 1024
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+ llama_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3280 used, 93305 free vs. target of 1024
23
+ llama_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 10226 used, 86359 free vs. target of 1024
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+ llama_params_fit_impl: projected to use 33427 MiB of device memory vs. 772493 MiB of free device memory
25
+ llama_params_fit_impl: targets for free memory can be met on all devices, no changes needed
26
+ llama_params_fit: successfully fit params to free device memory
27
+ llama_params_fit: fitting params to free memory took 1.25 seconds
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+ llama_model_load_from_file_impl: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free
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+ llama_model_load_from_file_impl: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free
30
+ llama_model_load_from_file_impl: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free
31
+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free
32
+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
33
+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
34
+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
35
+ llama_model_load_from_file_impl: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
36
+ llama_model_loader: loaded meta data with 52 key-value pairs and 733 tensors from /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-IQ3_S.gguf (version GGUF V3 (latest))
37
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
38
+ llama_model_loader: - kv 0: general.architecture str = qwen35moe
39
+ llama_model_loader: - kv 1: general.type str = model
40
+ llama_model_loader: - kv 2: general.sampling.top_k i32 = 20
41
+ llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000
42
+ llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000
43
+ llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B
44
+ llama_model_loader: - kv 6: general.basename str = Qwen3.6
45
+ llama_model_loader: - kv 7: general.size_label str = 35B-A3B
46
+ llama_model_loader: - kv 8: general.license str = apache-2.0
47
+ llama_model_loader: - kv 9: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3...
48
+ llama_model_loader: - kv 10: general.tags arr[str,1] = ["image-text-to-text"]
49
+ llama_model_loader: - kv 11: qwen35moe.block_count u32 = 40
50
+ llama_model_loader: - kv 12: qwen35moe.context_length u32 = 262144
51
+ llama_model_loader: - kv 13: qwen35moe.embedding_length u32 = 2048
52
+ llama_model_loader: - kv 14: qwen35moe.attention.head_count u32 = 16
53
+ llama_model_loader: - kv 15: qwen35moe.attention.head_count_kv u32 = 2
54
+ llama_model_loader: - kv 16: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0]
55
+ llama_model_loader: - kv 17: qwen35moe.rope.freq_base f32 = 10000000.000000
56
+ llama_model_loader: - kv 18: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001
57
+ llama_model_loader: - kv 19: qwen35moe.expert_count u32 = 256
58
+ llama_model_loader: - kv 20: qwen35moe.expert_used_count u32 = 8
59
+ llama_model_loader: - kv 21: qwen35moe.attention.key_length u32 = 256
60
+ llama_model_loader: - kv 22: qwen35moe.attention.value_length u32 = 256
61
+ llama_model_loader: - kv 23: qwen35moe.expert_feed_forward_length u32 = 512
62
+ llama_model_loader: - kv 24: qwen35moe.expert_shared_feed_forward_length u32 = 512
63
+ llama_model_loader: - kv 25: qwen35moe.ssm.conv_kernel u32 = 4
64
+ llama_model_loader: - kv 26: qwen35moe.ssm.state_size u32 = 128
65
+ llama_model_loader: - kv 27: qwen35moe.ssm.group_count u32 = 16
66
+ llama_model_loader: - kv 28: qwen35moe.ssm.time_step_rank u32 = 32
67
+ llama_model_loader: - kv 29: qwen35moe.ssm.inner_size u32 = 4096
68
+ llama_model_loader: - kv 30: qwen35moe.full_attention_interval u32 = 4
69
+ llama_model_loader: - kv 31: qwen35moe.rope.dimension_count u32 = 64
70
+ llama_model_loader: - kv 32: tokenizer.ggml.model str = gpt2
71
+ llama_model_loader: - kv 33: tokenizer.ggml.pre str = qwen35
72
+ llama_model_loader: - kv 34: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ...
73
+ llama_model_loader: - kv 35: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
74
+ llama_model_loader: - kv 36: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
75
+ llama_model_loader: - kv 37: tokenizer.ggml.eos_token_id u32 = 248046
76
+ llama_model_loader: - kv 38: tokenizer.ggml.padding_token_id u32 = 248044
77
+ llama_model_loader: - kv 39: tokenizer.ggml.bos_token_id u32 = 248044
78
+ llama_model_loader: - kv 40: tokenizer.ggml.add_bos_token bool = false
79
+ llama_model_loader: - kv 41: tokenizer.chat_template str = {%- set image_count = namespace(value...
80
+ llama_model_loader: - kv 42: general.quantization_version u32 = 2
81
+ llama_model_loader: - kv 43: general.file_type u32 = 18
82
+ llama_model_loader: - kv 44: MoE_Quantization.ffn_up_exps str = IQ2_S
83
+ llama_model_loader: - kv 45: MoE_Quantization.ffn_gate_exps str = IQ2_S
84
+ llama_model_loader: - kv 46: MoE_Quantization.ffn_down_exps str = IQ3_S
85
+ llama_model_loader: - kv 47: MoE_Quantization.type_default str = Q6_K
86
+ llama_model_loader: - kv 48: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Qwen3.6-35B-A...
87
+ llama_model_loader: - kv 49: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/combined_...
88
+ llama_model_loader: - kv 50: quantize.imatrix.entries_count u32 = 510
89
+ llama_model_loader: - kv 51: quantize.imatrix.chunks_count u32 = 148
90
+ llama_model_loader: - type f32: 331 tensors
91
+ llama_model_loader: - type q6_K: 282 tensors
92
+ llama_model_loader: - type iq3_s: 40 tensors
93
+ llama_model_loader: - type iq2_s: 80 tensors
94
+ print_info: file format = GGUF V3 (latest)
95
+ print_info: file type = Q6_K
96
+ print_info: file size = 12.65 GiB (3.13 BPW)
97
+ load: 0 unused tokens
98
+ load: printing all EOG tokens:
99
+ load: - 248044 ('<|endoftext|>')
100
+ load: - 248046 ('<|im_end|>')
101
+ load: - 248063 ('<|fim_pad|>')
102
+ load: - 248064 ('<|repo_name|>')
103
+ load: - 248065 ('<|file_sep|>')
104
+ load: special tokens cache size = 33
105
+ load: token to piece cache size = 1.7581 MB
106
+ print_info: arch = qwen35moe
107
+ print_info: vocab_only = 0
108
+ print_info: no_alloc = 0
109
+ print_info: n_ctx_train = 262144
110
+ print_info: n_embd = 2048
111
+ print_info: n_embd_inp = 2048
112
+ print_info: n_layer = 40
113
+ print_info: n_head = 16
114
+ print_info: n_head_kv = 2
115
+ print_info: n_rot = 64
116
+ print_info: n_swa = 0
117
+ print_info: is_swa_any = 0
118
+ print_info: n_embd_head_k = 256
119
+ print_info: n_embd_head_v = 256
120
+ print_info: n_gqa = 8
121
+ print_info: n_embd_k_gqa = 512
122
+ print_info: n_embd_v_gqa = 512
123
+ print_info: f_norm_eps = 0.0e+00
124
+ print_info: f_norm_rms_eps = 1.0e-06
125
+ print_info: f_clamp_kqv = 0.0e+00
126
+ print_info: f_max_alibi_bias = 0.0e+00
127
+ print_info: f_logit_scale = 0.0e+00
128
+ print_info: f_attn_scale = 0.0e+00
129
+ print_info: n_ff = 0
130
+ print_info: n_expert = 256
131
+ print_info: n_expert_used = 8
132
+ print_info: n_expert_groups = 0
133
+ print_info: n_group_used = 0
134
+ print_info: causal attn = 1
135
+ print_info: pooling type = -1
136
+ print_info: rope type = 40
137
+ print_info: rope scaling = linear
138
+ print_info: freq_base_train = 10000000.0
139
+ print_info: freq_scale_train = 1
140
+ print_info: n_ctx_orig_yarn = 262144
141
+ print_info: rope_yarn_log_mul = 0.0000
142
+ print_info: rope_finetuned = unknown
143
+ print_info: mrope sections = [11, 11, 10, 0]
144
+ print_info: ssm_d_conv = 4
145
+ print_info: ssm_d_inner = 4096
146
+ print_info: ssm_d_state = 128
147
+ print_info: ssm_dt_rank = 32
148
+ print_info: ssm_n_group = 16
149
+ print_info: ssm_dt_b_c_rms = 0
150
+ print_info: model type = 35B.A3B
151
+ print_info: model params = 34.66 B
152
+ print_info: general.name = Qwen3.6 35B A3B
153
+ print_info: vocab type = BPE
154
+ print_info: n_vocab = 248320
155
+ print_info: n_merges = 247587
156
+ print_info: BOS token = 248044 '<|endoftext|>'
157
+ print_info: EOS token = 248046 '<|im_end|>'
158
+ print_info: EOT token = 248046 '<|im_end|>'
159
+ print_info: PAD token = 248044 '<|endoftext|>'
160
+ print_info: LF token = 198 'Ċ'
161
+ print_info: FIM PRE token = 248060 '<|fim_prefix|>'
162
+ print_info: FIM SUF token = 248062 '<|fim_suffix|>'
163
+ print_info: FIM MID token = 248061 '<|fim_middle|>'
164
+ print_info: FIM PAD token = 248063 '<|fim_pad|>'
165
+ print_info: FIM REP token = 248064 '<|repo_name|>'
166
+ print_info: FIM SEP token = 248065 '<|file_sep|>'
167
+ print_info: EOG token = 248044 '<|endoftext|>'
168
+ print_info: EOG token = 248046 '<|im_end|>'
169
+ print_info: EOG token = 248063 '<|fim_pad|>'
170
+ print_info: EOG token = 248064 '<|repo_name|>'
171
+ print_info: EOG token = 248065 '<|file_sep|>'
172
+ print_info: max token length = 256
173
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
174
+ load_tensors: offloading output layer to GPU
175
+ load_tensors: offloading 39 repeating layers to GPU
176
+ load_tensors: offloaded 41/41 layers to GPU
177
+ load_tensors: CPU_Mapped model buffer size = 397.85 MiB
178
+ load_tensors: CUDA0 model buffer size = 1825.62 MiB
179
+ load_tensors: CUDA1 model buffer size = 1520.46 MiB
180
+ load_tensors: CUDA2 model buffer size = 1515.11 MiB
181
+ load_tensors: CUDA3 model buffer size = 1520.46 MiB
182
+ load_tensors: CUDA4 model buffer size = 1520.46 MiB
183
+ load_tensors: CUDA5 model buffer size = 1520.46 MiB
184
+ load_tensors: CUDA6 model buffer size = 1515.11 MiB
185
+ load_tensors: CUDA7 model buffer size = 1613.16 MiB
186
+ ................................................................................................
187
+ common_init_result: added <|endoftext|> logit bias = -inf
188
+ common_init_result: added <|im_end|> logit bias = -inf
189
+ common_init_result: added <|fim_pad|> logit bias = -inf
190
+ common_init_result: added <|repo_name|> logit bias = -inf
191
+ common_init_result: added <|file_sep|> logit bias = -inf
192
+ llama_context: constructing llama_context
193
+ llama_context: n_seq_max = 16
194
+ llama_context: n_ctx = 8192
195
+ llama_context: n_ctx_seq = 512
196
+ llama_context: n_batch = 8192
197
+ llama_context: n_ubatch = 8192
198
+ llama_context: causal_attn = 1
199
+ llama_context: flash_attn = enabled
200
+ llama_context: kv_unified = false
201
+ llama_context: freq_base = 10000000.0
202
+ llama_context: freq_scale = 1
203
+ llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
204
+ llama_context: CUDA_Host output buffer size = 15.16 MiB
205
+ llama_kv_cache: CUDA0 KV buffer size = 16.00 MiB
206
+ llama_kv_cache: CUDA1 KV buffer size = 16.00 MiB
207
+ llama_kv_cache: CUDA2 KV buffer size = 32.00 MiB
208
+ llama_kv_cache: CUDA3 KV buffer size = 16.00 MiB
209
+ llama_kv_cache: CUDA4 KV buffer size = 16.00 MiB
210
+ llama_kv_cache: CUDA5 KV buffer size = 16.00 MiB
211
+ llama_kv_cache: CUDA6 KV buffer size = 32.00 MiB
212
+ llama_kv_cache: CUDA7 KV buffer size = 16.00 MiB
213
+ llama_kv_cache: size = 160.00 MiB ( 512 cells, 10 layers, 16/16 seqs), K (f16): 80.00 MiB, V (f16): 80.00 MiB
214
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256
215
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256
216
+ llama_memory_recurrent: CUDA0 RS buffer size = 167.50 MiB
217
+ llama_memory_recurrent: CUDA1 RS buffer size = 134.00 MiB
218
+ llama_memory_recurrent: CUDA2 RS buffer size = 100.50 MiB
219
+ llama_memory_recurrent: CUDA3 RS buffer size = 134.00 MiB
220
+ llama_memory_recurrent: CUDA4 RS buffer size = 134.00 MiB
221
+ llama_memory_recurrent: CUDA5 RS buffer size = 134.00 MiB
222
+ llama_memory_recurrent: CUDA6 RS buffer size = 100.50 MiB
223
+ llama_memory_recurrent: CUDA7 RS buffer size = 100.50 MiB
224
+ llama_memory_recurrent: size = 1005.00 MiB ( 16 cells, 40 layers, 16 seqs), R (f32): 45.00 MiB, S (f32): 960.00 MiB
225
+ llama_context: pipeline parallelism enabled
226
+ sched_reserve: reserving ...
227
+ sched_reserve: resolving fused Gated Delta Net support:
228
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
229
+ sched_reserve: fused Gated Delta Net (chunked) enabled
230
+ sched_reserve: CUDA0 compute buffer size = 1417.00 MiB
231
+ sched_reserve: CUDA1 compute buffer size = 1377.00 MiB
232
+ sched_reserve: CUDA2 compute buffer size = 1377.00 MiB
233
+ sched_reserve: CUDA3 compute buffer size = 1377.00 MiB
234
+ sched_reserve: CUDA4 compute buffer size = 1377.00 MiB
235
+ sched_reserve: CUDA5 compute buffer size = 1377.00 MiB
236
+ sched_reserve: CUDA6 compute buffer size = 1377.00 MiB
237
+ sched_reserve: CUDA7 compute buffer size = 8241.13 MiB
238
+ sched_reserve: CUDA_Host compute buffer size = 193.25 MiB
239
+ sched_reserve: graph nodes = 3749
240
+ sched_reserve: graph splits = 9
241
+ sched_reserve: reserve took 150.48 ms, sched copies = 4
242
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
243
+
244
+ system_info: n_threads = 48 (n_threads_batch = 48) / 56 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
245
+ kl_divergence: computing over 580 chunks, n_ctx=512, batch_size=8192, n_seq=16
246
+ kl_divergence: 2.06 seconds per pass - ETA 1.23 minutes
247
+
248
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
249
+ 1 4.3149 ± 0.5936 0.05670 ± 0.03328 0.09833 ± 0.02656 11.101 ± 2.257 % 92.549 ± 1.648 %
250
+ 2 6.3371 ± 0.7494 0.08693 ± 0.02233 0.08280 ± 0.01413 8.731 ± 1.455 % 90.588 ± 1.294 %
251
+ 3 5.8923 ± 0.5605 0.13238 ± 0.02436 0.14396 ± 0.01600 12.696 ± 1.160 % 87.451 ± 1.199 %
252
+ 4 5.7642 ± 0.4528 0.11414 ± 0.01981 0.13548 ± 0.01237 12.081 ± 0.955 % 86.765 ± 1.062 %
253
+ 5 5.8546 ± 0.4014 0.10499 ± 0.01685 0.12495 ± 0.01010 11.515 ± 0.837 % 86.588 ± 0.955 %
254
+ 6 6.0393 ± 0.3758 0.10303 ± 0.01478 0.12079 ± 0.00876 11.343 ± 0.749 % 86.340 ± 0.878 %
255
+ 7 6.2829 ± 0.3625 0.09875 ± 0.01347 0.11752 ± 0.00762 10.927 ± 0.672 % 86.106 ± 0.819 %
256
+ 8 6.8005 ± 0.3755 0.09182 ± 0.01223 0.11084 ± 0.00672 10.504 ± 0.618 % 86.275 ± 0.762 %
257
+ 9 7.2631 ± 0.3827 0.08441 ± 0.01135 0.10563 ± 0.00610 10.014 ± 0.577 % 86.536 ± 0.713 %
258
+ 10 7.6726 ± 0.3848 0.08364 ± 0.01057 0.10146 ± 0.00556 9.636 ± 0.541 % 86.510 ± 0.677 %
259
+ 11 7.6291 ± 0.3619 0.08880 ± 0.01020 0.09954 ± 0.00517 9.478 ± 0.516 % 86.560 ± 0.644 %
260
+ 12 7.7456 ± 0.3546 0.08799 ± 0.00969 0.09690 ± 0.00479 9.295 ± 0.485 % 86.895 ± 0.610 %
261
+ 13 8.2135 ± 0.3693 0.09105 ± 0.00919 0.09468 ± 0.00447 9.127 ± 0.462 % 86.938 ± 0.585 %
262
+ 14 7.7558 ± 0.3323 0.09112 ± 0.00877 0.09325 ± 0.00423 9.034 ± 0.438 % 86.919 ± 0.564 %
263
+ 15 7.6827 ± 0.3162 0.08736 ± 0.00832 0.09069 ± 0.00399 8.901 ± 0.418 % 86.850 ± 0.547 %
264
+ 16 7.7062 ± 0.3078 0.08579 ± 0.00796 0.08839 ± 0.00377 8.771 ± 0.400 % 87.083 ± 0.525 %
265
+ 17 7.2873 ± 0.2794 0.08586 ± 0.00769 0.08567 ± 0.00356 8.680 ± 0.383 % 87.290 ± 0.506 %
266
+ 18 7.3461 ± 0.2741 0.08554 ± 0.00745 0.08427 ± 0.00338 8.537 ± 0.368 % 87.342 ± 0.491 %
267
+ 19 7.2636 ± 0.2643 0.08486 ± 0.00739 0.08524 ± 0.00370 8.662 ± 0.374 % 87.451 ± 0.476 %
268
+ 20 7.1773 ± 0.2530 0.08421 ± 0.00722 0.08586 ± 0.00355 8.633 ± 0.359 % 87.314 ± 0.466 %
269
+ 21 6.9661 ± 0.2380 0.08079 ± 0.00704 0.08473 ± 0.00341 8.632 ± 0.346 % 87.470 ± 0.452 %
270
+ 22 6.8940 ± 0.2298 0.07893 ± 0.00682 0.08382 ± 0.00327 8.587 ± 0.337 % 87.611 ± 0.440 %
271
+ 23 6.6320 ± 0.2146 0.07611 ± 0.00667 0.08464 ± 0.00329 8.675 ± 0.329 % 87.724 ± 0.429 %
272
+ 24 6.3573 ± 0.1999 0.07628 ± 0.00653 0.08418 ± 0.00325 8.753 ± 0.325 % 87.941 ± 0.416 %
273
+ 25 6.2266 ± 0.1911 0.07676 ± 0.00641 0.08566 ± 0.00319 8.878 ± 0.314 % 87.906 ± 0.408 %
274
+ 26 6.0826 ± 0.1816 0.07555 ± 0.00624 0.08553 ± 0.00310 8.861 ± 0.304 % 87.949 ± 0.400 %
275
+ 27 5.9735 ± 0.1741 0.07390 ± 0.00609 0.08521 ± 0.00300 8.870 ± 0.296 % 87.901 ± 0.393 %
276
+ 28 5.8907 ± 0.1680 0.07035 ± 0.00594 0.08451 ± 0.00290 8.793 ± 0.289 % 87.941 ± 0.385 %
277
+ 29 5.9009 ± 0.1655 0.06991 ± 0.00578 0.08350 ± 0.00281 8.708 ± 0.282 % 88.005 ± 0.378 %
278
+ 30 5.8553 ± 0.1609 0.06803 ± 0.00569 0.08346 ± 0.00275 8.661 ± 0.274 % 88.144 ± 0.370 %
279
+ 31 5.8191 ± 0.1569 0.06746 ± 0.00558 0.08346 ± 0.00269 8.660 ± 0.272 % 88.134 ± 0.364 %
280
+ 32 5.8401 ± 0.1557 0.06566 ± 0.00547 0.08371 ± 0.00264 8.647 ± 0.266 % 88.211 ± 0.357 %
281
+ 33 5.8378 ± 0.1534 0.06699 ± 0.00543 0.08409 ± 0.00258 8.647 ± 0.260 % 88.164 ± 0.352 %
282
+ 34 5.8951 ± 0.1536 0.06797 ± 0.00535 0.08424 ± 0.00252 8.610 ± 0.254 % 88.120 ± 0.348 %
283
+ 35 5.9842 ± 0.1538 0.06869 ± 0.00527 0.08469 ± 0.00246 8.576 ± 0.248 % 87.933 ± 0.345 %
284
+ 36 6.1195 ± 0.1557 0.06945 ± 0.00518 0.08463 ± 0.00240 8.525 ± 0.244 % 87.876 ± 0.341 %
285
+ 37 6.1919 ± 0.1553 0.06941 ± 0.00515 0.08510 ± 0.00236 8.530 ± 0.242 % 87.716 ± 0.338 %
286
+ 38 6.1728 ± 0.1525 0.06936 ± 0.00508 0.08460 ± 0.00232 8.471 ± 0.237 % 87.802 ± 0.332 %
287
+ 39 6.1918 ± 0.1514 0.06865 ± 0.00498 0.08430 ± 0.00229 8.452 ± 0.235 % 87.853 ± 0.328 %
288
+ 40 6.2311 ± 0.1512 0.06728 ± 0.00491 0.08377 ± 0.00224 8.431 ± 0.231 % 87.882 ± 0.323 %
289
+ 41 6.2478 ± 0.1499 0.06697 ± 0.00483 0.08340 ± 0.00220 8.400 ± 0.228 % 87.987 ± 0.318 %
290
+ 42 6.2950 ± 0.1492 0.06633 ± 0.00475 0.08304 ± 0.00215 8.392 ± 0.224 % 88.002 ± 0.314 %
291
+ 43 6.2912 ± 0.1474 0.06593 ± 0.00471 0.08273 ± 0.00212 8.370 ± 0.220 % 87.998 ± 0.310 %
292
+ 44 6.2744 ± 0.1450 0.06576 ± 0.00463 0.08229 ± 0.00208 8.346 ± 0.217 % 87.986 ± 0.307 %
293
+ 45 6.3363 ± 0.1453 0.06571 ± 0.00459 0.08186 ± 0.00204 8.309 ± 0.213 % 88.070 ± 0.303 %
294
+ 46 6.2997 ± 0.1425 0.06512 ± 0.00453 0.08153 ± 0.00201 8.314 ± 0.209 % 88.107 ± 0.299 %
295
+ 47 6.4110 ± 0.1443 0.06451 ± 0.00447 0.08131 ± 0.00197 8.293 ± 0.206 % 88.002 ± 0.297 %
296
+ 48 6.4578 ± 0.1438 0.06349 ± 0.00440 0.08065 ± 0.00193 8.282 ± 0.204 % 88.039 ± 0.293 %
297
+ 49 6.4184 ± 0.1411 0.06287 ± 0.00433 0.08024 ± 0.00190 8.269 ± 0.201 % 88.075 ± 0.290 %
298
+ 50 6.4369 ± 0.1401 0.06316 ± 0.00431 0.08133 ± 0.00188 8.330 ± 0.198 % 88.071 ± 0.287 %
299
+ 51 6.4350 ± 0.1385 0.06377 ± 0.00428 0.08103 ± 0.00185 8.305 ± 0.195 % 88.058 ± 0.284 %
300
+ 52 6.4806 ± 0.1385 0.06299 ± 0.00424 0.08092 ± 0.00182 8.299 ± 0.193 % 88.084 ± 0.281 %
301
+ 53 6.5248 ± 0.1380 0.06168 ± 0.00419 0.08033 ± 0.00179 8.239 ± 0.191 % 88.102 ± 0.279 %
302
+ 54 6.5476 ± 0.1372 0.06179 ± 0.00414 0.08018 ± 0.00177 8.254 ± 0.190 % 88.155 ± 0.275 %
303
+ 55 6.5559 ± 0.1361 0.06076 ± 0.00409 0.07975 ± 0.00174 8.216 ± 0.188 % 88.164 ± 0.273 %
304
+ 56 6.5848 ± 0.1357 0.06162 ± 0.00406 0.07948 ± 0.00171 8.200 ± 0.186 % 88.144 ± 0.271 %
305
+ 57 6.5972 ± 0.1348 0.06189 ± 0.00403 0.07992 ± 0.00171 8.230 ± 0.184 % 88.050 ± 0.269 %
306
+ 58 6.6034 ± 0.1335 0.06147 ± 0.00398 0.07964 ± 0.00169 8.210 ± 0.182 % 88.066 ± 0.267 %
307
+ 59 6.6059 ± 0.1323 0.06173 ± 0.00395 0.07971 ± 0.00167 8.219 ± 0.180 % 88.109 ± 0.264 %
308
+ 60 6.6347 ± 0.1320 0.06116 ± 0.00392 0.07981 ± 0.00165 8.205 ± 0.178 % 88.111 ± 0.262 %
309
+ 61 6.6664 ± 0.1318 0.06070 ± 0.00390 0.08031 ± 0.00164 8.256 ± 0.176 % 88.094 ± 0.260 %
310
+ 62 6.7190 ± 0.1318 0.05983 ± 0.00386 0.08004 ± 0.00162 8.220 ± 0.175 % 88.109 ± 0.257 %
311
+ 63 6.7623 ± 0.1317 0.05889 ± 0.00382 0.07994 ± 0.00159 8.216 ± 0.173 % 88.049 ± 0.256 %
312
+ 64 6.8070 ± 0.1316 0.05816 ± 0.00378 0.07954 ± 0.00157 8.181 ± 0.171 % 88.076 ± 0.254 %
313
+ 65 6.8645 ± 0.1318 0.05726 ± 0.00375 0.07933 ± 0.00155 8.141 ± 0.169 % 88.084 ± 0.252 %
314
+ 66 6.8931 ± 0.1314 0.05726 ± 0.00372 0.07929 ± 0.00153 8.148 ± 0.168 % 88.116 ± 0.249 %
315
+ 67 6.9629 ± 0.1322 0.05726 ± 0.00371 0.07949 ± 0.00154 8.150 ± 0.168 % 88.136 ± 0.247 %
316
+ 68 6.9952 ± 0.1320 0.05722 ± 0.00370 0.07947 ± 0.00153 8.144 ± 0.166 % 88.103 ± 0.246 %
317
+ 69 7.0021 ± 0.1309 0.05619 ± 0.00366 0.07898 ± 0.00150 8.106 ± 0.165 % 88.088 ± 0.244 %
318
+ 70 6.9695 ± 0.1293 0.05659 ± 0.00363 0.07888 ± 0.00149 8.106 ± 0.163 % 88.073 ± 0.243 %
319
+ 71 7.0160 ± 0.1293 0.05628 ± 0.00360 0.07877 ± 0.00147 8.079 ± 0.161 % 88.103 ± 0.241 %
320
+ 72 7.0265 ± 0.1283 0.05558 ± 0.00357 0.07857 ± 0.00145 8.067 ± 0.160 % 88.121 ± 0.239 %
321
+ 73 7.0585 ± 0.1282 0.05556 ± 0.00355 0.07883 ± 0.00144 8.065 ± 0.158 % 88.106 ± 0.237 %
322
+ 74 7.0539 ± 0.1273 0.05529 ± 0.00351 0.07847 ± 0.00143 8.051 ± 0.157 % 88.135 ± 0.235 %
323
+ 75 7.0379 ± 0.1263 0.05479 ± 0.00348 0.07825 ± 0.00142 8.050 ± 0.157 % 88.162 ± 0.234 %
324
+ 76 7.0319 ± 0.1255 0.05462 ± 0.00345 0.07809 ± 0.00141 8.044 ± 0.157 % 88.194 ± 0.232 %
325
+ 77 7.0716 ± 0.1257 0.05472 ± 0.00343 0.07803 ± 0.00139 8.016 ± 0.155 % 88.179 ± 0.230 %
326
+ 78 7.0821 ± 0.1256 0.05454 ± 0.00340 0.07803 ± 0.00138 8.016 ± 0.154 % 88.205 ± 0.229 %
327
+ 79 6.9909 ± 0.1231 0.05891 ± 0.00346 0.08145 ± 0.00149 8.545 ± 0.169 % 88.181 ± 0.227 %
328
+ 80 6.9485 ± 0.1214 0.06066 ± 0.00346 0.08348 ± 0.00152 8.674 ± 0.169 % 88.059 ± 0.227 %
329
+ 81 6.9295 ± 0.1202 0.06124 ± 0.00345 0.08369 ± 0.00151 8.699 ± 0.168 % 88.076 ± 0.225 %
330
+ 82 6.9426 ± 0.1198 0.06117 ± 0.00344 0.08379 ± 0.00150 8.705 ± 0.167 % 88.058 ± 0.224 %
331
+ 83 6.9542 ± 0.1192 0.06124 ± 0.00341 0.08367 ± 0.00148 8.681 ± 0.166 % 87.985 ± 0.223 %
332
+ 84 6.9510 ± 0.1184 0.06117 ± 0.00339 0.08355 ± 0.00147 8.664 ± 0.164 % 88.030 ± 0.222 %
333
+ 85 6.9707 ± 0.1180 0.06129 ± 0.00336 0.08352 ± 0.00145 8.649 ± 0.163 % 88.018 ± 0.221 %
334
+ 86 7.0059 ± 0.1181 0.06109 ± 0.00333 0.08324 ± 0.00144 8.618 ± 0.162 % 88.003 ± 0.219 %
335
+ 87 7.0108 ± 0.1174 0.06122 ± 0.00331 0.08300 ± 0.00142 8.600 ± 0.160 % 87.974 ± 0.218 %
336
+ 88 7.0163 ± 0.1170 0.06028 ± 0.00328 0.08288 ± 0.00141 8.589 ± 0.159 % 87.946 ± 0.217 %
337
+ 89 6.9876 ± 0.1158 0.06012 ± 0.00326 0.08277 ± 0.00140 8.602 ± 0.158 % 87.931 ± 0.216 %
338
+ 90 6.9690 ± 0.1147 0.05942 ± 0.00324 0.08262 ± 0.00139 8.602 ± 0.157 % 87.952 ± 0.215 %
339
+ 91 6.9681 ± 0.1140 0.05931 ± 0.00322 0.08228 ± 0.00137 8.571 ± 0.156 % 87.951 ± 0.214 %
340
+ 92 6.9574 ± 0.1131 0.05990 ± 0.00319 0.08212 ± 0.00136 8.572 ± 0.155 % 87.980 ± 0.212 %
341
+ 93 6.9913 ± 0.1132 0.06067 ± 0.00317 0.08208 ± 0.00135 8.562 ± 0.154 % 87.944 ± 0.211 %
342
+ 94 7.0036 ± 0.1128 0.06072 ± 0.00315 0.08202 ± 0.00134 8.545 ± 0.153 % 87.914 ± 0.211 %
343
+ 95 7.0207 ± 0.1125 0.06073 ± 0.00313 0.08180 ± 0.00132 8.518 ± 0.152 % 87.917 ± 0.209 %
344
+ 96 7.0179 ± 0.1117 0.06086 ± 0.00311 0.08180 ± 0.00132 8.501 ± 0.151 % 87.917 ± 0.208 %
345
+ 97 7.0018 ± 0.1109 0.06076 ± 0.00309 0.08178 ± 0.00131 8.499 ± 0.151 % 87.924 ± 0.207 %
346
+ 98 6.9924 ± 0.1100 0.06027 ± 0.00307 0.08165 ± 0.00130 8.474 ± 0.149 % 87.911 ± 0.206 %
347
+ 99 6.9930 ± 0.1095 0.05963 ± 0.00305 0.08161 ± 0.00129 8.447 ± 0.149 % 87.930 ± 0.205 %
348
+ 100 7.0192 ± 0.1094 0.05940 ± 0.00303 0.08148 ± 0.00128 8.427 ± 0.147 % 87.922 ± 0.204 %
349
+ 101 7.0292 ± 0.1091 0.05936 ± 0.00301 0.08126 ± 0.00127 8.412 ± 0.147 % 87.913 ± 0.203 %
350
+ 102 7.0264 ± 0.1085 0.05913 ± 0.00299 0.08127 ± 0.00127 8.392 ± 0.146 % 87.901 ± 0.202 %
351
+ 103 7.0200 ± 0.1079 0.05924 ± 0.00298 0.08165 ± 0.00126 8.450 ± 0.146 % 87.908 ± 0.201 %
352
+ 104 7.0064 ± 0.1071 0.05926 ± 0.00296 0.08181 ± 0.00130 8.450 ± 0.145 % 87.911 ± 0.200 %
353
+ 105 7.0082 ± 0.1067 0.05932 ± 0.00295 0.08183 ± 0.00129 8.434 ± 0.144 % 87.895 ± 0.199 %
354
+ 106 7.0292 ± 0.1067 0.05930 ± 0.00293 0.08160 ± 0.00128 8.420 ± 0.143 % 87.913 ± 0.198 %
355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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393
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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428
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430
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431
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432
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433
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434
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
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447
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450
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451
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452
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453
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454
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455
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456
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457
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458
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459
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461
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462
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464
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465
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466
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467
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468
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469
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470
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471
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472
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473
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474
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475
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476
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477
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478
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479
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480
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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494
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495
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496
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497
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498
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499
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500
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501
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502
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503
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504
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505
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506
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507
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508
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509
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510
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511
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512
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513
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514
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515
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516
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517
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678
+ 430 7.1658 ± 0.0546 0.06685 ± 0.00148 0.08546 ± 0.00066 8.683 ± 0.070 % 87.718 ± 0.099 %
679
+ 431 7.1557 ± 0.0545 0.06678 ± 0.00148 0.08560 ± 0.00066 8.702 ± 0.070 % 87.716 ± 0.099 %
680
+ 432 7.1547 ± 0.0544 0.06681 ± 0.00148 0.08564 ± 0.00066 8.708 ± 0.070 % 87.720 ± 0.099 %
681
+ 433 7.1564 ± 0.0543 0.06670 ± 0.00148 0.08576 ± 0.00066 8.717 ± 0.070 % 87.718 ± 0.099 %
682
+ 434 7.1562 ± 0.0543 0.06673 ± 0.00148 0.08581 ± 0.00066 8.711 ± 0.070 % 87.722 ± 0.099 %
683
+ 435 7.1626 ± 0.0543 0.06661 ± 0.00148 0.08575 ± 0.00066 8.705 ± 0.070 % 87.729 ± 0.099 %
684
+ 436 7.1613 ± 0.0542 0.06665 ± 0.00148 0.08570 ± 0.00066 8.707 ± 0.070 % 87.739 ± 0.098 %
685
+ 437 7.1505 ± 0.0540 0.06672 ± 0.00147 0.08565 ± 0.00066 8.708 ± 0.070 % 87.748 ± 0.098 %
686
+ 438 7.1558 ± 0.0540 0.06673 ± 0.00147 0.08563 ± 0.00066 8.706 ± 0.070 % 87.753 ± 0.098 %
687
+ 439 7.1631 ± 0.0540 0.06709 ± 0.00147 0.08572 ± 0.00066 8.709 ± 0.070 % 87.749 ± 0.098 %
688
+ 440 7.1658 ± 0.0540 0.06728 ± 0.00147 0.08578 ± 0.00066 8.718 ± 0.070 % 87.748 ± 0.098 %
689
+ 441 7.1612 ± 0.0539 0.06732 ± 0.00147 0.08576 ± 0.00066 8.721 �� 0.070 % 87.752 ± 0.098 %
690
+ 442 7.1595 ± 0.0539 0.06736 ± 0.00147 0.08575 ± 0.00065 8.719 ± 0.070 % 87.762 ± 0.098 %
691
+ 443 7.1509 ± 0.0537 0.06743 ± 0.00146 0.08580 ± 0.00065 8.729 ± 0.070 % 87.751 ± 0.098 %
692
+ 444 7.1498 ± 0.0536 0.06744 ± 0.00146 0.08576 ± 0.00065 8.727 ± 0.069 % 87.757 ± 0.097 %
693
+ 445 7.1497 ± 0.0536 0.06756 ± 0.00146 0.08583 ± 0.00065 8.730 ± 0.069 % 87.762 ± 0.097 %
694
+ 446 7.1501 ± 0.0535 0.06746 ± 0.00146 0.08579 ± 0.00065 8.724 ± 0.069 % 87.757 ± 0.097 %
695
+ 447 7.1398 ± 0.0533 0.06740 ± 0.00146 0.08573 ± 0.00065 8.725 ± 0.069 % 87.769 ± 0.097 %
696
+ 448 7.1419 ± 0.0533 0.06750 ± 0.00146 0.08576 ± 0.00065 8.725 ± 0.069 % 87.769 ± 0.097 %
697
+ 449 7.1397 ± 0.0532 0.06747 ± 0.00146 0.08572 ± 0.00065 8.721 ± 0.069 % 87.768 ± 0.097 %
698
+ 450 7.1390 ± 0.0532 0.06773 ± 0.00146 0.08586 ± 0.00065 8.726 ± 0.069 % 87.760 ± 0.097 %
699
+ 451 7.1357 ± 0.0531 0.06788 ± 0.00146 0.08599 ± 0.00065 8.736 ± 0.069 % 87.756 ± 0.097 %
700
+ 452 7.1303 ± 0.0530 0.06793 ± 0.00145 0.08606 ± 0.00065 8.738 ± 0.069 % 87.754 ± 0.097 %
701
+ 453 7.1351 ± 0.0530 0.06802 ± 0.00145 0.08602 ± 0.00065 8.734 ± 0.069 % 87.757 ± 0.096 %
702
+ 454 7.1406 ± 0.0530 0.06807 ± 0.00145 0.08597 ± 0.00065 8.729 ± 0.069 % 87.759 ± 0.096 %
703
+ 455 7.1456 ± 0.0530 0.06788 ± 0.00145 0.08595 ± 0.00065 8.728 ± 0.069 % 87.745 ± 0.096 %
704
+ 456 7.1564 ± 0.0530 0.06791 ± 0.00145 0.08596 ± 0.00065 8.725 ± 0.069 % 87.743 ± 0.096 %
705
+ 457 7.1506 ± 0.0529 0.06796 ± 0.00145 0.08595 ± 0.00065 8.723 ± 0.069 % 87.750 ± 0.096 %
706
+ 458 7.1504 ± 0.0528 0.06801 ± 0.00145 0.08599 ± 0.00065 8.724 ± 0.068 % 87.744 ± 0.096 %
707
+ 459 7.1537 ± 0.0528 0.06809 ± 0.00144 0.08604 ± 0.00065 8.726 ± 0.068 % 87.740 ± 0.096 %
708
+ 460 7.1603 ± 0.0528 0.06797 ± 0.00144 0.08609 ± 0.00064 8.726 ± 0.068 % 87.734 ± 0.096 %
709
+ 461 7.1645 ± 0.0528 0.06792 ± 0.00144 0.08615 ± 0.00064 8.729 ± 0.068 % 87.731 ± 0.096 %
710
+ 462 7.1683 ± 0.0528 0.06793 ± 0.00144 0.08613 ± 0.00064 8.725 ± 0.068 % 87.723 ± 0.096 %
711
+ 463 7.1736 ± 0.0528 0.06802 ± 0.00144 0.08623 ± 0.00064 8.731 ± 0.068 % 87.724 ± 0.096 %
712
+ 464 7.1785 ± 0.0527 0.06806 ± 0.00144 0.08624 ± 0.00064 8.729 ± 0.068 % 87.724 ± 0.095 %
713
+ 465 7.1858 ± 0.0527 0.06804 ± 0.00144 0.08621 ± 0.00064 8.725 ± 0.068 % 87.726 ± 0.095 %
714
+ 466 7.1941 ± 0.0528 0.06802 ± 0.00144 0.08620 ± 0.00064 8.721 ± 0.068 % 87.725 ± 0.095 %
715
+ 467 7.1955 ± 0.0527 0.06802 ± 0.00143 0.08625 ± 0.00064 8.720 ± 0.068 % 87.729 ± 0.095 %
716
+ 468 7.1929 ± 0.0526 0.06794 ± 0.00143 0.08626 ± 0.00064 8.714 ± 0.067 % 87.727 ± 0.095 %
717
+ 469 7.1931 ± 0.0526 0.06801 ± 0.00143 0.08624 ± 0.00064 8.713 ± 0.067 % 87.727 ± 0.095 %
718
+ 470 7.1884 ± 0.0525 0.06794 ± 0.00143 0.08621 ± 0.00064 8.710 ± 0.067 % 87.730 ± 0.095 %
719
+ 471 7.1885 ± 0.0524 0.06791 ± 0.00143 0.08613 ± 0.00064 8.706 ± 0.067 % 87.728 ± 0.095 %
720
+ 472 7.1959 ± 0.0525 0.06792 ± 0.00143 0.08607 ± 0.00063 8.701 ± 0.067 % 87.725 ± 0.095 %
721
+ 473 7.1967 ± 0.0524 0.06790 ± 0.00142 0.08603 ± 0.00063 8.703 ± 0.067 % 87.728 ± 0.094 %
722
+ 474 7.1904 ± 0.0523 0.06782 ± 0.00142 0.08596 ± 0.00063 8.700 ± 0.067 % 87.736 ± 0.094 %
723
+ 475 7.1887 ± 0.0522 0.06775 ± 0.00142 0.08596 ± 0.00063 8.696 ± 0.067 % 87.740 ± 0.094 %
724
+ 476 7.1848 ± 0.0522 0.06813 ± 0.00142 0.08635 ± 0.00064 8.734 ± 0.067 % 87.733 ± 0.094 %
725
+ 477 7.1881 ± 0.0521 0.06792 ± 0.00142 0.08629 ± 0.00064 8.728 ± 0.067 % 87.740 ± 0.094 %
726
+ 478 7.1994 ± 0.0522 0.06798 ± 0.00142 0.08626 ± 0.00064 8.726 ± 0.067 % 87.746 ± 0.094 %
727
+ 479 7.2046 ± 0.0522 0.06808 ± 0.00142 0.08630 ± 0.00064 8.732 ± 0.067 % 87.749 ± 0.094 %
728
+ 480 7.2087 ± 0.0522 0.06809 ± 0.00142 0.08629 ± 0.00064 8.730 ± 0.067 % 87.744 ± 0.094 %
729
+ 481 7.2136 ± 0.0522 0.06815 ± 0.00142 0.08632 ± 0.00063 8.731 ± 0.067 % 87.743 ± 0.094 %
730
+ 482 7.2112 ± 0.0521 0.06807 ± 0.00142 0.08626 ± 0.00063 8.729 ± 0.067 % 87.743 ± 0.094 %
731
+ 483 7.2115 ± 0.0521 0.06797 ± 0.00141 0.08616 ± 0.00063 8.723 ± 0.067 % 87.752 ± 0.093 %
732
+ 484 7.2104 ± 0.0520 0.06792 ± 0.00141 0.08609 ± 0.00063 8.719 ± 0.067 % 87.756 ± 0.093 %
733
+ 485 7.2059 ± 0.0519 0.06798 ± 0.00141 0.08609 ± 0.00063 8.720 ± 0.067 % 87.757 ± 0.093 %
734
+ 486 7.1973 ± 0.0518 0.06791 ± 0.00141 0.08603 ± 0.00063 8.718 ± 0.067 % 87.758 ± 0.093 %
735
+ 487 7.1981 ± 0.0517 0.06793 ± 0.00141 0.08598 ± 0.00063 8.716 ± 0.067 % 87.767 ± 0.093 %
736
+ 488 7.1928 ± 0.0516 0.06789 ± 0.00140 0.08592 ± 0.00063 8.713 ± 0.067 % 87.768 ± 0.093 %
737
+ 489 7.1853 ± 0.0515 0.06783 ± 0.00140 0.08587 ± 0.00063 8.716 ± 0.067 % 87.778 ± 0.093 %
738
+ 490 7.1815 ± 0.0514 0.06771 ± 0.00140 0.08577 ± 0.00063 8.709 ± 0.067 % 87.790 ± 0.093 %
739
+ 491 7.1811 ± 0.0514 0.06764 ± 0.00140 0.08573 ± 0.00063 8.705 ± 0.066 % 87.789 ± 0.093 %
740
+ 492 7.1775 ± 0.0513 0.06765 ± 0.00140 0.08565 ± 0.00063 8.704 ± 0.066 % 87.794 ± 0.092 %
741
+ 493 7.1765 ± 0.0512 0.06756 ± 0.00139 0.08561 ± 0.00063 8.698 ± 0.066 % 87.800 ± 0.092 %
742
+ 494 7.1847 ± 0.0513 0.06759 ± 0.00139 0.08561 ± 0.00063 8.698 ± 0.066 % 87.802 ± 0.092 %
743
+ 495 7.1916 ± 0.0513 0.06758 ± 0.00139 0.08559 ± 0.00062 8.697 ± 0.066 % 87.795 ± 0.092 %
744
+ 496 7.1854 ± 0.0512 0.06758 ± 0.00139 0.08558 ± 0.00062 8.698 ± 0.066 % 87.793 ± 0.092 %
745
+ 497 7.1868 ± 0.0511 0.06748 ± 0.00139 0.08559 ± 0.00062 8.698 ± 0.066 % 87.796 ± 0.092 %
746
+ 498 7.1841 ± 0.0511 0.06741 ± 0.00139 0.08553 ± 0.00062 8.695 ± 0.066 % 87.804 ± 0.092 %
747
+ 499 7.1846 ± 0.0510 0.06747 ± 0.00139 0.08555 ± 0.00062 8.696 ± 0.066 % 87.796 ± 0.092 %
748
+ 500 7.1969 ± 0.0511 0.06742 ± 0.00139 0.08551 ± 0.00062 8.694 ± 0.066 % 87.789 ± 0.092 %
749
+ 501 7.1969 ± 0.0510 0.06743 ± 0.00138 0.08553 ± 0.00062 8.693 ± 0.066 % 87.784 ± 0.092 %
750
+ 502 7.1970 ± 0.0510 0.06739 ± 0.00138 0.08549 ± 0.00062 8.690 ± 0.066 % 87.785 ± 0.092 %
751
+ 503 7.1977 ± 0.0510 0.06738 ± 0.00138 0.08541 ± 0.00062 8.684 ± 0.065 % 87.793 ± 0.091 %
752
+ 504 7.1964 ± 0.0509 0.06728 ± 0.00138 0.08533 ± 0.00062 8.679 ± 0.065 % 87.793 ± 0.091 %
753
+ 505 7.1994 ± 0.0509 0.06726 ± 0.00138 0.08527 ± 0.00061 8.675 ± 0.065 % 87.797 ± 0.091 %
754
+ 506 7.2008 ± 0.0508 0.06720 ± 0.00137 0.08525 ± 0.00061 8.673 ± 0.065 % 87.798 ± 0.091 %
755
+ 507 7.1988 ± 0.0508 0.06712 ± 0.00137 0.08518 ± 0.00061 8.669 ± 0.065 % 87.806 ± 0.091 %
756
+ 508 7.2071 ± 0.0508 0.06713 ± 0.00137 0.08512 ± 0.00061 8.663 ± 0.065 % 87.811 ± 0.091 %
757
+ 509 7.1991 ± 0.0507 0.06710 ± 0.00137 0.08509 ± 0.00061 8.661 ± 0.065 % 87.816 ± 0.091 %
758
+ 510 7.1966 ± 0.0506 0.06700 ± 0.00137 0.08502 ± 0.00061 8.656 ± 0.065 % 87.812 ± 0.091 %
759
+ 511 7.1956 ± 0.0505 0.06698 ± 0.00137 0.08498 ± 0.00061 8.654 ± 0.065 % 87.810 ± 0.091 %
760
+ 512 7.1941 ± 0.0505 0.06691 ± 0.00136 0.08495 ± 0.00061 8.650 ± 0.065 % 87.808 ± 0.091 %
761
+ 513 7.1917 ± 0.0504 0.06689 ± 0.00136 0.08488 ± 0.00061 8.645 ± 0.065 % 87.807 ± 0.090 %
762
+ 514 7.1846 ± 0.0503 0.06688 ± 0.00136 0.08482 ± 0.00061 8.642 ± 0.065 % 87.813 ± 0.090 %
763
+ 515 7.1810 ± 0.0502 0.06689 ± 0.00136 0.08478 ± 0.00060 8.640 ± 0.064 % 87.815 ± 0.090 %
764
+ 516 7.1823 ± 0.0502 0.06685 ± 0.00136 0.08470 ± 0.00060 8.636 ± 0.064 % 87.817 ± 0.090 %
765
+ 517 7.1895 ± 0.0502 0.06683 ± 0.00135 0.08466 ± 0.00060 8.632 ± 0.064 % 87.820 ± 0.090 %
766
+ 518 7.1866 ± 0.0501 0.06673 ± 0.00135 0.08461 ± 0.00060 8.630 ± 0.064 % 87.823 ± 0.090 %
767
+ 519 7.1827 ± 0.0501 0.06673 ± 0.00135 0.08456 ± 0.00060 8.626 ± 0.064 % 87.824 ± 0.090 %
768
+ 520 7.1839 ± 0.0500 0.06671 ± 0.00135 0.08453 ± 0.00060 8.622 ± 0.064 % 87.821 ± 0.090 %
769
+ 521 7.1869 ± 0.0500 0.06665 ± 0.00135 0.08447 ± 0.00060 8.617 ± 0.064 % 87.819 ± 0.090 %
770
+ 522 7.1926 ± 0.0500 0.06676 ± 0.00135 0.08446 ± 0.00060 8.617 ± 0.064 % 87.817 ± 0.090 %
771
+ 523 7.1871 ± 0.0499 0.06671 ± 0.00134 0.08438 ± 0.00060 8.612 ± 0.064 % 87.825 ± 0.090 %
772
+ 524 7.1871 ± 0.0499 0.06664 ± 0.00134 0.08432 ± 0.00060 8.610 ± 0.064 % 87.830 ± 0.089 %
773
+ 525 7.1812 ± 0.0498 0.06692 ± 0.00134 0.08456 ± 0.00060 8.634 ± 0.064 % 87.826 ± 0.089 %
774
+ 526 7.1793 ± 0.0497 0.06707 ± 0.00135 0.08473 ± 0.00060 8.638 ± 0.064 % 87.819 ± 0.089 %
775
+ 527 7.1757 ± 0.0496 0.06696 ± 0.00134 0.08470 ± 0.00060 8.639 ± 0.064 % 87.824 ± 0.089 %
776
+ 528 7.1801 ± 0.0496 0.06686 ± 0.00134 0.08465 ± 0.00059 8.634 ± 0.063 % 87.825 ± 0.089 %
777
+ 529 7.1770 ± 0.0495 0.06686 ± 0.00134 0.08467 ± 0.00060 8.636 ± 0.064 % 87.832 ± 0.089 %
778
+ 530 7.1735 ± 0.0495 0.06673 ± 0.00134 0.08470 ± 0.00060 8.635 ± 0.063 % 87.832 ± 0.089 %
779
+ 531 7.1740 ± 0.0494 0.06671 ± 0.00134 0.08466 ± 0.00060 8.631 ± 0.063 % 87.833 ± 0.089 %
780
+ 532 7.1726 ± 0.0494 0.06658 ± 0.00134 0.08464 ± 0.00060 8.626 ± 0.063 % 87.839 ± 0.089 %
781
+ 533 7.1670 ± 0.0493 0.06653 ± 0.00134 0.08463 ± 0.00059 8.626 ± 0.063 % 87.845 ± 0.089 %
782
+ 534 7.1700 ± 0.0493 0.06677 ± 0.00134 0.08487 ± 0.00060 8.648 ± 0.063 % 87.838 ± 0.089 %
783
+ 535 7.1718 ± 0.0492 0.06669 ± 0.00134 0.08492 ± 0.00060 8.649 ± 0.063 % 87.836 ± 0.088 %
784
+ 536 7.1736 ± 0.0492 0.06668 ± 0.00134 0.08493 ± 0.00060 8.646 ± 0.063 % 87.834 ± 0.088 %
785
+ 537 7.1792 ± 0.0492 0.06656 ± 0.00134 0.08487 ± 0.00059 8.643 ± 0.063 % 87.834 ± 0.088 %
786
+ 538 7.1800 ± 0.0492 0.06666 ± 0.00134 0.08523 ± 0.00062 8.653 ± 0.063 % 87.831 ± 0.088 %
787
+ 539 7.1740 ± 0.0491 0.06665 ± 0.00134 0.08521 ± 0.00062 8.650 ± 0.063 % 87.829 ± 0.088 %
788
+ 540 7.1793 ± 0.0491 0.06662 ± 0.00133 0.08516 ± 0.00061 8.648 ± 0.063 % 87.835 ± 0.088 %
789
+ 541 7.1796 ± 0.0491 0.06654 ± 0.00133 0.08517 ± 0.00061 8.648 ± 0.063 % 87.837 ± 0.088 %
790
+ 542 7.1835 ± 0.0491 0.06661 ± 0.00133 0.08512 ± 0.00061 8.643 ± 0.063 % 87.836 ± 0.088 %
791
+ 543 7.1788 ± 0.0490 0.06655 ± 0.00133 0.08513 ± 0.00061 8.642 ± 0.063 % 87.832 ± 0.088 %
792
+ 544 7.1672 ± 0.0488 0.06648 ± 0.00133 0.08507 ± 0.00061 8.643 ± 0.063 % 87.840 ± 0.088 %
793
+ 545 7.1587 ± 0.0487 0.06647 ± 0.00133 0.08500 ± 0.00061 8.640 ± 0.063 % 87.849 ± 0.088 %
794
+ 546 7.1631 ± 0.0487 0.06635 ± 0.00133 0.08498 ± 0.00061 8.636 ± 0.063 % 87.842 ± 0.088 %
795
+ 547 7.1563 ± 0.0486 0.06628 ± 0.00132 0.08493 ± 0.00061 8.633 ± 0.062 % 87.849 ± 0.087 %
796
+ 548 7.1499 ± 0.0485 0.06628 ± 0.00132 0.08486 ± 0.00061 8.630 ± 0.062 % 87.856 ± 0.087 %
797
+ 549 7.1395 ± 0.0484 0.06624 ± 0.00132 0.08482 ± 0.00061 8.631 ± 0.062 % 87.862 ± 0.087 %
798
+ 550 7.1265 ± 0.0482 0.06616 ± 0.00132 0.08474 ± 0.00061 8.628 ± 0.062 % 87.873 ± 0.087 %
799
+ 551 7.1234 ± 0.0482 0.06612 ± 0.00132 0.08470 ± 0.00060 8.625 ± 0.062 % 87.870 ± 0.087 %
800
+ 552 7.1272 ± 0.0482 0.06605 ± 0.00132 0.08465 ± 0.00060 8.621 ± 0.062 % 87.872 ± 0.087 %
801
+ 553 7.1340 ± 0.0482 0.06597 ± 0.00131 0.08460 ± 0.00060 8.616 ± 0.062 % 87.864 ± 0.087 %
802
+ 554 7.1347 ± 0.0481 0.06589 ± 0.00131 0.08457 ± 0.00060 8.612 ± 0.062 % 87.866 ± 0.087 %
803
+ 555 7.1418 ± 0.0482 0.06588 ± 0.00131 0.08452 ± 0.00060 8.609 ± 0.062 % 87.871 ± 0.087 %
804
+ 556 7.1461 ± 0.0481 0.06577 ± 0.00131 0.08450 ± 0.00060 8.606 ± 0.062 % 87.868 ± 0.087 %
805
+ 557 7.1504 ± 0.0481 0.06566 ± 0.00131 0.08446 ± 0.00060 8.603 ± 0.062 % 87.873 ± 0.087 %
806
+ 558 7.1542 ± 0.0481 0.06567 ± 0.00131 0.08438 ± 0.00060 8.598 ± 0.062 % 87.878 ± 0.087 %
807
+ 559 7.1631 ± 0.0482 0.06563 ± 0.00131 0.08443 ± 0.00060 8.596 ± 0.062 % 87.873 ± 0.086 %
808
+ 560 7.1691 ± 0.0482 0.06561 ± 0.00130 0.08441 ± 0.00060 8.591 ± 0.062 % 87.870 ± 0.086 %
809
+ 561 7.1767 ± 0.0482 0.06564 ± 0.00130 0.08438 ± 0.00060 8.588 ± 0.062 % 87.868 ± 0.086 %
810
+ 562 7.1720 ± 0.0481 0.06543 ± 0.00130 0.08441 ± 0.00060 8.587 ± 0.061 % 87.874 ± 0.086 %
811
+ 563 7.1743 ± 0.0481 0.06547 ± 0.00130 0.08441 ± 0.00059 8.585 ± 0.061 % 87.878 ± 0.086 %
812
+ 564 7.1669 ± 0.0480 0.06566 ± 0.00130 0.08465 ± 0.00060 8.607 ± 0.061 % 87.868 ± 0.086 %
813
+ 565 7.1699 ± 0.0479 0.06577 ± 0.00130 0.08492 ± 0.00060 8.618 ± 0.061 % 87.854 ± 0.086 %
814
+ 566 7.1648 ± 0.0479 0.06586 ± 0.00130 0.08490 ± 0.00060 8.616 ± 0.061 % 87.863 ± 0.086 %
815
+ 567 7.1678 ± 0.0478 0.06577 ± 0.00130 0.08486 ± 0.00060 8.612 ± 0.061 % 87.866 ± 0.086 %
816
+ 568 7.1695 ± 0.0478 0.06580 ± 0.00130 0.08498 ± 0.00060 8.623 ± 0.061 % 87.860 ± 0.086 %
817
+ 569 7.1721 ± 0.0478 0.06591 ± 0.00130 0.08501 ± 0.00060 8.623 ± 0.061 % 87.854 ± 0.086 %
818
+ 570 7.1684 ± 0.0477 0.06597 ± 0.00130 0.08503 ± 0.00060 8.622 ± 0.061 % 87.853 ± 0.086 %
819
+ 571 7.1672 ± 0.0477 0.06591 ± 0.00130 0.08499 ± 0.00059 8.619 ± 0.061 % 87.860 ± 0.086 %
820
+ 572 7.1736 ± 0.0477 0.06585 ± 0.00130 0.08500 ± 0.00059 8.616 ± 0.061 % 87.860 ± 0.086 %
821
+ 573 7.1691 ± 0.0476 0.06579 ± 0.00130 0.08499 ± 0.00059 8.617 ± 0.061 % 87.862 ± 0.085 %
822
+ 574 7.1723 ± 0.0476 0.06582 ± 0.00129 0.08495 ± 0.00059 8.612 ± 0.061 % 87.862 ± 0.085 %
823
+ 575 7.1717 ± 0.0475 0.06573 ± 0.00129 0.08488 ± 0.00059 8.607 ± 0.061 % 87.868 ± 0.085 %
824
+ 576 7.1788 ± 0.0476 0.06581 ± 0.00129 0.08489 ± 0.00059 8.606 ± 0.061 % 87.859 ± 0.085 %
825
+ 577 7.1821 ± 0.0475 0.06581 ± 0.00129 0.08484 ± 0.00059 8.604 ± 0.061 % 87.860 ± 0.085 %
826
+ 578 7.1892 ± 0.0476 0.06587 ± 0.00129 0.08483 ± 0.00059 8.600 ± 0.061 % 87.860 ± 0.085 %
827
+ 579 7.1806 ± 0.0475 0.06585 ± 0.00129 0.08481 ± 0.00059 8.603 ± 0.061 % 87.867 ± 0.085 %
828
+ 580 7.1773 ± 0.0474 0.06588 ± 0.00129 0.08485 ± 0.00059 8.609 ± 0.061 % 87.866 ± 0.085 %
829
+
830
+ ====== Perplexity statistics ======
831
+ Mean PPL(Q) : 7.177309 ± 0.047398
832
+ Mean PPL(base) : 6.719732 ± 0.043645
833
+ Cor(ln(PPL(Q)), ln(PPL(base))): 98.08%
834
+ Mean ln(PPL(Q)/PPL(base)) : 0.065876 ± 0.001287
835
+ Mean PPL(Q)/PPL(base) : 1.068095 ± 0.001375
836
+ Mean PPL(Q)-PPL(base) : 0.457577 ± 0.009666
837
+
838
+ ====== KL divergence statistics ======
839
+ Mean KLD: 0.084848 ± 0.000588
840
+ Maximum KLD: 15.531703
841
+ 99.9% KLD: 2.878893
842
+ 99.0% KLD: 0.929775
843
+ 95.0% KLD: 0.307979
844
+ 90.0% KLD: 0.178682
845
+ Median KLD: 0.032952
846
+ 10.0% KLD: 0.000927
847
+ 5.0% KLD: 0.000262
848
+ 1.0% KLD: 0.000037
849
+ 0.1% KLD: 0.000004
850
+ Minimum KLD: -0.000010
851
+
852
+ ====== Token probability statistics ======
853
+ Mean Δp: -1.198 ± 0.022 %
854
+ Maximum Δp: 95.605%
855
+ 99.9% Δp: 43.565%
856
+ 99.0% Δp: 18.611%
857
+ 95.0% Δp: 8.041%
858
+ 90.0% Δp: 4.388%
859
+ 75.0% Δp: 0.645%
860
+ Median Δp: -0.051%
861
+ 25.0% Δp: -1.985%
862
+ 10.0% Δp: -7.317%
863
+ 5.0% Δp: -12.891%
864
+ 1.0% Δp: -35.314%
865
+ 0.1% Δp: -77.911%
866
+ Minimum Δp: -99.840%
867
+ RMS Δp : 8.609 ± 0.061 %
868
+ Same top p: 87.866 ± 0.085 %
869
+
870
+ llama_perf_context_print: load time = 5838.72 ms
871
+ llama_perf_context_print: prompt eval time = 35880.52 ms / 296960 tokens ( 0.12 ms per token, 8276.36 tokens per second)
872
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
873
+ llama_perf_context_print: total time = 73098.45 ms / 296961 tokens
874
+ llama_perf_context_print: graphs reused = 35
875
+ llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
876
+ llama_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92959 + (3426 = 1825 + 183 + 1417) + 864 |
877
+ llama_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93337 + (3047 = 1520 + 150 + 1377) + 864 |
878
+ llama_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93359 + (3024 = 1515 + 132 + 1377) + 865 |
879
+ llama_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93337 + (3047 = 1520 + 150 + 1377) + 864 |
880
+ llama_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93337 + (3047 = 1520 + 150 + 1377) + 864 |
881
+ llama_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93337 + (3047 = 1520 + 150 + 1377) + 864 |
882
+ llama_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 93359 + (3024 = 1515 + 132 + 1377) + 865 |
883
+ llama_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 86413 + (9970 = 1613 + 116 + 8241) + 865 |
884
+ llama_memory_breakdown_print: | - Host | 591 = 397 + 0 + 193 |
885
+ ```
kld_data/aes_sedai/Qwen3.6-35B-A3B-IQ4_XS.md ADDED
@@ -0,0 +1,885 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### Qwen3.6-35B-A3B-IQ4_XS (aes_sedai)
2
+
3
+ ```txt
4
+ /home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Qwen3.6-35B-A3B-BF16-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-IQ4_XS.gguf
5
+ ggml_cuda_init: found 8 CUDA devices (Total VRAM: 778000 MiB):
6
+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
7
+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
8
+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
9
+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
10
+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
11
+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
12
+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
13
+ Device 7: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
14
+ common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on
15
+ llama_params_fit_impl: projected memory use with initial parameters [MiB]:
16
+ llama_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3967 used, 92552 free vs. target of 1024
17
+ llama_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3754 used, 92799 free vs. target of 1024
18
+ llama_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3730 used, 92855 free vs. target of 1024
19
+ llama_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3754 used, 92799 free vs. target of 1024
20
+ llama_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3754 used, 92799 free vs. target of 1024
21
+ llama_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3754 used, 92799 free vs. target of 1024
22
+ llama_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 3730 used, 92855 free vs. target of 1024
23
+ llama_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 10704 used, 85881 free vs. target of 1024
24
+ llama_params_fit_impl: projected to use 37150 MiB of device memory vs. 772493 MiB of free device memory
25
+ llama_params_fit_impl: targets for free memory can be met on all devices, no changes needed
26
+ llama_params_fit: successfully fit params to free device memory
27
+ llama_params_fit: fitting params to free memory took 1.10 seconds
28
+ llama_model_load_from_file_impl: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free
29
+ llama_model_load_from_file_impl: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free
30
+ llama_model_load_from_file_impl: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free
31
+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free
32
+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
33
+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
34
+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
35
+ llama_model_load_from_file_impl: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
36
+ llama_model_loader: loaded meta data with 52 key-value pairs and 733 tensors from /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-IQ4_XS.gguf (version GGUF V3 (latest))
37
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
38
+ llama_model_loader: - kv 0: general.architecture str = qwen35moe
39
+ llama_model_loader: - kv 1: general.type str = model
40
+ llama_model_loader: - kv 2: general.sampling.top_k i32 = 20
41
+ llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000
42
+ llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000
43
+ llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B
44
+ llama_model_loader: - kv 6: general.basename str = Qwen3.6
45
+ llama_model_loader: - kv 7: general.size_label str = 35B-A3B
46
+ llama_model_loader: - kv 8: general.license str = apache-2.0
47
+ llama_model_loader: - kv 9: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3...
48
+ llama_model_loader: - kv 10: general.tags arr[str,1] = ["image-text-to-text"]
49
+ llama_model_loader: - kv 11: qwen35moe.block_count u32 = 40
50
+ llama_model_loader: - kv 12: qwen35moe.context_length u32 = 262144
51
+ llama_model_loader: - kv 13: qwen35moe.embedding_length u32 = 2048
52
+ llama_model_loader: - kv 14: qwen35moe.attention.head_count u32 = 16
53
+ llama_model_loader: - kv 15: qwen35moe.attention.head_count_kv u32 = 2
54
+ llama_model_loader: - kv 16: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0]
55
+ llama_model_loader: - kv 17: qwen35moe.rope.freq_base f32 = 10000000.000000
56
+ llama_model_loader: - kv 18: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001
57
+ llama_model_loader: - kv 19: qwen35moe.expert_count u32 = 256
58
+ llama_model_loader: - kv 20: qwen35moe.expert_used_count u32 = 8
59
+ llama_model_loader: - kv 21: qwen35moe.attention.key_length u32 = 256
60
+ llama_model_loader: - kv 22: qwen35moe.attention.value_length u32 = 256
61
+ llama_model_loader: - kv 23: qwen35moe.expert_feed_forward_length u32 = 512
62
+ llama_model_loader: - kv 24: qwen35moe.expert_shared_feed_forward_length u32 = 512
63
+ llama_model_loader: - kv 25: qwen35moe.ssm.conv_kernel u32 = 4
64
+ llama_model_loader: - kv 26: qwen35moe.ssm.state_size u32 = 128
65
+ llama_model_loader: - kv 27: qwen35moe.ssm.group_count u32 = 16
66
+ llama_model_loader: - kv 28: qwen35moe.ssm.time_step_rank u32 = 32
67
+ llama_model_loader: - kv 29: qwen35moe.ssm.inner_size u32 = 4096
68
+ llama_model_loader: - kv 30: qwen35moe.full_attention_interval u32 = 4
69
+ llama_model_loader: - kv 31: qwen35moe.rope.dimension_count u32 = 64
70
+ llama_model_loader: - kv 32: tokenizer.ggml.model str = gpt2
71
+ llama_model_loader: - kv 33: tokenizer.ggml.pre str = qwen35
72
+ llama_model_loader: - kv 34: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ...
73
+ llama_model_loader: - kv 35: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
74
+ llama_model_loader: - kv 36: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
75
+ llama_model_loader: - kv 37: tokenizer.ggml.eos_token_id u32 = 248046
76
+ llama_model_loader: - kv 38: tokenizer.ggml.padding_token_id u32 = 248044
77
+ llama_model_loader: - kv 39: tokenizer.ggml.bos_token_id u32 = 248044
78
+ llama_model_loader: - kv 40: tokenizer.ggml.add_bos_token bool = false
79
+ llama_model_loader: - kv 41: tokenizer.chat_template str = {%- set image_count = namespace(value...
80
+ llama_model_loader: - kv 42: general.quantization_version u32 = 2
81
+ llama_model_loader: - kv 43: general.file_type u32 = 7
82
+ llama_model_loader: - kv 44: MoE_Quantization.ffn_up_exps str = IQ3_S
83
+ llama_model_loader: - kv 45: MoE_Quantization.ffn_gate_exps str = IQ3_S
84
+ llama_model_loader: - kv 46: MoE_Quantization.ffn_down_exps str = IQ4_XS
85
+ llama_model_loader: - kv 47: MoE_Quantization.type_default str = Q8_0
86
+ llama_model_loader: - kv 48: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Qwen3.6-35B-A...
87
+ llama_model_loader: - kv 49: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/combined_...
88
+ llama_model_loader: - kv 50: quantize.imatrix.entries_count u32 = 510
89
+ llama_model_loader: - kv 51: quantize.imatrix.chunks_count u32 = 148
90
+ llama_model_loader: - type f32: 331 tensors
91
+ llama_model_loader: - type q8_0: 282 tensors
92
+ llama_model_loader: - type iq3_s: 80 tensors
93
+ llama_model_loader: - type iq4_xs: 40 tensors
94
+ print_info: file format = GGUF V3 (latest)
95
+ print_info: file type = Q8_0
96
+ print_info: file size = 16.40 GiB (4.06 BPW)
97
+ load: 0 unused tokens
98
+ load: printing all EOG tokens:
99
+ load: - 248044 ('<|endoftext|>')
100
+ load: - 248046 ('<|im_end|>')
101
+ load: - 248063 ('<|fim_pad|>')
102
+ load: - 248064 ('<|repo_name|>')
103
+ load: - 248065 ('<|file_sep|>')
104
+ load: special tokens cache size = 33
105
+ load: token to piece cache size = 1.7581 MB
106
+ print_info: arch = qwen35moe
107
+ print_info: vocab_only = 0
108
+ print_info: no_alloc = 0
109
+ print_info: n_ctx_train = 262144
110
+ print_info: n_embd = 2048
111
+ print_info: n_embd_inp = 2048
112
+ print_info: n_layer = 40
113
+ print_info: n_head = 16
114
+ print_info: n_head_kv = 2
115
+ print_info: n_rot = 64
116
+ print_info: n_swa = 0
117
+ print_info: is_swa_any = 0
118
+ print_info: n_embd_head_k = 256
119
+ print_info: n_embd_head_v = 256
120
+ print_info: n_gqa = 8
121
+ print_info: n_embd_k_gqa = 512
122
+ print_info: n_embd_v_gqa = 512
123
+ print_info: f_norm_eps = 0.0e+00
124
+ print_info: f_norm_rms_eps = 1.0e-06
125
+ print_info: f_clamp_kqv = 0.0e+00
126
+ print_info: f_max_alibi_bias = 0.0e+00
127
+ print_info: f_logit_scale = 0.0e+00
128
+ print_info: f_attn_scale = 0.0e+00
129
+ print_info: n_ff = 0
130
+ print_info: n_expert = 256
131
+ print_info: n_expert_used = 8
132
+ print_info: n_expert_groups = 0
133
+ print_info: n_group_used = 0
134
+ print_info: causal attn = 1
135
+ print_info: pooling type = -1
136
+ print_info: rope type = 40
137
+ print_info: rope scaling = linear
138
+ print_info: freq_base_train = 10000000.0
139
+ print_info: freq_scale_train = 1
140
+ print_info: n_ctx_orig_yarn = 262144
141
+ print_info: rope_yarn_log_mul = 0.0000
142
+ print_info: rope_finetuned = unknown
143
+ print_info: mrope sections = [11, 11, 10, 0]
144
+ print_info: ssm_d_conv = 4
145
+ print_info: ssm_d_inner = 4096
146
+ print_info: ssm_d_state = 128
147
+ print_info: ssm_dt_rank = 32
148
+ print_info: ssm_n_group = 16
149
+ print_info: ssm_dt_b_c_rms = 0
150
+ print_info: model type = 35B.A3B
151
+ print_info: model params = 34.66 B
152
+ print_info: general.name = Qwen3.6 35B A3B
153
+ print_info: vocab type = BPE
154
+ print_info: n_vocab = 248320
155
+ print_info: n_merges = 247587
156
+ print_info: BOS token = 248044 '<|endoftext|>'
157
+ print_info: EOS token = 248046 '<|im_end|>'
158
+ print_info: EOT token = 248046 '<|im_end|>'
159
+ print_info: PAD token = 248044 '<|endoftext|>'
160
+ print_info: LF token = 198 'Ċ'
161
+ print_info: FIM PRE token = 248060 '<|fim_prefix|>'
162
+ print_info: FIM SUF token = 248062 '<|fim_suffix|>'
163
+ print_info: FIM MID token = 248061 '<|fim_middle|>'
164
+ print_info: FIM PAD token = 248063 '<|fim_pad|>'
165
+ print_info: FIM REP token = 248064 '<|repo_name|>'
166
+ print_info: FIM SEP token = 248065 '<|file_sep|>'
167
+ print_info: EOG token = 248044 '<|endoftext|>'
168
+ print_info: EOG token = 248046 '<|im_end|>'
169
+ print_info: EOG token = 248063 '<|fim_pad|>'
170
+ print_info: EOG token = 248064 '<|repo_name|>'
171
+ print_info: EOG token = 248065 '<|file_sep|>'
172
+ print_info: max token length = 256
173
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
174
+ load_tensors: offloading output layer to GPU
175
+ load_tensors: offloading 39 repeating layers to GPU
176
+ load_tensors: offloaded 41/41 layers to GPU
177
+ load_tensors: CPU_Mapped model buffer size = 515.31 MiB
178
+ load_tensors: CUDA0 model buffer size = 2367.10 MiB
179
+ load_tensors: CUDA1 model buffer size = 1971.45 MiB
180
+ load_tensors: CUDA2 model buffer size = 1964.64 MiB
181
+ load_tensors: CUDA3 model buffer size = 1971.45 MiB
182
+ load_tensors: CUDA4 model buffer size = 1971.45 MiB
183
+ load_tensors: CUDA5 model buffer size = 1971.45 MiB
184
+ load_tensors: CUDA6 model buffer size = 1964.64 MiB
185
+ load_tensors: CUDA7 model buffer size = 2091.12 MiB
186
+ ................................................................................................
187
+ common_init_result: added <|endoftext|> logit bias = -inf
188
+ common_init_result: added <|im_end|> logit bias = -inf
189
+ common_init_result: added <|fim_pad|> logit bias = -inf
190
+ common_init_result: added <|repo_name|> logit bias = -inf
191
+ common_init_result: added <|file_sep|> logit bias = -inf
192
+ llama_context: constructing llama_context
193
+ llama_context: n_seq_max = 16
194
+ llama_context: n_ctx = 8192
195
+ llama_context: n_ctx_seq = 512
196
+ llama_context: n_batch = 8192
197
+ llama_context: n_ubatch = 8192
198
+ llama_context: causal_attn = 1
199
+ llama_context: flash_attn = enabled
200
+ llama_context: kv_unified = false
201
+ llama_context: freq_base = 10000000.0
202
+ llama_context: freq_scale = 1
203
+ llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
204
+ llama_context: CUDA_Host output buffer size = 15.16 MiB
205
+ llama_kv_cache: CUDA0 KV buffer size = 16.00 MiB
206
+ llama_kv_cache: CUDA1 KV buffer size = 16.00 MiB
207
+ llama_kv_cache: CUDA2 KV buffer size = 32.00 MiB
208
+ llama_kv_cache: CUDA3 KV buffer size = 16.00 MiB
209
+ llama_kv_cache: CUDA4 KV buffer size = 16.00 MiB
210
+ llama_kv_cache: CUDA5 KV buffer size = 16.00 MiB
211
+ llama_kv_cache: CUDA6 KV buffer size = 32.00 MiB
212
+ llama_kv_cache: CUDA7 KV buffer size = 16.00 MiB
213
+ llama_kv_cache: size = 160.00 MiB ( 512 cells, 10 layers, 16/16 seqs), K (f16): 80.00 MiB, V (f16): 80.00 MiB
214
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256
215
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256
216
+ llama_memory_recurrent: CUDA0 RS buffer size = 167.50 MiB
217
+ llama_memory_recurrent: CUDA1 RS buffer size = 134.00 MiB
218
+ llama_memory_recurrent: CUDA2 RS buffer size = 100.50 MiB
219
+ llama_memory_recurrent: CUDA3 RS buffer size = 134.00 MiB
220
+ llama_memory_recurrent: CUDA4 RS buffer size = 134.00 MiB
221
+ llama_memory_recurrent: CUDA5 RS buffer size = 134.00 MiB
222
+ llama_memory_recurrent: CUDA6 RS buffer size = 100.50 MiB
223
+ llama_memory_recurrent: CUDA7 RS buffer size = 100.50 MiB
224
+ llama_memory_recurrent: size = 1005.00 MiB ( 16 cells, 40 layers, 16 seqs), R (f32): 45.00 MiB, S (f32): 960.00 MiB
225
+ llama_context: pipeline parallelism enabled
226
+ sched_reserve: reserving ...
227
+ sched_reserve: resolving fused Gated Delta Net support:
228
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
229
+ sched_reserve: fused Gated Delta Net (chunked) enabled
230
+ sched_reserve: CUDA0 compute buffer size = 1417.00 MiB
231
+ sched_reserve: CUDA1 compute buffer size = 1377.00 MiB
232
+ sched_reserve: CUDA2 compute buffer size = 1377.00 MiB
233
+ sched_reserve: CUDA3 compute buffer size = 1377.00 MiB
234
+ sched_reserve: CUDA4 compute buffer size = 1377.00 MiB
235
+ sched_reserve: CUDA5 compute buffer size = 1377.00 MiB
236
+ sched_reserve: CUDA6 compute buffer size = 1377.00 MiB
237
+ sched_reserve: CUDA7 compute buffer size = 8241.13 MiB
238
+ sched_reserve: CUDA_Host compute buffer size = 193.25 MiB
239
+ sched_reserve: graph nodes = 3749
240
+ sched_reserve: graph splits = 9
241
+ sched_reserve: reserve took 141.64 ms, sched copies = 4
242
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
243
+
244
+ system_info: n_threads = 48 (n_threads_batch = 48) / 56 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
245
+ kl_divergence: computing over 580 chunks, n_ctx=512, batch_size=8192, n_seq=16
246
+ kl_divergence: 1.91 seconds per pass - ETA 1.15 minutes
247
+
248
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
249
+ 1 4.0010 ± 0.5398 -0.01883 ± 0.01535 0.02316 ± 0.00457 5.989 ± 1.343 % 96.863 ± 1.094 %
250
+ 2 5.8025 ± 0.6636 -0.00121 ± 0.01036 0.02236 ± 0.00263 4.790 ± 0.859 % 95.490 ± 0.920 %
251
+ 3 5.2411 ± 0.4851 0.01525 ± 0.01352 0.05050 ± 0.00638 6.652 ± 0.728 % 94.379 ± 0.833 %
252
+ 4 5.2336 ± 0.4014 0.01757 ± 0.01157 0.04857 ± 0.00496 6.306 ± 0.591 % 92.745 ± 0.813 %
253
+ 5 5.3483 ± 0.3586 0.01453 ± 0.01019 0.04629 ± 0.00404 6.083 ± 0.500 % 92.314 ± 0.746 %
254
+ 6 5.5545 ± 0.3399 0.01934 ± 0.00911 0.04396 ± 0.00340 5.829 ± 0.438 % 92.026 ± 0.693 %
255
+ 7 5.7924 ± 0.3294 0.01748 ± 0.00825 0.04225 ± 0.00294 5.608 ± 0.392 % 91.765 ± 0.651 %
256
+ 8 6.3152 ± 0.3455 0.01778 ± 0.00744 0.04031 ± 0.00259 5.398 ± 0.358 % 91.765 ± 0.609 %
257
+ 9 6.8034 ± 0.3558 0.01902 ± 0.00688 0.03830 ± 0.00232 5.189 ± 0.332 % 91.852 ± 0.571 %
258
+ 10 7.1968 ± 0.3585 0.01962 ± 0.00642 0.03713 ± 0.00210 5.041 ± 0.310 % 91.686 ± 0.547 %
259
+ 11 7.1267 ± 0.3344 0.02069 ± 0.00618 0.03691 ± 0.00197 4.979 ± 0.287 % 91.551 ± 0.525 %
260
+ 12 7.2296 ± 0.3273 0.01904 ± 0.00595 0.03642 ± 0.00185 4.960 ± 0.270 % 91.601 ± 0.501 %
261
+ 13 7.6764 ± 0.3414 0.02342 ± 0.00567 0.03553 ± 0.00174 4.843 ± 0.256 % 91.855 ± 0.475 %
262
+ 14 7.2545 ± 0.3073 0.02430 ± 0.00541 0.03483 ± 0.00164 4.835 ± 0.244 % 92.045 ± 0.453 %
263
+ 15 7.1942 ± 0.2925 0.02166 ± 0.00513 0.03444 ± 0.00161 4.943 ± 0.257 % 92.052 ± 0.437 %
264
+ 16 7.2282 ± 0.2854 0.02175 ± 0.00489 0.03370 ± 0.00152 4.913 ± 0.245 % 92.157 ± 0.421 %
265
+ 17 6.8349 ± 0.2585 0.02177 ± 0.00464 0.03248 ± 0.00143 4.829 ± 0.234 % 92.272 ± 0.406 %
266
+ 18 6.8909 ± 0.2535 0.02157 ± 0.00448 0.03211 ± 0.00136 4.761 ± 0.225 % 92.353 ± 0.392 %
267
+ 19 6.8200 ± 0.2447 0.02184 ± 0.00432 0.03178 ± 0.00131 4.834 ± 0.232 % 92.425 ± 0.380 %
268
+ 20 6.7300 ± 0.2333 0.01985 ± 0.00425 0.03246 ± 0.00127 4.875 ± 0.222 % 92.353 ± 0.372 %
269
+ 21 6.5459 ± 0.2204 0.01857 ± 0.00414 0.03236 ± 0.00122 4.928 ± 0.215 % 92.474 ± 0.361 %
270
+ 22 6.4835 ± 0.2133 0.01754 ± 0.00406 0.03236 ± 0.00118 4.911 ± 0.206 % 92.478 ± 0.352 %
271
+ 23 6.2600 ± 0.1999 0.01839 ± 0.00404 0.03423 ± 0.00148 5.181 ± 0.226 % 92.464 ± 0.345 %
272
+ 24 6.0114 ± 0.1866 0.02034 ± 0.00424 0.03521 ± 0.00204 5.292 ± 0.237 % 92.565 ± 0.335 %
273
+ 25 5.8879 ± 0.1783 0.02084 ± 0.00419 0.03552 ± 0.00197 5.385 ± 0.229 % 92.580 ± 0.328 %
274
+ 26 5.7588 ± 0.1697 0.02085 ± 0.00412 0.03537 ± 0.00190 5.409 ± 0.221 % 92.670 ± 0.320 %
275
+ 27 5.6720 ± 0.1632 0.02211 ± 0.00402 0.03522 ± 0.00183 5.434 ± 0.214 % 92.665 ± 0.314 %
276
+ 28 5.6086 ± 0.1580 0.02128 ± 0.00392 0.03485 ± 0.00177 5.382 ± 0.208 % 92.773 ± 0.306 %
277
+ 29 5.6214 ± 0.1557 0.02139 ± 0.00382 0.03446 ± 0.00171 5.343 ± 0.203 % 92.792 ± 0.301 %
278
+ 30 5.5817 ± 0.1515 0.02017 ± 0.00376 0.03425 ± 0.00166 5.340 ± 0.197 % 92.876 ± 0.294 %
279
+ 31 5.5484 ± 0.1478 0.01983 ± 0.00366 0.03401 ± 0.00161 5.308 ± 0.192 % 92.815 ± 0.290 %
280
+ 32 5.5806 ± 0.1469 0.02021 ± 0.00364 0.03419 ± 0.00158 5.286 ± 0.187 % 92.868 ± 0.285 %
281
+ 33 5.5706 ± 0.1444 0.02013 ± 0.00356 0.03407 ± 0.00154 5.304 ± 0.184 % 92.799 ± 0.282 %
282
+ 34 5.6202 ± 0.1442 0.02022 ± 0.00351 0.03405 ± 0.00150 5.271 ± 0.180 % 92.814 ± 0.277 %
283
+ 35 5.7042 ± 0.1445 0.02078 ± 0.00346 0.03417 ± 0.00146 5.253 ± 0.176 % 92.650 ± 0.276 %
284
+ 36 5.8265 ± 0.1461 0.02038 ± 0.00345 0.03476 ± 0.00146 5.270 ± 0.172 % 92.614 ± 0.273 %
285
+ 37 5.8957 ± 0.1458 0.02040 ± 0.00340 0.03476 ± 0.00142 5.267 ± 0.169 % 92.507 ± 0.271 %
286
+ 38 5.8760 ± 0.1433 0.02009 ± 0.00335 0.03465 ± 0.00139 5.265 ± 0.166 % 92.508 ± 0.267 %
287
+ 39 5.8983 ± 0.1423 0.02008 ± 0.00329 0.03444 ± 0.00136 5.255 ± 0.163 % 92.428 ± 0.265 %
288
+ 40 5.9456 ± 0.1425 0.02038 ± 0.00325 0.03422 ± 0.00133 5.222 ± 0.160 % 92.461 ± 0.261 %
289
+ 41 5.9690 ± 0.1416 0.02133 ± 0.00320 0.03395 ± 0.00130 5.191 ± 0.157 % 92.492 ± 0.258 %
290
+ 42 6.0194 ± 0.1412 0.02155 ± 0.00315 0.03375 ± 0.00127 5.175 ± 0.154 % 92.493 ± 0.255 %
291
+ 43 6.0152 ± 0.1394 0.02106 ± 0.00309 0.03344 ± 0.00124 5.149 ± 0.151 % 92.458 ± 0.252 %
292
+ 44 5.9965 ± 0.1370 0.02045 ± 0.00303 0.03315 ± 0.00121 5.120 ± 0.149 % 92.487 ± 0.249 %
293
+ 45 6.0574 ± 0.1374 0.02070 ± 0.00298 0.03300 ± 0.00119 5.102 ± 0.147 % 92.453 ± 0.247 %
294
+ 46 6.0218 ± 0.1347 0.02000 ± 0.00295 0.03303 ± 0.00119 5.163 ± 0.160 % 92.447 ± 0.244 %
295
+ 47 6.1300 ± 0.1364 0.01970 ± 0.00290 0.03293 ± 0.00117 5.140 ± 0.158 % 92.416 ± 0.242 %
296
+ 48 6.1767 ± 0.1360 0.01898 ± 0.00286 0.03262 ± 0.00114 5.107 ± 0.155 % 92.394 ± 0.240 %
297
+ 49 6.1417 ± 0.1336 0.01879 ± 0.00281 0.03249 ± 0.00112 5.122 ± 0.155 % 92.429 ± 0.237 %
298
+ 50 6.1634 ± 0.1328 0.01974 ± 0.00280 0.03294 ± 0.00111 5.131 ± 0.152 % 92.369 ± 0.235 %
299
+ 51 6.1559 ± 0.1311 0.01942 ± 0.00277 0.03291 ± 0.00109 5.139 ± 0.149 % 92.364 ± 0.233 %
300
+ 52 6.2034 ± 0.1312 0.01928 ± 0.00274 0.03304 ± 0.00107 5.171 ± 0.149 % 92.398 ± 0.230 %
301
+ 53 6.2515 ± 0.1309 0.01889 ± 0.00271 0.03277 ± 0.00105 5.134 ± 0.147 % 92.416 ± 0.228 %
302
+ 54 6.2738 ± 0.1301 0.01908 ± 0.00267 0.03259 ± 0.00103 5.117 ± 0.145 % 92.440 ± 0.225 %
303
+ 55 6.2860 ± 0.1292 0.01870 ± 0.00263 0.03235 ± 0.00102 5.087 ± 0.144 % 92.478 ± 0.223 %
304
+ 56 6.3065 ± 0.1287 0.01843 ± 0.00261 0.03239 ± 0.00101 5.076 ± 0.142 % 92.514 ± 0.220 %
305
+ 57 6.3147 ± 0.1277 0.01813 ± 0.00258 0.03249 ± 0.00099 5.090 ± 0.140 % 92.521 ± 0.218 %
306
+ 58 6.3230 ± 0.1265 0.01809 ± 0.00256 0.03240 ± 0.00098 5.097 ± 0.139 % 92.549 ± 0.216 %
307
+ 59 6.3248 ± 0.1254 0.01825 ± 0.00253 0.03243 ± 0.00097 5.088 ± 0.138 % 92.542 ± 0.214 %
308
+ 60 6.3565 ± 0.1252 0.01833 ± 0.00251 0.03242 ± 0.00096 5.078 ± 0.136 % 92.556 ± 0.212 %
309
+ 61 6.3888 ± 0.1251 0.01816 ± 0.00249 0.03253 ± 0.00094 5.079 ± 0.134 % 92.523 ± 0.211 %
310
+ 62 6.4490 ± 0.1254 0.01882 ± 0.00247 0.03243 ± 0.00093 5.062 ± 0.133 % 92.549 ± 0.209 %
311
+ 63 6.4932 ± 0.1254 0.01828 ± 0.00244 0.03238 ± 0.00092 5.047 ± 0.131 % 92.530 ± 0.207 %
312
+ 64 6.5423 ± 0.1254 0.01849 ± 0.00241 0.03222 ± 0.00090 5.030 ± 0.130 % 92.512 ± 0.206 %
313
+ 65 6.5994 ± 0.1257 0.01789 ± 0.00239 0.03209 ± 0.00089 5.006 ± 0.129 % 92.507 ± 0.205 %
314
+ 66 6.6292 ± 0.1254 0.01821 ± 0.00237 0.03213 ± 0.00088 5.019 ± 0.127 % 92.460 ± 0.204 %
315
+ 67 6.6969 ± 0.1262 0.01831 ± 0.00236 0.03208 ± 0.00087 5.019 ± 0.126 % 92.473 ± 0.202 %
316
+ 68 6.7266 ± 0.1259 0.01807 ± 0.00233 0.03200 ± 0.00086 5.004 ± 0.125 % 92.480 ± 0.200 %
317
+ 69 6.7370 ± 0.1250 0.01759 ± 0.00231 0.03183 ± 0.00085 4.985 ± 0.123 % 92.475 ± 0.199 %
318
+ 70 6.7025 ± 0.1233 0.01752 ± 0.00229 0.03182 ± 0.00083 5.000 ± 0.122 % 92.443 ± 0.198 %
319
+ 71 6.7503 ± 0.1233 0.01768 ± 0.00227 0.03177 ± 0.00082 4.984 ± 0.120 % 92.444 ± 0.196 %
320
+ 72 6.7643 ± 0.1226 0.01755 ± 0.00226 0.03160 ± 0.00081 4.962 ± 0.119 % 92.451 ± 0.195 %
321
+ 73 6.7979 ± 0.1225 0.01795 ± 0.00223 0.03165 ± 0.00080 4.953 ± 0.118 % 92.436 ± 0.194 %
322
+ 74 6.7929 ± 0.1216 0.01759 ± 0.00221 0.03155 ± 0.00079 4.956 ± 0.117 % 92.459 ± 0.192 %
323
+ 75 6.7810 ± 0.1207 0.01761 ± 0.00219 0.03148 ± 0.00079 4.952 ± 0.117 % 92.502 ± 0.190 %
324
+ 76 6.7769 ± 0.1200 0.01768 ± 0.00217 0.03144 ± 0.00078 4.969 ± 0.116 % 92.518 ± 0.189 %
325
+ 77 6.8165 ± 0.1202 0.01798 ± 0.00215 0.03139 ± 0.00077 4.953 ± 0.115 % 92.534 ± 0.188 %
326
+ 78 6.8290 ± 0.1202 0.01814 ± 0.00214 0.03134 ± 0.00076 4.938 ± 0.114 % 92.559 ± 0.186 %
327
+ 79 6.7172 ± 0.1174 0.01898 ± 0.00215 0.03207 ± 0.00077 5.112 ± 0.118 % 92.579 ± 0.185 %
328
+ 80 6.6694 ± 0.1156 0.01967 ± 0.00215 0.03284 ± 0.00077 5.207 ± 0.117 % 92.515 ± 0.184 %
329
+ 81 6.6469 ± 0.1144 0.01960 ± 0.00213 0.03286 ± 0.00076 5.219 ± 0.116 % 92.515 ± 0.183 %
330
+ 82 6.6594 ± 0.1139 0.01953 ± 0.00212 0.03291 ± 0.00076 5.222 ± 0.115 % 92.530 ± 0.182 %
331
+ 83 6.6711 ± 0.1134 0.01969 ± 0.00211 0.03286 ± 0.00075 5.205 ± 0.114 % 92.525 ± 0.181 %
332
+ 84 6.6681 ± 0.1125 0.01962 ± 0.00209 0.03275 ± 0.00074 5.190 ± 0.113 % 92.563 ± 0.179 %
333
+ 85 6.6854 ± 0.1122 0.01950 ± 0.00208 0.03279 ± 0.00074 5.185 ± 0.112 % 92.554 ± 0.178 %
334
+ 86 6.7229 ± 0.1123 0.01985 ± 0.00206 0.03277 ± 0.00073 5.178 ± 0.112 % 92.563 ± 0.177 %
335
+ 87 6.7264 ± 0.1117 0.01980 ± 0.00205 0.03264 ± 0.00072 5.161 ± 0.111 % 92.585 ± 0.176 %
336
+ 88 6.7372 ± 0.1114 0.01969 ± 0.00203 0.03263 ± 0.00072 5.153 ± 0.110 % 92.589 ± 0.175 %
337
+ 89 6.7096 ± 0.1102 0.01954 ± 0.00202 0.03259 ± 0.00071 5.160 ± 0.109 % 92.571 ± 0.174 %
338
+ 90 6.6972 ± 0.1093 0.01964 ± 0.00201 0.03269 ± 0.00072 5.195 ± 0.112 % 92.553 ± 0.173 %
339
+ 91 6.6958 ± 0.1085 0.01945 ± 0.00199 0.03252 ± 0.00071 5.176 ± 0.112 % 92.540 ± 0.172 %
340
+ 92 6.6849 ± 0.1077 0.01995 ± 0.00198 0.03246 ± 0.00071 5.165 ± 0.111 % 92.549 ± 0.171 %
341
+ 93 6.7120 ± 0.1076 0.01990 ± 0.00196 0.03238 ± 0.00070 5.158 ± 0.110 % 92.536 ± 0.171 %
342
+ 94 6.7240 ± 0.1073 0.01998 ± 0.00195 0.03238 ± 0.00069 5.146 ± 0.109 % 92.524 ± 0.170 %
343
+ 95 6.7415 ± 0.1070 0.02014 ± 0.00194 0.03230 ± 0.00069 5.132 ± 0.108 % 92.528 ± 0.169 %
344
+ 96 6.7377 ± 0.1063 0.02011 ± 0.00193 0.03228 ± 0.00068 5.117 ± 0.107 % 92.508 ± 0.168 %
345
+ 97 6.7221 ± 0.1054 0.01998 ± 0.00191 0.03219 ± 0.00067 5.103 ± 0.107 % 92.525 ± 0.167 %
346
+ 98 6.7179 ± 0.1047 0.02022 ± 0.00190 0.03215 ± 0.00067 5.094 ± 0.106 % 92.513 ± 0.166 %
347
+ 99 6.7228 ± 0.1042 0.02023 ± 0.00189 0.03223 ± 0.00067 5.114 ± 0.107 % 92.517 ± 0.166 %
348
+ 100 6.7509 ± 0.1043 0.02043 ± 0.00188 0.03225 ± 0.00066 5.125 ± 0.107 % 92.518 ± 0.165 %
349
+ 101 6.7589 ± 0.1039 0.02015 ± 0.00187 0.03221 ± 0.00066 5.115 ± 0.106 % 92.537 ± 0.164 %
350
+ 102 6.7575 ± 0.1034 0.02010 ± 0.00186 0.03218 ± 0.00065 5.110 ± 0.105 % 92.534 ± 0.163 %
351
+ 103 6.7503 ± 0.1028 0.02007 ± 0.00186 0.03245 ± 0.00066 5.154 ± 0.107 % 92.526 ± 0.162 %
352
+ 104 6.7380 ± 0.1022 0.02019 ± 0.00184 0.03237 ± 0.00065 5.154 ± 0.106 % 92.538 ± 0.161 %
353
+ 105 6.7417 ± 0.1018 0.02055 ± 0.00184 0.03250 ± 0.00065 5.174 ± 0.107 % 92.512 ± 0.161 %
354
+ 106 6.7623 ± 0.1017 0.02058 ± 0.00182 0.03245 ± 0.00064 5.166 ± 0.107 % 92.505 ± 0.160 %
355
+ 107 6.7924 ± 0.1018 0.02048 ± 0.00181 0.03252 ± 0.00064 5.161 ± 0.106 % 92.476 ± 0.160 %
356
+ 108 6.8468 ± 0.1024 0.02070 ± 0.00181 0.03244 ± 0.00064 5.147 ± 0.106 % 92.495 ± 0.159 %
357
+ 109 6.8399 ± 0.1018 0.02103 ± 0.00180 0.03256 ± 0.00064 5.145 ± 0.105 % 92.499 ± 0.158 %
358
+ 110 6.8985 ± 0.1024 0.02113 ± 0.00179 0.03248 ± 0.00063 5.129 ± 0.104 % 92.506 ± 0.157 %
359
+ 111 6.9297 ± 0.1026 0.02107 ± 0.00178 0.03238 ± 0.00063 5.113 ± 0.104 % 92.510 ± 0.156 %
360
+ 112 6.9465 ± 0.1024 0.02113 ± 0.00177 0.03239 ± 0.00062 5.124 ± 0.104 % 92.507 ± 0.156 %
361
+ 113 6.9768 ± 0.1027 0.02112 ± 0.00176 0.03232 ± 0.00062 5.113 ± 0.103 % 92.500 ± 0.155 %
362
+ 114 7.0225 ± 0.1030 0.02114 ± 0.00175 0.03224 ± 0.00062 5.098 ± 0.103 % 92.497 ± 0.155 %
363
+ 115 7.0460 ± 0.1030 0.02087 ± 0.00174 0.03214 ± 0.00061 5.083 ± 0.102 % 92.518 ± 0.154 %
364
+ 116 6.9959 ± 0.1018 0.02161 ± 0.00174 0.03288 ± 0.00062 5.232 ± 0.104 % 92.485 ± 0.153 %
365
+ 117 6.9901 ± 0.1013 0.02156 ± 0.00173 0.03289 ± 0.00061 5.229 ± 0.104 % 92.465 ± 0.153 %
366
+ 118 6.9921 ± 0.1008 0.02147 ± 0.00172 0.03287 ± 0.00061 5.217 ± 0.103 % 92.466 ± 0.152 %
367
+ 119 6.9615 ± 0.0999 0.02159 ± 0.00172 0.03283 ± 0.00060 5.214 ± 0.102 % 92.460 ± 0.152 %
368
+ 120 6.9673 ± 0.0997 0.02156 ± 0.00171 0.03275 ± 0.00060 5.207 ± 0.102 % 92.461 ± 0.151 %
369
+ 121 6.9488 ± 0.0990 0.02156 ± 0.00170 0.03276 ± 0.00060 5.222 ± 0.102 % 92.458 ± 0.150 %
370
+ 122 6.9337 ± 0.0983 0.02179 ± 0.00169 0.03270 ± 0.00059 5.214 ± 0.101 % 92.472 ± 0.150 %
371
+ 123 6.9215 ± 0.0977 0.02169 ± 0.00168 0.03261 ± 0.00059 5.201 ± 0.100 % 92.495 ± 0.149 %
372
+ 124 6.8952 ± 0.0969 0.02176 ± 0.00167 0.03259 ± 0.00058 5.204 ± 0.100 % 92.489 ± 0.148 %
373
+ 125 6.8741 ± 0.0961 0.02182 ± 0.00166 0.03256 ± 0.00058 5.198 ± 0.099 % 92.489 ± 0.148 %
374
+ 126 6.8516 ± 0.0953 0.02188 ± 0.00166 0.03260 ± 0.00058 5.213 ± 0.099 % 92.496 ± 0.147 %
375
+ 127 6.8260 ± 0.0946 0.02162 ± 0.00165 0.03272 ± 0.00058 5.234 ± 0.100 % 92.506 ± 0.146 %
376
+ 128 6.7780 ± 0.0934 0.02144 ± 0.00165 0.03274 ± 0.00058 5.261 ± 0.100 % 92.525 ± 0.146 %
377
+ 129 6.7464 ± 0.0925 0.02148 ± 0.00164 0.03274 ± 0.00057 5.275 ± 0.100 % 92.534 ± 0.145 %
378
+ 130 6.7226 ± 0.0918 0.02155 ± 0.00164 0.03273 ± 0.00057 5.281 ± 0.099 % 92.552 ± 0.144 %
379
+ 131 6.6991 ± 0.0910 0.02159 ± 0.00163 0.03272 ± 0.00057 5.282 ± 0.099 % 92.579 ± 0.143 %
380
+ 132 6.7118 ± 0.0908 0.02163 ± 0.00162 0.03270 ± 0.00057 5.279 ± 0.098 % 92.567 ± 0.143 %
381
+ 133 6.7087 ± 0.0904 0.02146 ± 0.00161 0.03259 ± 0.00056 5.267 ± 0.098 % 92.581 ± 0.142 %
382
+ 134 6.7110 ± 0.0900 0.02136 ± 0.00161 0.03253 ± 0.00056 5.262 ± 0.097 % 92.581 ± 0.142 %
383
+ 135 6.7187 ± 0.0898 0.02143 ± 0.00160 0.03247 ± 0.00055 5.254 ± 0.097 % 92.566 ± 0.141 %
384
+ 136 6.7049 ± 0.0893 0.02141 ± 0.00159 0.03239 ± 0.00055 5.246 ± 0.096 % 92.575 ± 0.141 %
385
+ 137 6.6847 ± 0.0886 0.02144 ± 0.00158 0.03236 ± 0.00055 5.250 ± 0.095 % 92.583 ± 0.140 %
386
+ 138 6.6863 ± 0.0883 0.02150 ± 0.00158 0.03231 ± 0.00054 5.242 ± 0.095 % 92.592 ± 0.140 %
387
+ 139 6.6972 ± 0.0882 0.02136 ± 0.00157 0.03236 ± 0.00054 5.240 ± 0.094 % 92.574 ± 0.139 %
388
+ 140 6.6972 ± 0.0878 0.02139 ± 0.00157 0.03231 ± 0.00054 5.231 ± 0.094 % 92.583 ± 0.139 %
389
+ 141 6.7102 ± 0.0877 0.02141 ± 0.00156 0.03238 ± 0.00054 5.238 ± 0.094 % 92.568 ± 0.138 %
390
+ 142 6.7217 ± 0.0876 0.02124 ± 0.00155 0.03229 ± 0.00053 5.227 ± 0.093 % 92.577 ± 0.138 %
391
+ 143 6.7203 ± 0.0872 0.02150 ± 0.00155 0.03231 ± 0.00053 5.238 ± 0.094 % 92.563 ± 0.137 %
392
+ 144 6.7273 ± 0.0870 0.02150 ± 0.00154 0.03222 ± 0.00053 5.228 ± 0.093 % 92.584 ± 0.137 %
393
+ 145 6.7012 ± 0.0863 0.02138 ± 0.00153 0.03212 ± 0.00053 5.219 ± 0.093 % 92.592 ± 0.136 %
394
+ 146 6.6865 ± 0.0858 0.02142 ± 0.00153 0.03204 ± 0.00052 5.213 ± 0.092 % 92.616 ± 0.136 %
395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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435
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436
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437
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438
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439
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440
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441
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442
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443
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444
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445
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446
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447
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448
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449
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450
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451
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452
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453
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454
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455
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456
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457
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458
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459
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460
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461
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462
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463
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464
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465
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466
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467
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468
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469
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470
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471
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477
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480
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481
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482
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498
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501
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502
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503
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506
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511
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512
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513
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515
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521
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
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552
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553
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554
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555
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556
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557
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718
+ 470 6.8879 ± 0.0497 0.02524 ± 0.00088 0.03392 ± 0.00028 5.342 ± 0.051 % 92.198 ± 0.077 %
719
+ 471 6.8881 ± 0.0497 0.02522 ± 0.00088 0.03390 ± 0.00028 5.339 ± 0.051 % 92.198 ± 0.077 %
720
+ 472 6.8944 ± 0.0497 0.02513 ± 0.00088 0.03387 ± 0.00028 5.337 ± 0.051 % 92.204 ± 0.077 %
721
+ 473 6.8950 ± 0.0496 0.02507 ± 0.00088 0.03386 ± 0.00028 5.339 ± 0.051 % 92.211 ± 0.077 %
722
+ 474 6.8898 ± 0.0495 0.02511 ± 0.00088 0.03385 ± 0.00028 5.339 ± 0.051 % 92.211 ± 0.077 %
723
+ 475 6.8883 ± 0.0495 0.02506 ± 0.00088 0.03383 ± 0.00028 5.336 ± 0.051 % 92.215 ± 0.077 %
724
+ 476 6.8822 ± 0.0494 0.02509 ± 0.00088 0.03392 ± 0.00028 5.359 ± 0.051 % 92.211 ± 0.077 %
725
+ 477 6.8863 ± 0.0494 0.02503 ± 0.00088 0.03390 ± 0.00028 5.356 ± 0.051 % 92.215 ± 0.077 %
726
+ 478 6.8964 ± 0.0494 0.02500 ± 0.00088 0.03389 ± 0.00028 5.355 ± 0.051 % 92.215 ± 0.077 %
727
+ 479 6.9014 ± 0.0494 0.02509 ± 0.00088 0.03389 ± 0.00028 5.352 ± 0.051 % 92.213 ± 0.077 %
728
+ 480 6.9052 ± 0.0494 0.02508 ± 0.00088 0.03389 ± 0.00028 5.352 ± 0.051 % 92.212 ± 0.077 %
729
+ 481 6.9093 ± 0.0494 0.02505 ± 0.00088 0.03390 ± 0.00028 5.354 ± 0.051 % 92.211 ± 0.077 %
730
+ 482 6.9076 ± 0.0493 0.02505 ± 0.00087 0.03388 ± 0.00028 5.350 ± 0.051 % 92.215 ± 0.076 %
731
+ 483 6.9082 ± 0.0493 0.02500 ± 0.00087 0.03384 ± 0.00028 5.347 ± 0.051 % 92.219 ± 0.076 %
732
+ 484 6.9075 ± 0.0492 0.02500 ± 0.00087 0.03381 ± 0.00028 5.345 ± 0.051 % 92.218 ± 0.076 %
733
+ 485 6.9033 ± 0.0491 0.02508 ± 0.00087 0.03384 ± 0.00028 5.354 ± 0.051 % 92.217 ± 0.076 %
734
+ 486 6.8954 ± 0.0490 0.02506 ± 0.00087 0.03381 ± 0.00028 5.356 ± 0.051 % 92.215 ± 0.076 %
735
+ 487 6.8959 ± 0.0490 0.02504 ± 0.00087 0.03378 ± 0.00028 5.352 ± 0.051 % 92.220 ± 0.076 %
736
+ 488 6.8910 ± 0.0489 0.02502 ± 0.00087 0.03376 ± 0.00028 5.350 ± 0.051 % 92.222 ± 0.076 %
737
+ 489 6.8837 ± 0.0488 0.02496 ± 0.00087 0.03372 ± 0.00028 5.346 ± 0.051 % 92.231 ± 0.076 %
738
+ 490 6.8807 ± 0.0487 0.02493 ± 0.00087 0.03368 ± 0.00028 5.344 ± 0.051 % 92.236 ± 0.076 %
739
+ 491 6.8812 ± 0.0486 0.02499 ± 0.00086 0.03367 ± 0.00028 5.343 ± 0.051 % 92.234 ± 0.076 %
740
+ 492 6.8778 ± 0.0486 0.02500 ± 0.00086 0.03364 ± 0.00028 5.341 ± 0.051 % 92.242 ± 0.076 %
741
+ 493 6.8771 ± 0.0485 0.02495 ± 0.00086 0.03363 ± 0.00028 5.338 ± 0.051 % 92.246 ± 0.075 %
742
+ 494 6.8851 ± 0.0485 0.02499 ± 0.00086 0.03363 ± 0.00028 5.335 ± 0.051 % 92.241 ± 0.075 %
743
+ 495 6.8916 ± 0.0486 0.02497 ± 0.00086 0.03361 ± 0.00028 5.333 ± 0.051 % 92.243 ± 0.075 %
744
+ 496 6.8858 ± 0.0485 0.02499 ± 0.00086 0.03361 ± 0.00028 5.335 ± 0.051 % 92.242 ± 0.075 %
745
+ 497 6.8875 ± 0.0484 0.02494 ± 0.00086 0.03361 ± 0.00027 5.331 ± 0.051 % 92.247 ± 0.075 %
746
+ 498 6.8854 ± 0.0484 0.02495 ± 0.00086 0.03359 ± 0.00027 5.328 ± 0.050 % 92.252 ± 0.075 %
747
+ 499 6.8858 ± 0.0483 0.02498 ± 0.00086 0.03360 ± 0.00027 5.330 ± 0.050 % 92.248 ± 0.075 %
748
+ 500 6.8983 ± 0.0484 0.02504 ± 0.00085 0.03359 ± 0.00027 5.327 ± 0.050 % 92.251 ± 0.075 %
749
+ 501 6.8984 ± 0.0484 0.02507 ± 0.00085 0.03359 ± 0.00027 5.330 ± 0.050 % 92.248 ± 0.075 %
750
+ 502 6.8990 ± 0.0483 0.02510 ± 0.00085 0.03358 ± 0.00027 5.327 ± 0.050 % 92.248 ± 0.075 %
751
+ 503 6.8997 ± 0.0483 0.02510 ± 0.00085 0.03355 ± 0.00027 5.325 ± 0.050 % 92.254 ± 0.075 %
752
+ 504 6.8989 ± 0.0482 0.02506 ± 0.00085 0.03351 ± 0.00027 5.321 ± 0.050 % 92.262 ± 0.075 %
753
+ 505 6.9023 ± 0.0482 0.02511 ± 0.00085 0.03349 ± 0.00027 5.318 ± 0.050 % 92.263 ± 0.074 %
754
+ 506 6.9042 ± 0.0482 0.02514 ± 0.00085 0.03347 ± 0.00027 5.315 ± 0.050 % 92.265 ± 0.074 %
755
+ 507 6.9026 ± 0.0481 0.02511 ± 0.00085 0.03345 ± 0.00027 5.314 ± 0.050 % 92.267 ± 0.074 %
756
+ 508 6.9106 ± 0.0481 0.02512 ± 0.00085 0.03345 ± 0.00027 5.312 ± 0.050 % 92.263 ± 0.074 %
757
+ 509 6.9029 ± 0.0480 0.02508 ± 0.00084 0.03347 ± 0.00027 5.319 ± 0.050 % 92.267 ± 0.074 %
758
+ 510 6.9009 ± 0.0480 0.02505 ± 0.00084 0.03344 ± 0.00027 5.317 ± 0.050 % 92.269 ± 0.074 %
759
+ 511 6.9001 ± 0.0479 0.02505 ± 0.00084 0.03342 ± 0.00027 5.315 ± 0.050 % 92.274 ± 0.074 %
760
+ 512 6.8995 ± 0.0479 0.02508 ± 0.00084 0.03342 ± 0.00027 5.314 ± 0.050 % 92.273 ± 0.074 %
761
+ 513 6.8971 ± 0.0478 0.02506 ± 0.00084 0.03339 ± 0.00027 5.311 ± 0.050 % 92.276 ± 0.074 %
762
+ 514 6.8900 ± 0.0477 0.02500 ± 0.00084 0.03336 ± 0.00027 5.308 ± 0.050 % 92.280 ± 0.074 %
763
+ 515 6.8864 ± 0.0476 0.02500 ± 0.00084 0.03334 ± 0.00027 5.307 ± 0.050 % 92.280 ± 0.074 %
764
+ 516 6.8877 ± 0.0476 0.02496 ± 0.00084 0.03331 ± 0.00027 5.304 ± 0.050 % 92.281 ± 0.074 %
765
+ 517 6.8947 ± 0.0476 0.02497 ± 0.00084 0.03332 ± 0.00027 5.303 ± 0.050 % 92.287 ± 0.073 %
766
+ 518 6.8928 ± 0.0475 0.02499 ± 0.00084 0.03331 ± 0.00027 5.303 ± 0.049 % 92.286 ± 0.073 %
767
+ 519 6.8888 ± 0.0475 0.02496 ± 0.00083 0.03329 ± 0.00027 5.304 ± 0.049 % 92.285 ± 0.073 %
768
+ 520 6.8897 ± 0.0474 0.02491 ± 0.00083 0.03327 ± 0.00027 5.301 ± 0.049 % 92.281 ± 0.073 %
769
+ 521 6.8931 ± 0.0474 0.02492 ± 0.00083 0.03325 ± 0.00027 5.298 ± 0.049 % 92.278 ± 0.073 %
770
+ 522 6.8975 ± 0.0474 0.02487 ± 0.00083 0.03323 ± 0.00027 5.299 ± 0.049 % 92.275 ± 0.073 %
771
+ 523 6.8925 ± 0.0473 0.02486 ± 0.00083 0.03321 ± 0.00027 5.298 ± 0.049 % 92.282 ± 0.073 %
772
+ 524 6.8929 ± 0.0473 0.02484 ± 0.00083 0.03319 ± 0.00026 5.295 ± 0.049 % 92.286 ± 0.073 %
773
+ 525 6.8873 ± 0.0472 0.02513 ± 0.00083 0.03337 ± 0.00027 5.322 ± 0.049 % 92.278 ± 0.073 %
774
+ 526 6.8846 ± 0.0471 0.02516 ± 0.00083 0.03342 ± 0.00027 5.323 ± 0.049 % 92.273 ± 0.073 %
775
+ 527 6.8813 ± 0.0471 0.02508 ± 0.00083 0.03340 ± 0.00027 5.321 ± 0.049 % 92.280 ± 0.073 %
776
+ 528 6.8864 ± 0.0471 0.02510 ± 0.00083 0.03338 ± 0.00027 5.319 ± 0.049 % 92.279 ± 0.073 %
777
+ 529 6.8832 ± 0.0470 0.02507 ± 0.00083 0.03338 ± 0.00027 5.322 ± 0.049 % 92.283 ± 0.073 %
778
+ 530 6.8806 ± 0.0469 0.02504 ± 0.00083 0.03340 ± 0.00027 5.325 ± 0.049 % 92.285 ± 0.073 %
779
+ 531 6.8811 ± 0.0469 0.02502 ± 0.00083 0.03339 ± 0.00027 5.323 ± 0.049 % 92.288 ± 0.072 %
780
+ 532 6.8805 ± 0.0468 0.02501 ± 0.00083 0.03338 ± 0.00027 5.321 ± 0.049 % 92.292 ± 0.072 %
781
+ 533 6.8756 ± 0.0468 0.02501 ± 0.00083 0.03340 ± 0.00027 5.324 ± 0.049 % 92.293 ± 0.072 %
782
+ 534 6.8775 ± 0.0467 0.02511 ± 0.00083 0.03348 ± 0.00027 5.333 ± 0.049 % 92.289 ± 0.072 %
783
+ 535 6.8795 ± 0.0467 0.02508 ± 0.00083 0.03349 ± 0.00027 5.333 ± 0.049 % 92.288 ± 0.072 %
784
+ 536 6.8808 ± 0.0467 0.02500 ± 0.00083 0.03351 ± 0.00027 5.331 ± 0.049 % 92.286 ± 0.072 %
785
+ 537 6.8871 ± 0.0467 0.02501 ± 0.00083 0.03349 ± 0.00026 5.333 ± 0.049 % 92.283 ± 0.072 %
786
+ 538 6.8867 ± 0.0467 0.02497 ± 0.00083 0.03360 ± 0.00028 5.331 ± 0.049 % 92.276 ± 0.072 %
787
+ 539 6.8813 ± 0.0466 0.02499 ± 0.00083 0.03360 ± 0.00028 5.329 ± 0.049 % 92.274 ± 0.072 %
788
+ 540 6.8863 ± 0.0466 0.02496 ± 0.00083 0.03358 ± 0.00027 5.327 ± 0.049 % 92.276 ± 0.072 %
789
+ 541 6.8871 ± 0.0465 0.02495 ± 0.00083 0.03357 ± 0.00027 5.326 ± 0.049 % 92.269 ± 0.072 %
790
+ 542 6.8908 ± 0.0465 0.02502 ± 0.00082 0.03356 ± 0.00027 5.325 ± 0.049 % 92.267 ± 0.072 %
791
+ 543 6.8867 ± 0.0464 0.02501 ± 0.00082 0.03358 ± 0.00027 5.324 ± 0.049 % 92.264 ± 0.072 %
792
+ 544 6.8759 ± 0.0463 0.02499 ± 0.00082 0.03355 ± 0.00027 5.322 ± 0.049 % 92.273 ± 0.072 %
793
+ 545 6.8678 ± 0.0462 0.02499 ± 0.00082 0.03352 ± 0.00027 5.319 ± 0.049 % 92.278 ± 0.072 %
794
+ 546 6.8724 ± 0.0462 0.02492 ± 0.00082 0.03351 ± 0.00027 5.318 ± 0.049 % 92.274 ± 0.072 %
795
+ 547 6.8661 ± 0.0461 0.02487 ± 0.00082 0.03357 ± 0.00028 5.330 ± 0.049 % 92.280 ± 0.071 %
796
+ 548 6.8597 ± 0.0460 0.02486 ± 0.00082 0.03354 ± 0.00028 5.327 ± 0.049 % 92.284 ± 0.071 %
797
+ 549 6.8502 ± 0.0459 0.02488 ± 0.00082 0.03352 ± 0.00028 5.328 ± 0.049 % 92.290 ± 0.071 %
798
+ 550 6.8382 ± 0.0458 0.02487 ± 0.00082 0.03350 ± 0.00028 5.326 ± 0.049 % 92.294 ± 0.071 %
799
+ 551 6.8356 ± 0.0457 0.02487 ± 0.00082 0.03349 ± 0.00027 5.324 ± 0.049 % 92.298 ± 0.071 %
800
+ 552 6.8393 ± 0.0457 0.02482 ± 0.00082 0.03348 ± 0.00027 5.322 ± 0.049 % 92.303 ± 0.071 %
801
+ 553 6.8460 ± 0.0457 0.02476 ± 0.00082 0.03346 ± 0.00027 5.319 ± 0.049 % 92.292 ± 0.071 %
802
+ 554 6.8471 ± 0.0457 0.02475 ± 0.00082 0.03345 ± 0.00027 5.317 ± 0.049 % 92.290 ± 0.071 %
803
+ 555 6.8541 ± 0.0457 0.02475 ± 0.00081 0.03344 ± 0.00027 5.316 ± 0.049 % 92.289 ± 0.071 %
804
+ 556 6.8590 ± 0.0457 0.02476 ± 0.00081 0.03343 ± 0.00027 5.315 ± 0.049 % 92.284 ± 0.071 %
805
+ 557 6.8639 ± 0.0457 0.02477 ± 0.00081 0.03341 ± 0.00027 5.311 ± 0.049 % 92.286 ± 0.071 %
806
+ 558 6.8676 ± 0.0457 0.02478 ± 0.00081 0.03338 ± 0.00027 5.308 ± 0.048 % 92.291 ± 0.071 %
807
+ 559 6.8764 ± 0.0457 0.02480 ± 0.00081 0.03339 ± 0.00027 5.306 ± 0.048 % 92.287 ± 0.071 %
808
+ 560 6.8823 ± 0.0457 0.02478 ± 0.00081 0.03337 ± 0.00027 5.303 ± 0.048 % 92.291 ± 0.071 %
809
+ 561 6.8895 ± 0.0457 0.02480 ± 0.00081 0.03337 ± 0.00027 5.301 ± 0.048 % 92.289 ± 0.071 %
810
+ 562 6.8862 ± 0.0457 0.02477 ± 0.00081 0.03339 ± 0.00027 5.304 ± 0.048 % 92.292 ± 0.070 %
811
+ 563 6.8881 ± 0.0456 0.02475 ± 0.00081 0.03339 ± 0.00027 5.302 ± 0.048 % 92.292 ± 0.070 %
812
+ 564 6.8806 ± 0.0455 0.02489 ± 0.00081 0.03347 ± 0.00027 5.317 ± 0.048 % 92.288 ± 0.070 %
813
+ 565 6.8826 ± 0.0455 0.02488 ± 0.00081 0.03353 ± 0.00027 5.320 ± 0.048 % 92.280 ± 0.070 %
814
+ 566 6.8770 ± 0.0454 0.02485 ± 0.00081 0.03353 ± 0.00027 5.320 ± 0.048 % 92.286 ± 0.070 %
815
+ 567 6.8802 ± 0.0454 0.02481 ± 0.00081 0.03352 ± 0.00027 5.317 ± 0.048 % 92.293 ± 0.070 %
816
+ 568 6.8810 ± 0.0454 0.02472 ± 0.00080 0.03354 ± 0.00027 5.320 ± 0.048 % 92.294 ± 0.070 %
817
+ 569 6.8827 ± 0.0454 0.02472 ± 0.00080 0.03356 ± 0.00027 5.321 ± 0.048 % 92.287 ± 0.070 %
818
+ 570 6.8793 ± 0.0453 0.02481 ± 0.00080 0.03357 ± 0.00027 5.323 ± 0.048 % 92.285 ± 0.070 %
819
+ 571 6.8788 ± 0.0452 0.02484 ± 0.00080 0.03356 ± 0.00027 5.323 ± 0.048 % 92.287 ± 0.070 %
820
+ 572 6.8853 ± 0.0453 0.02483 ± 0.00080 0.03356 ± 0.00027 5.321 ± 0.048 % 92.287 ± 0.070 %
821
+ 573 6.8814 ± 0.0452 0.02483 ± 0.00080 0.03356 ± 0.00027 5.322 ± 0.048 % 92.288 ± 0.070 %
822
+ 574 6.8842 ± 0.0452 0.02483 ± 0.00080 0.03354 ± 0.00027 5.320 ± 0.048 % 92.290 ± 0.070 %
823
+ 575 6.8842 ± 0.0451 0.02482 ± 0.00080 0.03352 ± 0.00027 5.317 ± 0.048 % 92.291 ± 0.070 %
824
+ 576 6.8905 ± 0.0451 0.02482 ± 0.00080 0.03351 ± 0.00027 5.316 ± 0.048 % 92.285 ± 0.070 %
825
+ 577 6.8936 ± 0.0451 0.02480 ± 0.00080 0.03349 ± 0.00027 5.313 ± 0.047 % 92.287 ± 0.070 %
826
+ 578 6.8998 ± 0.0451 0.02478 ± 0.00080 0.03348 ± 0.00027 5.311 ± 0.047 % 92.291 ± 0.069 %
827
+ 579 6.8917 ± 0.0450 0.02477 ± 0.00079 0.03347 ± 0.00026 5.314 ± 0.047 % 92.293 ± 0.069 %
828
+ 580 6.8886 ± 0.0450 0.02482 ± 0.00079 0.03348 ± 0.00026 5.319 ± 0.047 % 92.296 ± 0.069 %
829
+
830
+ ====== Perplexity statistics ======
831
+ Mean PPL(Q) : 6.888604 ± 0.044992
832
+ Mean PPL(base) : 6.719732 ± 0.043645
833
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.26%
834
+ Mean ln(PPL(Q)/PPL(base)) : 0.024820 ± 0.000794
835
+ Mean PPL(Q)/PPL(base) : 1.025131 ± 0.000814
836
+ Mean PPL(Q)-PPL(base) : 0.168872 ± 0.005565
837
+
838
+ ====== KL divergence statistics ======
839
+ Mean KLD: 0.033477 ± 0.000265
840
+ Maximum KLD: 9.413866
841
+ 99.9% KLD: 1.240459
842
+ 99.0% KLD: 0.357466
843
+ 95.0% KLD: 0.119495
844
+ 90.0% KLD: 0.070062
845
+ Median KLD: 0.012674
846
+ 10.0% KLD: 0.000372
847
+ 5.0% KLD: 0.000105
848
+ 1.0% KLD: 0.000014
849
+ 0.1% KLD: 0.000002
850
+ Minimum KLD: -0.000020
851
+
852
+ ====== Token probability statistics ======
853
+ Mean Δp: -0.510 ± 0.014 %
854
+ Maximum Δp: 94.867%
855
+ 99.9% Δp: 32.643%
856
+ 99.0% Δp: 12.815%
857
+ 95.0% Δp: 5.297%
858
+ 90.0% Δp: 2.878%
859
+ 75.0% Δp: 0.461%
860
+ Median Δp: -0.020%
861
+ 25.0% Δp: -1.101%
862
+ 10.0% Δp: -4.208%
863
+ 5.0% Δp: -7.342%
864
+ 1.0% Δp: -18.490%
865
+ 0.1% Δp: -48.362%
866
+ Minimum Δp: -97.455%
867
+ RMS Δp : 5.319 ± 0.047 %
868
+ Same top p: 92.296 ± 0.069 %
869
+
870
+ llama_perf_context_print: load time = 6821.47 ms
871
+ llama_perf_context_print: prompt eval time = 32054.55 ms / 296960 tokens ( 0.11 ms per token, 9264.21 tokens per second)
872
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
873
+ llama_perf_context_print: total time = 72181.88 ms / 296961 tokens
874
+ llama_perf_context_print: graphs reused = 35
875
+ llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
876
+ llama_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92417 + ( 3967 = 2367 + 183 + 1417) + 864 |
877
+ llama_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92887 + ( 3498 = 1971 + 150 + 1377) + 863 |
878
+ llama_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92909 + ( 3474 = 1964 + 132 + 1377) + 866 |
879
+ llama_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92887 + ( 3498 = 1971 + 150 + 1377) + 863 |
880
+ llama_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92887 + ( 3498 = 1971 + 150 + 1377) + 863 |
881
+ llama_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92887 + ( 3498 = 1971 + 150 + 1377) + 863 |
882
+ llama_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92909 + ( 3474 = 1964 + 132 + 1377) + 866 |
883
+ llama_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 85935 + (10448 = 2091 + 116 + 8241) + 865 |
884
+ llama_memory_breakdown_print: | - Host | 708 = 515 + 0 + 193 |
885
+ ```
kld_data/aes_sedai/Qwen3.6-35B-A3B-Q4_K_M.md ADDED
@@ -0,0 +1,885 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### Qwen3.6-35B-A3B-Q4_K_M (aes_sedai)
2
+
3
+ ```txt
4
+ /home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Qwen3.6-35B-A3B-BF16-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q4_K_M.gguf
5
+ ggml_cuda_init: found 8 CUDA devices (Total VRAM: 778000 MiB):
6
+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
7
+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
8
+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
9
+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
10
+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
11
+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
12
+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
13
+ Device 7: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
14
+ common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on
15
+ llama_params_fit_impl: projected memory use with initial parameters [MiB]:
16
+ llama_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4615 used, 91904 free vs. target of 1024
17
+ llama_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4294 used, 92259 free vs. target of 1024
18
+ llama_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4270 used, 92315 free vs. target of 1024
19
+ llama_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4294 used, 92259 free vs. target of 1024
20
+ llama_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4294 used, 92259 free vs. target of 1024
21
+ llama_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4294 used, 92259 free vs. target of 1024
22
+ llama_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4270 used, 92315 free vs. target of 1024
23
+ llama_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 11136 used, 85449 free vs. target of 1024
24
+ llama_params_fit_impl: projected to use 41470 MiB of device memory vs. 772493 MiB of free device memory
25
+ llama_params_fit_impl: targets for free memory can be met on all devices, no changes needed
26
+ llama_params_fit: successfully fit params to free device memory
27
+ llama_params_fit: fitting params to free memory took 1.13 seconds
28
+ llama_model_load_from_file_impl: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free
29
+ llama_model_load_from_file_impl: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free
30
+ llama_model_load_from_file_impl: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free
31
+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free
32
+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
33
+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
34
+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
35
+ llama_model_load_from_file_impl: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
36
+ llama_model_loader: loaded meta data with 52 key-value pairs and 733 tensors from /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q4_K_M.gguf (version GGUF V3 (latest))
37
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
38
+ llama_model_loader: - kv 0: general.architecture str = qwen35moe
39
+ llama_model_loader: - kv 1: general.type str = model
40
+ llama_model_loader: - kv 2: general.sampling.top_k i32 = 20
41
+ llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000
42
+ llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000
43
+ llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B
44
+ llama_model_loader: - kv 6: general.basename str = Qwen3.6
45
+ llama_model_loader: - kv 7: general.size_label str = 35B-A3B
46
+ llama_model_loader: - kv 8: general.license str = apache-2.0
47
+ llama_model_loader: - kv 9: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3...
48
+ llama_model_loader: - kv 10: general.tags arr[str,1] = ["image-text-to-text"]
49
+ llama_model_loader: - kv 11: qwen35moe.block_count u32 = 40
50
+ llama_model_loader: - kv 12: qwen35moe.context_length u32 = 262144
51
+ llama_model_loader: - kv 13: qwen35moe.embedding_length u32 = 2048
52
+ llama_model_loader: - kv 14: qwen35moe.attention.head_count u32 = 16
53
+ llama_model_loader: - kv 15: qwen35moe.attention.head_count_kv u32 = 2
54
+ llama_model_loader: - kv 16: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0]
55
+ llama_model_loader: - kv 17: qwen35moe.rope.freq_base f32 = 10000000.000000
56
+ llama_model_loader: - kv 18: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001
57
+ llama_model_loader: - kv 19: qwen35moe.expert_count u32 = 256
58
+ llama_model_loader: - kv 20: qwen35moe.expert_used_count u32 = 8
59
+ llama_model_loader: - kv 21: qwen35moe.attention.key_length u32 = 256
60
+ llama_model_loader: - kv 22: qwen35moe.attention.value_length u32 = 256
61
+ llama_model_loader: - kv 23: qwen35moe.expert_feed_forward_length u32 = 512
62
+ llama_model_loader: - kv 24: qwen35moe.expert_shared_feed_forward_length u32 = 512
63
+ llama_model_loader: - kv 25: qwen35moe.ssm.conv_kernel u32 = 4
64
+ llama_model_loader: - kv 26: qwen35moe.ssm.state_size u32 = 128
65
+ llama_model_loader: - kv 27: qwen35moe.ssm.group_count u32 = 16
66
+ llama_model_loader: - kv 28: qwen35moe.ssm.time_step_rank u32 = 32
67
+ llama_model_loader: - kv 29: qwen35moe.ssm.inner_size u32 = 4096
68
+ llama_model_loader: - kv 30: qwen35moe.full_attention_interval u32 = 4
69
+ llama_model_loader: - kv 31: qwen35moe.rope.dimension_count u32 = 64
70
+ llama_model_loader: - kv 32: tokenizer.ggml.model str = gpt2
71
+ llama_model_loader: - kv 33: tokenizer.ggml.pre str = qwen35
72
+ llama_model_loader: - kv 34: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ...
73
+ llama_model_loader: - kv 35: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
74
+ llama_model_loader: - kv 36: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
75
+ llama_model_loader: - kv 37: tokenizer.ggml.eos_token_id u32 = 248046
76
+ llama_model_loader: - kv 38: tokenizer.ggml.padding_token_id u32 = 248044
77
+ llama_model_loader: - kv 39: tokenizer.ggml.bos_token_id u32 = 248044
78
+ llama_model_loader: - kv 40: tokenizer.ggml.add_bos_token bool = false
79
+ llama_model_loader: - kv 41: tokenizer.chat_template str = {%- set image_count = namespace(value...
80
+ llama_model_loader: - kv 42: general.quantization_version u32 = 2
81
+ llama_model_loader: - kv 43: general.file_type u32 = 7
82
+ llama_model_loader: - kv 44: MoE_Quantization.ffn_up_exps str = Q4_K
83
+ llama_model_loader: - kv 45: MoE_Quantization.ffn_gate_exps str = Q4_K
84
+ llama_model_loader: - kv 46: MoE_Quantization.ffn_down_exps str = Q5_K
85
+ llama_model_loader: - kv 47: MoE_Quantization.type_default str = Q8_0
86
+ llama_model_loader: - kv 48: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Qwen3.6-35B-A...
87
+ llama_model_loader: - kv 49: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/combined_...
88
+ llama_model_loader: - kv 50: quantize.imatrix.entries_count u32 = 510
89
+ llama_model_loader: - kv 51: quantize.imatrix.chunks_count u32 = 148
90
+ llama_model_loader: - type f32: 331 tensors
91
+ llama_model_loader: - type q8_0: 282 tensors
92
+ llama_model_loader: - type q4_K: 80 tensors
93
+ llama_model_loader: - type q5_K: 40 tensors
94
+ print_info: file format = GGUF V3 (latest)
95
+ print_info: file type = Q8_0
96
+ print_info: file size = 20.61 GiB (5.11 BPW)
97
+ load: 0 unused tokens
98
+ load: printing all EOG tokens:
99
+ load: - 248044 ('<|endoftext|>')
100
+ load: - 248046 ('<|im_end|>')
101
+ load: - 248063 ('<|fim_pad|>')
102
+ load: - 248064 ('<|repo_name|>')
103
+ load: - 248065 ('<|file_sep|>')
104
+ load: special tokens cache size = 33
105
+ load: token to piece cache size = 1.7581 MB
106
+ print_info: arch = qwen35moe
107
+ print_info: vocab_only = 0
108
+ print_info: no_alloc = 0
109
+ print_info: n_ctx_train = 262144
110
+ print_info: n_embd = 2048
111
+ print_info: n_embd_inp = 2048
112
+ print_info: n_layer = 40
113
+ print_info: n_head = 16
114
+ print_info: n_head_kv = 2
115
+ print_info: n_rot = 64
116
+ print_info: n_swa = 0
117
+ print_info: is_swa_any = 0
118
+ print_info: n_embd_head_k = 256
119
+ print_info: n_embd_head_v = 256
120
+ print_info: n_gqa = 8
121
+ print_info: n_embd_k_gqa = 512
122
+ print_info: n_embd_v_gqa = 512
123
+ print_info: f_norm_eps = 0.0e+00
124
+ print_info: f_norm_rms_eps = 1.0e-06
125
+ print_info: f_clamp_kqv = 0.0e+00
126
+ print_info: f_max_alibi_bias = 0.0e+00
127
+ print_info: f_logit_scale = 0.0e+00
128
+ print_info: f_attn_scale = 0.0e+00
129
+ print_info: n_ff = 0
130
+ print_info: n_expert = 256
131
+ print_info: n_expert_used = 8
132
+ print_info: n_expert_groups = 0
133
+ print_info: n_group_used = 0
134
+ print_info: causal attn = 1
135
+ print_info: pooling type = -1
136
+ print_info: rope type = 40
137
+ print_info: rope scaling = linear
138
+ print_info: freq_base_train = 10000000.0
139
+ print_info: freq_scale_train = 1
140
+ print_info: n_ctx_orig_yarn = 262144
141
+ print_info: rope_yarn_log_mul = 0.0000
142
+ print_info: rope_finetuned = unknown
143
+ print_info: mrope sections = [11, 11, 10, 0]
144
+ print_info: ssm_d_conv = 4
145
+ print_info: ssm_d_inner = 4096
146
+ print_info: ssm_d_state = 128
147
+ print_info: ssm_dt_rank = 32
148
+ print_info: ssm_n_group = 16
149
+ print_info: ssm_dt_b_c_rms = 0
150
+ print_info: model type = 35B.A3B
151
+ print_info: model params = 34.66 B
152
+ print_info: general.name = Qwen3.6 35B A3B
153
+ print_info: vocab type = BPE
154
+ print_info: n_vocab = 248320
155
+ print_info: n_merges = 247587
156
+ print_info: BOS token = 248044 '<|endoftext|>'
157
+ print_info: EOS token = 248046 '<|im_end|>'
158
+ print_info: EOT token = 248046 '<|im_end|>'
159
+ print_info: PAD token = 248044 '<|endoftext|>'
160
+ print_info: LF token = 198 'Ċ'
161
+ print_info: FIM PRE token = 248060 '<|fim_prefix|>'
162
+ print_info: FIM SUF token = 248062 '<|fim_suffix|>'
163
+ print_info: FIM MID token = 248061 '<|fim_middle|>'
164
+ print_info: FIM PAD token = 248063 '<|fim_pad|>'
165
+ print_info: FIM REP token = 248064 '<|repo_name|>'
166
+ print_info: FIM SEP token = 248065 '<|file_sep|>'
167
+ print_info: EOG token = 248044 '<|endoftext|>'
168
+ print_info: EOG token = 248046 '<|im_end|>'
169
+ print_info: EOG token = 248063 '<|fim_pad|>'
170
+ print_info: EOG token = 248064 '<|repo_name|>'
171
+ print_info: EOG token = 248065 '<|file_sep|>'
172
+ print_info: max token length = 256
173
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
174
+ load_tensors: offloading output layer to GPU
175
+ load_tensors: offloading 39 repeating layers to GPU
176
+ load_tensors: offloaded 41/41 layers to GPU
177
+ load_tensors: CPU_Mapped model buffer size = 515.31 MiB
178
+ load_tensors: CUDA0 model buffer size = 3015.10 MiB
179
+ load_tensors: CUDA1 model buffer size = 2511.45 MiB
180
+ load_tensors: CUDA2 model buffer size = 2504.64 MiB
181
+ load_tensors: CUDA3 model buffer size = 2511.45 MiB
182
+ load_tensors: CUDA4 model buffer size = 2511.45 MiB
183
+ load_tensors: CUDA5 model buffer size = 2511.45 MiB
184
+ load_tensors: CUDA6 model buffer size = 2504.64 MiB
185
+ load_tensors: CUDA7 model buffer size = 2523.12 MiB
186
+ ..................................................................................................
187
+ common_init_result: added <|endoftext|> logit bias = -inf
188
+ common_init_result: added <|im_end|> logit bias = -inf
189
+ common_init_result: added <|fim_pad|> logit bias = -inf
190
+ common_init_result: added <|repo_name|> logit bias = -inf
191
+ common_init_result: added <|file_sep|> logit bias = -inf
192
+ llama_context: constructing llama_context
193
+ llama_context: n_seq_max = 16
194
+ llama_context: n_ctx = 8192
195
+ llama_context: n_ctx_seq = 512
196
+ llama_context: n_batch = 8192
197
+ llama_context: n_ubatch = 8192
198
+ llama_context: causal_attn = 1
199
+ llama_context: flash_attn = enabled
200
+ llama_context: kv_unified = false
201
+ llama_context: freq_base = 10000000.0
202
+ llama_context: freq_scale = 1
203
+ llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
204
+ llama_context: CUDA_Host output buffer size = 15.16 MiB
205
+ llama_kv_cache: CUDA0 KV buffer size = 16.00 MiB
206
+ llama_kv_cache: CUDA1 KV buffer size = 16.00 MiB
207
+ llama_kv_cache: CUDA2 KV buffer size = 32.00 MiB
208
+ llama_kv_cache: CUDA3 KV buffer size = 16.00 MiB
209
+ llama_kv_cache: CUDA4 KV buffer size = 16.00 MiB
210
+ llama_kv_cache: CUDA5 KV buffer size = 16.00 MiB
211
+ llama_kv_cache: CUDA6 KV buffer size = 32.00 MiB
212
+ llama_kv_cache: CUDA7 KV buffer size = 16.00 MiB
213
+ llama_kv_cache: size = 160.00 MiB ( 512 cells, 10 layers, 16/16 seqs), K (f16): 80.00 MiB, V (f16): 80.00 MiB
214
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256
215
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256
216
+ llama_memory_recurrent: CUDA0 RS buffer size = 167.50 MiB
217
+ llama_memory_recurrent: CUDA1 RS buffer size = 134.00 MiB
218
+ llama_memory_recurrent: CUDA2 RS buffer size = 100.50 MiB
219
+ llama_memory_recurrent: CUDA3 RS buffer size = 134.00 MiB
220
+ llama_memory_recurrent: CUDA4 RS buffer size = 134.00 MiB
221
+ llama_memory_recurrent: CUDA5 RS buffer size = 134.00 MiB
222
+ llama_memory_recurrent: CUDA6 RS buffer size = 100.50 MiB
223
+ llama_memory_recurrent: CUDA7 RS buffer size = 100.50 MiB
224
+ llama_memory_recurrent: size = 1005.00 MiB ( 16 cells, 40 layers, 16 seqs), R (f32): 45.00 MiB, S (f32): 960.00 MiB
225
+ llama_context: pipeline parallelism enabled
226
+ sched_reserve: reserving ...
227
+ sched_reserve: resolving fused Gated Delta Net support:
228
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
229
+ sched_reserve: fused Gated Delta Net (chunked) enabled
230
+ sched_reserve: CUDA0 compute buffer size = 1417.00 MiB
231
+ sched_reserve: CUDA1 compute buffer size = 1377.00 MiB
232
+ sched_reserve: CUDA2 compute buffer size = 1377.00 MiB
233
+ sched_reserve: CUDA3 compute buffer size = 1377.00 MiB
234
+ sched_reserve: CUDA4 compute buffer size = 1377.00 MiB
235
+ sched_reserve: CUDA5 compute buffer size = 1377.00 MiB
236
+ sched_reserve: CUDA6 compute buffer size = 1377.00 MiB
237
+ sched_reserve: CUDA7 compute buffer size = 8241.13 MiB
238
+ sched_reserve: CUDA_Host compute buffer size = 193.25 MiB
239
+ sched_reserve: graph nodes = 3749
240
+ sched_reserve: graph splits = 9
241
+ sched_reserve: reserve took 141.64 ms, sched copies = 4
242
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
243
+
244
+ system_info: n_threads = 48 (n_threads_batch = 48) / 56 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
245
+ kl_divergence: computing over 580 chunks, n_ctx=512, batch_size=8192, n_seq=16
246
+ kl_divergence: 1.91 seconds per pass - ETA 1.15 minutes
247
+
248
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
249
+ 1 4.0573 ± 0.5532 -0.00486 ± 0.00882 0.00956 ± 0.00262 3.211 ± 0.620 % 97.255 ± 1.025 %
250
+ 2 5.7506 ± 0.6607 -0.01019 ± 0.00619 0.00946 ± 0.00144 2.705 ± 0.387 % 95.686 ± 0.901 %
251
+ 3 5.2064 ± 0.4818 0.00861 ± 0.00953 0.01851 ± 0.00222 4.213 ± 0.447 % 95.425 ± 0.756 %
252
+ 4 5.1903 ± 0.3964 0.00926 ± 0.00807 0.01687 ± 0.00168 3.973 ± 0.359 % 95.294 ± 0.663 %
253
+ 5 5.3219 ± 0.3562 0.00958 ± 0.00682 0.01618 ± 0.00137 3.807 ± 0.304 % 95.216 ± 0.598 %
254
+ 6 5.4925 ± 0.3345 0.00812 ± 0.00588 0.01563 ± 0.00115 3.717 ± 0.265 % 94.575 ± 0.579 %
255
+ 7 5.7353 ± 0.3252 0.00757 ± 0.00546 0.01555 ± 0.00101 3.648 ± 0.235 % 94.118 ± 0.557 %
256
+ 8 6.2406 ± 0.3403 0.00590 ± 0.00492 0.01538 ± 0.00092 3.584 ± 0.220 % 93.922 ± 0.529 %
257
+ 9 6.7178 ± 0.3503 0.00635 ± 0.00454 0.01474 ± 0.00083 3.469 ± 0.204 % 93.813 ± 0.503 %
258
+ 10 7.1086 ± 0.3532 0.00729 ± 0.00419 0.01420 ± 0.00075 3.350 ± 0.191 % 94.039 ± 0.469 %
259
+ 11 7.0382 ± 0.3295 0.00819 ± 0.00390 0.01395 ± 0.00070 3.292 ± 0.178 % 93.939 ± 0.451 %
260
+ 12 7.1438 ± 0.3225 0.00710 ± 0.00365 0.01385 ± 0.00066 3.320 ± 0.174 % 94.085 ± 0.427 %
261
+ 13 7.5464 ± 0.3336 0.00634 ± 0.00348 0.01389 ± 0.00065 3.257 ± 0.165 % 94.148 ± 0.408 %
262
+ 14 7.1272 ± 0.2999 0.00660 ± 0.00329 0.01349 ± 0.00061 3.193 ± 0.157 % 94.314 ± 0.388 %
263
+ 15 7.0820 ± 0.2863 0.00594 ± 0.00312 0.01331 ± 0.00058 3.219 ± 0.156 % 94.484 ± 0.369 %
264
+ 16 7.1089 ± 0.2789 0.00511 ± 0.00300 0.01302 ± 0.00055 3.196 ± 0.149 % 94.583 ± 0.354 %
265
+ 17 6.7206 ± 0.2525 0.00492 ± 0.00287 0.01278 ± 0.00052 3.174 ± 0.141 % 94.510 ± 0.346 %
266
+ 18 6.7734 ± 0.2476 0.00437 ± 0.00277 0.01258 ± 0.00050 3.121 ± 0.136 % 94.532 ± 0.336 %
267
+ 19 6.7098 ± 0.2392 0.00556 ± 0.00270 0.01249 ± 0.00048 3.131 ± 0.130 % 94.489 ± 0.328 %
268
+ 20 6.6368 ± 0.2291 0.00591 ± 0.00263 0.01287 ± 0.00048 3.124 ± 0.125 % 94.392 ± 0.322 %
269
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270
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271
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272
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273
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274
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275
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276
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277
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278
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279
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280
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281
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282
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283
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284
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285
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286
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287
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288
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289
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290
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291
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292
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293
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294
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295
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296
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297
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298
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299
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300
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301
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302
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303
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304
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305
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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328
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329
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330
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331
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332
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333
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334
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335
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336
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337
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338
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339
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340
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341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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354
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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393
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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593
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594
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596
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597
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599
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600
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601
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602
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603
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605
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606
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607
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608
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610
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611
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612
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613
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614
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615
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616
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618
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619
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620
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621
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622
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623
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
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662
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663
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664
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665
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668
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669
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670
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671
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672
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673
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674
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675
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676
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677
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678
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679
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
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696
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697
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698
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699
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700
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701
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702
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703
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704
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705
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706
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707
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708
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709
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710
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
+ 504 6.7505 ± 0.0470 0.00332 ± 0.00055 0.01375 ± 0.00012 3.444 ± 0.040 % 94.852 ± 0.062 %
753
+ 505 6.7538 ± 0.0470 0.00336 ± 0.00055 0.01373 ± 0.00012 3.442 ± 0.040 % 94.854 ± 0.062 %
754
+ 506 6.7554 ± 0.0469 0.00335 ± 0.00054 0.01373 ± 0.00012 3.442 ± 0.040 % 94.852 ± 0.062 %
755
+ 507 6.7539 ± 0.0469 0.00333 ± 0.00054 0.01371 ± 0.00012 3.440 ± 0.040 % 94.854 ± 0.061 %
756
+ 508 6.7615 ± 0.0469 0.00330 ± 0.00054 0.01371 ± 0.00012 3.439 ± 0.039 % 94.851 ± 0.061 %
757
+ 509 6.7544 ± 0.0468 0.00333 ± 0.00054 0.01371 ± 0.00012 3.441 ± 0.039 % 94.857 ± 0.061 %
758
+ 510 6.7526 ± 0.0467 0.00333 ± 0.00054 0.01370 ± 0.00012 3.439 ± 0.039 % 94.856 ± 0.061 %
759
+ 511 6.7521 ± 0.0467 0.00336 ± 0.00054 0.01369 ± 0.00012 3.437 ± 0.039 % 94.858 ± 0.061 %
760
+ 512 6.7513 ± 0.0466 0.00337 ± 0.00054 0.01369 ± 0.00012 3.436 ± 0.039 % 94.860 ± 0.061 %
761
+ 513 6.7490 ± 0.0465 0.00336 ± 0.00054 0.01368 ± 0.00012 3.434 ± 0.039 % 94.860 ± 0.061 %
762
+ 514 6.7424 ± 0.0464 0.00336 ± 0.00054 0.01367 ± 0.00012 3.433 ± 0.039 % 94.859 ± 0.061 %
763
+ 515 6.7390 ± 0.0464 0.00336 ± 0.00054 0.01366 ± 0.00012 3.432 ± 0.039 % 94.862 ± 0.061 %
764
+ 516 6.7402 ± 0.0463 0.00333 ± 0.00054 0.01365 ± 0.00012 3.431 ± 0.039 % 94.862 ± 0.061 %
765
+ 517 6.7473 ± 0.0464 0.00335 ± 0.00054 0.01365 ± 0.00012 3.431 ± 0.039 % 94.866 ± 0.061 %
766
+ 518 6.7453 ± 0.0463 0.00336 ± 0.00054 0.01364 ± 0.00012 3.431 ± 0.039 % 94.868 ± 0.061 %
767
+ 519 6.7415 ± 0.0462 0.00335 ± 0.00054 0.01364 ± 0.00012 3.430 ± 0.039 % 94.866 ± 0.061 %
768
+ 520 6.7427 ± 0.0462 0.00333 ± 0.00053 0.01363 ± 0.00012 3.428 ± 0.039 % 94.866 ± 0.061 %
769
+ 521 6.7460 ± 0.0462 0.00335 ± 0.00053 0.01362 ± 0.00012 3.427 ± 0.039 % 94.861 ± 0.061 %
770
+ 522 6.7506 ± 0.0462 0.00334 ± 0.00053 0.01362 ± 0.00012 3.427 ± 0.039 % 94.858 ± 0.061 %
771
+ 523 6.7457 ± 0.0461 0.00334 ± 0.00053 0.01361 ± 0.00012 3.425 ± 0.039 % 94.863 ± 0.060 %
772
+ 524 6.7462 ± 0.0461 0.00334 ± 0.00053 0.01360 ± 0.00012 3.423 ± 0.039 % 94.867 ± 0.060 %
773
+ 525 6.7398 ± 0.0460 0.00349 ± 0.00053 0.01364 ± 0.00012 3.431 ± 0.039 % 94.866 ± 0.060 %
774
+ 526 6.7370 ± 0.0459 0.00349 ± 0.00053 0.01366 ± 0.00012 3.432 ± 0.038 % 94.863 ± 0.060 %
775
+ 527 6.7344 ± 0.0458 0.00349 ± 0.00053 0.01365 ± 0.00012 3.431 ± 0.038 % 94.869 ± 0.060 %
776
+ 528 6.7391 ± 0.0458 0.00348 ± 0.00053 0.01365 ± 0.00012 3.430 ± 0.038 % 94.865 ± 0.060 %
777
+ 529 6.7365 ± 0.0458 0.00352 ± 0.00053 0.01371 ± 0.00013 3.450 ± 0.041 % 94.869 ± 0.060 %
778
+ 530 6.7339 ± 0.0457 0.00349 ± 0.00053 0.01372 ± 0.00013 3.451 ± 0.040 % 94.872 ± 0.060 %
779
+ 531 6.7347 ± 0.0457 0.00350 ± 0.00053 0.01371 ± 0.00013 3.449 ± 0.040 % 94.878 ± 0.060 %
780
+ 532 6.7341 ± 0.0456 0.00350 ± 0.00053 0.01371 ± 0.00013 3.448 ± 0.040 % 94.872 ± 0.060 %
781
+ 533 6.7293 ± 0.0455 0.00351 ± 0.00053 0.01370 ± 0.00013 3.447 ± 0.040 % 94.876 ± 0.060 %
782
+ 534 6.7309 ± 0.0455 0.00357 ± 0.00053 0.01373 ± 0.00013 3.453 ± 0.041 % 94.878 ± 0.060 %
783
+ 535 6.7331 ± 0.0455 0.00356 ± 0.00053 0.01374 ± 0.00013 3.455 ± 0.041 % 94.881 ± 0.060 %
784
+ 536 6.7346 ± 0.0455 0.00353 ± 0.00053 0.01374 ± 0.00013 3.454 ± 0.041 % 94.877 ± 0.060 %
785
+ 537 6.7407 ± 0.0455 0.00353 ± 0.00053 0.01373 ± 0.00013 3.452 ± 0.041 % 94.879 ± 0.060 %
786
+ 538 6.7399 ± 0.0454 0.00341 ± 0.00053 0.01393 ± 0.00018 3.470 ± 0.042 % 94.874 ± 0.060 %
787
+ 539 6.7343 ± 0.0454 0.00340 ± 0.00053 0.01394 ± 0.00018 3.470 ± 0.042 % 94.874 ± 0.059 %
788
+ 540 6.7391 ± 0.0454 0.00336 ± 0.00053 0.01394 ± 0.00018 3.469 ± 0.042 % 94.877 ± 0.059 %
789
+ 541 6.7399 ± 0.0453 0.00335 ± 0.00053 0.01394 ± 0.00018 3.469 ± 0.042 % 94.874 ± 0.059 %
790
+ 542 6.7433 ± 0.0453 0.00337 ± 0.00053 0.01393 ± 0.00018 3.467 ± 0.042 % 94.873 ± 0.059 %
791
+ 543 6.7394 ± 0.0452 0.00340 ± 0.00053 0.01394 ± 0.00018 3.469 ± 0.042 % 94.871 ± 0.059 %
792
+ 544 6.7289 ± 0.0451 0.00338 ± 0.00053 0.01393 ± 0.00018 3.470 ± 0.042 % 94.875 ± 0.059 %
793
+ 545 6.7208 ± 0.0450 0.00334 ± 0.00053 0.01392 ± 0.00018 3.468 ± 0.042 % 94.877 ± 0.059 %
794
+ 546 6.7257 ± 0.0450 0.00334 ± 0.00053 0.01392 ± 0.00018 3.467 ± 0.042 % 94.875 ± 0.059 %
795
+ 547 6.7196 ± 0.0449 0.00330 ± 0.00053 0.01392 ± 0.00018 3.468 ± 0.042 % 94.875 ± 0.059 %
796
+ 548 6.7131 ± 0.0448 0.00325 ± 0.00053 0.01391 ± 0.00018 3.468 ± 0.042 % 94.879 ± 0.059 %
797
+ 549 6.7035 ± 0.0447 0.00323 ± 0.00053 0.01392 ± 0.00018 3.474 ± 0.042 % 94.885 ± 0.059 %
798
+ 550 6.6919 ± 0.0446 0.00324 ± 0.00053 0.01392 ± 0.00018 3.475 ± 0.042 % 94.889 ± 0.059 %
799
+ 551 6.6891 ± 0.0445 0.00320 ± 0.00052 0.01391 ± 0.00018 3.473 ± 0.042 % 94.888 ± 0.059 %
800
+ 552 6.6930 ± 0.0445 0.00320 ± 0.00052 0.01391 ± 0.00018 3.472 ± 0.042 % 94.889 ± 0.059 %
801
+ 553 6.7000 ± 0.0445 0.00321 ± 0.00052 0.01390 ± 0.00018 3.471 ± 0.042 % 94.881 ± 0.059 %
802
+ 554 6.7011 ± 0.0445 0.00320 ± 0.00052 0.01390 ± 0.00018 3.469 ± 0.042 % 94.878 ± 0.059 %
803
+ 555 6.7076 ± 0.0445 0.00316 ± 0.00052 0.01389 ± 0.00018 3.468 ± 0.042 % 94.879 ± 0.059 %
804
+ 556 6.7123 ± 0.0445 0.00315 ± 0.00052 0.01389 ± 0.00018 3.467 ± 0.042 % 94.874 ± 0.059 %
805
+ 557 6.7169 ± 0.0445 0.00312 ± 0.00052 0.01388 ± 0.00017 3.464 ± 0.042 % 94.875 ± 0.059 %
806
+ 558 6.7205 ± 0.0445 0.00312 ± 0.00052 0.01386 ± 0.00017 3.462 ± 0.041 % 94.877 ± 0.058 %
807
+ 559 6.7290 ± 0.0445 0.00313 ± 0.00052 0.01387 ± 0.00017 3.462 ± 0.041 % 94.876 ± 0.058 %
808
+ 560 6.7350 ± 0.0445 0.00315 ± 0.00052 0.01387 ± 0.00017 3.461 ± 0.041 % 94.874 ± 0.058 %
809
+ 561 6.7420 ± 0.0445 0.00316 ± 0.00052 0.01386 ± 0.00017 3.459 ± 0.041 % 94.874 ± 0.058 %
810
+ 562 6.7388 ± 0.0445 0.00314 ± 0.00052 0.01386 ± 0.00017 3.458 ± 0.041 % 94.874 ± 0.058 %
811
+ 563 6.7407 ± 0.0445 0.00312 ± 0.00052 0.01387 ± 0.00017 3.458 ± 0.041 % 94.873 ± 0.058 %
812
+ 564 6.7326 ± 0.0443 0.00314 ± 0.00052 0.01390 ± 0.00017 3.462 ± 0.041 % 94.871 ± 0.058 %
813
+ 565 6.7348 ± 0.0443 0.00318 ± 0.00052 0.01395 ± 0.00017 3.466 ± 0.041 % 94.862 ± 0.058 %
814
+ 566 6.7296 ± 0.0442 0.00318 ± 0.00052 0.01394 ± 0.00017 3.465 ± 0.041 % 94.865 ± 0.058 %
815
+ 567 6.7331 ± 0.0442 0.00320 ± 0.00052 0.01394 ± 0.00017 3.464 ± 0.041 % 94.868 ± 0.058 %
816
+ 568 6.7342 ± 0.0442 0.00316 ± 0.00052 0.01395 ± 0.00017 3.466 ± 0.041 % 94.868 ± 0.058 %
817
+ 569 6.7360 ± 0.0442 0.00318 ± 0.00052 0.01395 ± 0.00017 3.465 ± 0.041 % 94.868 ± 0.058 %
818
+ 570 6.7319 ± 0.0441 0.00315 ± 0.00052 0.01395 ± 0.00017 3.465 ± 0.041 % 94.867 ± 0.058 %
819
+ 571 6.7312 ± 0.0441 0.00315 ± 0.00051 0.01395 ± 0.00017 3.463 ± 0.041 % 94.864 ± 0.058 %
820
+ 572 6.7375 ± 0.0441 0.00314 ± 0.00051 0.01395 ± 0.00017 3.463 ± 0.041 % 94.865 ± 0.058 %
821
+ 573 6.7338 ± 0.0440 0.00315 ± 0.00051 0.01394 ± 0.00017 3.463 ± 0.041 % 94.866 ± 0.058 %
822
+ 574 6.7366 ± 0.0440 0.00315 ± 0.00051 0.01393 ± 0.00017 3.461 ± 0.041 % 94.865 ± 0.058 %
823
+ 575 6.7366 ± 0.0439 0.00314 ± 0.00051 0.01392 ± 0.00017 3.460 ± 0.040 % 94.864 ± 0.058 %
824
+ 576 6.7426 ± 0.0440 0.00312 ± 0.00051 0.01392 ± 0.00017 3.459 ± 0.040 % 94.855 ± 0.058 %
825
+ 577 6.7457 ± 0.0439 0.00313 ± 0.00051 0.01391 ± 0.00017 3.457 ± 0.040 % 94.854 ± 0.058 %
826
+ 578 6.7521 ± 0.0440 0.00315 ± 0.00051 0.01390 ± 0.00017 3.455 ± 0.040 % 94.856 ± 0.058 %
827
+ 579 6.7444 ± 0.0439 0.00318 ± 0.00051 0.01390 ± 0.00017 3.455 ± 0.040 % 94.857 ± 0.057 %
828
+ 580 6.7414 ± 0.0438 0.00322 ± 0.00051 0.01390 ± 0.00017 3.455 ± 0.040 % 94.854 ± 0.057 %
829
+
830
+ ====== Perplexity statistics ======
831
+ Mean PPL(Q) : 6.741414 ± 0.043822
832
+ Mean PPL(base) : 6.719732 ± 0.043645
833
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.69%
834
+ Mean ln(PPL(Q)/PPL(base)) : 0.003221 ± 0.000510
835
+ Mean PPL(Q)/PPL(base) : 1.003227 ± 0.000511
836
+ Mean PPL(Q)-PPL(base) : 0.021682 ± 0.003436
837
+
838
+ ====== KL divergence statistics ======
839
+ Mean KLD: 0.013899 ± 0.000169
840
+ Maximum KLD: 13.251812
841
+ 99.9% KLD: 0.532999
842
+ 99.0% KLD: 0.143676
843
+ 95.0% KLD: 0.048244
844
+ 90.0% KLD: 0.028159
845
+ Median KLD: 0.005158
846
+ 10.0% KLD: 0.000142
847
+ 5.0% KLD: 0.000039
848
+ 1.0% KLD: 0.000004
849
+ 0.1% KLD: -0.000001
850
+ Minimum KLD: -0.000062
851
+
852
+ ====== Token probability statistics ======
853
+ Mean Δp: -0.104 ± 0.009 %
854
+ Maximum Δp: 95.729%
855
+ 99.9% Δp: 24.386%
856
+ 99.0% Δp: 9.295%
857
+ 95.0% Δp: 3.855%
858
+ 90.0% Δp: 2.175%
859
+ 75.0% Δp: 0.432%
860
+ Median Δp: -0.001%
861
+ 25.0% Δp: -0.544%
862
+ 10.0% Δp: -2.406%
863
+ 5.0% Δp: -4.244%
864
+ 1.0% Δp: -10.397%
865
+ 0.1% Δp: -28.916%
866
+ Minimum Δp: -98.157%
867
+ RMS Δp : 3.455 ± 0.040 %
868
+ Same top p: 94.854 ± 0.057 %
869
+
870
+ llama_perf_context_print: load time = 8114.46 ms
871
+ llama_perf_context_print: prompt eval time = 32412.20 ms / 296960 tokens ( 0.11 ms per token, 9161.98 tokens per second)
872
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
873
+ llama_perf_context_print: total time = 72419.07 ms / 296961 tokens
874
+ llama_perf_context_print: graphs reused = 35
875
+ llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
876
+ llama_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91769 + ( 4615 = 3015 + 183 + 1417) + 864 |
877
+ llama_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92347 + ( 4038 = 2511 + 150 + 1377) + 863 |
878
+ llama_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92369 + ( 4014 = 2504 + 132 + 1377) + 866 |
879
+ llama_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92347 + ( 4038 = 2511 + 150 + 1377) + 863 |
880
+ llama_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92347 + ( 4038 = 2511 + 150 + 1377) + 863 |
881
+ llama_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92347 + ( 4038 = 2511 + 150 + 1377) + 863 |
882
+ llama_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 92369 + ( 4014 = 2504 + 132 + 1377) + 866 |
883
+ llama_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 85503 + (10880 = 2523 + 116 + 8241) + 865 |
884
+ llama_memory_breakdown_print: | - Host | 708 = 515 + 0 + 193 |
885
+ ```
kld_data/aes_sedai/Qwen3.6-35B-A3B-Q5_K_M.md ADDED
@@ -0,0 +1,885 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### Qwen3.6-35B-A3B-Q5_K_M (aes_sedai)
2
+
3
+ ```txt
4
+ /home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Qwen3.6-35B-A3B-BF16-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q5_K_M.gguf
5
+ ggml_cuda_init: found 8 CUDA devices (Total VRAM: 778000 MiB):
6
+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
7
+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
8
+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
9
+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
10
+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
11
+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
12
+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
13
+ Device 7: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
14
+ common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on
15
+ llama_params_fit_impl: projected memory use with initial parameters [MiB]:
16
+ llama_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 5203 used, 91316 free vs. target of 1024
17
+ llama_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4784 used, 91769 free vs. target of 1024
18
+ llama_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4760 used, 91825 free vs. target of 1024
19
+ llama_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4784 used, 91769 free vs. target of 1024
20
+ llama_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4784 used, 91769 free vs. target of 1024
21
+ llama_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4784 used, 91769 free vs. target of 1024
22
+ llama_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 4760 used, 91825 free vs. target of 1024
23
+ llama_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 11528 used, 85057 free vs. target of 1024
24
+ llama_params_fit_impl: projected to use 45390 MiB of device memory vs. 772493 MiB of free device memory
25
+ llama_params_fit_impl: targets for free memory can be met on all devices, no changes needed
26
+ llama_params_fit: successfully fit params to free device memory
27
+ llama_params_fit: fitting params to free memory took 1.14 seconds
28
+ llama_model_load_from_file_impl: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free
29
+ llama_model_load_from_file_impl: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free
30
+ llama_model_load_from_file_impl: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free
31
+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free
32
+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
33
+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
34
+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
35
+ llama_model_load_from_file_impl: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
36
+ llama_model_loader: loaded meta data with 52 key-value pairs and 733 tensors from /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q5_K_M.gguf (version GGUF V3 (latest))
37
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
38
+ llama_model_loader: - kv 0: general.architecture str = qwen35moe
39
+ llama_model_loader: - kv 1: general.type str = model
40
+ llama_model_loader: - kv 2: general.sampling.top_k i32 = 20
41
+ llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000
42
+ llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000
43
+ llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B
44
+ llama_model_loader: - kv 6: general.basename str = Qwen3.6
45
+ llama_model_loader: - kv 7: general.size_label str = 35B-A3B
46
+ llama_model_loader: - kv 8: general.license str = apache-2.0
47
+ llama_model_loader: - kv 9: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3...
48
+ llama_model_loader: - kv 10: general.tags arr[str,1] = ["image-text-to-text"]
49
+ llama_model_loader: - kv 11: qwen35moe.block_count u32 = 40
50
+ llama_model_loader: - kv 12: qwen35moe.context_length u32 = 262144
51
+ llama_model_loader: - kv 13: qwen35moe.embedding_length u32 = 2048
52
+ llama_model_loader: - kv 14: qwen35moe.attention.head_count u32 = 16
53
+ llama_model_loader: - kv 15: qwen35moe.attention.head_count_kv u32 = 2
54
+ llama_model_loader: - kv 16: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0]
55
+ llama_model_loader: - kv 17: qwen35moe.rope.freq_base f32 = 10000000.000000
56
+ llama_model_loader: - kv 18: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001
57
+ llama_model_loader: - kv 19: qwen35moe.expert_count u32 = 256
58
+ llama_model_loader: - kv 20: qwen35moe.expert_used_count u32 = 8
59
+ llama_model_loader: - kv 21: qwen35moe.attention.key_length u32 = 256
60
+ llama_model_loader: - kv 22: qwen35moe.attention.value_length u32 = 256
61
+ llama_model_loader: - kv 23: qwen35moe.expert_feed_forward_length u32 = 512
62
+ llama_model_loader: - kv 24: qwen35moe.expert_shared_feed_forward_length u32 = 512
63
+ llama_model_loader: - kv 25: qwen35moe.ssm.conv_kernel u32 = 4
64
+ llama_model_loader: - kv 26: qwen35moe.ssm.state_size u32 = 128
65
+ llama_model_loader: - kv 27: qwen35moe.ssm.group_count u32 = 16
66
+ llama_model_loader: - kv 28: qwen35moe.ssm.time_step_rank u32 = 32
67
+ llama_model_loader: - kv 29: qwen35moe.ssm.inner_size u32 = 4096
68
+ llama_model_loader: - kv 30: qwen35moe.full_attention_interval u32 = 4
69
+ llama_model_loader: - kv 31: qwen35moe.rope.dimension_count u32 = 64
70
+ llama_model_loader: - kv 32: tokenizer.ggml.model str = gpt2
71
+ llama_model_loader: - kv 33: tokenizer.ggml.pre str = qwen35
72
+ llama_model_loader: - kv 34: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ...
73
+ llama_model_loader: - kv 35: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
74
+ llama_model_loader: - kv 36: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
75
+ llama_model_loader: - kv 37: tokenizer.ggml.eos_token_id u32 = 248046
76
+ llama_model_loader: - kv 38: tokenizer.ggml.padding_token_id u32 = 248044
77
+ llama_model_loader: - kv 39: tokenizer.ggml.bos_token_id u32 = 248044
78
+ llama_model_loader: - kv 40: tokenizer.ggml.add_bos_token bool = false
79
+ llama_model_loader: - kv 41: tokenizer.chat_template str = {%- set image_count = namespace(value...
80
+ llama_model_loader: - kv 42: general.quantization_version u32 = 2
81
+ llama_model_loader: - kv 43: general.file_type u32 = 7
82
+ llama_model_loader: - kv 44: MoE_Quantization.ffn_up_exps str = Q5_K
83
+ llama_model_loader: - kv 45: MoE_Quantization.ffn_gate_exps str = Q5_K
84
+ llama_model_loader: - kv 46: MoE_Quantization.ffn_down_exps str = Q6_K
85
+ llama_model_loader: - kv 47: MoE_Quantization.type_default str = Q8_0
86
+ llama_model_loader: - kv 48: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Qwen3.6-35B-A...
87
+ llama_model_loader: - kv 49: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/combined_...
88
+ llama_model_loader: - kv 50: quantize.imatrix.entries_count u32 = 510
89
+ llama_model_loader: - kv 51: quantize.imatrix.chunks_count u32 = 148
90
+ llama_model_loader: - type f32: 331 tensors
91
+ llama_model_loader: - type q8_0: 282 tensors
92
+ llama_model_loader: - type q5_K: 80 tensors
93
+ llama_model_loader: - type q6_K: 40 tensors
94
+ print_info: file format = GGUF V3 (latest)
95
+ print_info: file type = Q8_0
96
+ print_info: file size = 24.44 GiB (6.06 BPW)
97
+ load: 0 unused tokens
98
+ load: printing all EOG tokens:
99
+ load: - 248044 ('<|endoftext|>')
100
+ load: - 248046 ('<|im_end|>')
101
+ load: - 248063 ('<|fim_pad|>')
102
+ load: - 248064 ('<|repo_name|>')
103
+ load: - 248065 ('<|file_sep|>')
104
+ load: special tokens cache size = 33
105
+ load: token to piece cache size = 1.7581 MB
106
+ print_info: arch = qwen35moe
107
+ print_info: vocab_only = 0
108
+ print_info: no_alloc = 0
109
+ print_info: n_ctx_train = 262144
110
+ print_info: n_embd = 2048
111
+ print_info: n_embd_inp = 2048
112
+ print_info: n_layer = 40
113
+ print_info: n_head = 16
114
+ print_info: n_head_kv = 2
115
+ print_info: n_rot = 64
116
+ print_info: n_swa = 0
117
+ print_info: is_swa_any = 0
118
+ print_info: n_embd_head_k = 256
119
+ print_info: n_embd_head_v = 256
120
+ print_info: n_gqa = 8
121
+ print_info: n_embd_k_gqa = 512
122
+ print_info: n_embd_v_gqa = 512
123
+ print_info: f_norm_eps = 0.0e+00
124
+ print_info: f_norm_rms_eps = 1.0e-06
125
+ print_info: f_clamp_kqv = 0.0e+00
126
+ print_info: f_max_alibi_bias = 0.0e+00
127
+ print_info: f_logit_scale = 0.0e+00
128
+ print_info: f_attn_scale = 0.0e+00
129
+ print_info: n_ff = 0
130
+ print_info: n_expert = 256
131
+ print_info: n_expert_used = 8
132
+ print_info: n_expert_groups = 0
133
+ print_info: n_group_used = 0
134
+ print_info: causal attn = 1
135
+ print_info: pooling type = -1
136
+ print_info: rope type = 40
137
+ print_info: rope scaling = linear
138
+ print_info: freq_base_train = 10000000.0
139
+ print_info: freq_scale_train = 1
140
+ print_info: n_ctx_orig_yarn = 262144
141
+ print_info: rope_yarn_log_mul = 0.0000
142
+ print_info: rope_finetuned = unknown
143
+ print_info: mrope sections = [11, 11, 10, 0]
144
+ print_info: ssm_d_conv = 4
145
+ print_info: ssm_d_inner = 4096
146
+ print_info: ssm_d_state = 128
147
+ print_info: ssm_dt_rank = 32
148
+ print_info: ssm_n_group = 16
149
+ print_info: ssm_dt_b_c_rms = 0
150
+ print_info: model type = 35B.A3B
151
+ print_info: model params = 34.66 B
152
+ print_info: general.name = Qwen3.6 35B A3B
153
+ print_info: vocab type = BPE
154
+ print_info: n_vocab = 248320
155
+ print_info: n_merges = 247587
156
+ print_info: BOS token = 248044 '<|endoftext|>'
157
+ print_info: EOS token = 248046 '<|im_end|>'
158
+ print_info: EOT token = 248046 '<|im_end|>'
159
+ print_info: PAD token = 248044 '<|endoftext|>'
160
+ print_info: LF token = 198 'Ċ'
161
+ print_info: FIM PRE token = 248060 '<|fim_prefix|>'
162
+ print_info: FIM SUF token = 248062 '<|fim_suffix|>'
163
+ print_info: FIM MID token = 248061 '<|fim_middle|>'
164
+ print_info: FIM PAD token = 248063 '<|fim_pad|>'
165
+ print_info: FIM REP token = 248064 '<|repo_name|>'
166
+ print_info: FIM SEP token = 248065 '<|file_sep|>'
167
+ print_info: EOG token = 248044 '<|endoftext|>'
168
+ print_info: EOG token = 248046 '<|im_end|>'
169
+ print_info: EOG token = 248063 '<|fim_pad|>'
170
+ print_info: EOG token = 248064 '<|repo_name|>'
171
+ print_info: EOG token = 248065 '<|file_sep|>'
172
+ print_info: max token length = 256
173
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
174
+ load_tensors: offloading output layer to GPU
175
+ load_tensors: offloading 39 repeating layers to GPU
176
+ load_tensors: offloaded 41/41 layers to GPU
177
+ load_tensors: CPU_Mapped model buffer size = 515.31 MiB
178
+ load_tensors: CUDA0 model buffer size = 3603.10 MiB
179
+ load_tensors: CUDA1 model buffer size = 3001.45 MiB
180
+ load_tensors: CUDA2 model buffer size = 2994.64 MiB
181
+ load_tensors: CUDA3 model buffer size = 3001.45 MiB
182
+ load_tensors: CUDA4 model buffer size = 3001.45 MiB
183
+ load_tensors: CUDA5 model buffer size = 3001.45 MiB
184
+ load_tensors: CUDA6 model buffer size = 2994.64 MiB
185
+ load_tensors: CUDA7 model buffer size = 2915.12 MiB
186
+ ..................................................................................................
187
+ common_init_result: added <|endoftext|> logit bias = -inf
188
+ common_init_result: added <|im_end|> logit bias = -inf
189
+ common_init_result: added <|fim_pad|> logit bias = -inf
190
+ common_init_result: added <|repo_name|> logit bias = -inf
191
+ common_init_result: added <|file_sep|> logit bias = -inf
192
+ llama_context: constructing llama_context
193
+ llama_context: n_seq_max = 16
194
+ llama_context: n_ctx = 8192
195
+ llama_context: n_ctx_seq = 512
196
+ llama_context: n_batch = 8192
197
+ llama_context: n_ubatch = 8192
198
+ llama_context: causal_attn = 1
199
+ llama_context: flash_attn = enabled
200
+ llama_context: kv_unified = false
201
+ llama_context: freq_base = 10000000.0
202
+ llama_context: freq_scale = 1
203
+ llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
204
+ llama_context: CUDA_Host output buffer size = 15.16 MiB
205
+ llama_kv_cache: CUDA0 KV buffer size = 16.00 MiB
206
+ llama_kv_cache: CUDA1 KV buffer size = 16.00 MiB
207
+ llama_kv_cache: CUDA2 KV buffer size = 32.00 MiB
208
+ llama_kv_cache: CUDA3 KV buffer size = 16.00 MiB
209
+ llama_kv_cache: CUDA4 KV buffer size = 16.00 MiB
210
+ llama_kv_cache: CUDA5 KV buffer size = 16.00 MiB
211
+ llama_kv_cache: CUDA6 KV buffer size = 32.00 MiB
212
+ llama_kv_cache: CUDA7 KV buffer size = 16.00 MiB
213
+ llama_kv_cache: size = 160.00 MiB ( 512 cells, 10 layers, 16/16 seqs), K (f16): 80.00 MiB, V (f16): 80.00 MiB
214
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256
215
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256
216
+ llama_memory_recurrent: CUDA0 RS buffer size = 167.50 MiB
217
+ llama_memory_recurrent: CUDA1 RS buffer size = 134.00 MiB
218
+ llama_memory_recurrent: CUDA2 RS buffer size = 100.50 MiB
219
+ llama_memory_recurrent: CUDA3 RS buffer size = 134.00 MiB
220
+ llama_memory_recurrent: CUDA4 RS buffer size = 134.00 MiB
221
+ llama_memory_recurrent: CUDA5 RS buffer size = 134.00 MiB
222
+ llama_memory_recurrent: CUDA6 RS buffer size = 100.50 MiB
223
+ llama_memory_recurrent: CUDA7 RS buffer size = 100.50 MiB
224
+ llama_memory_recurrent: size = 1005.00 MiB ( 16 cells, 40 layers, 16 seqs), R (f32): 45.00 MiB, S (f32): 960.00 MiB
225
+ llama_context: pipeline parallelism enabled
226
+ sched_reserve: reserving ...
227
+ sched_reserve: resolving fused Gated Delta Net support:
228
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
229
+ sched_reserve: fused Gated Delta Net (chunked) enabled
230
+ sched_reserve: CUDA0 compute buffer size = 1417.00 MiB
231
+ sched_reserve: CUDA1 compute buffer size = 1377.00 MiB
232
+ sched_reserve: CUDA2 compute buffer size = 1377.00 MiB
233
+ sched_reserve: CUDA3 compute buffer size = 1377.00 MiB
234
+ sched_reserve: CUDA4 compute buffer size = 1377.00 MiB
235
+ sched_reserve: CUDA5 compute buffer size = 1377.00 MiB
236
+ sched_reserve: CUDA6 compute buffer size = 1377.00 MiB
237
+ sched_reserve: CUDA7 compute buffer size = 8241.13 MiB
238
+ sched_reserve: CUDA_Host compute buffer size = 193.25 MiB
239
+ sched_reserve: graph nodes = 3749
240
+ sched_reserve: graph splits = 9
241
+ sched_reserve: reserve took 142.49 ms, sched copies = 4
242
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
243
+
244
+ system_info: n_threads = 48 (n_threads_batch = 48) / 56 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
245
+ kl_divergence: computing over 580 chunks, n_ctx=512, batch_size=8192, n_seq=16
246
+ kl_divergence: 2.43 seconds per pass - ETA 1.47 minutes
247
+
248
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
249
+ 1 4.0591 ± 0.5536 -0.00442 ± 0.00706 0.00412 ± 0.00092 2.379 ± 0.547 % 97.255 ± 1.025 %
250
+ 2 5.7759 ± 0.6636 -0.00581 ± 0.00452 0.00426 ± 0.00052 2.154 ± 0.330 % 97.059 ± 0.749 %
251
+ 3 5.1529 ± 0.4744 -0.00171 ± 0.00685 0.01035 ± 0.00115 3.074 ± 0.288 % 96.732 ± 0.643 %
252
+ 4 5.1560 ± 0.3922 0.00264 ± 0.00568 0.00975 ± 0.00089 2.967 ± 0.230 % 96.471 ± 0.578 %
253
+ 5 5.2777 ± 0.3514 0.00125 ± 0.00524 0.00973 ± 0.00075 3.064 ± 0.220 % 96.078 ± 0.544 %
254
+ 6 5.4586 ± 0.3311 0.00193 ± 0.00450 0.00927 ± 0.00064 2.948 ± 0.193 % 96.078 ± 0.496 %
255
+ 7 5.6986 ± 0.3217 0.00115 ± 0.00419 0.00929 ± 0.00056 2.905 ± 0.172 % 96.078 ± 0.460 %
256
+ 8 6.2025 ± 0.3372 -0.00022 ± 0.00378 0.00894 ± 0.00050 2.769 ± 0.158 % 95.833 ± 0.443 %
257
+ 9 6.6710 ± 0.3465 -0.00063 ± 0.00349 0.00882 ± 0.00045 2.721 ± 0.145 % 95.904 ± 0.414 %
258
+ 10 7.0498 ± 0.3489 -0.00102 ± 0.00323 0.00852 ± 0.00041 2.626 ± 0.136 % 95.843 ± 0.395 %
259
+ 11 6.9789 ± 0.3253 -0.00028 ± 0.00302 0.00835 ± 0.00038 2.578 ± 0.127 % 95.900 ± 0.374 %
260
+ 12 7.0931 ± 0.3191 -0.00002 ± 0.00283 0.00830 ± 0.00037 2.549 ± 0.119 % 95.817 ± 0.362 %
261
+ 13 7.5102 ± 0.3312 0.00154 ± 0.00271 0.00821 ± 0.00035 2.555 ± 0.117 % 95.867 ± 0.346 %
262
+ 14 7.0927 ± 0.2978 0.00174 ± 0.00256 0.00795 ± 0.00033 2.529 ± 0.112 % 96.022 ± 0.327 %
263
+ 15 7.0508 ± 0.2844 0.00152 ± 0.00245 0.00822 ± 0.00055 2.657 ± 0.181 % 96.026 ± 0.316 %
264
+ 16 7.0756 ± 0.2770 0.00042 ± 0.00234 0.00802 ± 0.00051 2.621 ± 0.173 % 96.054 ± 0.305 %
265
+ 17 6.6896 ± 0.2508 0.00029 ± 0.00224 0.00779 ± 0.00048 2.580 ± 0.165 % 96.032 ± 0.297 %
266
+ 18 6.7507 ± 0.2463 0.00102 ± 0.00215 0.00765 ± 0.00046 2.542 ± 0.159 % 96.122 ± 0.285 %
267
+ 19 6.6829 ± 0.2378 0.00154 ± 0.00206 0.00749 ± 0.00044 2.504 ± 0.153 % 96.078 ± 0.279 %
268
+ 20 6.6071 ± 0.2275 0.00142 ± 0.00202 0.00756 ± 0.00042 2.520 ± 0.145 % 96.078 ± 0.272 %
269
+ 21 6.4308 ± 0.2150 0.00084 ± 0.00209 0.00767 ± 0.00041 2.589 ± 0.143 % 96.134 ± 0.263 %
270
+ 22 6.3699 ± 0.2080 -0.00013 ± 0.00205 0.00772 ± 0.00040 2.583 ± 0.138 % 96.168 ± 0.256 %
271
+ 23 6.1419 ± 0.1947 -0.00065 ± 0.00208 0.00971 ± 0.00120 2.957 ± 0.230 % 96.147 ± 0.251 %
272
+ 24 5.8915 ± 0.1814 0.00019 ± 0.00211 0.01010 ± 0.00128 3.104 ± 0.265 % 96.144 ± 0.246 %
273
+ 25 5.7740 ± 0.1734 0.00130 ± 0.00208 0.01025 ± 0.00123 3.190 ± 0.252 % 96.141 ± 0.241 %
274
+ 26 5.6464 ± 0.1650 0.00114 ± 0.00205 0.01019 ± 0.00119 3.215 ± 0.245 % 96.184 ± 0.235 %
275
+ 27 5.5555 ± 0.1586 0.00136 ± 0.00200 0.01010 ± 0.00114 3.207 ± 0.237 % 96.166 ± 0.231 %
276
+ 28 5.4964 ± 0.1535 0.00107 ± 0.00195 0.01001 ± 0.00110 3.169 ± 0.231 % 96.190 ± 0.227 %
277
+ 29 5.5066 ± 0.1513 0.00076 ± 0.00190 0.00987 ± 0.00107 3.151 ± 0.224 % 96.281 ± 0.220 %
278
+ 30 5.4705 ± 0.1473 0.00006 ± 0.00186 0.00977 ± 0.00103 3.122 ± 0.219 % 96.327 ± 0.215 %
279
+ 31 5.4387 ± 0.1436 -0.00014 ± 0.00182 0.00967 ± 0.00100 3.101 ± 0.214 % 96.357 ± 0.211 %
280
+ 32 5.4676 ± 0.1427 -0.00024 ± 0.00179 0.00973 ± 0.00097 3.087 ± 0.208 % 96.373 ± 0.207 %
281
+ 33 5.4619 ± 0.1405 0.00043 ± 0.00178 0.00977 ± 0.00095 3.117 ± 0.203 % 96.352 ± 0.204 %
282
+ 34 5.5081 ± 0.1402 0.00007 ± 0.00175 0.00970 ± 0.00092 3.096 ± 0.199 % 96.390 ± 0.200 %
283
+ 35 5.5891 ± 0.1404 0.00039 ± 0.00172 0.00965 ± 0.00089 3.071 ± 0.195 % 96.303 ± 0.200 %
284
+ 36 5.7115 ± 0.1420 0.00045 ± 0.00169 0.00962 ± 0.00087 3.051 ± 0.191 % 96.253 ± 0.198 %
285
+ 37 5.7763 ± 0.1416 -0.00007 ± 0.00166 0.00956 ± 0.00085 3.026 ± 0.187 % 96.163 ± 0.198 %
286
+ 38 5.7586 ± 0.1391 -0.00009 ± 0.00163 0.00947 ± 0.00082 3.003 ± 0.183 % 96.161 ± 0.195 %
287
+ 39 5.7786 ± 0.1381 -0.00042 ± 0.00161 0.00938 ± 0.00080 2.984 ± 0.180 % 96.078 ± 0.195 %
288
+ 40 5.8248 ± 0.1383 -0.00014 ± 0.00160 0.00928 ± 0.00078 2.961 ± 0.177 % 96.098 ± 0.192 %
289
+ 41 5.8425 ± 0.1372 -0.00010 ± 0.00157 0.00918 ± 0.00076 2.939 ± 0.174 % 96.098 ± 0.189 %
290
+ 42 5.8903 ± 0.1368 -0.00013 ± 0.00155 0.00910 ± 0.00075 2.931 ± 0.171 % 96.078 ± 0.188 %
291
+ 43 5.8905 ± 0.1353 0.00012 ± 0.00152 0.00900 ± 0.00073 2.911 ± 0.168 % 96.078 ± 0.185 %
292
+ 44 5.8778 ± 0.1332 0.00046 ± 0.00150 0.00900 ± 0.00071 2.914 ± 0.165 % 96.016 ± 0.185 %
293
+ 45 5.9383 ± 0.1336 0.00084 ± 0.00148 0.00892 ± 0.00070 2.895 ± 0.163 % 96.061 ± 0.182 %
294
+ 46 5.9089 ± 0.1312 0.00109 ± 0.00146 0.00884 ± 0.00068 2.877 ± 0.160 % 96.061 ± 0.180 %
295
+ 47 6.0179 ± 0.1329 0.00125 ± 0.00144 0.00889 ± 0.00067 2.864 ± 0.158 % 96.053 ± 0.178 %
296
+ 48 6.0675 ± 0.1326 0.00114 ± 0.00142 0.00881 ± 0.00066 2.845 ± 0.155 % 96.054 ± 0.176 %
297
+ 49 6.0347 ± 0.1303 0.00122 ± 0.00139 0.00874 ± 0.00065 2.833 ± 0.153 % 96.086 ± 0.173 %
298
+ 50 6.0525 ± 0.1295 0.00158 ± 0.00138 0.00882 ± 0.00063 2.843 ± 0.150 % 96.063 ± 0.172 %
299
+ 51 6.0482 ± 0.1279 0.00177 ± 0.00137 0.00877 ± 0.00062 2.827 ± 0.147 % 96.055 ± 0.171 %
300
+ 52 6.0951 ± 0.1281 0.00167 ± 0.00136 0.00876 ± 0.00061 2.816 ± 0.145 % 96.033 ± 0.170 %
301
+ 53 6.1447 ± 0.1278 0.00166 ± 0.00134 0.00868 ± 0.00060 2.795 ± 0.144 % 96.034 ± 0.168 %
302
+ 54 6.1650 ± 0.1270 0.00159 ± 0.00132 0.00861 ± 0.00059 2.778 ± 0.142 % 96.057 ± 0.166 %
303
+ 55 6.1773 ± 0.1262 0.00126 ± 0.00131 0.00859 ± 0.00058 2.765 ± 0.140 % 96.057 ± 0.164 %
304
+ 56 6.2015 ± 0.1257 0.00165 ± 0.00130 0.00859 ± 0.00057 2.783 ± 0.138 % 96.085 ± 0.162 %
305
+ 57 6.2111 ± 0.1248 0.00158 ± 0.00129 0.00866 ± 0.00056 2.793 ± 0.135 % 96.051 ± 0.162 %
306
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313
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314
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315
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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329
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330
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331
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332
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333
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334
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335
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336
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338
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339
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340
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341
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344
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410
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411
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414
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415
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419
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420
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427
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430
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431
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432
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433
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447
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456
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457
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459
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461
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462
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463
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464
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465
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466
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467
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468
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469
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470
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619
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621
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622
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623
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627
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628
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629
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630
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631
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632
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633
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634
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635
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636
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637
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638
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639
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640
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641
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642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
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661
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662
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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
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673
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674
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675
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676
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677
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678
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679
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
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695
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696
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697
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698
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699
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700
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701
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702
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703
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704
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705
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706
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707
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708
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709
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710
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
+ 485 6.7429 ± 0.0478 0.00157 ± 0.00044 0.00814 ± 0.00010 2.632 ± 0.035 % 96.002 ± 0.056 %
734
+ 486 6.7354 ± 0.0477 0.00158 ± 0.00043 0.00813 ± 0.00010 2.631 ± 0.035 % 95.998 ± 0.056 %
735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
+ 523 6.7329 ± 0.0460 0.00143 ± 0.00041 0.00803 ± 0.00010 2.612 ± 0.034 % 96.008 ± 0.054 %
772
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773
+ 525 6.7263 ± 0.0459 0.00148 ± 0.00041 0.00807 ± 0.00010 2.618 ± 0.034 % 96.008 ± 0.054 %
774
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775
+ 527 6.7209 ± 0.0457 0.00148 ± 0.00041 0.00808 ± 0.00010 2.620 ± 0.033 % 96.011 ± 0.053 %
776
+ 528 6.7258 ± 0.0457 0.00149 ± 0.00041 0.00808 ± 0.00010 2.621 ± 0.033 % 96.013 ± 0.053 %
777
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778
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779
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780
+ 532 6.7201 ± 0.0455 0.00141 ± 0.00041 0.00808 ± 0.00010 2.619 ± 0.033 % 96.011 ± 0.053 %
781
+ 533 6.7154 ± 0.0454 0.00144 ± 0.00041 0.00809 ± 0.00010 2.622 ± 0.033 % 96.010 ± 0.053 %
782
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783
+ 535 6.7186 ± 0.0454 0.00141 ± 0.00041 0.00810 ± 0.00010 2.623 ± 0.033 % 96.012 ± 0.053 %
784
+ 536 6.7204 ± 0.0454 0.00142 ± 0.00041 0.00811 ± 0.00010 2.623 ± 0.033 % 96.011 ± 0.053 %
785
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786
+ 538 6.7260 ± 0.0453 0.00135 ± 0.00041 0.00820 ± 0.00012 2.630 ± 0.033 % 96.007 ± 0.053 %
787
+ 539 6.7206 ± 0.0453 0.00137 ± 0.00041 0.00821 ± 0.00012 2.635 ± 0.034 % 96.005 ± 0.053 %
788
+ 540 6.7258 ± 0.0453 0.00138 ± 0.00041 0.00820 ± 0.00012 2.635 ± 0.033 % 96.008 ± 0.053 %
789
+ 541 6.7269 ± 0.0452 0.00141 ± 0.00041 0.00820 ± 0.00012 2.634 ± 0.033 % 96.006 ± 0.053 %
790
+ 542 6.7302 ± 0.0452 0.00144 ± 0.00041 0.00820 ± 0.00012 2.633 ± 0.033 % 96.005 ± 0.053 %
791
+ 543 6.7263 ± 0.0451 0.00144 ± 0.00041 0.00821 ± 0.00012 2.636 ± 0.033 % 96.003 ± 0.053 %
792
+ 544 6.7157 ± 0.0450 0.00142 ± 0.00041 0.00820 ± 0.00012 2.636 ± 0.033 % 96.003 ± 0.053 %
793
+ 545 6.7080 ± 0.0449 0.00144 ± 0.00041 0.00820 ± 0.00012 2.635 ± 0.033 % 96.006 ± 0.053 %
794
+ 546 6.7128 ± 0.0449 0.00143 ± 0.00041 0.00820 ± 0.00012 2.634 ± 0.033 % 95.999 ± 0.053 %
795
+ 547 6.7067 ± 0.0448 0.00139 ± 0.00041 0.00821 ± 0.00012 2.641 ± 0.034 % 96.002 ± 0.052 %
796
+ 548 6.7006 ± 0.0447 0.00138 ± 0.00041 0.00820 ± 0.00012 2.641 ± 0.034 % 96.005 ± 0.052 %
797
+ 549 6.6911 ± 0.0446 0.00138 ± 0.00041 0.00821 ± 0.00012 2.646 ± 0.034 % 96.008 ± 0.052 %
798
+ 550 6.6796 ± 0.0445 0.00141 ± 0.00041 0.00821 ± 0.00012 2.646 ± 0.034 % 96.011 ± 0.052 %
799
+ 551 6.6769 ± 0.0444 0.00139 ± 0.00041 0.00821 ± 0.00012 2.644 ± 0.034 % 96.008 ± 0.052 %
800
+ 552 6.6808 ± 0.0444 0.00137 ± 0.00041 0.00821 ± 0.00012 2.643 ± 0.034 % 96.009 ± 0.052 %
801
+ 553 6.6876 ± 0.0444 0.00135 ± 0.00041 0.00820 ± 0.00012 2.642 ± 0.033 % 96.003 ± 0.052 %
802
+ 554 6.6888 ± 0.0444 0.00136 ± 0.00041 0.00820 ± 0.00012 2.642 ± 0.033 % 95.999 ± 0.052 %
803
+ 555 6.6956 ± 0.0444 0.00136 ± 0.00041 0.00820 ± 0.00012 2.643 ± 0.033 % 95.998 ± 0.052 %
804
+ 556 6.7001 ± 0.0444 0.00132 ± 0.00041 0.00820 ± 0.00012 2.645 ± 0.033 % 95.996 ± 0.052 %
805
+ 557 6.7049 ± 0.0444 0.00132 ± 0.00041 0.00820 ± 0.00012 2.643 ± 0.033 % 95.995 ± 0.052 %
806
+ 558 6.7084 ± 0.0444 0.00132 ± 0.00041 0.00819 ± 0.00012 2.641 ± 0.033 % 95.997 ± 0.052 %
807
+ 559 6.7168 ± 0.0444 0.00131 ± 0.00041 0.00819 ± 0.00012 2.641 ± 0.033 % 95.992 ± 0.052 %
808
+ 560 6.7227 ± 0.0444 0.00133 ± 0.00041 0.00820 ± 0.00012 2.641 ± 0.033 % 95.990 ± 0.052 %
809
+ 561 6.7298 ± 0.0445 0.00135 ± 0.00041 0.00820 ± 0.00012 2.644 ± 0.034 % 95.992 ± 0.052 %
810
+ 562 6.7265 ± 0.0444 0.00131 ± 0.00040 0.00820 ± 0.00011 2.644 ± 0.033 % 95.994 ± 0.052 %
811
+ 563 6.7285 ± 0.0444 0.00131 ± 0.00040 0.00821 ± 0.00011 2.644 ± 0.033 % 95.984 ± 0.052 %
812
+ 564 6.7203 ± 0.0443 0.00131 ± 0.00040 0.00822 ± 0.00011 2.646 ± 0.033 % 95.983 ± 0.052 %
813
+ 565 6.7220 ± 0.0442 0.00127 ± 0.00040 0.00823 ± 0.00011 2.647 ± 0.033 % 95.981 ± 0.052 %
814
+ 566 6.7167 ± 0.0442 0.00128 ± 0.00040 0.00823 ± 0.00011 2.646 ± 0.033 % 95.985 ± 0.052 %
815
+ 567 6.7203 ± 0.0442 0.00129 ± 0.00040 0.00823 ± 0.00011 2.646 ± 0.033 % 95.988 ± 0.052 %
816
+ 568 6.7215 ± 0.0441 0.00127 ± 0.00040 0.00823 ± 0.00011 2.646 ± 0.033 % 95.987 ± 0.052 %
817
+ 569 6.7232 ± 0.0441 0.00127 ± 0.00040 0.00823 ± 0.00011 2.645 ± 0.033 % 95.987 ± 0.052 %
818
+ 570 6.7193 ± 0.0440 0.00129 ± 0.00040 0.00823 ± 0.00011 2.645 ± 0.033 % 95.986 ± 0.051 %
819
+ 571 6.7186 ± 0.0440 0.00128 ± 0.00040 0.00823 ± 0.00011 2.645 ± 0.033 % 95.984 ± 0.051 %
820
+ 572 6.7251 ± 0.0440 0.00129 ± 0.00040 0.00823 ± 0.00011 2.645 ± 0.033 % 95.985 ± 0.051 %
821
+ 573 6.7213 ± 0.0439 0.00129 ± 0.00040 0.00822 ± 0.00011 2.644 ± 0.033 % 95.985 ± 0.051 %
822
+ 574 6.7240 ± 0.0439 0.00128 ± 0.00040 0.00822 ± 0.00011 2.643 ± 0.033 % 95.985 ± 0.051 %
823
+ 575 6.7240 ± 0.0439 0.00128 ± 0.00040 0.00822 ± 0.00011 2.641 ± 0.033 % 95.984 ± 0.051 %
824
+ 576 6.7304 ± 0.0439 0.00131 ± 0.00040 0.00821 ± 0.00011 2.642 ± 0.033 % 95.977 ± 0.051 %
825
+ 577 6.7334 ± 0.0439 0.00130 ± 0.00040 0.00821 ± 0.00011 2.640 ± 0.033 % 95.978 ± 0.051 %
826
+ 578 6.7398 ± 0.0439 0.00132 ± 0.00040 0.00821 ± 0.00011 2.639 ± 0.033 % 95.981 ± 0.051 %
827
+ 579 6.7319 ± 0.0438 0.00132 ± 0.00040 0.00820 ± 0.00011 2.638 ± 0.033 % 95.982 ± 0.051 %
828
+ 580 6.7289 ± 0.0437 0.00137 ± 0.00040 0.00820 ± 0.00011 2.637 ± 0.033 % 95.980 ± 0.051 %
829
+
830
+ ====== Perplexity statistics ======
831
+ Mean PPL(Q) : 6.728925 ± 0.043742
832
+ Mean PPL(base) : 6.719732 ± 0.043645
833
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.81%
834
+ Mean ln(PPL(Q)/PPL(base)) : 0.001367 ± 0.000398
835
+ Mean PPL(Q)/PPL(base) : 1.001368 ± 0.000399
836
+ Mean PPL(Q)-PPL(base) : 0.009193 ± 0.002679
837
+
838
+ ====== KL divergence statistics ======
839
+ Mean KLD: 0.008198 ± 0.000112
840
+ Maximum KLD: 9.353477
841
+ 99.9% KLD: 0.308002
842
+ 99.0% KLD: 0.082736
843
+ 95.0% KLD: 0.028218
844
+ 90.0% KLD: 0.016576
845
+ Median KLD: 0.003069
846
+ 10.0% KLD: 0.000084
847
+ 5.0% KLD: 0.000022
848
+ 1.0% KLD: 0.000002
849
+ 0.1% KLD: -0.000004
850
+ Minimum KLD: -0.000087
851
+
852
+ ====== Token probability statistics ======
853
+ Mean Δp: -0.042 ± 0.007 %
854
+ Maximum Δp: 65.504%
855
+ 99.9% Δp: 19.004%
856
+ 99.0% Δp: 7.264%
857
+ 95.0% Δp: 3.047%
858
+ 90.0% Δp: 1.740%
859
+ 75.0% Δp: 0.357%
860
+ Median Δp: -0.000%
861
+ 25.0% Δp: -0.408%
862
+ 10.0% Δp: -1.855%
863
+ 5.0% Δp: -3.217%
864
+ 1.0% Δp: -7.727%
865
+ 0.1% Δp: -19.945%
866
+ Minimum Δp: -97.933%
867
+ RMS Δp : 2.637 ± 0.033 %
868
+ Same top p: 95.980 ± 0.051 %
869
+
870
+ llama_perf_context_print: load time = 10871.12 ms
871
+ llama_perf_context_print: prompt eval time = 33271.28 ms / 296960 tokens ( 0.11 ms per token, 8925.42 tokens per second)
872
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
873
+ llama_perf_context_print: total time = 73015.82 ms / 296961 tokens
874
+ llama_perf_context_print: graphs reused = 35
875
+ llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
876
+ llama_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91181 + ( 5203 = 3603 + 183 + 1417) + 864 |
877
+ llama_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91857 + ( 4528 = 3001 + 150 + 1377) + 863 |
878
+ llama_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91879 + ( 4504 = 2994 + 132 + 1377) + 866 |
879
+ llama_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91857 + ( 4528 = 3001 + 150 + 1377) + 863 |
880
+ llama_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91857 + ( 4528 = 3001 + 150 + 1377) + 863 |
881
+ llama_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91857 + ( 4528 = 3001 + 150 + 1377) + 863 |
882
+ llama_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 91879 + ( 4504 = 2994 + 132 + 1377) + 866 |
883
+ llama_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 85111 + (11272 = 2915 + 116 + 8241) + 865 |
884
+ llama_memory_breakdown_print: | - Host | 708 = 515 + 0 + 193 |
885
+ ```
kld_data/aes_sedai/Qwen3.6-35B-A3B-Q8_0.md ADDED
@@ -0,0 +1,875 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### Qwen3.6-35B-A3B-Q8_0 (aes_sedai)
2
+
3
+ ```txt
4
+ /home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Qwen3.6-35B-A3B-BF16-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q8_0.gguf
5
+ ggml_cuda_init: found 8 CUDA devices (Total VRAM: 778000 MiB):
6
+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
7
+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
8
+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
9
+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
10
+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
11
+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
12
+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
13
+ Device 7: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
14
+ common_init_result: fitting params to device memory, for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on
15
+ llama_params_fit_impl: projected memory use with initial parameters [MiB]:
16
+ llama_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6726 used, 89793 free vs. target of 1024
17
+ llama_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6053 used, 90500 free vs. target of 1024
18
+ llama_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6029 used, 90556 free vs. target of 1024
19
+ llama_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6053 used, 90500 free vs. target of 1024
20
+ llama_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6053 used, 90500 free vs. target of 1024
21
+ llama_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6053 used, 90500 free vs. target of 1024
22
+ llama_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 6029 used, 90556 free vs. target of 1024
23
+ llama_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 12544 used, 84041 free vs. target of 1024
24
+ llama_params_fit_impl: projected to use 55544 MiB of device memory vs. 772493 MiB of free device memory
25
+ llama_params_fit_impl: targets for free memory can be met on all devices, no changes needed
26
+ llama_params_fit: successfully fit params to free device memory
27
+ llama_params_fit: fitting params to free memory took 1.15 seconds
28
+ llama_model_load_from_file_impl: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free
29
+ llama_model_load_from_file_impl: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free
30
+ llama_model_load_from_file_impl: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free
31
+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free
32
+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
33
+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
34
+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
35
+ llama_model_load_from_file_impl: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
36
+ llama_model_loader: loaded meta data with 44 key-value pairs and 733 tensors from /mnt/srv/snowdrift/gguf/Qwen3.6-35B-A3B-GGUF/aes_sedai/Qwen3.6-35B-A3B-Q8_0.gguf (version GGUF V3 (latest))
37
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
38
+ llama_model_loader: - kv 0: general.architecture str = qwen35moe
39
+ llama_model_loader: - kv 1: general.type str = model
40
+ llama_model_loader: - kv 2: general.sampling.top_k i32 = 20
41
+ llama_model_loader: - kv 3: general.sampling.top_p f32 = 0.950000
42
+ llama_model_loader: - kv 4: general.sampling.temp f32 = 1.000000
43
+ llama_model_loader: - kv 5: general.name str = Qwen3.6 35B A3B
44
+ llama_model_loader: - kv 6: general.basename str = Qwen3.6
45
+ llama_model_loader: - kv 7: general.size_label str = 35B-A3B
46
+ llama_model_loader: - kv 8: general.license str = apache-2.0
47
+ llama_model_loader: - kv 9: general.license.link str = https://huggingface.co/Qwen/Qwen3.6-3...
48
+ llama_model_loader: - kv 10: general.tags arr[str,1] = ["image-text-to-text"]
49
+ llama_model_loader: - kv 11: qwen35moe.block_count u32 = 40
50
+ llama_model_loader: - kv 12: qwen35moe.context_length u32 = 262144
51
+ llama_model_loader: - kv 13: qwen35moe.embedding_length u32 = 2048
52
+ llama_model_loader: - kv 14: qwen35moe.attention.head_count u32 = 16
53
+ llama_model_loader: - kv 15: qwen35moe.attention.head_count_kv u32 = 2
54
+ llama_model_loader: - kv 16: qwen35moe.rope.dimension_sections arr[i32,4] = [11, 11, 10, 0]
55
+ llama_model_loader: - kv 17: qwen35moe.rope.freq_base f32 = 10000000.000000
56
+ llama_model_loader: - kv 18: qwen35moe.attention.layer_norm_rms_epsilon f32 = 0.000001
57
+ llama_model_loader: - kv 19: qwen35moe.expert_count u32 = 256
58
+ llama_model_loader: - kv 20: qwen35moe.expert_used_count u32 = 8
59
+ llama_model_loader: - kv 21: qwen35moe.attention.key_length u32 = 256
60
+ llama_model_loader: - kv 22: qwen35moe.attention.value_length u32 = 256
61
+ llama_model_loader: - kv 23: qwen35moe.expert_feed_forward_length u32 = 512
62
+ llama_model_loader: - kv 24: qwen35moe.expert_shared_feed_forward_length u32 = 512
63
+ llama_model_loader: - kv 25: qwen35moe.ssm.conv_kernel u32 = 4
64
+ llama_model_loader: - kv 26: qwen35moe.ssm.state_size u32 = 128
65
+ llama_model_loader: - kv 27: qwen35moe.ssm.group_count u32 = 16
66
+ llama_model_loader: - kv 28: qwen35moe.ssm.time_step_rank u32 = 32
67
+ llama_model_loader: - kv 29: qwen35moe.ssm.inner_size u32 = 4096
68
+ llama_model_loader: - kv 30: qwen35moe.full_attention_interval u32 = 4
69
+ llama_model_loader: - kv 31: qwen35moe.rope.dimension_count u32 = 64
70
+ llama_model_loader: - kv 32: tokenizer.ggml.model str = gpt2
71
+ llama_model_loader: - kv 33: tokenizer.ggml.pre str = qwen35
72
+ llama_model_loader: - kv 34: tokenizer.ggml.tokens arr[str,248320] = ["!", "\"", "#", "$", "%", "&", "'", ...
73
+ llama_model_loader: - kv 35: tokenizer.ggml.token_type arr[i32,248320] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
74
+ llama_model_loader: - kv 36: tokenizer.ggml.merges arr[str,247587] = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
75
+ llama_model_loader: - kv 37: tokenizer.ggml.eos_token_id u32 = 248046
76
+ llama_model_loader: - kv 38: tokenizer.ggml.padding_token_id u32 = 248044
77
+ llama_model_loader: - kv 39: tokenizer.ggml.bos_token_id u32 = 248044
78
+ llama_model_loader: - kv 40: tokenizer.ggml.add_bos_token bool = false
79
+ llama_model_loader: - kv 41: tokenizer.chat_template str = {%- set image_count = namespace(value...
80
+ llama_model_loader: - kv 42: general.quantization_version u32 = 2
81
+ llama_model_loader: - kv 43: general.file_type u32 = 7
82
+ llama_model_loader: - type f32: 301 tensors
83
+ llama_model_loader: - type q8_0: 432 tensors
84
+ print_info: file format = GGUF V3 (latest)
85
+ print_info: file type = Q8_0
86
+ print_info: file size = 34.36 GiB (8.52 BPW)
87
+ load: 0 unused tokens
88
+ load: printing all EOG tokens:
89
+ load: - 248044 ('<|endoftext|>')
90
+ load: - 248046 ('<|im_end|>')
91
+ load: - 248063 ('<|fim_pad|>')
92
+ load: - 248064 ('<|repo_name|>')
93
+ load: - 248065 ('<|file_sep|>')
94
+ load: special tokens cache size = 33
95
+ load: token to piece cache size = 1.7581 MB
96
+ print_info: arch = qwen35moe
97
+ print_info: vocab_only = 0
98
+ print_info: no_alloc = 0
99
+ print_info: n_ctx_train = 262144
100
+ print_info: n_embd = 2048
101
+ print_info: n_embd_inp = 2048
102
+ print_info: n_layer = 40
103
+ print_info: n_head = 16
104
+ print_info: n_head_kv = 2
105
+ print_info: n_rot = 64
106
+ print_info: n_swa = 0
107
+ print_info: is_swa_any = 0
108
+ print_info: n_embd_head_k = 256
109
+ print_info: n_embd_head_v = 256
110
+ print_info: n_gqa = 8
111
+ print_info: n_embd_k_gqa = 512
112
+ print_info: n_embd_v_gqa = 512
113
+ print_info: f_norm_eps = 0.0e+00
114
+ print_info: f_norm_rms_eps = 1.0e-06
115
+ print_info: f_clamp_kqv = 0.0e+00
116
+ print_info: f_max_alibi_bias = 0.0e+00
117
+ print_info: f_logit_scale = 0.0e+00
118
+ print_info: f_attn_scale = 0.0e+00
119
+ print_info: n_ff = 0
120
+ print_info: n_expert = 256
121
+ print_info: n_expert_used = 8
122
+ print_info: n_expert_groups = 0
123
+ print_info: n_group_used = 0
124
+ print_info: causal attn = 1
125
+ print_info: pooling type = -1
126
+ print_info: rope type = 40
127
+ print_info: rope scaling = linear
128
+ print_info: freq_base_train = 10000000.0
129
+ print_info: freq_scale_train = 1
130
+ print_info: n_ctx_orig_yarn = 262144
131
+ print_info: rope_yarn_log_mul = 0.0000
132
+ print_info: rope_finetuned = unknown
133
+ print_info: mrope sections = [11, 11, 10, 0]
134
+ print_info: ssm_d_conv = 4
135
+ print_info: ssm_d_inner = 4096
136
+ print_info: ssm_d_state = 128
137
+ print_info: ssm_dt_rank = 32
138
+ print_info: ssm_n_group = 16
139
+ print_info: ssm_dt_b_c_rms = 0
140
+ print_info: model type = 35B.A3B
141
+ print_info: model params = 34.66 B
142
+ print_info: general.name = Qwen3.6 35B A3B
143
+ print_info: vocab type = BPE
144
+ print_info: n_vocab = 248320
145
+ print_info: n_merges = 247587
146
+ print_info: BOS token = 248044 '<|endoftext|>'
147
+ print_info: EOS token = 248046 '<|im_end|>'
148
+ print_info: EOT token = 248046 '<|im_end|>'
149
+ print_info: PAD token = 248044 '<|endoftext|>'
150
+ print_info: LF token = 198 'Ċ'
151
+ print_info: FIM PRE token = 248060 '<|fim_prefix|>'
152
+ print_info: FIM SUF token = 248062 '<|fim_suffix|>'
153
+ print_info: FIM MID token = 248061 '<|fim_middle|>'
154
+ print_info: FIM PAD token = 248063 '<|fim_pad|>'
155
+ print_info: FIM REP token = 248064 '<|repo_name|>'
156
+ print_info: FIM SEP token = 248065 '<|file_sep|>'
157
+ print_info: EOG token = 248044 '<|endoftext|>'
158
+ print_info: EOG token = 248046 '<|im_end|>'
159
+ print_info: EOG token = 248063 '<|fim_pad|>'
160
+ print_info: EOG token = 248064 '<|repo_name|>'
161
+ print_info: EOG token = 248065 '<|file_sep|>'
162
+ print_info: max token length = 256
163
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
164
+ load_tensors: offloading output layer to GPU
165
+ load_tensors: offloading 39 repeating layers to GPU
166
+ load_tensors: offloaded 41/41 layers to GPU
167
+ load_tensors: CPU_Mapped model buffer size = 515.31 MiB
168
+ load_tensors: CUDA0 model buffer size = 5126.19 MiB
169
+ load_tensors: CUDA1 model buffer size = 4270.72 MiB
170
+ load_tensors: CUDA2 model buffer size = 4264.08 MiB
171
+ load_tensors: CUDA3 model buffer size = 4270.72 MiB
172
+ load_tensors: CUDA4 model buffer size = 4270.72 MiB
173
+ load_tensors: CUDA5 model buffer size = 4270.72 MiB
174
+ load_tensors: CUDA6 model buffer size = 4264.08 MiB
175
+ load_tensors: CUDA7 model buffer size = 3930.57 MiB
176
+ ...................................................................................................
177
+ common_init_result: added <|endoftext|> logit bias = -inf
178
+ common_init_result: added <|im_end|> logit bias = -inf
179
+ common_init_result: added <|fim_pad|> logit bias = -inf
180
+ common_init_result: added <|repo_name|> logit bias = -inf
181
+ common_init_result: added <|file_sep|> logit bias = -inf
182
+ llama_context: constructing llama_context
183
+ llama_context: n_seq_max = 16
184
+ llama_context: n_ctx = 8192
185
+ llama_context: n_ctx_seq = 512
186
+ llama_context: n_batch = 8192
187
+ llama_context: n_ubatch = 8192
188
+ llama_context: causal_attn = 1
189
+ llama_context: flash_attn = enabled
190
+ llama_context: kv_unified = false
191
+ llama_context: freq_base = 10000000.0
192
+ llama_context: freq_scale = 1
193
+ llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized
194
+ llama_context: CUDA_Host output buffer size = 15.16 MiB
195
+ llama_kv_cache: CUDA0 KV buffer size = 16.00 MiB
196
+ llama_kv_cache: CUDA1 KV buffer size = 16.00 MiB
197
+ llama_kv_cache: CUDA2 KV buffer size = 32.00 MiB
198
+ llama_kv_cache: CUDA3 KV buffer size = 16.00 MiB
199
+ llama_kv_cache: CUDA4 KV buffer size = 16.00 MiB
200
+ llama_kv_cache: CUDA5 KV buffer size = 16.00 MiB
201
+ llama_kv_cache: CUDA6 KV buffer size = 32.00 MiB
202
+ llama_kv_cache: CUDA7 KV buffer size = 16.00 MiB
203
+ llama_kv_cache: size = 160.00 MiB ( 512 cells, 10 layers, 16/16 seqs), K (f16): 80.00 MiB, V (f16): 80.00 MiB
204
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 256
205
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 256
206
+ llama_memory_recurrent: CUDA0 RS buffer size = 167.50 MiB
207
+ llama_memory_recurrent: CUDA1 RS buffer size = 134.00 MiB
208
+ llama_memory_recurrent: CUDA2 RS buffer size = 100.50 MiB
209
+ llama_memory_recurrent: CUDA3 RS buffer size = 134.00 MiB
210
+ llama_memory_recurrent: CUDA4 RS buffer size = 134.00 MiB
211
+ llama_memory_recurrent: CUDA5 RS buffer size = 134.00 MiB
212
+ llama_memory_recurrent: CUDA6 RS buffer size = 100.50 MiB
213
+ llama_memory_recurrent: CUDA7 RS buffer size = 100.50 MiB
214
+ llama_memory_recurrent: size = 1005.00 MiB ( 16 cells, 40 layers, 16 seqs), R (f32): 45.00 MiB, S (f32): 960.00 MiB
215
+ llama_context: pipeline parallelism enabled
216
+ sched_reserve: reserving ...
217
+ sched_reserve: resolving fused Gated Delta Net support:
218
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
219
+ sched_reserve: fused Gated Delta Net (chunked) enabled
220
+ sched_reserve: CUDA0 compute buffer size = 1417.00 MiB
221
+ sched_reserve: CUDA1 compute buffer size = 1377.00 MiB
222
+ sched_reserve: CUDA2 compute buffer size = 1377.00 MiB
223
+ sched_reserve: CUDA3 compute buffer size = 1377.00 MiB
224
+ sched_reserve: CUDA4 compute buffer size = 1377.00 MiB
225
+ sched_reserve: CUDA5 compute buffer size = 1377.00 MiB
226
+ sched_reserve: CUDA6 compute buffer size = 1377.00 MiB
227
+ sched_reserve: CUDA7 compute buffer size = 8241.13 MiB
228
+ sched_reserve: CUDA_Host compute buffer size = 193.25 MiB
229
+ sched_reserve: graph nodes = 3749
230
+ sched_reserve: graph splits = 9
231
+ sched_reserve: reserve took 153.47 ms, sched copies = 4
232
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
233
+
234
+ system_info: n_threads = 48 (n_threads_batch = 48) / 56 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX_VNNI = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
235
+ kl_divergence: computing over 580 chunks, n_ctx=512, batch_size=8192, n_seq=16
236
+ kl_divergence: 2.79 seconds per pass - ETA 1.68 minutes
237
+
238
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
239
+ 1 4.0676 ± 0.5559 -0.00232 ± 0.00423 0.00211 ± 0.00030 1.309 ± 0.148 % 98.431 ± 0.780 %
240
+ 2 5.7765 ± 0.6633 -0.00570 ± 0.00363 0.00260 ± 0.00022 1.308 ± 0.095 % 97.255 ± 0.724 %
241
+ 3 5.1247 ± 0.4708 -0.00721 ± 0.00534 0.00658 ± 0.00067 2.437 ± 0.254 % 96.863 ± 0.631 %
242
+ 4 5.1170 ± 0.3878 -0.00495 ± 0.00443 0.00615 ± 0.00052 2.375 ± 0.202 % 96.275 ± 0.593 %
243
+ 5 5.2613 ± 0.3499 -0.00186 ± 0.00390 0.00615 ± 0.00044 2.365 ± 0.170 % 96.000 ± 0.549 %
244
+ 6 5.4411 ± 0.3293 -0.00128 ± 0.00341 0.00607 ± 0.00038 2.311 ± 0.148 % 95.817 ± 0.512 %
245
+ 7 5.6858 ± 0.3208 -0.00110 ± 0.00330 0.00604 ± 0.00033 2.265 ± 0.133 % 95.854 ± 0.472 %
246
+ 8 6.1850 ± 0.3358 -0.00305 ± 0.00301 0.00600 ± 0.00031 2.184 ± 0.121 % 95.490 ± 0.460 %
247
+ 9 6.6493 ± 0.3451 -0.00389 ± 0.00281 0.00603 ± 0.00028 2.165 ± 0.114 % 95.512 ± 0.432 %
248
+ 10 7.0399 ± 0.3484 -0.00241 ± 0.00263 0.00590 ± 0.00026 2.107 ± 0.106 % 95.569 ± 0.408 %
249
+ 11 6.9642 ± 0.3245 -0.00238 ± 0.00247 0.00576 ± 0.00024 2.076 ± 0.099 % 95.615 ± 0.387 %
250
+ 12 7.0745 ± 0.3182 -0.00264 ± 0.00231 0.00555 ± 0.00022 2.054 ± 0.094 % 95.752 ± 0.365 %
251
+ 13 7.4974 ± 0.3308 -0.00017 ± 0.00224 0.00573 ± 0.00023 2.103 ± 0.097 % 95.777 ± 0.349 %
252
+ 14 7.0780 ± 0.2974 -0.00032 ± 0.00210 0.00553 ± 0.00022 2.059 ± 0.093 % 95.966 ± 0.329 %
253
+ 15 7.0333 ± 0.2838 -0.00096 ± 0.00201 0.00598 ± 0.00052 2.345 ± 0.227 % 96.000 ± 0.317 %
254
+ 16 7.0648 ± 0.2768 -0.00111 ± 0.00192 0.00582 ± 0.00049 2.307 ± 0.217 % 96.127 ± 0.302 %
255
+ 17 6.6784 ± 0.2506 -0.00139 ± 0.00183 0.00565 ± 0.00046 2.270 ± 0.208 % 96.217 ± 0.290 %
256
+ 18 6.7364 ± 0.2459 -0.00111 ± 0.00177 0.00558 ± 0.00044 2.225 ± 0.200 % 96.275 ± 0.280 %
257
+ 19 6.6657 ± 0.2374 -0.00103 ± 0.00170 0.00546 ± 0.00042 2.190 ± 0.193 % 96.223 ± 0.274 %
258
+ 20 6.5891 ± 0.2270 -0.00130 ± 0.00164 0.00546 ± 0.00040 2.188 ± 0.184 % 96.255 ± 0.266 %
259
+ 21 6.4138 ± 0.2146 -0.00182 ± 0.00161 0.00546 ± 0.00038 2.192 ± 0.176 % 96.359 ± 0.256 %
260
+ 22 6.3568 ± 0.2078 -0.00219 ± 0.00158 0.00547 ± 0.00036 2.194 ± 0.169 % 96.364 ± 0.250 %
261
+ 23 6.1353 ± 0.1949 -0.00173 ± 0.00169 0.00685 ± 0.00090 2.513 ± 0.254 % 96.283 ± 0.247 %
262
+ 24 5.8793 ± 0.1813 -0.00190 ± 0.00164 0.00675 ± 0.00086 2.487 ± 0.246 % 96.275 ± 0.242 %
263
+ 25 5.7587 ± 0.1732 -0.00135 ± 0.00162 0.00686 ± 0.00083 2.545 ± 0.233 % 96.314 ± 0.236 %
264
+ 26 5.6308 ± 0.1647 -0.00163 ± 0.00159 0.00679 ± 0.00080 2.542 ± 0.225 % 96.335 ± 0.231 %
265
+ 27 5.5371 ± 0.1582 -0.00196 ± 0.00156 0.00676 ± 0.00077 2.545 ± 0.217 % 96.325 ± 0.227 %
266
+ 28 5.4805 ± 0.1533 -0.00182 ± 0.00153 0.00673 ± 0.00074 2.521 ± 0.211 % 96.317 ± 0.223 %
267
+ 29 5.4935 ± 0.1510 -0.00163 ± 0.00149 0.00665 ± 0.00072 2.514 ± 0.205 % 96.376 ± 0.217 %
268
+ 30 5.4586 ± 0.1471 -0.00212 ± 0.00146 0.00658 ± 0.00069 2.503 ± 0.199 % 96.444 ± 0.212 %
269
+ 31 5.4283 ± 0.1435 -0.00206 ± 0.00143 0.00652 ± 0.00067 2.483 ± 0.194 % 96.445 ± 0.208 %
270
+ 32 5.4573 ± 0.1427 -0.00213 ± 0.00141 0.00654 ± 0.00065 2.505 ± 0.191 % 96.422 ± 0.206 %
271
+ 33 5.4492 ± 0.1403 -0.00192 ± 0.00139 0.00660 ± 0.00063 2.538 ± 0.185 % 96.399 ± 0.203 %
272
+ 34 5.4968 ± 0.1400 -0.00198 ± 0.00136 0.00658 ± 0.00062 2.536 ± 0.180 % 96.471 ± 0.198 %
273
+ 35 5.5771 ± 0.1402 -0.00176 ± 0.00135 0.00656 ± 0.00060 2.511 ± 0.177 % 96.359 ± 0.198 %
274
+ 36 5.6983 ± 0.1418 -0.00187 ± 0.00132 0.00654 ± 0.00058 2.493 ± 0.173 % 96.383 ± 0.195 %
275
+ 37 5.7653 ± 0.1415 -0.00197 ± 0.00131 0.00651 ± 0.00057 2.474 ± 0.170 % 96.396 ± 0.192 %
276
+ 38 5.7443 ± 0.1388 -0.00257 ± 0.00130 0.00649 ± 0.00055 2.466 ± 0.166 % 96.357 ± 0.190 %
277
+ 39 5.7642 ± 0.1379 -0.00292 ± 0.00128 0.00646 ± 0.00054 2.469 ± 0.162 % 96.320 ± 0.189 %
278
+ 40 5.8118 ± 0.1382 -0.00238 ± 0.00129 0.00639 ± 0.00053 2.451 ± 0.159 % 96.324 ± 0.186 %
279
+ 41 5.8291 ± 0.1370 -0.00240 ± 0.00127 0.00633 ± 0.00051 2.437 ± 0.156 % 96.356 ± 0.183 %
280
+ 42 5.8767 ± 0.1366 -0.00243 ± 0.00125 0.00629 ± 0.00050 2.434 ± 0.153 % 96.349 ± 0.181 %
281
+ 43 5.8746 ± 0.1350 -0.00258 ± 0.00123 0.00623 ± 0.00049 2.415 ± 0.151 % 96.361 ± 0.179 %
282
+ 44 5.8611 ± 0.1329 -0.00237 ± 0.00121 0.00620 ± 0.00048 2.402 ± 0.148 % 96.301 ± 0.178 %
283
+ 45 5.9184 ± 0.1331 -0.00253 ± 0.00120 0.00615 ± 0.00047 2.389 ± 0.146 % 96.314 ± 0.176 %
284
+ 46 5.8884 ± 0.1307 -0.00239 ± 0.00119 0.00615 ± 0.00046 2.379 ± 0.143 % 96.334 ± 0.174 %
285
+ 47 5.9970 ± 0.1324 -0.00223 ± 0.00117 0.00620 ± 0.00046 2.363 ± 0.141 % 96.337 ± 0.172 %
286
+ 48 6.0479 ± 0.1322 -0.00209 ± 0.00115 0.00615 ± 0.00045 2.351 ± 0.139 % 96.348 ± 0.170 %
287
+ 49 6.0165 ± 0.1299 -0.00180 ± 0.00114 0.00610 ± 0.00044 2.341 ± 0.137 % 96.375 ± 0.167 %
288
+ 50 6.0325 ± 0.1290 -0.00174 ± 0.00113 0.00614 ± 0.00043 2.349 ± 0.134 % 96.376 ± 0.166 %
289
+ 51 6.0264 ± 0.1274 -0.00184 ± 0.00112 0.00610 ± 0.00042 2.340 ± 0.132 % 96.363 ± 0.164 %
290
+ 52 6.0731 ± 0.1275 -0.00195 ± 0.00111 0.00610 ± 0.00041 2.335 ± 0.129 % 96.373 ± 0.162 %
291
+ 53 6.1226 ± 0.1273 -0.00195 ± 0.00109 0.00605 ± 0.00040 2.320 ± 0.128 % 96.397 ± 0.160 %
292
+ 54 6.1433 ± 0.1265 -0.00194 ± 0.00108 0.00600 ± 0.00040 2.309 ± 0.126 % 96.398 ± 0.159 %
293
+ 55 6.1570 ± 0.1257 -0.00202 ± 0.00107 0.00596 ± 0.00039 2.294 ± 0.125 % 96.392 ± 0.157 %
294
+ 56 6.1794 ± 0.1252 -0.00193 ± 0.00105 0.00594 ± 0.00038 2.292 ± 0.123 % 96.415 ± 0.156 %
295
+ 57 6.1880 ± 0.1242 -0.00215 ± 0.00105 0.00600 ± 0.00038 2.328 ± 0.121 % 96.409 ± 0.154 %
296
+ 58 6.1978 ± 0.1232 -0.00191 ± 0.00104 0.00599 ± 0.00037 2.334 ± 0.119 % 96.376 ± 0.154 %
297
+ 59 6.1985 ± 0.1221 -0.00192 ± 0.00103 0.00597 ± 0.00037 2.325 ± 0.117 % 96.378 ± 0.152 %
298
+ 60 6.2291 ± 0.1219 -0.00192 ± 0.00102 0.00602 ± 0.00036 2.344 ± 0.116 % 96.359 ± 0.151 %
299
+ 61 6.2608 ± 0.1218 -0.00208 ± 0.00102 0.00608 ± 0.00036 2.346 ± 0.114 % 96.355 ± 0.150 %
300
+ 62 6.3147 ± 0.1219 -0.00223 ± 0.00101 0.00606 ± 0.00035 2.338 ± 0.112 % 96.363 ± 0.149 %
301
+ 63 6.3604 ± 0.1220 -0.00238 ± 0.00100 0.00603 ± 0.00034 2.332 ± 0.111 % 96.365 ± 0.148 %
302
+ 64 6.4082 ± 0.1220 -0.00221 ± 0.00100 0.00605 ± 0.00034 2.336 ± 0.110 % 96.348 ± 0.147 %
303
+ 65 6.4682 ± 0.1224 -0.00219 ± 0.00099 0.00603 ± 0.00033 2.326 ± 0.108 % 96.338 ± 0.146 %
304
+ 66 6.4964 ± 0.1221 -0.00201 ± 0.00098 0.00601 ± 0.00033 2.324 ± 0.107 % 96.358 ± 0.144 %
305
+ 67 6.5644 ± 0.1229 -0.00167 ± 0.00098 0.00603 ± 0.00033 2.326 ± 0.105 % 96.377 ± 0.143 %
306
+ 68 6.5935 ± 0.1226 -0.00192 ± 0.00097 0.00601 ± 0.00032 2.319 ± 0.104 % 96.384 ± 0.142 %
307
+ 69 6.6068 ± 0.1218 -0.00192 ± 0.00096 0.00597 ± 0.00032 2.307 ± 0.103 % 96.391 ± 0.141 %
308
+ 70 6.5746 ± 0.1202 -0.00174 ± 0.00095 0.00600 ± 0.00031 2.321 ± 0.101 % 96.403 ± 0.139 %
309
+ 71 6.6212 ± 0.1203 -0.00163 ± 0.00095 0.00598 ± 0.00031 2.310 ± 0.100 % 96.421 ± 0.138 %
310
+ 72 6.6365 ± 0.1196 -0.00152 ± 0.00094 0.00595 ± 0.00030 2.299 ± 0.100 % 96.443 ± 0.137 %
311
+ 73 6.6669 ± 0.1195 -0.00151 ± 0.00094 0.00597 ± 0.00030 2.308 ± 0.099 % 96.422 ± 0.136 %
312
+ 74 6.6652 ± 0.1187 -0.00140 ± 0.00093 0.00594 ± 0.00030 2.300 ± 0.098 % 96.439 ± 0.135 %
313
+ 75 6.6531 ± 0.1178 -0.00144 ± 0.00092 0.00593 ± 0.00029 2.304 ± 0.097 % 96.455 ± 0.134 %
314
+ 76 6.6489 ± 0.1171 -0.00138 ± 0.00091 0.00589 ± 0.00029 2.295 ± 0.096 % 96.476 ± 0.132 %
315
+ 77 6.6870 ± 0.1173 -0.00121 ± 0.00091 0.00590 ± 0.00029 2.288 ± 0.095 % 96.471 ± 0.132 %
316
+ 78 6.6992 ± 0.1173 -0.00105 ± 0.00090 0.00588 ± 0.00028 2.290 ± 0.095 % 96.476 ± 0.131 %
317
+ 79 6.5854 ± 0.1144 -0.00085 ± 0.00090 0.00596 ± 0.00028 2.337 ± 0.093 % 96.476 ± 0.130 %
318
+ 80 6.5348 ± 0.1126 -0.00073 ± 0.00090 0.00602 ± 0.00028 2.353 ± 0.091 % 96.471 ± 0.129 %
319
+ 81 6.5135 ± 0.1114 -0.00068 ± 0.00089 0.00603 ± 0.00027 2.351 ± 0.090 % 96.490 ± 0.128 %
320
+ 82 6.5264 ± 0.1110 -0.00064 ± 0.00089 0.00604 ± 0.00027 2.349 ± 0.089 % 96.490 ± 0.127 %
321
+ 83 6.5372 ± 0.1105 -0.00060 ± 0.00088 0.00604 ± 0.00027 2.345 ± 0.089 % 96.489 ± 0.127 %
322
+ 84 6.5342 ± 0.1097 -0.00066 ± 0.00088 0.00604 ± 0.00026 2.340 ± 0.088 % 96.499 ± 0.126 %
323
+ 85 6.5524 ± 0.1093 -0.00059 ± 0.00087 0.00602 ± 0.00026 2.336 ± 0.087 % 96.480 ± 0.125 %
324
+ 86 6.5871 ± 0.1095 -0.00056 ± 0.00087 0.00600 ± 0.00026 2.328 ± 0.086 % 96.489 ± 0.124 %
325
+ 87 6.5908 ± 0.1088 -0.00056 ± 0.00086 0.00598 ± 0.00026 2.319 ± 0.086 % 96.493 ± 0.124 %
326
+ 88 6.6027 ± 0.1086 -0.00047 ± 0.00085 0.00600 ± 0.00025 2.318 ± 0.085 % 96.497 ± 0.123 %
327
+ 89 6.5765 ± 0.1074 -0.00051 ± 0.00085 0.00598 ± 0.00025 2.315 ± 0.084 % 96.471 ± 0.122 %
328
+ 90 6.5637 ± 0.1065 -0.00050 ± 0.00084 0.00598 ± 0.00025 2.313 ± 0.083 % 96.458 ± 0.122 %
329
+ 91 6.5638 ± 0.1059 -0.00046 ± 0.00084 0.00596 ± 0.00025 2.305 ± 0.082 % 96.458 ± 0.121 %
330
+ 92 6.5493 ± 0.1050 -0.00054 ± 0.00083 0.00595 ± 0.00024 2.299 ± 0.082 % 96.466 ± 0.121 %
331
+ 93 6.5760 ± 0.1049 -0.00055 ± 0.00082 0.00593 ± 0.00024 2.292 ± 0.081 % 96.471 ± 0.120 %
332
+ 94 6.5870 ± 0.1045 -0.00060 ± 0.00082 0.00592 ± 0.00024 2.290 ± 0.080 % 96.475 ± 0.119 %
333
+ 95 6.6031 ± 0.1043 -0.00060 ± 0.00081 0.00591 ± 0.00024 2.284 ± 0.080 % 96.466 ± 0.119 %
334
+ 96 6.5998 ± 0.1035 -0.00057 ± 0.00081 0.00592 ± 0.00023 2.278 ± 0.079 % 96.454 ± 0.118 %
335
+ 97 6.5861 ± 0.1027 -0.00046 ± 0.00080 0.00592 ± 0.00023 2.276 ± 0.078 % 96.434 ± 0.118 %
336
+ 98 6.5806 ± 0.1020 -0.00043 ± 0.00080 0.00592 ± 0.00023 2.275 ± 0.078 % 96.419 ± 0.118 %
337
+ 99 6.5850 ± 0.1016 -0.00048 ± 0.00080 0.00593 ± 0.00023 2.280 ± 0.077 % 96.431 ± 0.117 %
338
+ 100 6.6108 ± 0.1015 -0.00053 ± 0.00079 0.00594 ± 0.00022 2.278 ± 0.077 % 96.416 ± 0.116 %
339
+ 101 6.6215 ± 0.1013 -0.00039 ± 0.00079 0.00592 ± 0.00022 2.271 ± 0.076 % 96.424 ± 0.116 %
340
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+ 423 6.6963 ± 0.0506 0.00006 ± 0.00040 0.00581 ± 0.00008 2.206 ± 0.031 % 96.471 ± 0.056 %
662
+ 424 6.6983 ± 0.0505 0.00007 ± 0.00040 0.00581 ± 0.00008 2.205 ± 0.031 % 96.473 ± 0.056 %
663
+ 425 6.7052 ± 0.0505 0.00012 ± 0.00039 0.00582 ± 0.00008 2.207 ± 0.031 % 96.472 ± 0.056 %
664
+ 426 6.7078 ± 0.0505 0.00014 ± 0.00039 0.00583 ± 0.00008 2.209 ± 0.031 % 96.475 ± 0.056 %
665
+ 427 6.7119 ± 0.0505 0.00013 ± 0.00039 0.00582 ± 0.00008 2.207 ± 0.030 % 96.475 ± 0.056 %
666
+ 428 6.7032 ± 0.0504 0.00012 ± 0.00039 0.00582 ± 0.00008 2.207 ± 0.030 % 96.479 ± 0.056 %
667
+ 429 6.7009 ± 0.0503 0.00012 ± 0.00039 0.00582 ± 0.00008 2.208 ± 0.030 % 96.481 ± 0.056 %
668
+ 430 6.7033 ± 0.0502 0.00012 ± 0.00039 0.00581 ± 0.00008 2.207 ± 0.030 % 96.485 ± 0.056 %
669
+ 431 6.6942 ± 0.0501 0.00012 ± 0.00039 0.00582 ± 0.00008 2.211 ± 0.030 % 96.483 ± 0.056 %
670
+ 432 6.6932 ± 0.0500 0.00013 ± 0.00039 0.00582 ± 0.00008 2.210 ± 0.030 % 96.482 ± 0.056 %
671
+ 433 6.6955 ± 0.0500 0.00014 ± 0.00039 0.00582 ± 0.00007 2.210 ± 0.030 % 96.485 ± 0.055 %
672
+ 434 6.6952 ± 0.0499 0.00014 ± 0.00039 0.00582 ± 0.00007 2.209 ± 0.030 % 96.485 ± 0.055 %
673
+ 435 6.7021 ± 0.0499 0.00015 ± 0.00039 0.00581 ± 0.00007 2.207 ± 0.030 % 96.487 ± 0.055 %
674
+ 436 6.7007 ± 0.0499 0.00017 ± 0.00039 0.00581 ± 0.00007 2.208 ± 0.030 % 96.492 ± 0.055 %
675
+ 437 6.6904 ± 0.0497 0.00021 ± 0.00039 0.00580 ± 0.00007 2.206 ± 0.030 % 96.494 ± 0.055 %
676
+ 438 6.6951 ± 0.0497 0.00019 ± 0.00039 0.00580 ± 0.00007 2.206 ± 0.030 % 96.495 ± 0.055 %
677
+ 439 6.6998 ± 0.0497 0.00022 ± 0.00039 0.00580 ± 0.00007 2.206 ± 0.030 % 96.494 ± 0.055 %
678
+ 440 6.7010 ± 0.0497 0.00021 ± 0.00039 0.00580 ± 0.00007 2.208 ± 0.030 % 96.492 ± 0.055 %
679
+ 441 6.6966 ± 0.0496 0.00024 ± 0.00039 0.00580 ± 0.00007 2.208 ± 0.030 % 96.490 ± 0.055 %
680
+ 442 6.6946 ± 0.0495 0.00022 ± 0.00039 0.00580 ± 0.00007 2.207 ± 0.030 % 96.493 ± 0.055 %
681
+ 443 6.6862 ± 0.0494 0.00022 ± 0.00039 0.00583 ± 0.00008 2.217 ± 0.030 % 96.487 ± 0.055 %
682
+ 444 6.6852 ± 0.0493 0.00024 ± 0.00039 0.00582 ± 0.00008 2.217 ± 0.030 % 96.491 ± 0.055 %
683
+ 445 6.6842 ± 0.0493 0.00023 ± 0.00039 0.00583 ± 0.00008 2.217 ± 0.030 % 96.487 ± 0.055 %
684
+ 446 6.6851 ± 0.0492 0.00022 ± 0.00039 0.00582 ± 0.00008 2.215 ± 0.030 % 96.488 ± 0.055 %
685
+ 447 6.6758 ± 0.0491 0.00021 ± 0.00038 0.00582 ± 0.00008 2.214 ± 0.030 % 96.492 ± 0.054 %
686
+ 448 6.6771 ± 0.0490 0.00021 ± 0.00039 0.00582 ± 0.00008 2.213 ± 0.030 % 96.495 ± 0.054 %
687
+ 449 6.6753 ± 0.0489 0.00022 ± 0.00039 0.00581 ± 0.00008 2.212 ± 0.030 % 96.497 ± 0.054 %
688
+ 450 6.6729 ± 0.0489 0.00022 ± 0.00038 0.00582 ± 0.00008 2.212 ± 0.030 % 96.498 ± 0.054 %
689
+ 451 6.6690 ± 0.0488 0.00023 ± 0.00038 0.00582 ± 0.00008 2.214 ± 0.030 % 96.500 ± 0.054 %
690
+ 452 6.6636 ± 0.0487 0.00024 ± 0.00038 0.00582 ± 0.00008 2.215 ± 0.030 % 96.504 ± 0.054 %
691
+ 453 6.6676 ± 0.0487 0.00025 ± 0.00038 0.00582 ± 0.00008 2.214 ± 0.030 % 96.504 ± 0.054 %
692
+ 454 6.6729 ± 0.0487 0.00032 ± 0.00038 0.00581 ± 0.00008 2.212 ± 0.030 % 96.503 ± 0.054 %
693
+ 455 6.6785 ± 0.0487 0.00028 ± 0.00038 0.00581 ± 0.00008 2.212 ± 0.029 % 96.498 ± 0.054 %
694
+ 456 6.6883 ± 0.0487 0.00027 ± 0.00038 0.00581 ± 0.00007 2.211 ± 0.029 % 96.500 ± 0.054 %
695
+ 457 6.6825 ± 0.0486 0.00026 ± 0.00038 0.00581 ± 0.00007 2.212 ± 0.029 % 96.501 ± 0.054 %
696
+ 458 6.6819 ± 0.0485 0.00024 ± 0.00038 0.00581 ± 0.00007 2.213 ± 0.029 % 96.501 ± 0.054 %
697
+ 459 6.6842 ± 0.0485 0.00021 ± 0.00038 0.00581 ± 0.00007 2.213 ± 0.029 % 96.501 ± 0.054 %
698
+ 460 6.6913 ± 0.0485 0.00022 ± 0.00038 0.00581 ± 0.00007 2.215 ± 0.029 % 96.499 ± 0.054 %
699
+ 461 6.6955 ± 0.0485 0.00021 ± 0.00038 0.00581 ± 0.00007 2.214 ± 0.029 % 96.494 ± 0.054 %
700
+ 462 6.6990 ± 0.0485 0.00022 ± 0.00038 0.00581 ± 0.00007 2.216 ± 0.029 % 96.494 ± 0.054 %
701
+ 463 6.7034 ± 0.0485 0.00021 ± 0.00038 0.00582 ± 0.00007 2.216 ± 0.029 % 96.496 ± 0.054 %
702
+ 464 6.7078 ± 0.0485 0.00024 ± 0.00038 0.00582 ± 0.00007 2.215 ± 0.029 % 96.497 ± 0.053 %
703
+ 465 6.7149 ± 0.0485 0.00025 ± 0.00038 0.00581 ± 0.00007 2.214 ± 0.029 % 96.497 ± 0.053 %
704
+ 466 6.7228 ± 0.0485 0.00026 ± 0.00038 0.00581 ± 0.00007 2.213 ± 0.029 % 96.492 ± 0.053 %
705
+ 467 6.7243 ± 0.0485 0.00029 ± 0.00038 0.00581 ± 0.00007 2.212 ± 0.029 % 96.495 ± 0.053 %
706
+ 468 6.7225 ± 0.0484 0.00030 ± 0.00038 0.00581 ± 0.00007 2.211 ± 0.029 % 96.491 ± 0.053 %
707
+ 469 6.7221 ± 0.0483 0.00029 ± 0.00038 0.00581 ± 0.00007 2.211 ± 0.029 % 96.490 ± 0.053 %
708
+ 470 6.7181 ± 0.0483 0.00027 ± 0.00038 0.00580 ± 0.00007 2.210 ± 0.029 % 96.487 ± 0.053 %
709
+ 471 6.7184 ± 0.0482 0.00026 ± 0.00037 0.00579 ± 0.00007 2.208 ± 0.029 % 96.488 ± 0.053 %
710
+ 472 6.7251 ± 0.0482 0.00027 ± 0.00037 0.00579 ± 0.00007 2.210 ± 0.029 % 96.491 ± 0.053 %
711
+ 473 6.7259 ± 0.0482 0.00025 ± 0.00037 0.00579 ± 0.00007 2.209 ± 0.029 % 96.494 ± 0.053 %
712
+ 474 6.7206 ± 0.0481 0.00026 ± 0.00037 0.00579 ± 0.00007 2.209 ± 0.029 % 96.496 ± 0.053 %
713
+ 475 6.7195 ± 0.0480 0.00024 ± 0.00037 0.00579 ± 0.00007 2.208 ± 0.029 % 96.499 ± 0.053 %
714
+ 476 6.7132 ± 0.0479 0.00024 ± 0.00037 0.00580 ± 0.00007 2.210 ± 0.029 % 96.499 ± 0.053 %
715
+ 477 6.7175 ± 0.0479 0.00021 ± 0.00037 0.00580 ± 0.00007 2.209 ± 0.029 % 96.494 ± 0.053 %
716
+ 478 6.7276 ± 0.0480 0.00021 ± 0.00037 0.00580 ± 0.00007 2.208 ± 0.029 % 96.493 ± 0.053 %
717
+ 479 6.7324 ± 0.0480 0.00028 ± 0.00038 0.00581 ± 0.00007 2.208 ± 0.029 % 96.493 ± 0.053 %
718
+ 480 6.7361 ± 0.0480 0.00028 ± 0.00037 0.00580 ± 0.00007 2.206 ± 0.029 % 96.489 ± 0.053 %
719
+ 481 6.7404 ± 0.0480 0.00029 ± 0.00037 0.00580 ± 0.00007 2.205 ± 0.029 % 96.491 ± 0.053 %
720
+ 482 6.7386 ± 0.0479 0.00028 ± 0.00037 0.00580 ± 0.00007 2.204 ± 0.028 % 96.488 ± 0.053 %
721
+ 483 6.7396 ± 0.0479 0.00029 ± 0.00037 0.00579 ± 0.00007 2.203 ± 0.028 % 96.493 ± 0.052 %
722
+ 484 6.7389 ± 0.0478 0.00030 ± 0.00037 0.00579 ± 0.00007 2.204 ± 0.028 % 96.494 ± 0.052 %
723
+ 485 6.7343 ± 0.0477 0.00030 ± 0.00037 0.00579 ± 0.00007 2.204 ± 0.028 % 96.492 ± 0.052 %
724
+ 486 6.7267 ± 0.0476 0.00029 ± 0.00037 0.00581 ± 0.00007 2.213 ± 0.029 % 96.487 ± 0.052 %
725
+ 487 6.7273 ± 0.0476 0.00029 ± 0.00037 0.00581 ± 0.00007 2.211 ± 0.029 % 96.489 ± 0.052 %
726
+ 488 6.7227 ± 0.0475 0.00030 ± 0.00037 0.00581 ± 0.00007 2.211 ± 0.029 % 96.489 ± 0.052 %
727
+ 489 6.7161 ± 0.0474 0.00030 ± 0.00037 0.00580 ± 0.00007 2.210 ± 0.029 % 96.493 ± 0.052 %
728
+ 490 6.7135 ± 0.0473 0.00032 ± 0.00037 0.00579 ± 0.00007 2.209 ± 0.029 % 96.495 ± 0.052 %
729
+ 491 6.7137 ± 0.0472 0.00034 ± 0.00037 0.00579 ± 0.00007 2.209 ± 0.029 % 96.494 ± 0.052 %
730
+ 492 6.7103 ± 0.0472 0.00035 ± 0.00037 0.00579 ± 0.00007 2.209 ± 0.029 % 96.498 ± 0.052 %
731
+ 493 6.7099 ± 0.0471 0.00033 ± 0.00037 0.00579 ± 0.00007 2.207 ± 0.029 % 96.496 ± 0.052 %
732
+ 494 6.7174 ± 0.0471 0.00034 ± 0.00037 0.00578 ± 0.00007 2.206 ± 0.029 % 96.494 ± 0.052 %
733
+ 495 6.7237 ± 0.0472 0.00031 ± 0.00037 0.00578 ± 0.00007 2.205 ± 0.029 % 96.493 ± 0.052 %
734
+ 496 6.7179 ± 0.0471 0.00032 ± 0.00037 0.00578 ± 0.00007 2.205 ± 0.029 % 96.495 ± 0.052 %
735
+ 497 6.7199 ± 0.0470 0.00031 ± 0.00037 0.00577 ± 0.00007 2.204 ± 0.029 % 96.497 ± 0.052 %
736
+ 498 6.7179 ± 0.0470 0.00032 ± 0.00037 0.00577 ± 0.00007 2.203 ± 0.029 % 96.499 ± 0.052 %
737
+ 499 6.7179 ± 0.0469 0.00030 ± 0.00037 0.00577 ± 0.00007 2.202 ± 0.029 % 96.499 ± 0.052 %
738
+ 500 6.7299 ± 0.0470 0.00032 ± 0.00036 0.00576 ± 0.00007 2.201 ± 0.029 % 96.500 ± 0.051 %
739
+ 501 6.7298 ± 0.0470 0.00032 ± 0.00036 0.00576 ± 0.00007 2.203 ± 0.029 % 96.499 ± 0.051 %
740
+ 502 6.7299 ± 0.0469 0.00029 ± 0.00036 0.00577 ± 0.00007 2.204 ± 0.029 % 96.501 ± 0.051 %
741
+ 503 6.7307 ± 0.0469 0.00029 ± 0.00036 0.00577 ± 0.00007 2.202 ± 0.029 % 96.501 ± 0.051 %
742
+ 504 6.7300 ± 0.0468 0.00028 ± 0.00036 0.00577 ± 0.00007 2.202 ± 0.029 % 96.502 ± 0.051 %
743
+ 505 6.7331 ± 0.0468 0.00030 ± 0.00036 0.00576 ± 0.00007 2.201 ± 0.029 % 96.502 ± 0.051 %
744
+ 506 6.7347 ± 0.0468 0.00029 ± 0.00036 0.00577 ± 0.00007 2.209 ± 0.030 % 96.498 ± 0.051 %
745
+ 507 6.7332 ± 0.0467 0.00027 ± 0.00036 0.00576 ± 0.00007 2.209 ± 0.030 % 96.498 ± 0.051 %
746
+ 508 6.7410 ± 0.0467 0.00027 ± 0.00036 0.00576 ± 0.00007 2.207 ± 0.030 % 96.495 ± 0.051 %
747
+ 509 6.7339 ± 0.0466 0.00030 ± 0.00036 0.00576 ± 0.00007 2.210 ± 0.030 % 96.498 ± 0.051 %
748
+ 510 6.7321 ± 0.0466 0.00029 ± 0.00036 0.00576 ± 0.00007 2.209 ± 0.030 % 96.499 ± 0.051 %
749
+ 511 6.7314 ± 0.0465 0.00030 ± 0.00036 0.00575 ± 0.00007 2.208 ± 0.030 % 96.497 ± 0.051 %
750
+ 512 6.7306 ± 0.0465 0.00031 ± 0.00036 0.00576 ± 0.00007 2.209 ± 0.030 % 96.494 ± 0.051 %
751
+ 513 6.7285 ± 0.0464 0.00031 ± 0.00036 0.00575 ± 0.00007 2.209 ± 0.030 % 96.496 ± 0.051 %
752
+ 514 6.7220 ± 0.0463 0.00032 ± 0.00036 0.00575 ± 0.00007 2.208 ± 0.030 % 96.496 ± 0.051 %
753
+ 515 6.7186 ± 0.0462 0.00033 ± 0.00036 0.00575 ± 0.00007 2.209 ± 0.030 % 96.496 ± 0.051 %
754
+ 516 6.7201 ± 0.0462 0.00033 ± 0.00036 0.00575 ± 0.00007 2.210 ± 0.030 % 96.496 ± 0.051 %
755
+ 517 6.7270 ± 0.0462 0.00034 ± 0.00036 0.00576 ± 0.00007 2.209 ± 0.030 % 96.499 ± 0.051 %
756
+ 518 6.7248 ± 0.0462 0.00031 ± 0.00036 0.00575 ± 0.00007 2.209 ± 0.030 % 96.498 ± 0.051 %
757
+ 519 6.7209 ± 0.0461 0.00028 ± 0.00036 0.00575 ± 0.00007 2.208 ± 0.030 % 96.497 ± 0.051 %
758
+ 520 6.7221 ± 0.0460 0.00028 ± 0.00036 0.00575 ± 0.00007 2.207 ± 0.029 % 96.498 ± 0.050 %
759
+ 521 6.7255 ± 0.0460 0.00030 ± 0.00036 0.00574 ± 0.00007 2.206 ± 0.029 % 96.501 ± 0.050 %
760
+ 522 6.7301 ± 0.0460 0.00030 ± 0.00036 0.00574 ± 0.00007 2.206 ± 0.029 % 96.498 ± 0.050 %
761
+ 523 6.7253 ± 0.0459 0.00030 ± 0.00035 0.00574 ± 0.00007 2.205 ± 0.029 % 96.501 ± 0.050 %
762
+ 524 6.7258 ± 0.0459 0.00030 ± 0.00035 0.00574 ± 0.00007 2.205 ± 0.029 % 96.502 ± 0.050 %
763
+ 525 6.7185 ± 0.0458 0.00032 ± 0.00035 0.00575 ± 0.00007 2.209 ± 0.029 % 96.501 ± 0.050 %
764
+ 526 6.7156 ± 0.0457 0.00030 ± 0.00035 0.00576 ± 0.00007 2.210 ± 0.029 % 96.500 ± 0.050 %
765
+ 527 6.7127 ± 0.0457 0.00027 ± 0.00035 0.00576 ± 0.00007 2.210 ± 0.029 % 96.501 ± 0.050 %
766
+ 528 6.7175 ± 0.0457 0.00026 ± 0.00035 0.00576 ± 0.00007 2.209 ± 0.029 % 96.502 ± 0.050 %
767
+ 529 6.7147 ± 0.0456 0.00028 ± 0.00035 0.00578 ± 0.00007 2.223 ± 0.032 % 96.505 ± 0.050 %
768
+ 530 6.7122 ± 0.0455 0.00026 ± 0.00035 0.00578 ± 0.00007 2.224 ± 0.032 % 96.505 ± 0.050 %
769
+ 531 6.7129 ± 0.0455 0.00026 ± 0.00035 0.00578 ± 0.00007 2.223 ± 0.032 % 96.506 ± 0.050 %
770
+ 532 6.7123 ± 0.0455 0.00026 ± 0.00035 0.00578 ± 0.00007 2.223 ± 0.032 % 96.507 ± 0.050 %
771
+ 533 6.7073 ± 0.0454 0.00024 ± 0.00035 0.00579 ± 0.00007 2.223 ± 0.032 % 96.505 ± 0.050 %
772
+ 534 6.7088 ± 0.0454 0.00028 ± 0.00035 0.00579 ± 0.00007 2.223 ± 0.032 % 96.507 ± 0.050 %
773
+ 535 6.7110 ± 0.0453 0.00028 ± 0.00035 0.00579 ± 0.00007 2.222 ± 0.032 % 96.507 ± 0.050 %
774
+ 536 6.7128 ± 0.0453 0.00029 ± 0.00035 0.00579 ± 0.00007 2.222 ± 0.032 % 96.508 ± 0.050 %
775
+ 537 6.7190 ± 0.0453 0.00030 ± 0.00035 0.00579 ± 0.00007 2.220 ± 0.031 % 96.508 ± 0.050 %
776
+ 538 6.7186 ± 0.0453 0.00024 ± 0.00035 0.00587 ± 0.00010 2.228 ± 0.032 % 96.508 ± 0.050 %
777
+ 539 6.7131 ± 0.0452 0.00024 ± 0.00035 0.00587 ± 0.00010 2.230 ± 0.032 % 96.503 ± 0.050 %
778
+ 540 6.7181 ± 0.0452 0.00023 ± 0.00035 0.00587 ± 0.00010 2.229 ± 0.032 % 96.505 ± 0.049 %
779
+ 541 6.7190 ± 0.0452 0.00025 ± 0.00035 0.00587 ± 0.00010 2.229 ± 0.031 % 96.505 ± 0.049 %
780
+ 542 6.7222 ± 0.0452 0.00025 ± 0.00035 0.00587 ± 0.00010 2.229 ± 0.031 % 96.502 ± 0.049 %
781
+ 543 6.7181 ± 0.0451 0.00023 ± 0.00035 0.00587 ± 0.00010 2.231 ± 0.031 % 96.501 ± 0.049 %
782
+ 544 6.7078 ± 0.0450 0.00023 ± 0.00035 0.00587 ± 0.00010 2.232 ± 0.031 % 96.502 ± 0.049 %
783
+ 545 6.6999 ± 0.0449 0.00024 ± 0.00035 0.00587 ± 0.00010 2.232 ± 0.031 % 96.504 ± 0.049 %
784
+ 546 6.7048 ± 0.0449 0.00022 ± 0.00035 0.00587 ± 0.00010 2.231 ± 0.031 % 96.503 ± 0.049 %
785
+ 547 6.6987 ± 0.0448 0.00020 ± 0.00035 0.00591 ± 0.00010 2.247 ± 0.034 % 96.502 ± 0.049 %
786
+ 548 6.6925 ± 0.0447 0.00017 ± 0.00035 0.00591 ± 0.00010 2.247 ± 0.034 % 96.503 ± 0.049 %
787
+ 549 6.6830 ± 0.0446 0.00017 ± 0.00035 0.00592 ± 0.00010 2.256 ± 0.034 % 96.506 ± 0.049 %
788
+ 550 6.6715 ± 0.0444 0.00019 ± 0.00035 0.00592 ± 0.00010 2.257 ± 0.034 % 96.508 ± 0.049 %
789
+ 551 6.6688 ± 0.0444 0.00016 ± 0.00035 0.00592 ± 0.00010 2.256 ± 0.034 % 96.507 ± 0.049 %
790
+ 552 6.6727 ± 0.0444 0.00016 ± 0.00035 0.00592 ± 0.00010 2.255 ± 0.034 % 96.508 ± 0.049 %
791
+ 553 6.6795 ± 0.0444 0.00013 ± 0.00035 0.00592 ± 0.00010 2.255 ± 0.034 % 96.500 ± 0.049 %
792
+ 554 6.6807 ± 0.0443 0.00015 ± 0.00035 0.00592 ± 0.00010 2.255 ± 0.034 % 96.499 ± 0.049 %
793
+ 555 6.6874 ± 0.0444 0.00014 ± 0.00035 0.00592 ± 0.00010 2.255 ± 0.034 % 96.498 ± 0.049 %
794
+ 556 6.6922 ± 0.0444 0.00015 ± 0.00035 0.00592 ± 0.00010 2.255 ± 0.034 % 96.495 ± 0.049 %
795
+ 557 6.6970 ± 0.0444 0.00015 ± 0.00035 0.00591 ± 0.00010 2.253 ± 0.034 % 96.492 ± 0.049 %
796
+ 558 6.7005 ± 0.0444 0.00015 ± 0.00035 0.00591 ± 0.00010 2.252 ± 0.034 % 96.494 ± 0.049 %
797
+ 559 6.7089 ± 0.0444 0.00013 ± 0.00035 0.00591 ± 0.00010 2.251 ± 0.034 % 96.492 ± 0.049 %
798
+ 560 6.7145 ± 0.0444 0.00011 ± 0.00035 0.00592 ± 0.00010 2.252 ± 0.034 % 96.489 ± 0.049 %
799
+ 561 6.7216 ± 0.0444 0.00012 ± 0.00035 0.00591 ± 0.00010 2.251 ± 0.034 % 96.487 ± 0.049 %
800
+ 562 6.7183 ± 0.0443 0.00009 ± 0.00035 0.00591 ± 0.00010 2.250 ± 0.034 % 96.487 ± 0.049 %
801
+ 563 6.7202 ± 0.0443 0.00007 ± 0.00035 0.00592 ± 0.00010 2.250 ± 0.034 % 96.482 ± 0.049 %
802
+ 564 6.7118 ± 0.0442 0.00006 ± 0.00035 0.00593 ± 0.00010 2.252 ± 0.033 % 96.483 ± 0.049 %
803
+ 565 6.7134 ± 0.0442 -0.00001 ± 0.00035 0.00594 ± 0.00010 2.254 ± 0.033 % 96.480 ± 0.049 %
804
+ 566 6.7082 ± 0.0441 -0.00000 ± 0.00035 0.00593 ± 0.00010 2.252 ± 0.033 % 96.485 ± 0.048 %
805
+ 567 6.7115 ± 0.0441 -0.00002 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.488 ± 0.048 %
806
+ 568 6.7127 ± 0.0441 -0.00004 ± 0.00034 0.00593 ± 0.00010 2.252 ± 0.033 % 96.489 ± 0.048 %
807
+ 569 6.7144 ± 0.0440 -0.00004 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.489 ± 0.048 %
808
+ 570 6.7105 ± 0.0440 -0.00003 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.490 ± 0.048 %
809
+ 571 6.7099 ± 0.0439 -0.00001 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.488 ± 0.048 %
810
+ 572 6.7162 ± 0.0439 -0.00003 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.486 ± 0.048 %
811
+ 573 6.7124 ± 0.0439 -0.00004 ± 0.00034 0.00593 ± 0.00010 2.251 ± 0.033 % 96.488 ± 0.048 %
812
+ 574 6.7152 ± 0.0438 -0.00003 ± 0.00034 0.00593 ± 0.00010 2.250 ± 0.033 % 96.490 ± 0.048 %
813
+ 575 6.7152 ± 0.0438 -0.00003 ± 0.00034 0.00593 ± 0.00010 2.249 ± 0.033 % 96.491 ± 0.048 %
814
+ 576 6.7214 ± 0.0438 -0.00003 ± 0.00034 0.00592 ± 0.00010 2.248 ± 0.033 % 96.487 ± 0.048 %
815
+ 577 6.7243 ± 0.0438 -0.00005 ± 0.00034 0.00592 ± 0.00010 2.247 ± 0.033 % 96.486 ± 0.048 %
816
+ 578 6.7306 ± 0.0438 -0.00005 ± 0.00034 0.00592 ± 0.00010 2.246 ± 0.033 % 96.490 ± 0.048 %
817
+ 579 6.7228 ± 0.0437 -0.00003 ± 0.00034 0.00591 ± 0.00010 2.246 ± 0.033 % 96.492 ± 0.048 %
818
+ 580 6.7197 ± 0.0437 0.00000 ± 0.00034 0.00591 ± 0.00010 2.246 ± 0.033 % 96.492 ± 0.048 %
819
+
820
+ ====== Perplexity statistics ======
821
+ Mean PPL(Q) : 6.719733 ± 0.043673
822
+ Mean PPL(base) : 6.719732 ± 0.043645
823
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.86%
824
+ Mean ln(PPL(Q)/PPL(base)) : 0.000000 ± 0.000341
825
+ Mean PPL(Q)/PPL(base) : 1.000000 ± 0.000341
826
+ Mean PPL(Q)-PPL(base) : 0.000001 ± 0.002288
827
+
828
+ ====== KL divergence statistics ======
829
+ Mean KLD: 0.005914 ± 0.000097
830
+ Maximum KLD: 8.734804
831
+ 99.9% KLD: 0.238540
832
+ 99.0% KLD: 0.060072
833
+ 95.0% KLD: 0.019575
834
+ 90.0% KLD: 0.011599
835
+ Median KLD: 0.002162
836
+ 10.0% KLD: 0.000061
837
+ 5.0% KLD: 0.000016
838
+ 1.0% KLD: 0.000001
839
+ 0.1% KLD: -0.000004
840
+ Minimum KLD: -0.000093
841
+
842
+ ====== Token probability statistics ======
843
+ Mean Δp: -0.017 ± 0.006 %
844
+ Maximum Δp: 91.849%
845
+ 99.9% Δp: 17.113%
846
+ 99.0% Δp: 6.067%
847
+ 95.0% Δp: 2.611%
848
+ 90.0% Δp: 1.496%
849
+ 75.0% Δp: 0.311%
850
+ Median Δp: -0.000%
851
+ 25.0% Δp: -0.337%
852
+ 10.0% Δp: -1.546%
853
+ 5.0% Δp: -2.687%
854
+ 1.0% Δp: -6.310%
855
+ 0.1% Δp: -17.049%
856
+ Minimum Δp: -89.889%
857
+ RMS Δp : 2.246 ± 0.033 %
858
+ Same top p: 96.492 ± 0.048 %
859
+
860
+ llama_perf_context_print: load time = 15590.89 ms
861
+ llama_perf_context_print: prompt eval time = 31834.09 ms / 296960 tokens ( 0.11 ms per token, 9328.36 tokens per second)
862
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
863
+ llama_perf_context_print: total time = 70381.56 ms / 296961 tokens
864
+ llama_perf_context_print: graphs reused = 35
865
+ llama_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
866
+ llama_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 89657 + ( 6726 = 5126 + 183 + 1417) + 865 |
867
+ llama_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90587 + ( 5797 = 4270 + 150 + 1377) + 864 |
868
+ llama_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90609 + ( 5773 = 4264 + 132 + 1377) + 866 |
869
+ llama_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90587 + ( 5797 = 4270 + 150 + 1377) + 864 |
870
+ llama_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90587 + ( 5797 = 4270 + 150 + 1377) + 864 |
871
+ llama_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90587 + ( 5797 = 4270 + 150 + 1377) + 864 |
872
+ llama_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 90609 + ( 5773 = 4264 + 132 + 1377) + 866 |
873
+ llama_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 84095 + (12288 = 3930 + 116 + 8241) + 865 |
874
+ llama_memory_breakdown_print: | - Host | 708 = 515 + 0 + 193 |
875
+ ```
kld_data/llm_quantization_data.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ model_name,file_size_gb,bpw,Mean KLD_mean,0.1% KLD,0.1% Δp,1.0% KLD,1.0% Δp,10.0% KLD,10.0% Δp,25.0% Δp,5.0% KLD,5.0% Δp,75.0% Δp,90.0% KLD,90.0% Δp,95.0% KLD,95.0% Δp,99.0% KLD,99.0% Δp,99.9% KLD,99.9% Δp,"Cor(ln(PPL(Q)), ln(PPL(base)))",Maximum KLD,Maximum Δp,Mean KLD_std,Mean PPL(Q)-PPL(base)_mean,Mean PPL(Q)-PPL(base)_std,Mean PPL(Q)/PPL(base)_mean,Mean PPL(Q)/PPL(base)_std,Mean PPL(Q)_mean,Mean PPL(Q)_std,Mean PPL(base)_mean,Mean PPL(base)_std,Mean ln(PPL(Q)/PPL(base))_mean,Mean ln(PPL(Q)/PPL(base))_std,Mean Δp_mean,Mean Δp_std,Median KLD,Median Δp,Minimum KLD,Minimum Δp,RMS Δp_mean,RMS Δp_std,Same top p_mean,Same top p_std,file_path,file_size_gib,ggml_cuda_init,kl_divergence,llama_context,llama_kv_cache,llama_memory_breakdown_print,llama_memory_recurrent,llama_model_loader,llama_params_fit,llama_params_fit_impl,llama_perf_context_print,load,load_tensors,print_info,sched_reserve,system_info
2
+ Qwen3.6-35B-A3B-IQ3_S (aes_sedai),13.5828340736,3.13,0.084848,4e-06,-77.911,3.7e-05,-35.314,0.000927,-7.317,-1.985,0.000262,-12.891,0.645,0.178682,4.388,0.307979,8.041,0.929775,18.611,2.878893,43.565,98.08,15.531703,95.605,0.000588,0.457577,0.009666,1.068095,0.001375,7.177309,0.047398,6.719732,0.043645,0.065876,0.001287,-1.198,0.022,0.032952,-0.051,-1e-05,-99.84,8.609,0.061,87.866,0.085,kld/Qwen3.6-35B-A3B/wiki-test-raw/aes_sedai/Qwen3.6-35B-A3B-IQ3_S.md,12.65,8778000.0,580512819216.0,15.16,256.0,-5913970193.0,7100.5,-280.0,1.25,33427.772493,35.0,1.7581,71613.16,256.0,150.484,4.848561200112841e+50
3
+ Qwen3.6-35B-A3B-IQ4_XS (aes_sedai),17.609365913599998,4.06,0.033477,2e-06,-48.362,1.4e-05,-18.49,0.000372,-4.208,-1.101,0.000105,-7.342,0.461,0.070062,2.878,0.119495,5.297,0.357466,12.815,1.240459,32.643,99.26,9.413866,94.867,0.000265,0.168872,0.005565,1.025131,0.000814,6.888604,0.044992,6.719732,0.043645,0.02482,0.000794,-0.51,0.014,0.012674,-0.02,-2e-05,-97.455,5.319,0.047,92.296,0.069,kld/Qwen3.6-35B-A3B/wiki-test-raw/aes_sedai/Qwen3.6-35B-A3B-IQ4_XS.md,16.4,8778000.0,580512819216.0,15.16,256.0,-7085150193.0,7100.5,-440.0,1.1,37150.772493,35.0,1.7581,72091.12,256.0,141.644,4.848561200112841e+50
4
+ Qwen3.6-35B-A3B-Q4_K_M (aes_sedai),22.12981899264,5.11,0.013899,-1e-06,-28.916,4e-06,-10.397,0.000142,-2.406,-0.544,3.9e-05,-4.244,0.432,0.028159,2.175,0.048244,3.855,0.143676,9.295,0.532999,24.386,99.69,13.251812,95.729,0.000169,0.021682,0.003436,1.003227,0.000511,6.741414,0.043822,6.719732,0.043645,0.003221,0.00051,-0.104,0.009,0.005158,-0.001,-6.2e-05,-98.157,3.455,0.04,94.854,0.057,kld/Qwen3.6-35B-A3B/wiki-test-raw/aes_sedai/Qwen3.6-35B-A3B-Q4_K_M.md,20.61,8778000.0,580512819216.0,15.16,256.0,-7085150193.0,7100.5,-540.0,1.13,41470.772493,35.0,1.7581,72523.12,256.0,141.644,4.848561200112841e+50
5
+ Qwen3.6-35B-A3B-Q5_K_M (aes_sedai),26.242250178560003,6.06,0.008198,-4e-06,-19.945,2e-06,-7.727,8.4e-05,-1.855,-0.408,2.2e-05,-3.217,0.357,0.016576,1.74,0.028218,3.047,0.082736,7.264,0.308002,19.004,99.81,9.353477,65.504,0.000112,0.009193,0.002679,1.001368,0.000399,6.728925,0.043742,6.719732,0.043645,0.001367,0.000398,-0.042,0.007,0.003069,-0.0,-8.7e-05,-97.933,2.637,0.033,95.98,0.051,kld/Qwen3.6-35B-A3B/wiki-test-raw/aes_sedai/Qwen3.6-35B-A3B-Q5_K_M.md,24.44,8778000.0,580512819216.0,15.16,256.0,-7085150193.0,7100.5,-640.0,1.14,45390.772493,35.0,1.7581,72915.12,256.0,142.494,4.848561200112841e+50
6
+ Qwen3.6-35B-A3B-Q8_0 (aes_sedai),36.893769072640005,8.52,0.005914,-4e-06,-17.049,1e-06,-6.31,6.1e-05,-1.546,-0.337,1.6e-05,-2.687,0.311,0.011599,1.496,0.019575,2.611,0.060072,6.067,0.23854,17.113,99.86,8.734804,91.849,9.7e-05,1e-06,0.002288,1.0,0.000341,6.719733,0.043673,6.719732,0.043645,0.0,0.000341,-0.017,0.006,0.002162,-0.0,-9.3e-05,-89.889,2.246,0.033,96.492,0.048,kld/Qwen3.6-35B-A3B/wiki-test-raw/aes_sedai/Qwen3.6-35B-A3B-Q8_0.md,34.36,8778000.0,580512819216.0,15.16,256.0,-7085150193.0,7100.5,-80432.0,1.15,55544.772493,35.0,1.7581,73930.57,256.0,153.474,4.848561200112841e+50