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1
+ ### GLM-5.1-IQ3_S (aes_sedai)
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+
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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/GLM-5.1-Q8_0-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/GLM-5.1-GGUF/aes_sedai/GLM-5.1-IQ3_S.gguf
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+ ggml_cuda_init: found 7 CUDA devices (Total VRAM: 680750 MiB):
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+ Device 0: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 1: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 2: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 3: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 4: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 5: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ Device 6: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, compute capability 12.0, VMM: yes, VRAM: 97250 MiB
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+ 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
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+ common_params_fit_impl: getting device memory data for initial parameters:
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+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
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+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (36630 = 32098 + 108 + 4424) + -36068 |
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+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (43519 = 38076 + 99 + 5344) + -42957 |
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+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (46990 = 41537 + 108 + 5344) + -46427 |
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+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (43519 = 38076 + 99 + 5344) + -42957 |
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+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (46990 = 41537 + 108 + 5344) + -46427 |
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+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (43519 = 38076 + 99 + 5344) + -42957 |
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+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (38963 = 31897 + 81 + 6984) + -38401 |
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+ common_memory_breakdown_print: | - Host | 1193 = 744 + 0 + 448 |
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+ common_params_fit_impl: projected memory use with initial parameters [MiB]:
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+ common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 36630 used, 60056 free vs. target of 1024
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+ common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 43519 used, 53168 free vs. target of 1024
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+ common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 46990 used, 49697 free vs. target of 1024
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+ common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 43519 used, 53168 free vs. target of 1024
29
+ common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 46990 used, 49697 free vs. target of 1024
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+ common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 43519 used, 53168 free vs. target of 1024
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+ common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 38963 used, 57724 free vs. target of 1024
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+ common_params_fit_impl: projected to use 300132 MiB of device memory vs. 676815 MiB of free device memory
33
+ common_params_fit_impl: targets for free memory can be met on all devices, no changes needed
34
+ common_fit_params: successfully fit params to free device memory
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+ common_fit_params: fitting params to free memory took 1.45 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
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+ 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
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+ llama_model_load_from_file_impl: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free
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+ llama_model_load_from_file_impl: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free
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+ llama_model_load_from_file_impl: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free
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+ llama_model_load_from_file_impl: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free
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+ llama_model_loader: loaded meta data with 63 key-value pairs and 1809 tensors from /mnt/srv/snowdrift/gguf/GLM-5.1-GGUF/aes_sedai/GLM-5.1-IQ3_S.gguf (version GGUF V3 (latest))
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+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
45
+ llama_model_loader: - kv 0: general.architecture str = glm-dsa
46
+ llama_model_loader: - kv 1: general.type str = model
47
+ llama_model_loader: - kv 2: general.sampling.top_p f32 = 0.950000
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+ llama_model_loader: - kv 3: general.sampling.temp f32 = 1.000000
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+ llama_model_loader: - kv 4: general.name str = GLM 5.1
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+ llama_model_loader: - kv 5: general.version str = 5.1
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+ llama_model_loader: - kv 6: general.basename str = GLM
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+ llama_model_loader: - kv 7: general.size_label str = 256x22B
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+ llama_model_loader: - kv 8: general.license str = mit
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+ llama_model_loader: - kv 9: general.tags arr[str,1] = ["text-generation"]
55
+ llama_model_loader: - kv 10: general.languages arr[str,2] = ["en", "zh"]
56
+ llama_model_loader: - kv 11: glm-dsa.block_count u32 = 79
57
+ llama_model_loader: - kv 12: glm-dsa.context_length u32 = 202752
58
+ llama_model_loader: - kv 13: glm-dsa.embedding_length u32 = 6144
59
+ llama_model_loader: - kv 14: glm-dsa.feed_forward_length u32 = 12288
60
+ llama_model_loader: - kv 15: glm-dsa.attention.head_count u32 = 64
61
+ llama_model_loader: - kv 16: glm-dsa.attention.head_count_kv u32 = 1
62
+ llama_model_loader: - kv 17: glm-dsa.rope.freq_base f32 = 1000000.000000
63
+ llama_model_loader: - kv 18: glm-dsa.attention.layer_norm_rms_epsilon f32 = 0.000010
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+ llama_model_loader: - kv 19: glm-dsa.expert_used_count u32 = 8
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+ llama_model_loader: - kv 20: glm-dsa.expert_group_count u32 = 1
66
+ llama_model_loader: - kv 21: glm-dsa.expert_group_used_count u32 = 1
67
+ llama_model_loader: - kv 22: glm-dsa.expert_gating_func u32 = 2
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+ llama_model_loader: - kv 23: glm-dsa.leading_dense_block_count u32 = 3
69
+ llama_model_loader: - kv 24: glm-dsa.vocab_size u32 = 154880
70
+ llama_model_loader: - kv 25: glm-dsa.attention.q_lora_rank u32 = 2048
71
+ llama_model_loader: - kv 26: glm-dsa.attention.kv_lora_rank u32 = 512
72
+ llama_model_loader: - kv 27: glm-dsa.attention.key_length u32 = 576
73
+ llama_model_loader: - kv 28: glm-dsa.attention.value_length u32 = 512
74
+ llama_model_loader: - kv 29: glm-dsa.attention.key_length_mla u32 = 256
75
+ llama_model_loader: - kv 30: glm-dsa.attention.value_length_mla u32 = 256
76
+ llama_model_loader: - kv 31: glm-dsa.expert_feed_forward_length u32 = 2048
77
+ llama_model_loader: - kv 32: glm-dsa.expert_count u32 = 256
78
+ llama_model_loader: - kv 33: glm-dsa.expert_shared_count u32 = 1
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+ llama_model_loader: - kv 34: glm-dsa.expert_weights_scale f32 = 2.500000
80
+ llama_model_loader: - kv 35: glm-dsa.expert_weights_norm bool = true
81
+ llama_model_loader: - kv 36: glm-dsa.rope.dimension_count u32 = 64
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+ llama_model_loader: - kv 37: glm-dsa.nextn_predict_layers u32 = 1
83
+ llama_model_loader: - kv 38: glm-dsa.attention.indexer.head_count u32 = 32
84
+ llama_model_loader: - kv 39: glm-dsa.attention.indexer.key_length u32 = 128
85
+ llama_model_loader: - kv 40: glm-dsa.attention.indexer.top_k u32 = 2048
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+ llama_model_loader: - kv 41: tokenizer.ggml.model str = gpt2
87
+ llama_model_loader: - kv 42: tokenizer.ggml.pre str = glm4
88
+ llama_model_loader: - kv 43: tokenizer.ggml.tokens arr[str,154880] = ["!", "\"", "#", "$", "%", "&", "'", ...
89
+ llama_model_loader: - kv 44: tokenizer.ggml.token_type arr[i32,154880] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
90
+ llama_model_loader: - kv 45: tokenizer.ggml.merges arr[str,321649] = ["Ġ Ġ", "Ġ ĠĠĠ", "ĠĠ ĠĠ", "...
91
+ llama_model_loader: - kv 46: tokenizer.ggml.eos_token_id u32 = 154820
92
+ llama_model_loader: - kv 47: tokenizer.ggml.padding_token_id u32 = 154820
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+ llama_model_loader: - kv 48: tokenizer.ggml.bos_token_id u32 = 154822
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+ llama_model_loader: - kv 49: tokenizer.ggml.eot_token_id u32 = 154827
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+ llama_model_loader: - kv 50: tokenizer.ggml.unknown_token_id u32 = 154820
96
+ llama_model_loader: - kv 51: tokenizer.ggml.eom_token_id u32 = 154829
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+ llama_model_loader: - kv 52: tokenizer.chat_template str = [gMASK]<sop>\n{%- if tools -%}\n{%- mac...
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+ llama_model_loader: - kv 53: general.quantization_version u32 = 2
99
+ llama_model_loader: - kv 54: general.file_type u32 = 18
100
+ llama_model_loader: - kv 55: MoE_Quantization.ffn_up_exps str = IQ2_S
101
+ llama_model_loader: - kv 56: MoE_Quantization.ffn_gate_exps str = IQ2_S
102
+ llama_model_loader: - kv 57: MoE_Quantization.ffn_down_exps str = IQ3_S
103
+ llama_model_loader: - kv 58: MoE_Quantization.type_default str = Q6_K
104
+ llama_model_loader: - kv 59: quantize.imatrix.file str = /mnt/srv/snowdrift/ggml/GLM-5.1/imatr...
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+ llama_model_loader: - kv 60: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/calibrati...
106
+ llama_model_loader: - kv 61: quantize.imatrix.entries_count u32 = 1002
107
+ llama_model_loader: - kv 62: quantize.imatrix.chunks_count u32 = 50
108
+ llama_model_loader: - type f32: 630 tensors
109
+ llama_model_loader: - type q4_0: 1 tensors
110
+ llama_model_loader: - type q8_0: 78 tensors
111
+ llama_model_loader: - type q3_K: 15 tensors
112
+ llama_model_loader: - type q6_K: 860 tensors
113
+ llama_model_loader: - type iq3_s: 75 tensors
114
+ llama_model_loader: - type iq2_s: 150 tensors
115
+ print_info: file format = GGUF V3 (latest)
116
+ print_info: file type = Q6_K
117
+ print_info: file size = 259.89 GiB (2.96 BPW)
118
+ load: 0 unused tokens
119
+ load: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect
120
+ load: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect
121
+ load: printing all EOG tokens:
122
+ load: - 154820 ('<|endoftext|>')
123
+ load: - 154827 ('<|user|>')
124
+ load: - 154829 ('<|observation|>')
125
+ load: special tokens cache size = 36
126
+ load: token to piece cache size = 0.9811 MB
127
+ print_info: arch = glm-dsa
128
+ print_info: vocab_only = 0
129
+ print_info: no_alloc = 0
130
+ print_info: n_ctx_train = 202752
131
+ print_info: n_embd = 6144
132
+ print_info: n_embd_inp = 6144
133
+ print_info: n_layer = 79
134
+ print_info: n_head = 64
135
+ print_info: n_head_kv = 1
136
+ print_info: n_rot = 64
137
+ print_info: n_swa = 0
138
+ print_info: is_swa_any = 0
139
+ print_info: n_embd_head_k = 576
140
+ print_info: n_embd_head_v = 512
141
+ print_info: n_gqa = 64
142
+ print_info: n_embd_k_gqa = 576
143
+ print_info: n_embd_v_gqa = 512
144
+ print_info: f_norm_eps = 0.0e+00
145
+ print_info: f_norm_rms_eps = 1.0e-05
146
+ print_info: f_clamp_kqv = 0.0e+00
147
+ print_info: f_max_alibi_bias = 0.0e+00
148
+ print_info: f_logit_scale = 0.0e+00
149
+ print_info: f_attn_scale = 0.0e+00
150
+ print_info: f_attn_value_scale = 1.0000
151
+ print_info: n_ff = 12288
152
+ print_info: n_expert = 256
153
+ print_info: n_expert_used = 8
154
+ print_info: n_expert_groups = 1
155
+ print_info: n_group_used = 1
156
+ print_info: causal attn = 1
157
+ print_info: pooling type = -1
158
+ print_info: rope type = 0
159
+ print_info: rope scaling = linear
160
+ print_info: freq_base_train = 1000000.0
161
+ print_info: freq_scale_train = 1
162
+ print_info: n_ctx_orig_yarn = 202752
163
+ print_info: rope_yarn_log_mul = 0.0000
164
+ print_info: rope_finetuned = unknown
165
+ print_info: model type = 744B.A40B
166
+ print_info: model params = 753.86 B
167
+ print_info: general.name = GLM 5.1
168
+ print_info: n_layer_dense_lead = 3
169
+ print_info: n_lora_q = 2048
170
+ print_info: n_lora_kv = 512
171
+ print_info: n_embd_head_k_mla = 256
172
+ print_info: n_embd_head_v_mla = 256
173
+ print_info: n_ff_exp = 2048
174
+ print_info: n_expert_shared = 1
175
+ print_info: expert_weights_scale = 2.5
176
+ print_info: expert_weights_norm = 1
177
+ print_info: expert_gating_func = sigmoid
178
+ print_info: vocab type = BPE
179
+ print_info: n_vocab = 154880
180
+ print_info: n_merges = 321649
181
+ print_info: BOS token = 154822 '[gMASK]'
182
+ print_info: EOS token = 154820 '<|endoftext|>'
183
+ print_info: EOT token = 154827 '<|user|>'
184
+ print_info: EOM token = 154829 '<|observation|>'
185
+ print_info: UNK token = 154820 '<|endoftext|>'
186
+ print_info: PAD token = 154820 '<|endoftext|>'
187
+ print_info: LF token = 198 'Ċ'
188
+ print_info: FIM PRE token = 154838 '<|code_prefix|>'
189
+ print_info: FIM SUF token = 154840 '<|code_suffix|>'
190
+ print_info: FIM MID token = 154839 '<|code_middle|>'
191
+ print_info: EOG token = 154820 '<|endoftext|>'
192
+ print_info: EOG token = 154827 '<|user|>'
193
+ print_info: EOG token = 154829 '<|observation|>'
194
+ print_info: max token length = 1024
195
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
196
+ model has unused tensor blk.78.attn_norm.weight (size = 24576 bytes) -- ignoring
197
+ model has unused tensor blk.78.attn_q_a_norm.weight (size = 8192 bytes) -- ignoring
198
+ model has unused tensor blk.78.attn_kv_a_norm.weight (size = 2048 bytes) -- ignoring
199
+ model has unused tensor blk.78.attn_q_a.weight (size = 5406720 bytes) -- ignoring
200
+ model has unused tensor blk.78.attn_q_b.weight (size = 14417920 bytes) -- ignoring
201
+ model has unused tensor blk.78.attn_kv_a_mqa.weight (size = 1520640 bytes) -- ignoring
202
+ model has unused tensor blk.78.attn_k_b.weight (size = 3538944 bytes) -- ignoring
203
+ model has unused tensor blk.78.attn_v_b.weight (size = 3604480 bytes) -- ignoring
204
+ model has unused tensor blk.78.attn_output.weight (size = 43253760 bytes) -- ignoring
205
+ model has unused tensor blk.78.ffn_norm.weight (size = 24576 bytes) -- ignoring
206
+ model has unused tensor blk.78.indexer.k_norm.weight (size = 512 bytes) -- ignoring
207
+ model has unused tensor blk.78.indexer.k_norm.bias (size = 512 bytes) -- ignoring
208
+ model has unused tensor blk.78.indexer.proj.weight (size = 84480 bytes) -- ignoring
209
+ model has unused tensor blk.78.indexer.attn_k.weight (size = 337920 bytes) -- ignoring
210
+ model has unused tensor blk.78.indexer.attn_q_b.weight (size = 3604480 bytes) -- ignoring
211
+ model has unused tensor blk.78.ffn_gate_inp.weight (size = 6291456 bytes) -- ignoring
212
+ model has unused tensor blk.78.ffn_gate_exps.weight (size = 1384120320 bytes) -- ignoring
213
+ model has unused tensor blk.78.ffn_down_exps.weight (size = 1384120320 bytes) -- ignoring
214
+ model has unused tensor blk.78.ffn_up_exps.weight (size = 1384120320 bytes) -- ignoring
215
+ model has unused tensor blk.78.ffn_gate_shexp.weight (size = 5406720 bytes) -- ignoring
216
+ model has unused tensor blk.78.ffn_down_shexp.weight (size = 5406720 bytes) -- ignoring
217
+ model has unused tensor blk.78.ffn_up_shexp.weight (size = 5406720 bytes) -- ignoring
218
+ model has unused tensor blk.78.nextn.eh_proj.weight (size = 32440320 bytes) -- ignoring
219
+ model has unused tensor blk.78.nextn.enorm.weight (size = 24576 bytes) -- ignoring
220
+ model has unused tensor blk.78.nextn.hnorm.weight (size = 24576 bytes) -- ignoring
221
+ model has unused tensor blk.78.nextn.shared_head_norm.weight (size = 24576 bytes) -- ignoring
222
+ load_tensors: offloading output layer to GPU
223
+ load_tensors: offloading 78 repeating layers to GPU
224
+ load_tensors: offloaded 80/80 layers to GPU
225
+ load_tensors: CPU_Mapped model buffer size = 744.43 MiB
226
+ load_tensors: CUDA0 model buffer size = 32098.62 MiB
227
+ load_tensors: CUDA1 model buffer size = 38076.19 MiB
228
+ load_tensors: CUDA2 model buffer size = 41537.66 MiB
229
+ load_tensors: CUDA3 model buffer size = 38076.19 MiB
230
+ load_tensors: CUDA4 model buffer size = 41537.66 MiB
231
+ load_tensors: CUDA5 model buffer size = 38076.19 MiB
232
+ load_tensors: CUDA6 model buffer size = 31897.70 MiB
233
+ ....................................................................................................
234
+ common_init_result: added <|endoftext|> logit bias = -inf
235
+ common_init_result: added <|user|> logit bias = -inf
236
+ common_init_result: added <|observation|> logit bias = -inf
237
+ llama_context: constructing llama_context
238
+ llama_context: n_seq_max = 16
239
+ llama_context: n_ctx = 8192
240
+ llama_context: n_ctx_seq = 512
241
+ llama_context: n_batch = 8192
242
+ llama_context: n_ubatch = 8192
243
+ llama_context: causal_attn = 1
244
+ llama_context: flash_attn = enabled
245
+ llama_context: kv_unified = false
246
+ llama_context: freq_base = 1000000.0
247
+ llama_context: freq_scale = 1
248
+ llama_context: n_ctx_seq (512) < n_ctx_train (202752) -- the full capacity of the model will not be utilized
249
+ llama_context: CUDA_Host output buffer size = 9.45 MiB
250
+ llama_kv_cache: CUDA0 KV buffer size = 108.00 MiB
251
+ llama_kv_cache: CUDA1 KV buffer size = 99.00 MiB
252
+ llama_kv_cache: CUDA2 KV buffer size = 108.00 MiB
253
+ llama_kv_cache: CUDA3 KV buffer size = 99.00 MiB
254
+ llama_kv_cache: CUDA4 KV buffer size = 108.00 MiB
255
+ llama_kv_cache: CUDA5 KV buffer size = 99.00 MiB
256
+ llama_kv_cache: CUDA6 KV buffer size = 81.00 MiB
257
+ llama_kv_cache: size = 702.00 MiB ( 512 cells, 78 layers, 16/16 seqs), K (f16): 702.00 MiB, V (f16): 0.00 MiB
258
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576
259
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512
260
+ llama_context: pipeline parallelism enabled
261
+ sched_reserve: reserving ...
262
+ sched_reserve: resolving fused Gated Delta Net support:
263
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
264
+ sched_reserve: fused Gated Delta Net (chunked) enabled
265
+ sched_reserve: CUDA0 compute buffer size = 4424.38 MiB
266
+ sched_reserve: CUDA1 compute buffer size = 4576.38 MiB
267
+ sched_reserve: CUDA2 compute buffer size = 4576.38 MiB
268
+ sched_reserve: CUDA3 compute buffer size = 4576.38 MiB
269
+ sched_reserve: CUDA4 compute buffer size = 4576.38 MiB
270
+ sched_reserve: CUDA5 compute buffer size = 4576.38 MiB
271
+ sched_reserve: CUDA6 compute buffer size = 6216.50 MiB
272
+ sched_reserve: CUDA_Host compute buffer size = 448.62 MiB
273
+ sched_reserve: graph nodes = 6142
274
+ sched_reserve: graph splits = 8
275
+ sched_reserve: reserve took 103.88 ms, sched copies = 4
276
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
277
+
278
+ 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 |
279
+ kl_divergence: computing over 565 chunks, n_ctx=512, batch_size=8192, n_seq=16
280
+ kl_divergence: 7.44 seconds per pass - ETA 4.37 minutes
281
+
282
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
283
+ 1 1.9031 ± 0.1924 0.35244 ± 0.06903 0.25507 ± 0.04571 22.087 ± 1.905 % 87.843 ± 2.050 %
284
+ 2 2.6827 ± 0.2540 0.25785 ± 0.04798 0.22835 ± 0.02694 18.592 ± 1.319 % 87.647 ± 1.458 %
285
+ 3 2.1639 ± 0.1550 0.18577 ± 0.03329 0.17473 ± 0.01897 16.392 ± 1.091 % 90.850 ± 1.043 %
286
+ 4 1.9159 ± 0.1101 0.18150 ± 0.02767 0.16794 ± 0.01702 16.927 ± 1.016 % 91.961 ± 0.852 %
287
+ 5 1.7770 ± 0.0842 0.17479 ± 0.02459 0.17816 ± 0.01585 18.276 ± 0.936 % 92.235 ± 0.750 %
288
+ 6 1.7056 ± 0.0699 0.17599 ± 0.02186 0.17905 ± 0.01414 19.003 ± 0.845 % 92.288 ± 0.682 %
289
+ 7 1.6866 ± 0.0629 0.18229 ± 0.02127 0.19243 ± 0.01459 20.182 ± 0.811 % 91.933 ± 0.645 %
290
+ 8 1.6441 ± 0.0553 0.18373 ± 0.01971 0.19460 ± 0.01401 20.484 ± 0.770 % 91.912 ± 0.604 %
291
+ 9 1.7080 ± 0.0561 0.22443 ± 0.01990 0.23230 ± 0.01503 21.961 ± 0.735 % 90.719 ± 0.606 %
292
+ 10 1.6779 ± 0.0510 0.22619 ± 0.01895 0.23287 ± 0.01445 22.201 ± 0.705 % 90.863 ± 0.571 %
293
+ 11 1.6542 ± 0.0473 0.22333 ± 0.01789 0.22992 ± 0.01367 22.126 ± 0.673 % 91.016 ± 0.540 %
294
+ 12 1.7290 ± 0.0492 0.23098 ± 0.01752 0.23936 ± 0.01316 22.365 ± 0.638 % 90.686 ± 0.525 %
295
+ 13 1.7433 ± 0.0479 0.24096 ± 0.01704 0.25436 ± 0.01303 22.861 ± 0.609 % 90.287 ± 0.514 %
296
+ 14 1.8061 ± 0.0489 0.23140 ± 0.01643 0.25110 ± 0.01223 22.500 ± 0.582 % 89.832 ± 0.506 %
297
+ 15 1.9264 ± 0.0525 0.22427 ± 0.01578 0.25047 ± 0.01153 22.272 ± 0.557 % 89.098 ± 0.504 %
298
+ 16 2.0401 ± 0.0562 0.21707 ± 0.01511 0.24622 ± 0.01092 21.796 ± 0.537 % 88.725 ± 0.495 %
299
+ 17 2.1602 ± 0.0606 0.20509 ± 0.01458 0.24189 ± 0.01033 21.348 ± 0.519 % 88.535 ± 0.484 %
300
+ 18 2.3218 ± 0.0662 0.19994 ± 0.01407 0.24030 ± 0.00987 21.062 ± 0.501 % 88.061 ± 0.479 %
301
+ 19 2.3060 ± 0.0638 0.19428 ± 0.01373 0.23994 ± 0.00968 20.992 ± 0.487 % 88.091 ± 0.465 %
302
+ 20 2.3165 ± 0.0620 0.20124 ± 0.01361 0.24901 ± 0.00957 21.435 ± 0.473 % 87.725 ± 0.460 %
303
+ 21 2.4006 ± 0.0642 0.19660 ± 0.01329 0.25089 ± 0.00927 21.381 ± 0.459 % 87.507 ± 0.452 %
304
+ 22 2.4083 ± 0.0630 0.19207 ± 0.01288 0.24618 ± 0.00891 21.173 ± 0.447 % 87.629 ± 0.440 %
305
+ 23 2.3853 ± 0.0609 0.18891 ± 0.01254 0.24208 ± 0.00863 20.992 ± 0.437 % 87.826 ± 0.427 %
306
+ 24 2.3691 ± 0.0590 0.18976 ± 0.01233 0.24167 ± 0.00842 20.904 ± 0.427 % 87.990 ± 0.416 %
307
+ 25 2.3517 ± 0.0571 0.18764 ± 0.01202 0.23972 ± 0.00816 20.826 ± 0.415 % 88.016 ± 0.407 %
308
+ 26 2.3356 ± 0.0553 0.18446 ± 0.01180 0.23924 ± 0.00800 20.785 ± 0.408 % 88.009 ± 0.399 %
309
+ 27 2.3487 ± 0.0549 0.18382 ± 0.01166 0.24037 ± 0.00784 20.763 ± 0.399 % 87.916 ± 0.393 %
310
+ 28 2.3763 ± 0.0547 0.18082 ± 0.01134 0.23747 ± 0.00759 20.584 ± 0.390 % 87.843 ± 0.387 %
311
+ 29 2.4055 ± 0.0546 0.17973 ± 0.01114 0.23870 ± 0.00740 20.622 ± 0.380 % 87.613 ± 0.383 %
312
+ 30 2.4714 ± 0.0560 0.17820 ± 0.01091 0.23762 ± 0.00720 20.413 ± 0.373 % 87.451 ± 0.379 %
313
+ 31 2.5365 ± 0.0574 0.17812 ± 0.01073 0.23670 ± 0.00701 20.258 ± 0.366 % 87.299 ± 0.375 %
314
+ 32 2.5817 ± 0.0578 0.17610 ± 0.01052 0.23669 ± 0.00684 20.133 ± 0.359 % 87.145 ± 0.371 %
315
+ 33 2.6436 ± 0.0587 0.17735 ± 0.01040 0.23733 ± 0.00669 20.080 ± 0.353 % 86.976 ± 0.367 %
316
+ 34 2.6857 ± 0.0590 0.17924 ± 0.01023 0.23837 ± 0.00656 20.058 ± 0.345 % 86.667 ± 0.365 %
317
+ 35 2.7395 ± 0.0595 0.17679 ± 0.01010 0.23822 ± 0.00642 19.944 ± 0.340 % 86.476 ± 0.362 %
318
+ 36 2.7780 ± 0.0598 0.17418 ± 0.00993 0.23703 ± 0.00626 19.888 ± 0.333 % 86.340 ± 0.358 %
319
+ 37 2.8013 ± 0.0594 0.17008 ± 0.00972 0.23417 ± 0.00611 19.715 ± 0.327 % 86.296 ± 0.354 %
320
+ 38 2.8915 ± 0.0621 0.16656 ± 0.00954 0.23222 ± 0.00597 19.539 ± 0.322 % 86.305 ± 0.349 %
321
+ 39 2.9272 ± 0.0621 0.16347 ± 0.00935 0.22868 ± 0.00582 19.349 ± 0.317 % 86.335 ± 0.344 %
322
+ 40 2.9704 ± 0.0624 0.16046 ± 0.00918 0.22619 ± 0.00569 19.169 ± 0.313 % 86.265 ± 0.341 %
323
+ 41 3.0417 ± 0.0634 0.15767 ± 0.00900 0.22368 ± 0.00556 18.996 ± 0.309 % 86.246 ± 0.337 %
324
+ 42 3.0450 ± 0.0627 0.16115 ± 0.00894 0.22755 ± 0.00553 19.196 ± 0.304 % 86.078 ± 0.335 %
325
+ 43 3.0584 ± 0.0624 0.15884 ± 0.00881 0.22760 ± 0.00544 19.147 ± 0.300 % 86.037 ± 0.331 %
326
+ 44 3.0880 ± 0.0623 0.15541 ± 0.00866 0.22559 ± 0.00533 18.995 ± 0.296 % 85.980 ± 0.328 %
327
+ 45 3.1649 ± 0.0636 0.15304 ± 0.00851 0.22370 ± 0.00522 18.847 ± 0.292 % 85.830 ± 0.326 %
328
+ 46 3.2288 ± 0.0646 0.15409 ± 0.00842 0.22252 ± 0.00512 18.728 ± 0.288 % 85.789 ± 0.322 %
329
+ 47 3.1922 ± 0.0630 0.15686 ± 0.00836 0.22273 ± 0.00509 18.807 ± 0.286 % 85.916 ± 0.318 %
330
+ 48 3.1582 ± 0.0615 0.16059 ± 0.00828 0.22484 ± 0.00508 19.014 ± 0.284 % 85.915 ± 0.314 %
331
+ 49 3.1360 ± 0.0603 0.16425 ± 0.00827 0.22828 ± 0.00513 19.178 ± 0.282 % 85.850 ± 0.312 %
332
+ 50 3.1311 ± 0.0596 0.16764 ± 0.00822 0.23128 ± 0.00512 19.341 ± 0.279 % 85.710 ± 0.310 %
333
+ 51 3.1558 ± 0.0595 0.16856 ± 0.00817 0.23378 ± 0.00508 19.379 ± 0.275 % 85.529 ± 0.309 %
334
+ 52 3.1859 ± 0.0596 0.16649 ± 0.00806 0.23192 ± 0.00499 19.254 ± 0.272 % 85.498 ± 0.306 %
335
+ 53 3.2320 ± 0.0603 0.16644 ± 0.00798 0.23162 ± 0.00491 19.186 ± 0.269 % 85.446 ± 0.303 %
336
+ 54 3.2688 ± 0.0607 0.16723 ± 0.00791 0.23259 ± 0.00485 19.136 ± 0.266 % 85.389 ± 0.301 %
337
+ 55 3.2991 ± 0.0609 0.16614 ± 0.00781 0.23152 ± 0.00478 19.073 ± 0.263 % 85.348 ± 0.299 %
338
+ 56 3.3267 ± 0.0610 0.16400 ± 0.00771 0.23108 ± 0.00472 19.000 ± 0.260 % 85.315 ± 0.296 %
339
+ 57 3.3255 ± 0.0603 0.16206 ± 0.00768 0.23321 ± 0.00471 19.074 ± 0.258 % 85.243 ± 0.294 %
340
+ 58 3.3431 ± 0.0602 0.15914 ± 0.00759 0.23196 ± 0.00464 19.001 ± 0.255 % 85.254 ± 0.292 %
341
+ 59 3.3596 ± 0.0600 0.15916 ± 0.00750 0.23113 ± 0.00458 18.922 ± 0.253 % 85.198 ± 0.290 %
342
+ 60 3.3992 ± 0.0604 0.15775 ± 0.00742 0.23023 ± 0.00452 18.849 ± 0.250 % 85.163 ± 0.287 %
343
+ 61 3.4343 ± 0.0607 0.15591 ± 0.00734 0.22981 ± 0.00447 18.799 ± 0.248 % 85.156 ± 0.285 %
344
+ 62 3.4869 ± 0.0615 0.15531 ± 0.00726 0.22886 ± 0.00440 18.712 ± 0.246 % 85.136 ± 0.283 %
345
+ 63 3.5297 ± 0.0621 0.15536 ± 0.00720 0.22873 ± 0.00435 18.634 ± 0.243 % 85.079 ± 0.281 %
346
+ 64 3.5569 ± 0.0621 0.15359 ± 0.00712 0.22798 ± 0.00430 18.538 ± 0.241 % 85.055 ± 0.279 %
347
+ 65 3.5715 ± 0.0619 0.15233 ± 0.00705 0.22670 ± 0.00424 18.460 ± 0.239 % 85.068 ± 0.277 %
348
+ 66 3.5736 ± 0.0614 0.15392 ± 0.00703 0.22984 ± 0.00425 18.606 ± 0.238 % 84.967 ± 0.275 %
349
+ 67 3.5446 ± 0.0602 0.15444 ± 0.00699 0.23117 ± 0.00426 18.714 ± 0.236 % 84.981 ± 0.273 %
350
+ 68 3.5317 ± 0.0595 0.15587 ± 0.00699 0.23235 ± 0.00425 18.710 ± 0.234 % 85.023 ± 0.271 %
351
+ 69 3.5580 ± 0.0597 0.15620 ± 0.00695 0.23411 ± 0.00421 18.773 ± 0.232 % 84.910 ± 0.270 %
352
+ 70 3.5500 ± 0.0590 0.15764 ± 0.00693 0.23604 ± 0.00421 18.844 ± 0.231 % 84.936 ± 0.268 %
353
+ 71 3.5396 ± 0.0584 0.16002 ± 0.00693 0.23733 ± 0.00420 18.929 ± 0.228 % 84.916 ± 0.266 %
354
+ 72 3.5326 ± 0.0579 0.15894 ± 0.00687 0.23747 ± 0.00417 18.957 ± 0.227 % 84.907 ± 0.264 %
355
+ 73 3.5368 ± 0.0576 0.15863 ± 0.00684 0.23775 ± 0.00414 18.941 ± 0.225 % 84.862 ± 0.263 %
356
+ 74 3.5694 ± 0.0580 0.15953 ± 0.00679 0.23800 ± 0.00412 18.921 ± 0.224 % 84.838 ± 0.261 %
357
+ 75 3.5691 ± 0.0576 0.15866 ± 0.00675 0.23748 ± 0.00408 18.868 ± 0.222 % 84.858 ± 0.259 %
358
+ 76 3.5255 ± 0.0564 0.15825 ± 0.00669 0.23584 ± 0.00407 18.817 ± 0.221 % 85.005 ± 0.256 %
359
+ 77 3.4877 ± 0.0552 0.15863 ± 0.00666 0.23638 ± 0.00407 18.889 ± 0.221 % 85.067 ± 0.254 %
360
+ 78 3.4557 ± 0.0542 0.16057 ± 0.00664 0.23774 ± 0.00410 18.986 ± 0.221 % 85.123 ± 0.252 %
361
+ 79 3.4306 ± 0.0533 0.16280 ± 0.00662 0.23942 ± 0.00410 19.132 ± 0.220 % 85.123 ± 0.251 %
362
+ 80 3.4101 ± 0.0526 0.16588 ± 0.00661 0.24223 ± 0.00412 19.342 ± 0.220 % 85.054 ± 0.250 %
363
+ 81 3.3909 ± 0.0518 0.16795 ± 0.00660 0.24407 ± 0.00413 19.453 ± 0.220 % 85.064 ± 0.248 %
364
+ 82 3.3816 ± 0.0513 0.16977 ± 0.00659 0.24617 ± 0.00414 19.585 ± 0.218 % 85.041 ± 0.247 %
365
+ 83 3.3867 ± 0.0512 0.17035 ± 0.00658 0.24814 ± 0.00413 19.657 ± 0.217 % 84.975 ± 0.246 %
366
+ 84 3.3674 ± 0.0505 0.17363 ± 0.00658 0.25021 ± 0.00415 19.798 ± 0.217 % 84.991 ± 0.244 %
367
+ 85 3.3596 ± 0.0500 0.17568 ± 0.00656 0.25175 ± 0.00413 19.862 ± 0.215 % 84.960 ± 0.243 %
368
+ 86 3.3598 ± 0.0497 0.17772 ± 0.00656 0.25372 ± 0.00413 19.955 ± 0.214 % 84.902 ± 0.242 %
369
+ 87 3.3601 ± 0.0494 0.18195 ± 0.00658 0.25709 ± 0.00415 20.095 ± 0.212 % 84.814 ± 0.241 %
370
+ 88 3.3471 ± 0.0489 0.18367 ± 0.00657 0.25881 ± 0.00416 20.193 ± 0.212 % 84.826 ± 0.240 %
371
+ 89 3.3292 ± 0.0483 0.18594 ± 0.00656 0.26038 ± 0.00418 20.259 ± 0.211 % 84.860 ± 0.238 %
372
+ 90 3.3187 ± 0.0478 0.18716 ± 0.00652 0.26170 ± 0.00416 20.299 ± 0.209 % 84.832 ± 0.237 %
373
+ 91 3.2997 ± 0.0471 0.18836 ± 0.00649 0.26301 ± 0.00414 20.410 ± 0.208 % 84.822 ± 0.236 %
374
+ 92 3.2830 ± 0.0465 0.19122 ± 0.00648 0.26499 ± 0.00414 20.533 ± 0.207 % 84.804 ± 0.234 %
375
+ 93 3.2798 ± 0.0462 0.19312 ± 0.00647 0.26713 ± 0.00415 20.616 ± 0.206 % 84.748 ± 0.233 %
376
+ 94 3.2716 ± 0.0458 0.19621 ± 0.00646 0.27015 ± 0.00415 20.775 ± 0.205 % 84.652 ± 0.233 %
377
+ 95 3.2586 ± 0.0453 0.19858 ± 0.00644 0.27193 ± 0.00416 20.878 ± 0.205 % 84.636 ± 0.232 %
378
+ 96 3.2556 ± 0.0450 0.20016 ± 0.00646 0.27502 ± 0.00417 20.994 ± 0.204 % 84.583 ± 0.231 %
379
+ 97 3.2727 ± 0.0451 0.20226 ± 0.00644 0.27733 ± 0.00415 21.055 ± 0.203 % 84.451 ± 0.230 %
380
+ 98 3.2701 ± 0.0448 0.20425 ± 0.00640 0.27844 ± 0.00414 21.139 ± 0.202 % 84.426 ± 0.229 %
381
+ 99 3.2525 ± 0.0443 0.20481 ± 0.00637 0.27894 ± 0.00412 21.189 ± 0.201 % 84.429 ± 0.228 %
382
+ 100 3.2289 ± 0.0436 0.20519 ± 0.00633 0.27929 ± 0.00410 21.282 ± 0.200 % 84.439 ± 0.227 %
383
+ 101 3.2401 ± 0.0437 0.20449 ± 0.00631 0.27936 ± 0.00408 21.248 ± 0.199 % 84.438 ± 0.226 %
384
+ 102 3.2282 ± 0.0432 0.20748 ± 0.00629 0.28150 ± 0.00408 21.403 ± 0.198 % 84.387 ± 0.225 %
385
+ 103 3.2239 ± 0.0429 0.21010 ± 0.00628 0.28367 ± 0.00408 21.494 ± 0.198 % 84.333 ± 0.224 %
386
+ 104 3.2230 ± 0.0426 0.21243 ± 0.00627 0.28590 ± 0.00409 21.592 ± 0.197 % 84.284 ± 0.223 %
387
+ 105 3.2363 ± 0.0427 0.21238 ± 0.00627 0.28752 ± 0.00409 21.606 ± 0.196 % 84.235 ± 0.223 %
388
+ 106 3.2639 ± 0.0430 0.21142 ± 0.00623 0.28645 ± 0.00405 21.530 ± 0.195 % 84.199 ± 0.222 %
389
+ 107 3.3212 ± 0.0440 0.21014 ± 0.00619 0.28556 ± 0.00402 21.447 ± 0.194 % 84.207 ± 0.221 %
390
+ 108 3.3303 ± 0.0440 0.20891 ± 0.00615 0.28470 ± 0.00400 21.396 ± 0.193 % 84.230 ± 0.220 %
391
+ 109 3.3367 ± 0.0439 0.20641 ± 0.00610 0.28339 ± 0.00397 21.335 ± 0.192 % 84.263 ± 0.218 %
392
+ 110 3.3749 ± 0.0444 0.20473 ± 0.00606 0.28219 ± 0.00394 21.263 ± 0.191 % 84.235 ± 0.218 %
393
+ 111 3.4007 ± 0.0446 0.20371 ± 0.00603 0.28123 ± 0.00391 21.194 ± 0.190 % 84.229 ± 0.217 %
394
+ 112 3.3750 ± 0.0440 0.20382 ± 0.00599 0.28045 ± 0.00389 21.199 ± 0.190 % 84.307 ± 0.215 %
395
+ 113 3.3589 ± 0.0436 0.20398 ± 0.00597 0.28025 ± 0.00388 21.200 ± 0.189 % 84.362 ± 0.214 %
396
+ 114 3.3610 ± 0.0434 0.20394 ± 0.00595 0.28176 ± 0.00388 21.249 ± 0.188 % 84.262 ± 0.214 %
397
+ 115 3.3561 ± 0.0431 0.20324 ± 0.00593 0.28121 ± 0.00386 21.217 ± 0.187 % 84.303 ± 0.212 %
398
+ 116 3.3607 ± 0.0430 0.20372 ± 0.00590 0.28149 ± 0.00384 21.215 ± 0.186 % 84.236 ± 0.212 %
399
+ 117 3.3600 ± 0.0428 0.20293 ± 0.00587 0.28063 ± 0.00381 21.168 ± 0.185 % 84.243 ± 0.211 %
400
+ 118 3.3628 ± 0.0426 0.20201 ± 0.00584 0.28027 ± 0.00378 21.138 ± 0.184 % 84.277 ± 0.210 %
401
+ 119 3.3661 ± 0.0425 0.20096 ± 0.00580 0.27943 ± 0.00376 21.102 ± 0.184 % 84.291 ± 0.209 %
402
+ 120 3.3630 ± 0.0424 0.20063 ± 0.00578 0.27930 ± 0.00374 21.090 ± 0.183 % 84.297 ± 0.208 %
403
+ 121 3.3551 ± 0.0420 0.20117 ± 0.00576 0.27980 ± 0.00373 21.108 ± 0.182 % 84.298 ± 0.207 %
404
+ 122 3.3543 ± 0.0418 0.19982 ± 0.00573 0.27938 ± 0.00371 21.083 ± 0.181 % 84.304 ± 0.206 %
405
+ 123 3.3369 ± 0.0414 0.19948 ± 0.00571 0.27835 ± 0.00370 21.055 ± 0.180 % 84.374 ± 0.205 %
406
+ 124 3.3343 ± 0.0412 0.19880 ± 0.00567 0.27697 ± 0.00367 20.997 ± 0.179 % 84.399 ± 0.204 %
407
+ 125 3.3335 ± 0.0410 0.19807 ± 0.00564 0.27645 ± 0.00366 20.962 ± 0.179 % 84.436 ± 0.203 %
408
+ 126 3.3284 ± 0.0407 0.19657 ± 0.00560 0.27571 ± 0.00363 20.917 ± 0.178 % 84.420 ± 0.202 %
409
+ 127 3.3263 ± 0.0405 0.19611 ± 0.00557 0.27499 ± 0.00361 20.876 ± 0.177 % 84.462 ± 0.201 %
410
+ 128 3.3396 ± 0.0406 0.19475 ± 0.00555 0.27479 ± 0.00359 20.838 ± 0.176 % 84.455 ± 0.201 %
411
+ 129 3.3456 ± 0.0406 0.19406 ± 0.00552 0.27414 ± 0.00357 20.796 ± 0.175 % 84.451 ± 0.200 %
412
+ 130 3.3450 ± 0.0404 0.19353 ± 0.00550 0.27449 ± 0.00356 20.786 ± 0.175 % 84.437 ± 0.199 %
413
+ 131 3.3560 ± 0.0403 0.19231 ± 0.00547 0.27379 ± 0.00353 20.739 ± 0.174 % 84.442 ± 0.198 %
414
+ 132 3.3579 ± 0.0402 0.19197 ± 0.00546 0.27408 ± 0.00351 20.744 ± 0.173 % 84.427 ± 0.198 %
415
+ 133 3.3530 ± 0.0400 0.19132 ± 0.00544 0.27420 ± 0.00351 20.736 ± 0.172 % 84.438 ± 0.197 %
416
+ 134 3.3676 ± 0.0401 0.19061 ± 0.00541 0.27314 ± 0.00348 20.682 ± 0.172 % 84.469 ± 0.196 %
417
+ 135 3.3861 ± 0.0403 0.18935 ± 0.00539 0.27236 ± 0.00346 20.633 ± 0.171 % 84.465 ± 0.195 %
418
+ 136 3.3795 ± 0.0400 0.18982 ± 0.00537 0.27309 ± 0.00345 20.668 ± 0.170 % 84.441 ± 0.195 %
419
+ 137 3.3794 ± 0.0399 0.19101 ± 0.00536 0.27380 ± 0.00345 20.678 ± 0.170 % 84.417 ± 0.194 %
420
+ 138 3.3753 ± 0.0397 0.19073 ± 0.00534 0.27400 ± 0.00344 20.695 ± 0.169 % 84.427 ± 0.193 %
421
+ 139 3.3620 ± 0.0394 0.19126 ± 0.00533 0.27397 ± 0.00343 20.701 ± 0.169 % 84.460 ± 0.192 %
422
+ 140 3.3765 ± 0.0395 0.19069 ± 0.00530 0.27332 ± 0.00341 20.661 ± 0.168 % 84.459 ± 0.192 %
423
+ 141 3.3743 ± 0.0393 0.18959 ± 0.00527 0.27218 ± 0.00339 20.606 ± 0.167 % 84.483 ± 0.191 %
424
+ 142 3.3682 ± 0.0390 0.19005 ± 0.00526 0.27240 ± 0.00338 20.630 ± 0.167 % 84.468 ± 0.190 %
425
+ 143 3.3645 ± 0.0388 0.18936 ± 0.00523 0.27146 ± 0.00336 20.590 ± 0.166 % 84.478 ± 0.190 %
426
+ 144 3.3616 ± 0.0386 0.18812 ± 0.00520 0.27049 ± 0.00334 20.552 ± 0.165 % 84.491 ± 0.189 %
427
+ 145 3.3573 ± 0.0384 0.18722 ± 0.00517 0.26938 ± 0.00332 20.506 ± 0.165 % 84.527 ± 0.188 %
428
+ 146 3.3487 ± 0.0382 0.18659 ± 0.00515 0.26862 ± 0.00331 20.482 ± 0.164 % 84.577 ± 0.187 %
429
+ 147 3.3353 ± 0.0378 0.18756 ± 0.00513 0.26896 ± 0.00330 20.519 ± 0.164 % 84.591 ± 0.186 %
430
+ 148 3.3305 ± 0.0376 0.18806 ± 0.00511 0.26930 ± 0.00329 20.552 ± 0.163 % 84.568 ± 0.186 %
431
+ 149 3.3228 ± 0.0373 0.18742 ± 0.00509 0.26878 ± 0.00327 20.534 ± 0.163 % 84.587 ± 0.185 %
432
+ 150 3.3190 ± 0.0371 0.18731 ± 0.00507 0.26873 ± 0.00326 20.543 ± 0.162 % 84.591 ± 0.185 %
433
+ 151 3.3079 ± 0.0368 0.18682 ± 0.00505 0.26827 ± 0.00325 20.544 ± 0.162 % 84.597 ± 0.184 %
434
+ 152 3.3033 ± 0.0366 0.18572 ± 0.00502 0.26756 ± 0.00323 20.502 ± 0.161 % 84.623 ± 0.183 %
435
+ 153 3.3072 ± 0.0366 0.18539 ± 0.00500 0.26682 ± 0.00321 20.480 ± 0.160 % 84.647 ± 0.183 %
436
+ 154 3.3016 ± 0.0363 0.18411 ± 0.00498 0.26563 ± 0.00319 20.432 ± 0.160 % 84.678 ± 0.182 %
437
+ 155 3.2979 ± 0.0361 0.18316 ± 0.00495 0.26471 ± 0.00318 20.393 ± 0.159 % 84.711 ± 0.181 %
438
+ 156 3.2986 ± 0.0360 0.18213 ± 0.00493 0.26375 ± 0.00316 20.350 ± 0.159 % 84.741 ± 0.180 %
439
+ 157 3.2988 ± 0.0359 0.18116 ± 0.00490 0.26301 ± 0.00314 20.315 ± 0.158 % 84.758 ± 0.180 %
440
+ 158 3.2972 ± 0.0357 0.17998 ± 0.00488 0.26212 ± 0.00312 20.280 ± 0.157 % 84.775 ± 0.179 %
441
+ 159 3.3078 ± 0.0357 0.17959 ± 0.00486 0.26132 ± 0.00311 20.243 ± 0.157 % 84.765 ± 0.178 %
442
+ 160 3.3153 ± 0.0357 0.17833 ± 0.00484 0.26086 ± 0.00309 20.205 ± 0.156 % 84.767 ± 0.178 %
443
+ 161 3.3193 ± 0.0357 0.17728 ± 0.00482 0.26029 ± 0.00308 20.173 ± 0.156 % 84.777 ± 0.177 %
444
+ 162 3.3170 ± 0.0355 0.17942 ± 0.00482 0.26175 ± 0.00307 20.261 ± 0.155 % 84.723 ± 0.177 %
445
+ 163 3.3096 ± 0.0353 0.18085 ± 0.00483 0.26261 ± 0.00308 20.316 ± 0.155 % 84.718 ± 0.176 %
446
+ 164 3.3163 ± 0.0353 0.18127 ± 0.00481 0.26288 ± 0.00307 20.315 ± 0.154 % 84.708 ± 0.176 %
447
+ 165 3.3117 ± 0.0351 0.18312 ± 0.00481 0.26427 ± 0.00308 20.412 ± 0.154 % 84.673 ± 0.176 %
448
+ 166 3.3136 ± 0.0350 0.18555 ± 0.00481 0.26615 ± 0.00308 20.490 ± 0.154 % 84.614 ± 0.175 %
449
+ 167 3.3304 ± 0.0352 0.18592 ± 0.00480 0.26660 ± 0.00307 20.488 ± 0.153 % 84.565 ± 0.175 %
450
+ 168 3.3316 ± 0.0351 0.18614 ± 0.00478 0.26659 ± 0.00307 20.491 ± 0.153 % 84.559 ± 0.175 %
451
+ 169 3.3581 ± 0.0354 0.18571 ± 0.00476 0.26643 ± 0.00305 20.457 ± 0.152 % 84.532 ± 0.174 %
452
+ 170 3.3768 ± 0.0355 0.18528 ± 0.00474 0.26595 ± 0.00304 20.415 ± 0.152 % 84.519 ± 0.174 %
453
+ 171 3.3911 ± 0.0356 0.18557 ± 0.00474 0.26621 ± 0.00304 20.422 ± 0.152 % 84.490 ± 0.173 %
454
+ 172 3.4120 ± 0.0359 0.18537 ± 0.00472 0.26637 ± 0.00303 20.391 ± 0.151 % 84.453 ± 0.173 %
455
+ 173 3.3984 ± 0.0356 0.18467 ± 0.00470 0.26536 ± 0.00301 20.352 ± 0.151 % 84.506 ± 0.172 %
456
+ 174 3.3820 ± 0.0352 0.18436 ± 0.00468 0.26512 ± 0.00301 20.348 ± 0.150 % 84.557 ± 0.172 %
457
+ 175 3.3670 ± 0.0349 0.18470 ± 0.00467 0.26491 ± 0.00300 20.365 ± 0.150 % 84.603 ± 0.171 %
458
+ 176 3.3547 ± 0.0347 0.18516 ± 0.00466 0.26527 ± 0.00300 20.393 ± 0.150 % 84.623 ± 0.170 %
459
+ 177 3.3383 ± 0.0343 0.18521 ± 0.00464 0.26506 ± 0.00299 20.415 ± 0.150 % 84.664 ± 0.170 %
460
+ 178 3.3220 ± 0.0340 0.18519 ± 0.00463 0.26486 ± 0.00299 20.432 ± 0.149 % 84.706 ± 0.169 %
461
+ 179 3.3095 ± 0.0338 0.18549 ± 0.00461 0.26480 ± 0.00298 20.452 ± 0.149 % 84.728 ± 0.168 %
462
+ 180 3.2966 ± 0.0335 0.18602 ± 0.00460 0.26499 ± 0.00298 20.479 ± 0.149 % 84.756 ± 0.168 %
463
+ 181 3.2926 ± 0.0334 0.18700 ± 0.00460 0.26545 ± 0.00298 20.502 ± 0.148 % 84.756 ± 0.167 %
464
+ 182 3.3078 ± 0.0335 0.18623 ± 0.00458 0.26483 ± 0.00297 20.461 ± 0.148 % 84.766 ± 0.167 %
465
+ 183 3.3264 ± 0.0337 0.18541 ± 0.00456 0.26417 ± 0.00295 20.423 ± 0.148 % 84.764 ± 0.166 %
466
+ 184 3.3514 ± 0.0340 0.18421 ± 0.00454 0.26365 ± 0.00294 20.382 ± 0.147 % 84.742 ± 0.166 %
467
+ 185 3.3694 ± 0.0342 0.18339 ± 0.00453 0.26292 ± 0.00293 20.342 ± 0.147 % 84.753 ± 0.166 %
468
+ 186 3.3798 ± 0.0342 0.18290 ± 0.00451 0.26218 ± 0.00291 20.303 ± 0.146 % 84.775 ± 0.165 %
469
+ 187 3.4006 ± 0.0344 0.18214 ± 0.00449 0.26156 ± 0.00290 20.263 ± 0.146 % 84.763 ± 0.165 %
470
+ 188 3.4261 ± 0.0347 0.18107 ± 0.00448 0.26106 ± 0.00289 20.218 ± 0.145 % 84.743 ± 0.164 %
471
+ 189 3.4486 ± 0.0349 0.18014 ± 0.00446 0.26028 ± 0.00287 20.170 ± 0.145 % 84.743 ± 0.164 %
472
+ 190 3.4650 ± 0.0351 0.17915 ± 0.00444 0.25967 ± 0.00286 20.129 ± 0.145 % 84.747 ± 0.163 %
473
+ 191 3.4796 ± 0.0352 0.17825 ± 0.00442 0.25905 ± 0.00284 20.090 ± 0.144 % 84.737 ± 0.163 %
474
+ 192 3.4876 ± 0.0352 0.17753 ± 0.00440 0.25816 ± 0.00283 20.047 ± 0.144 % 84.753 ± 0.162 %
475
+ 193 3.4929 ± 0.0352 0.17660 ± 0.00438 0.25731 ± 0.00282 20.005 ± 0.143 % 84.773 ± 0.162 %
476
+ 194 3.4961 ± 0.0351 0.17638 ± 0.00437 0.25701 ± 0.00281 19.991 ± 0.143 % 84.783 ± 0.161 %
477
+ 195 3.4930 ± 0.0350 0.17623 ± 0.00436 0.25673 ± 0.00280 19.981 ± 0.142 % 84.784 ± 0.161 %
478
+ 196 3.4982 ± 0.0350 0.17657 ± 0.00435 0.25759 ± 0.00280 20.010 ± 0.142 % 84.760 ± 0.161 %
479
+ 197 3.5133 ± 0.0351 0.17627 ± 0.00434 0.25744 ± 0.00279 19.994 ± 0.142 % 84.742 ± 0.160 %
480
+ 198 3.5283 ± 0.0352 0.17573 ± 0.00432 0.25694 ± 0.00278 19.969 ± 0.141 % 84.745 ± 0.160 %
481
+ 199 3.5271 ± 0.0351 0.17545 ± 0.00431 0.25670 ± 0.00277 19.956 ± 0.141 % 84.749 ± 0.160 %
482
+ 200 3.5346 ± 0.0351 0.17553 ± 0.00430 0.25714 ± 0.00276 19.971 ± 0.141 % 84.729 ± 0.159 %
483
+ 201 3.5351 ± 0.0350 0.17489 ± 0.00429 0.25643 ± 0.00275 19.938 ± 0.140 % 84.747 ± 0.159 %
484
+ 202 3.5383 ± 0.0350 0.17467 ± 0.00427 0.25615 ± 0.00274 19.922 ± 0.140 % 84.752 ± 0.158 %
485
+ 203 3.5377 ± 0.0349 0.17503 ± 0.00427 0.25674 ± 0.00275 19.948 ± 0.140 % 84.743 ± 0.158 %
486
+ 204 3.5458 ± 0.0349 0.17432 ± 0.00426 0.25631 ± 0.00274 19.921 ± 0.139 % 84.742 ± 0.158 %
487
+ 205 3.5524 ± 0.0349 0.17349 ± 0.00424 0.25572 ± 0.00272 19.885 ± 0.139 % 84.744 ± 0.157 %
488
+ 206 3.5577 ± 0.0349 0.17282 ± 0.00423 0.25503 ± 0.00271 19.848 ± 0.139 % 84.746 ± 0.157 %
489
+ 207 3.5619 ± 0.0348 0.17198 ± 0.00421 0.25440 ± 0.00270 19.812 ± 0.138 % 84.729 ± 0.157 %
490
+ 208 3.5634 ± 0.0347 0.17220 ± 0.00420 0.25462 ± 0.00269 19.815 ± 0.138 % 84.729 ± 0.156 %
491
+ 209 3.5625 ± 0.0346 0.17125 ± 0.00419 0.25385 ± 0.00268 19.777 ± 0.138 % 84.747 ± 0.156 %
492
+ 210 3.5606 ± 0.0345 0.17186 ± 0.00418 0.25412 ± 0.00267 19.789 ± 0.137 % 84.719 ± 0.155 %
493
+ 211 3.5630 ± 0.0345 0.17119 ± 0.00416 0.25351 ± 0.00266 19.754 ± 0.137 % 84.715 ± 0.155 %
494
+ 212 3.5634 ± 0.0344 0.17081 ± 0.00415 0.25322 ± 0.00265 19.730 ± 0.136 % 84.713 ± 0.155 %
495
+ 213 3.5668 ± 0.0343 0.17061 ± 0.00413 0.25273 ± 0.00264 19.704 ± 0.136 % 84.715 ± 0.154 %
496
+ 214 3.5697 ± 0.0343 0.16967 ± 0.00412 0.25235 ± 0.00263 19.680 ± 0.136 % 84.702 ± 0.154 %
497
+ 215 3.5724 ± 0.0342 0.16943 ± 0.00411 0.25192 ± 0.00262 19.650 ± 0.135 % 84.711 ± 0.154 %
498
+ 216 3.5773 ± 0.0342 0.16907 ± 0.00410 0.25155 ± 0.00261 19.628 ± 0.135 % 84.695 ± 0.153 %
499
+ 217 3.5792 ± 0.0341 0.16828 ± 0.00409 0.25111 ± 0.00260 19.601 ± 0.135 % 84.690 ± 0.153 %
500
+ 218 3.5878 ± 0.0342 0.16796 ± 0.00407 0.25072 ± 0.00259 19.578 ± 0.134 % 84.695 ± 0.153 %
501
+ 219 3.5828 ± 0.0340 0.16830 ± 0.00407 0.25095 ± 0.00259 19.598 ± 0.134 % 84.699 ± 0.152 %
502
+ 220 3.5792 ± 0.0339 0.16763 ± 0.00405 0.25040 ± 0.00258 19.571 ± 0.134 % 84.709 ± 0.152 %
503
+ 221 3.5746 ± 0.0338 0.16706 ± 0.00404 0.24982 ± 0.00257 19.542 ± 0.133 % 84.729 ± 0.152 %
504
+ 222 3.5752 ± 0.0337 0.16678 ± 0.00403 0.24923 ± 0.00256 19.509 ± 0.133 % 84.747 ± 0.151 %
505
+ 223 3.5735 ± 0.0336 0.16645 ± 0.00401 0.24873 ± 0.00255 19.484 ± 0.133 % 84.753 ± 0.151 %
506
+ 224 3.5778 ± 0.0336 0.16568 ± 0.00400 0.24817 ± 0.00254 19.454 ± 0.132 % 84.758 ± 0.150 %
507
+ 225 3.5783 ± 0.0335 0.16515 ± 0.00399 0.24798 ± 0.00253 19.439 ± 0.132 % 84.744 ± 0.150 %
508
+ 226 3.5832 ± 0.0335 0.16429 ± 0.00398 0.24768 ± 0.00252 19.414 ± 0.132 % 84.727 ± 0.150 %
509
+ 227 3.5790 ± 0.0334 0.16406 ± 0.00396 0.24725 ± 0.00251 19.391 ± 0.131 % 84.740 ± 0.149 %
510
+ 228 3.5769 ± 0.0333 0.16381 ± 0.00396 0.24709 ± 0.00251 19.378 ± 0.131 % 84.754 ± 0.149 %
511
+ 229 3.5704 ± 0.0331 0.16475 ± 0.00396 0.24794 ± 0.00251 19.434 ± 0.131 % 84.745 ± 0.149 %
512
+ 230 3.5637 ± 0.0330 0.16563 ± 0.00396 0.24867 ± 0.00251 19.483 ± 0.131 % 84.737 ± 0.149 %
513
+ 231 3.5622 ± 0.0329 0.16638 ± 0.00395 0.24933 ± 0.00251 19.512 ± 0.131 % 84.726 ± 0.148 %
514
+ 232 3.5621 ± 0.0328 0.16588 ± 0.00395 0.24917 ± 0.00250 19.499 ± 0.130 % 84.731 ± 0.148 %
515
+ 233 3.5611 ± 0.0327 0.16585 ± 0.00394 0.24934 ± 0.00250 19.508 ± 0.130 % 84.711 ± 0.148 %
516
+ 234 3.5566 ± 0.0326 0.16682 ± 0.00394 0.25019 ± 0.00251 19.563 ± 0.130 % 84.711 ± 0.147 %
517
+ 235 3.5458 ± 0.0324 0.16716 ± 0.00393 0.25011 ± 0.00250 19.575 ± 0.130 % 84.736 ± 0.147 %
518
+ 236 3.5428 ± 0.0323 0.16862 ± 0.00393 0.25099 ± 0.00250 19.621 ± 0.129 % 84.724 ± 0.147 %
519
+ 237 3.5336 ± 0.0321 0.16864 ± 0.00392 0.25141 ± 0.00250 19.638 ± 0.129 % 84.722 ± 0.146 %
520
+ 238 3.5367 ± 0.0321 0.16861 ± 0.00391 0.25153 ± 0.00249 19.636 ± 0.129 % 84.719 ± 0.146 %
521
+ 239 3.5532 ± 0.0322 0.16848 ± 0.00390 0.25134 ± 0.00248 19.608 ± 0.128 % 84.691 ± 0.146 %
522
+ 240 3.5690 ± 0.0323 0.16794 ± 0.00389 0.25094 ± 0.00247 19.576 ± 0.128 % 84.685 ± 0.146 %
523
+ 241 3.5827 ± 0.0324 0.16762 ± 0.00388 0.25057 ± 0.00246 19.552 ± 0.128 % 84.670 ± 0.145 %
524
+ 242 3.5930 ± 0.0325 0.16715 ± 0.00387 0.25009 ± 0.00246 19.519 ± 0.128 % 84.672 ± 0.145 %
525
+ 243 3.6063 ± 0.0326 0.16677 ± 0.00386 0.24972 ± 0.00245 19.491 ± 0.127 % 84.659 ± 0.145 %
526
+ 244 3.6194 ± 0.0327 0.16620 ± 0.00384 0.24942 ± 0.00244 19.465 ± 0.127 % 84.646 ± 0.145 %
527
+ 245 3.6345 ± 0.0328 0.16585 ± 0.00383 0.24930 ± 0.00243 19.443 ± 0.127 % 84.637 ± 0.144 %
528
+ 246 3.6472 ± 0.0329 0.16570 ± 0.00382 0.24896 ± 0.00242 19.412 ± 0.126 % 84.633 ± 0.144 %
529
+ 247 3.6611 ± 0.0330 0.16506 ± 0.00382 0.24882 ± 0.00242 19.391 ± 0.126 % 84.619 ± 0.144 %
530
+ 248 3.6731 ± 0.0331 0.16463 ± 0.00381 0.24887 ± 0.00241 19.372 ± 0.126 % 84.613 ± 0.143 %
531
+ 249 3.6748 ± 0.0331 0.16452 ± 0.00380 0.24871 ± 0.00240 19.365 ± 0.126 % 84.613 ± 0.143 %
532
+ 250 3.6748 ± 0.0330 0.16427 ± 0.00379 0.24854 ± 0.00240 19.355 ± 0.125 % 84.624 ± 0.143 %
533
+ 251 3.6603 ± 0.0328 0.16406 ± 0.00378 0.24801 ± 0.00239 19.344 ± 0.125 % 84.665 ± 0.142 %
534
+ 252 3.6487 ± 0.0326 0.16389 ± 0.00377 0.24775 ± 0.00238 19.346 ± 0.125 % 84.684 ± 0.142 %
535
+ 253 3.6391 ± 0.0324 0.16375 ± 0.00376 0.24756 ± 0.00238 19.350 ± 0.125 % 84.704 ± 0.142 %
536
+ 254 3.6353 ± 0.0323 0.16370 ± 0.00375 0.24749 ± 0.00237 19.344 ± 0.124 % 84.706 ± 0.141 %
537
+ 255 3.6365 ± 0.0323 0.16345 ± 0.00374 0.24729 ± 0.00236 19.329 ± 0.124 % 84.697 ± 0.141 %
538
+ 256 3.6365 ± 0.0322 0.16360 ± 0.00374 0.24757 ± 0.00236 19.339 ± 0.124 % 84.688 ± 0.141 %
539
+ 257 3.6318 ± 0.0321 0.16392 ± 0.00373 0.24776 ± 0.00235 19.348 ± 0.123 % 84.674 ± 0.141 %
540
+ 258 3.6285 ± 0.0320 0.16369 ± 0.00372 0.24748 ± 0.00235 19.333 ± 0.123 % 84.691 ± 0.140 %
541
+ 259 3.6183 ± 0.0318 0.16414 ± 0.00371 0.24783 ± 0.00235 19.380 ± 0.123 % 84.691 ± 0.140 %
542
+ 260 3.6128 ± 0.0317 0.16438 ± 0.00370 0.24798 ± 0.00234 19.394 ± 0.123 % 84.695 ± 0.140 %
543
+ 261 3.6056 ± 0.0315 0.16469 ± 0.00370 0.24820 ± 0.00234 19.408 ± 0.122 % 84.706 ± 0.140 %
544
+ 262 3.5991 ± 0.0314 0.16478 ± 0.00369 0.24814 ± 0.00234 19.412 ± 0.122 % 84.715 ± 0.139 %
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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558
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559
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560
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561
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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579
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580
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581
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582
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583
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584
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585
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586
+ 304 3.5167 ± 0.0281 0.17130 ± 0.00345 0.25157 ± 0.00218 19.652 ± 0.113 % 84.656 ± 0.129 %
587
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588
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589
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590
+ 308 3.5165 ± 0.0279 0.17215 ± 0.00343 0.25169 ± 0.00216 19.669 ± 0.113 % 84.649 ± 0.129 %
591
+ 309 3.5275 ± 0.0280 0.17163 ± 0.00342 0.25118 ± 0.00216 19.642 ± 0.112 % 84.649 ± 0.128 %
592
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593
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594
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595
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596
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597
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598
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599
+ 317 3.5020 ± 0.0273 0.17509 ± 0.00340 0.25385 ± 0.00214 19.795 ± 0.111 % 84.583 ± 0.127 %
600
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601
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602
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603
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604
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605
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606
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607
+ 325 3.4932 ± 0.0269 0.17649 ± 0.00336 0.25587 ± 0.00212 19.849 ± 0.109 % 84.515 ± 0.126 %
608
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609
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610
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611
+ 329 3.4929 ± 0.0267 0.17694 ± 0.00335 0.25650 ± 0.00210 19.860 ± 0.108 % 84.489 ± 0.125 %
612
+ 330 3.4914 ± 0.0267 0.17678 ± 0.00334 0.25627 ± 0.00210 19.855 ± 0.108 % 84.498 ± 0.125 %
613
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614
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615
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616
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617
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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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624
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625
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626
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627
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628
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629
+ 347 3.5128 ± 0.0261 0.17390 ± 0.00324 0.25401 ± 0.00204 19.754 ± 0.106 % 84.524 ± 0.122 %
630
+ 348 3.5076 ± 0.0260 0.17458 ± 0.00324 0.25449 ± 0.00204 19.787 ± 0.105 % 84.520 ± 0.121 %
631
+ 349 3.5048 ± 0.0260 0.17554 ± 0.00324 0.25525 ± 0.00204 19.836 ± 0.105 % 84.500 ± 0.121 %
632
+ 350 3.4960 ± 0.0258 0.17508 ± 0.00323 0.25489 ± 0.00204 19.829 ± 0.105 % 84.525 ± 0.121 %
633
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634
+ 352 3.4822 ± 0.0256 0.17459 ± 0.00322 0.25453 ± 0.00203 19.828 ± 0.105 % 84.562 ± 0.121 %
635
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636
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637
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638
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639
+ 357 3.4662 ± 0.0253 0.17825 ± 0.00321 0.25838 ± 0.00205 20.045 ± 0.105 % 84.489 ± 0.120 %
640
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641
+ 359 3.4629 ± 0.0252 0.17958 ± 0.00321 0.25981 ± 0.00205 20.106 ± 0.104 % 84.467 ± 0.120 %
642
+ 360 3.4622 ± 0.0251 0.18087 ± 0.00322 0.26109 ± 0.00206 20.168 ± 0.104 % 84.438 ± 0.120 %
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
+ 386 3.4367 ± 0.0240 0.19050 ± 0.00316 0.27194 ± 0.00204 20.683 ± 0.101 % 84.160 ± 0.116 %
669
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670
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671
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672
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673
+ 391 3.4479 ± 0.0240 0.18893 ± 0.00313 0.27042 ± 0.00202 20.602 ± 0.101 % 84.187 ± 0.116 %
674
+ 392 3.4412 ± 0.0239 0.18911 ± 0.00313 0.27031 ± 0.00202 20.607 ± 0.100 % 84.207 ± 0.115 %
675
+ 393 3.4326 ± 0.0238 0.18898 ± 0.00312 0.27000 ± 0.00202 20.596 ± 0.100 % 84.235 ± 0.115 %
676
+ 394 3.4322 ± 0.0237 0.18897 ± 0.00312 0.26980 ± 0.00202 20.585 ± 0.100 % 84.252 ± 0.115 %
677
+ 395 3.4253 ± 0.0236 0.18897 ± 0.00312 0.26997 ± 0.00202 20.600 ± 0.100 % 84.260 ± 0.115 %
678
+ 396 3.4189 ± 0.0236 0.18867 ± 0.00311 0.26963 ± 0.00202 20.593 ± 0.100 % 84.281 ± 0.115 %
679
+ 397 3.4114 ± 0.0235 0.18862 ± 0.00311 0.26945 ± 0.00201 20.593 ± 0.100 % 84.303 ± 0.114 %
680
+ 398 3.4029 ± 0.0234 0.18850 ± 0.00310 0.26919 ± 0.00201 20.596 ± 0.100 % 84.328 ± 0.114 %
681
+ 399 3.3968 ± 0.0233 0.18863 ± 0.00310 0.26910 ± 0.00201 20.600 ± 0.100 % 84.345 ± 0.114 %
682
+ 400 3.3887 ± 0.0232 0.18833 ± 0.00309 0.26879 ± 0.00201 20.595 ± 0.100 % 84.373 ± 0.114 %
683
+ 401 3.3814 ± 0.0231 0.18845 ± 0.00309 0.26881 ± 0.00201 20.610 ± 0.100 % 84.389 ± 0.114 %
684
+ 402 3.3746 ± 0.0230 0.18850 ± 0.00308 0.26876 ± 0.00200 20.619 ± 0.100 % 84.403 ± 0.113 %
685
+ 403 3.3665 ± 0.0229 0.18838 ± 0.00308 0.26843 ± 0.00200 20.616 ± 0.100 % 84.426 ± 0.113 %
686
+ 404 3.3584 ± 0.0228 0.18849 ± 0.00307 0.26834 ± 0.00200 20.627 ± 0.100 % 84.444 ± 0.113 %
687
+ 405 3.3515 ± 0.0227 0.18849 ± 0.00307 0.26825 ± 0.00200 20.629 ± 0.099 % 84.463 ± 0.113 %
688
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689
+ 407 3.3357 ± 0.0225 0.18847 ± 0.00306 0.26790 ± 0.00200 20.629 ± 0.099 % 84.510 ± 0.112 %
690
+ 408 3.3278 ± 0.0224 0.18849 ± 0.00305 0.26771 ± 0.00200 20.633 ± 0.099 % 84.529 ± 0.112 %
691
+ 409 3.3220 ± 0.0223 0.18861 ± 0.00305 0.26770 ± 0.00199 20.642 ± 0.099 % 84.543 ± 0.112 %
692
+ 410 3.3145 ± 0.0222 0.18851 ± 0.00304 0.26751 ± 0.00199 20.645 ± 0.099 % 84.561 ± 0.112 %
693
+ 411 3.3084 ± 0.0222 0.18860 ± 0.00304 0.26753 ± 0.00199 20.659 ± 0.099 % 84.573 ± 0.112 %
694
+ 412 3.3028 ± 0.0221 0.18833 ± 0.00304 0.26741 ± 0.00199 20.654 ± 0.099 % 84.594 ± 0.111 %
695
+ 413 3.2982 ± 0.0220 0.18831 ± 0.00303 0.26725 ± 0.00199 20.656 ± 0.099 % 84.607 ± 0.111 %
696
+ 414 3.2972 ± 0.0220 0.18858 ± 0.00303 0.26753 ± 0.00199 20.669 ± 0.099 % 84.606 ± 0.111 %
697
+ 415 3.2953 ± 0.0219 0.18908 ± 0.00303 0.26780 ± 0.00198 20.690 ± 0.099 % 84.602 ± 0.111 %
698
+ 416 3.2938 ± 0.0219 0.18948 ± 0.00303 0.26817 ± 0.00199 20.703 ± 0.098 % 84.602 ± 0.111 %
699
+ 417 3.2880 ± 0.0218 0.18956 ± 0.00302 0.26815 ± 0.00198 20.710 ± 0.098 % 84.612 ± 0.111 %
700
+ 418 3.2809 ± 0.0217 0.18940 ± 0.00302 0.26791 ± 0.00198 20.707 ± 0.098 % 84.633 ± 0.110 %
701
+ 419 3.2859 ± 0.0218 0.18905 ± 0.00301 0.26782 ± 0.00198 20.699 ± 0.098 % 84.629 ± 0.110 %
702
+ 420 3.2801 ± 0.0217 0.18899 ± 0.00301 0.26764 ± 0.00197 20.696 ± 0.098 % 84.645 ± 0.110 %
703
+ 421 3.2772 ± 0.0216 0.18903 ± 0.00301 0.26774 ± 0.00197 20.705 ± 0.098 % 84.645 ± 0.110 %
704
+ 422 3.2783 ± 0.0216 0.18868 ± 0.00300 0.26752 ± 0.00197 20.691 ± 0.098 % 84.645 ± 0.110 %
705
+ 423 3.2751 ± 0.0216 0.18879 ± 0.00300 0.26751 ± 0.00197 20.698 ± 0.098 % 84.646 ± 0.110 %
706
+ 424 3.2706 ± 0.0215 0.18909 ± 0.00299 0.26755 ± 0.00196 20.710 ± 0.098 % 84.652 ± 0.110 %
707
+ 425 3.2668 ± 0.0215 0.18940 ± 0.00299 0.26766 ± 0.00196 20.718 ± 0.097 % 84.651 ± 0.109 %
708
+ 426 3.2634 ± 0.0214 0.18919 ± 0.00299 0.26780 ± 0.00196 20.726 ± 0.097 % 84.652 ± 0.109 %
709
+ 427 3.2611 ± 0.0214 0.18926 ± 0.00299 0.26781 ± 0.00196 20.729 ± 0.097 % 84.665 ± 0.109 %
710
+ 428 3.2578 ± 0.0213 0.18943 ± 0.00298 0.26793 ± 0.00196 20.739 ± 0.097 % 84.671 ± 0.109 %
711
+ 429 3.2527 ± 0.0212 0.18945 ± 0.00298 0.26801 ± 0.00196 20.755 ± 0.097 % 84.670 ± 0.109 %
712
+ 430 3.2483 ± 0.0212 0.18956 ± 0.00298 0.26809 ± 0.00196 20.765 ± 0.097 % 84.679 ± 0.109 %
713
+ 431 3.2491 ± 0.0212 0.18949 ± 0.00297 0.26791 ± 0.00195 20.757 ± 0.097 % 84.679 ± 0.109 %
714
+ 432 3.2450 ± 0.0211 0.18966 ± 0.00297 0.26789 ± 0.00195 20.757 ± 0.097 % 84.693 ± 0.108 %
715
+ 433 3.2405 ± 0.0210 0.18980 ± 0.00297 0.26800 ± 0.00195 20.778 ± 0.097 % 84.700 ± 0.108 %
716
+ 434 3.2360 ± 0.0210 0.18976 ± 0.00297 0.26803 ± 0.00195 20.782 ± 0.097 % 84.704 ± 0.108 %
717
+ 435 3.2316 ± 0.0209 0.18975 ± 0.00296 0.26780 ± 0.00195 20.780 ± 0.096 % 84.721 ± 0.108 %
718
+ 436 3.2257 ± 0.0208 0.18983 ± 0.00296 0.26778 ± 0.00194 20.794 ± 0.096 % 84.732 ± 0.108 %
719
+ 437 3.2196 ± 0.0207 0.18997 ± 0.00295 0.26790 ± 0.00194 20.815 ± 0.096 % 84.743 ± 0.108 %
720
+ 438 3.2157 ± 0.0207 0.19043 ± 0.00295 0.26833 ± 0.00195 20.845 ± 0.096 % 84.739 ± 0.108 %
721
+ 439 3.2143 ± 0.0207 0.19028 ± 0.00295 0.26830 ± 0.00194 20.844 ± 0.096 % 84.743 ± 0.107 %
722
+ 440 3.2116 ± 0.0206 0.19066 ± 0.00294 0.26839 ± 0.00194 20.856 ± 0.096 % 84.738 ± 0.107 %
723
+ 441 3.2108 ± 0.0206 0.19110 ± 0.00295 0.26882 ± 0.00194 20.871 ± 0.096 % 84.732 ± 0.107 %
724
+ 442 3.2065 ± 0.0205 0.19132 ± 0.00294 0.26897 ± 0.00194 20.879 ± 0.096 % 84.740 ± 0.107 %
725
+ 443 3.2121 ± 0.0205 0.19099 ± 0.00294 0.26857 ± 0.00194 20.860 ± 0.096 % 84.747 ± 0.107 %
726
+ 444 3.2209 ± 0.0206 0.19100 ± 0.00293 0.26833 ± 0.00193 20.843 ± 0.096 % 84.744 ± 0.107 %
727
+ 445 3.2178 ± 0.0206 0.19082 ± 0.00293 0.26813 ± 0.00193 20.834 ± 0.096 % 84.761 ± 0.107 %
728
+ 446 3.2175 ± 0.0205 0.19091 ± 0.00293 0.26823 ± 0.00193 20.839 ± 0.095 % 84.756 ± 0.107 %
729
+ 447 3.2202 ± 0.0205 0.19096 ± 0.00292 0.26814 ± 0.00193 20.831 ± 0.095 % 84.751 ± 0.106 %
730
+ 448 3.2223 ± 0.0205 0.19082 ± 0.00292 0.26795 ± 0.00192 20.819 ± 0.095 % 84.751 ± 0.106 %
731
+ 449 3.2290 ± 0.0206 0.19050 ± 0.00291 0.26775 ± 0.00192 20.804 ± 0.095 % 84.749 ± 0.106 %
732
+ 450 3.2311 ± 0.0206 0.19050 ± 0.00291 0.26759 ± 0.00192 20.796 ± 0.095 % 84.742 ± 0.106 %
733
+ 451 3.2335 ± 0.0205 0.19038 ± 0.00291 0.26730 ± 0.00191 20.783 ± 0.095 % 84.748 ± 0.106 %
734
+ 452 3.2378 ± 0.0206 0.19014 ± 0.00290 0.26705 ± 0.00191 20.769 ± 0.095 % 84.749 ± 0.106 %
735
+ 453 3.2459 ± 0.0206 0.18982 ± 0.00290 0.26678 ± 0.00190 20.751 ± 0.095 % 84.747 ± 0.106 %
736
+ 454 3.2517 ± 0.0206 0.18955 ± 0.00289 0.26650 ± 0.00190 20.735 ± 0.095 % 84.753 ± 0.106 %
737
+ 455 3.2545 ± 0.0206 0.18930 ± 0.00289 0.26623 ± 0.00190 20.721 ± 0.094 % 84.758 ± 0.106 %
738
+ 456 3.2599 ± 0.0207 0.18897 ± 0.00288 0.26596 ± 0.00189 20.703 ± 0.094 % 84.764 ± 0.105 %
739
+ 457 3.2581 ± 0.0206 0.18894 ± 0.00288 0.26593 ± 0.00189 20.705 ± 0.094 % 84.757 ± 0.105 %
740
+ 458 3.2617 ± 0.0206 0.18866 ± 0.00287 0.26565 ± 0.00189 20.691 ± 0.094 % 84.760 ± 0.105 %
741
+ 459 3.2632 ± 0.0206 0.18825 ± 0.00287 0.26529 ± 0.00188 20.675 ± 0.094 % 84.768 ± 0.105 %
742
+ 460 3.2698 ± 0.0207 0.18791 ± 0.00286 0.26504 ± 0.00188 20.657 ± 0.094 % 84.767 ± 0.105 %
743
+ 461 3.2761 ± 0.0207 0.18760 ± 0.00286 0.26474 ± 0.00188 20.638 ± 0.094 % 84.764 ± 0.105 %
744
+ 462 3.2789 ± 0.0207 0.18718 ± 0.00286 0.26443 ± 0.00187 20.621 ± 0.094 % 84.770 ± 0.105 %
745
+ 463 3.2792 ± 0.0207 0.18710 ± 0.00285 0.26442 ± 0.00187 20.626 ± 0.094 % 84.764 ± 0.105 %
746
+ 464 3.2774 ± 0.0206 0.18703 ± 0.00285 0.26448 ± 0.00187 20.631 ± 0.093 % 84.764 ± 0.104 %
747
+ 465 3.2778 ± 0.0206 0.18734 ± 0.00285 0.26486 ± 0.00187 20.648 ± 0.093 % 84.752 ± 0.104 %
748
+ 466 3.2835 ± 0.0206 0.18698 ± 0.00284 0.26479 ± 0.00186 20.639 ± 0.093 % 84.751 ± 0.104 %
749
+ 467 3.2824 ± 0.0206 0.18689 ± 0.00284 0.26466 ± 0.00186 20.629 ± 0.093 % 84.757 ± 0.104 %
750
+ 468 3.2802 ± 0.0206 0.18726 ± 0.00284 0.26493 ± 0.00186 20.646 ± 0.093 % 84.757 ± 0.104 %
751
+ 469 3.2863 ± 0.0206 0.18701 ± 0.00283 0.26473 ± 0.00186 20.632 ± 0.093 % 84.754 ± 0.104 %
752
+ 470 3.2880 ± 0.0206 0.18681 ± 0.00283 0.26465 ± 0.00186 20.621 ± 0.093 % 84.758 ± 0.104 %
753
+ 471 3.2905 ± 0.0206 0.18657 ± 0.00283 0.26445 ± 0.00185 20.608 ± 0.093 % 84.753 ± 0.104 %
754
+ 472 3.2936 ± 0.0206 0.18626 ± 0.00282 0.26419 ± 0.00185 20.592 ± 0.093 % 84.758 ± 0.104 %
755
+ 473 3.2951 ± 0.0206 0.18610 ± 0.00282 0.26399 ± 0.00185 20.581 ± 0.093 % 84.766 ± 0.103 %
756
+ 474 3.2962 ± 0.0206 0.18584 ± 0.00281 0.26367 ± 0.00184 20.564 ± 0.092 % 84.774 ± 0.103 %
757
+ 475 3.2980 ± 0.0206 0.18560 ± 0.00281 0.26353 ± 0.00184 20.554 ± 0.092 % 84.777 ± 0.103 %
758
+ 476 3.3005 ± 0.0206 0.18527 ± 0.00280 0.26326 ± 0.00184 20.539 ± 0.092 % 84.783 ± 0.103 %
759
+ 477 3.3037 ± 0.0206 0.18502 ± 0.00280 0.26301 ± 0.00183 20.524 ± 0.092 % 84.773 ± 0.103 %
760
+ 478 3.3057 ± 0.0206 0.18475 ± 0.00280 0.26276 ± 0.00183 20.508 ± 0.092 % 84.776 ± 0.103 %
761
+ 479 3.3076 ± 0.0206 0.18436 ± 0.00279 0.26247 ± 0.00183 20.492 ± 0.092 % 84.784 ± 0.103 %
762
+ 480 3.3097 ± 0.0206 0.18411 ± 0.00279 0.26229 ± 0.00182 20.480 ± 0.092 % 84.777 ± 0.103 %
763
+ 481 3.3126 ± 0.0206 0.18375 ± 0.00278 0.26206 ± 0.00182 20.466 ± 0.092 % 84.769 ± 0.103 %
764
+ 482 3.3155 ± 0.0206 0.18370 ± 0.00278 0.26196 ± 0.00182 20.458 ± 0.092 % 84.773 ± 0.102 %
765
+ 483 3.3185 ± 0.0206 0.18348 ± 0.00278 0.26190 ± 0.00181 20.449 ± 0.092 % 84.778 ± 0.102 %
766
+ 484 3.3150 ± 0.0205 0.18350 ± 0.00277 0.26177 ± 0.00181 20.452 ± 0.091 % 84.785 ± 0.102 %
767
+ 485 3.3195 ± 0.0205 0.18325 ± 0.00277 0.26149 ± 0.00181 20.436 ± 0.091 % 84.796 ± 0.102 %
768
+ 486 3.3209 ± 0.0205 0.18292 ± 0.00276 0.26125 ± 0.00181 20.423 ± 0.091 % 84.808 ± 0.102 %
769
+ 487 3.3276 ± 0.0206 0.18263 ± 0.00276 0.26098 ± 0.00180 20.407 ± 0.091 % 84.813 ± 0.102 %
770
+ 488 3.3328 ± 0.0206 0.18244 ± 0.00275 0.26077 ± 0.00180 20.392 ± 0.091 % 84.816 ± 0.102 %
771
+ 489 3.3383 ± 0.0206 0.18215 ± 0.00275 0.26044 ± 0.00180 20.376 ± 0.091 % 84.821 ± 0.102 %
772
+ 490 3.3384 ± 0.0206 0.18236 ± 0.00275 0.26046 ± 0.00179 20.376 ± 0.091 % 84.820 ± 0.102 %
773
+ 491 3.3439 ± 0.0206 0.18206 ± 0.00274 0.26021 ± 0.00179 20.360 ± 0.091 % 84.825 ± 0.101 %
774
+ 492 3.3485 ± 0.0207 0.18175 ± 0.00274 0.25994 ± 0.00179 20.343 ± 0.091 % 84.821 ± 0.101 %
775
+ 493 3.3524 ± 0.0207 0.18152 ± 0.00273 0.25962 ± 0.00178 20.326 ± 0.091 % 84.828 ± 0.101 %
776
+ 494 3.3571 ± 0.0207 0.18118 ± 0.00273 0.25941 ± 0.00178 20.312 ± 0.090 % 84.832 ± 0.101 %
777
+ 495 3.3634 ± 0.0207 0.18101 ± 0.00273 0.25922 ± 0.00178 20.297 ± 0.090 % 84.830 ± 0.101 %
778
+ 496 3.3632 ± 0.0207 0.18096 ± 0.00272 0.25910 ± 0.00178 20.294 ± 0.090 % 84.835 ± 0.101 %
779
+ 497 3.3644 ± 0.0207 0.18077 ± 0.00272 0.25893 ± 0.00177 20.285 ± 0.090 % 84.833 ± 0.101 %
780
+ 498 3.3661 ± 0.0207 0.18054 ± 0.00272 0.25872 ± 0.00177 20.273 ± 0.090 % 84.832 ± 0.101 %
781
+ 499 3.3683 ± 0.0207 0.18033 ± 0.00271 0.25855 ± 0.00177 20.261 ± 0.090 % 84.832 ± 0.101 %
782
+ 500 3.3713 ± 0.0207 0.18005 ± 0.00271 0.25832 ± 0.00176 20.246 ± 0.090 % 84.817 ± 0.100 %
783
+ 501 3.3718 ± 0.0207 0.17982 ± 0.00270 0.25814 ± 0.00176 20.236 ± 0.090 % 84.822 ± 0.100 %
784
+ 502 3.3734 ± 0.0206 0.17963 ± 0.00270 0.25795 ± 0.00176 20.223 ± 0.090 % 84.814 ± 0.100 %
785
+ 503 3.3790 ± 0.0207 0.17942 ± 0.00270 0.25775 ± 0.00175 20.208 ± 0.090 % 84.816 ± 0.100 %
786
+ 504 3.3851 ± 0.0207 0.17921 ± 0.00269 0.25746 ± 0.00175 20.189 ± 0.089 % 84.818 ± 0.100 %
787
+ 505 3.3855 ± 0.0207 0.17904 ± 0.00269 0.25733 ± 0.00175 20.180 ± 0.089 % 84.822 ± 0.100 %
788
+ 506 3.3854 ± 0.0207 0.17890 ± 0.00268 0.25707 ± 0.00175 20.167 ± 0.089 % 84.823 ± 0.100 %
789
+ 507 3.3875 ± 0.0207 0.17889 ± 0.00268 0.25699 ± 0.00174 20.164 ± 0.089 % 84.814 ± 0.100 %
790
+ 508 3.3917 ± 0.0207 0.17889 ± 0.00268 0.25681 ± 0.00174 20.151 ± 0.089 % 84.813 ± 0.100 %
791
+ 509 3.3981 ± 0.0207 0.17870 ± 0.00267 0.25669 ± 0.00174 20.139 ± 0.089 % 84.804 ± 0.100 %
792
+ 510 3.4010 ± 0.0207 0.17848 ± 0.00267 0.25647 ± 0.00173 20.127 ± 0.089 % 84.808 ± 0.100 %
793
+ 511 3.4054 ± 0.0207 0.17814 ± 0.00267 0.25624 ± 0.00173 20.112 ± 0.089 % 84.810 ± 0.099 %
794
+ 512 3.3984 ± 0.0207 0.17806 ± 0.00266 0.25604 ± 0.00173 20.106 ± 0.089 % 84.831 ± 0.099 %
795
+ 513 3.3944 ± 0.0206 0.17846 ± 0.00266 0.25644 ± 0.00173 20.136 ± 0.089 % 84.826 ± 0.099 %
796
+ 514 3.3897 ± 0.0206 0.17880 ± 0.00266 0.25662 ± 0.00173 20.149 ± 0.089 % 84.833 ± 0.099 %
797
+ 515 3.3864 ± 0.0205 0.17900 ± 0.00266 0.25673 ± 0.00173 20.165 ± 0.089 % 84.830 ± 0.099 %
798
+ 516 3.3834 ± 0.0205 0.17911 ± 0.00266 0.25687 ± 0.00173 20.177 ± 0.088 % 84.834 ± 0.099 %
799
+ 517 3.3823 ± 0.0204 0.17957 ± 0.00266 0.25706 ± 0.00173 20.194 ± 0.088 % 84.828 ± 0.099 %
800
+ 518 3.3792 ± 0.0204 0.17995 ± 0.00266 0.25738 ± 0.00173 20.223 ± 0.088 % 84.825 ± 0.099 %
801
+ 519 3.3737 ± 0.0203 0.17989 ± 0.00265 0.25726 ± 0.00173 20.219 ± 0.088 % 84.844 ± 0.099 %
802
+ 520 3.3722 ± 0.0203 0.17991 ± 0.00265 0.25756 ± 0.00173 20.239 ± 0.088 % 84.840 ± 0.098 %
803
+ 521 3.3702 ± 0.0202 0.18029 ± 0.00265 0.25779 ± 0.00173 20.260 ± 0.088 % 84.834 ± 0.098 %
804
+ 522 3.3656 ± 0.0202 0.18043 ± 0.00265 0.25773 ± 0.00173 20.262 ± 0.088 % 84.846 ± 0.098 %
805
+ 523 3.3647 ± 0.0202 0.18128 ± 0.00265 0.25853 ± 0.00173 20.296 ± 0.088 % 84.832 ± 0.098 %
806
+ 524 3.3677 ± 0.0202 0.18115 ± 0.00265 0.25842 ± 0.00173 20.288 ± 0.088 % 84.836 ± 0.098 %
807
+ 525 3.3648 ± 0.0201 0.18119 ± 0.00265 0.25840 ± 0.00173 20.291 ± 0.088 % 84.840 ± 0.098 %
808
+ 526 3.3616 ± 0.0201 0.18141 ± 0.00264 0.25849 ± 0.00173 20.303 ± 0.088 % 84.840 ± 0.098 %
809
+ 527 3.3619 ± 0.0201 0.18159 ± 0.00264 0.25880 ± 0.00173 20.318 ± 0.088 % 84.832 ± 0.098 %
810
+ 528 3.3600 ± 0.0200 0.18182 ± 0.00264 0.25909 ± 0.00173 20.333 ± 0.088 % 84.828 ± 0.098 %
811
+ 529 3.3556 ± 0.0200 0.18180 ± 0.00264 0.25913 ± 0.00173 20.343 ± 0.088 % 84.836 ± 0.098 %
812
+ 530 3.3516 ± 0.0199 0.18171 ± 0.00264 0.25892 ± 0.00172 20.339 ± 0.088 % 84.849 ± 0.098 %
813
+ 531 3.3479 ± 0.0199 0.18154 ± 0.00263 0.25884 ± 0.00172 20.339 ± 0.088 % 84.857 ± 0.097 %
814
+ 532 3.3486 ± 0.0199 0.18195 ± 0.00263 0.25915 ± 0.00172 20.356 ± 0.087 % 84.844 ± 0.097 %
815
+ 533 3.3459 ± 0.0198 0.18193 ± 0.00263 0.25913 ± 0.00172 20.356 ± 0.087 % 84.843 ± 0.097 %
816
+ 534 3.3445 ± 0.0198 0.18190 ± 0.00263 0.25905 ± 0.00172 20.348 ± 0.087 % 84.845 ± 0.097 %
817
+ 535 3.3407 ± 0.0198 0.18162 ± 0.00262 0.25879 ± 0.00171 20.337 ± 0.087 % 84.858 ± 0.097 %
818
+ 536 3.3382 ± 0.0197 0.18148 ± 0.00262 0.25864 ± 0.00171 20.330 ± 0.087 % 84.865 ± 0.097 %
819
+ 537 3.3325 ± 0.0197 0.18156 ± 0.00262 0.25856 ± 0.00171 20.333 ± 0.087 % 84.881 ± 0.097 %
820
+ 538 3.3287 ± 0.0196 0.18186 ± 0.00262 0.25875 ± 0.00171 20.349 ± 0.087 % 84.886 ± 0.097 %
821
+ 539 3.3254 ± 0.0196 0.18216 ± 0.00261 0.25908 ± 0.00171 20.375 ± 0.087 % 84.885 ± 0.097 %
822
+ 540 3.3257 ± 0.0195 0.18236 ± 0.00261 0.25923 ± 0.00171 20.381 ± 0.087 % 84.877 ± 0.097 %
823
+ 541 3.3271 ± 0.0195 0.18277 ± 0.00261 0.25958 ± 0.00171 20.394 ± 0.087 % 84.859 ± 0.097 %
824
+ 542 3.3247 ± 0.0195 0.18291 ± 0.00261 0.25983 ± 0.00171 20.407 ± 0.087 % 84.850 ± 0.096 %
825
+ 543 3.3244 ± 0.0195 0.18336 ± 0.00261 0.26026 ± 0.00171 20.430 ± 0.087 % 84.836 ± 0.096 %
826
+ 544 3.3248 ± 0.0195 0.18368 ± 0.00261 0.26061 ± 0.00171 20.441 ± 0.086 % 84.818 ± 0.096 %
827
+ 545 3.3233 ± 0.0194 0.18404 ± 0.00261 0.26094 ± 0.00170 20.457 ± 0.086 % 84.808 ± 0.096 %
828
+ 546 3.3237 ± 0.0194 0.18422 ± 0.00261 0.26104 ± 0.00170 20.460 ± 0.086 % 84.809 ± 0.096 %
829
+ 547 3.3214 ± 0.0194 0.18458 ± 0.00261 0.26151 ± 0.00170 20.487 ± 0.086 % 84.801 ± 0.096 %
830
+ 548 3.3194 ± 0.0193 0.18494 ± 0.00261 0.26170 ± 0.00170 20.494 ± 0.086 % 84.800 ± 0.096 %
831
+ 549 3.3153 ± 0.0193 0.18473 ± 0.00260 0.26154 ± 0.00170 20.488 ± 0.086 % 84.814 ± 0.096 %
832
+ 550 3.3097 ± 0.0192 0.18460 ± 0.00260 0.26135 ± 0.00170 20.484 ± 0.086 % 84.834 ± 0.096 %
833
+ 551 3.3039 ± 0.0192 0.18465 ± 0.00260 0.26126 ± 0.00170 20.490 ± 0.086 % 84.848 ± 0.096 %
834
+ 552 3.2996 ± 0.0191 0.18480 ± 0.00259 0.26123 ± 0.00170 20.490 ± 0.086 % 84.860 ± 0.096 %
835
+ 553 3.2945 ± 0.0191 0.18479 ± 0.00259 0.26116 ± 0.00170 20.495 ± 0.086 % 84.871 ± 0.095 %
836
+ 554 3.2903 ± 0.0190 0.18497 ± 0.00259 0.26130 ± 0.00170 20.507 ± 0.086 % 84.876 ± 0.095 %
837
+ 555 3.2849 ± 0.0190 0.18495 ± 0.00259 0.26118 ± 0.00170 20.508 ± 0.086 % 84.891 ± 0.095 %
838
+ 556 3.2812 ± 0.0189 0.18512 ± 0.00259 0.26132 ± 0.00170 20.515 ± 0.086 % 84.900 ± 0.095 %
839
+ 557 3.2764 ± 0.0189 0.18525 ± 0.00258 0.26141 ± 0.00170 20.531 ± 0.086 % 84.906 ± 0.095 %
840
+ 558 3.2765 ± 0.0188 0.18533 ± 0.00258 0.26143 ± 0.00170 20.531 ± 0.086 % 84.908 ± 0.095 %
841
+ 559 3.2738 ± 0.0188 0.18548 ± 0.00258 0.26156 ± 0.00169 20.542 ± 0.086 % 84.905 ± 0.095 %
842
+ 560 3.2733 ± 0.0188 0.18585 ± 0.00258 0.26173 ± 0.00169 20.549 ± 0.085 % 84.901 ± 0.095 %
843
+ 561 3.2749 ± 0.0188 0.18616 ± 0.00258 0.26192 ± 0.00169 20.561 ± 0.085 % 84.894 ± 0.095 %
844
+ 562 3.2769 ± 0.0188 0.18644 ± 0.00257 0.26201 ± 0.00169 20.566 ± 0.085 % 84.882 ± 0.095 %
845
+ 563 3.2811 ± 0.0188 0.18642 ± 0.00257 0.26222 ± 0.00169 20.571 ± 0.085 % 84.867 ± 0.095 %
846
+ 564 3.2846 ± 0.0188 0.18669 ± 0.00257 0.26241 ± 0.00169 20.567 ± 0.085 % 84.859 ± 0.095 %
847
+ 565 3.2823 ± 0.0188 0.18677 ± 0.00257 0.26240 ± 0.00169 20.566 ± 0.085 % 84.867 ± 0.094 %
848
+
849
+ ====== Perplexity statistics ======
850
+ Mean PPL(Q) : 3.282336 ± 0.018782
851
+ Mean PPL(base) : 2.723132 ± 0.014900
852
+ Cor(ln(PPL(Q)), ln(PPL(base))): 89.57%
853
+ Mean ln(PPL(Q)/PPL(base)) : 0.186773 ± 0.002568
854
+ Mean PPL(Q)/PPL(base) : 1.205353 ± 0.003095
855
+ Mean PPL(Q)-PPL(base) : 0.559204 ± 0.008570
856
+
857
+ ====== KL divergence statistics ======
858
+ Mean KLD: 0.262398 ± 0.001686
859
+ Maximum KLD: 12.446607
860
+ 99.9% KLD: 6.219171
861
+ 99.0% KLD: 3.277228
862
+ 95.0% KLD: 1.351315
863
+ 90.0% KLD: 0.709111
864
+ Median KLD: 0.034029
865
+ 10.0% KLD: 0.000086
866
+ 5.0% KLD: 0.000022
867
+ 1.0% KLD: 0.000002
868
+ 0.1% KLD: -0.000001
869
+ Minimum KLD: -0.000008
870
+
871
+ ====== Token probability statistics ======
872
+ Mean Δp: -5.699 ± 0.052 %
873
+ Maximum Δp: 97.430%
874
+ 99.9% Δp: 78.434%
875
+ 99.0% Δp: 40.638%
876
+ 95.0% Δp: 11.901%
877
+ 90.0% Δp: 3.989%
878
+ 75.0% Δp: 0.012%
879
+ Median Δp: -0.127%
880
+ 25.0% Δp: -4.960%
881
+ 10.0% Δp: -25.857%
882
+ 5.0% Δp: -48.946%
883
+ 1.0% Δp: -87.099%
884
+ 0.1% Δp: -98.467%
885
+ Minimum Δp: -99.957%
886
+ RMS Δp : 20.566 ± 0.085 %
887
+ Same top p: 84.867 ± 0.094 %
888
+
889
+ llama_perf_context_print: load time = 96899.26 ms
890
+ llama_perf_context_print: prompt eval time = 237987.98 ms / 289280 tokens ( 0.82 ms per token, 1215.52 tokens per second)
891
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
892
+ llama_perf_context_print: total time = 266458.31 ms / 289281 tokens
893
+ llama_perf_context_print: graphs reused = 34
894
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
895
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 59479 + (36630 = 32098 + 108 + 4424) + 1139 |
896
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 53357 + (42751 = 38076 + 99 + 4576) + 1140 |
897
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49889 + (46222 = 41537 + 108 + 4576) + 1138 |
898
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 53357 + (42751 = 38076 + 99 + 4576) + 1140 |
899
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49889 + (46222 = 41537 + 108 + 4576) + 1138 |
900
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 53357 + (42751 = 38076 + 99 + 4576) + 1140 |
901
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 57915 + (38195 = 31897 + 81 + 6216) + 1138 |
902
+ common_memory_breakdown_print: | - Host | 1193 = 744 + 0 + 448 |
903
+ ```
kld_data/llm_quantization_data.csv CHANGED
@@ -1,4 +1,5 @@
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,common_fit_params,common_memory_breakdown_print,common_params_fit_impl,file_path,file_size_gib,ggml_cuda_init,kl_divergence,llama_context,llama_kv_cache,llama_model_loader,llama_perf_context_print,load,load_tensors,print_info,sched_reserve,system_info
 
2
  GLM-5.1-IQ4_XS (aes_sedai),361.43223537664005,3.84,0.099818,-2e-06,-86.77,0.0,-56.896,2.5e-05,-10.711,-1.559,6e-06,-22.537,0.05,0.248516,3.375,0.484126,9.332,1.391727,30.619,3.231633,66.862,95.94,8.413041,97.589,0.000754,0.169615,0.004528,1.062287,0.001665,2.892748,0.015981,2.723132,0.0149,0.060424,0.001568,-2.162,0.033,0.009711,-0.017,-8e-06,-99.825,12.667,0.07,90.958,0.076,0.84,-14129640448.0,377991.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-IQ4_XS.md,336.61,7680750.0,565512819216.0,9.45,512.0,-476.0,34.0,0.9811,641401.39,1024.0,118.394,4.848561200112841e+50
3
  GLM-5.1-Q4_K_M (aes_sedai),464.71546142720007,4.93,0.037406,-3e-06,-58.706,-0.0,-28.886,8e-06,-4.35,-0.373,2e-06,-9.827,0.148,0.091039,3.151,0.175733,7.839,0.523278,24.486,1.349837,52.058,98.46,5.044281,96.679,0.000308,0.031461,0.002644,1.011553,0.000973,2.754593,0.015142,2.723132,0.0149,0.011487,0.000962,-0.348,0.02,0.003027,-0.001,-2e-05,-97.94,7.59,0.051,94.489,0.06,0.83,-14129640448.0,475191.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-Q4_K_M.md,432.8,7680750.0,565512819216.0,9.45,512.0,-576.0,34.0,0.9811,653065.39,1024.0,112.754,4.848561200112841e+50
4
  GLM-5.1-Q5_K_M (aes_sedai),558.4316478259201,5.93,0.020247,-4e-06,-42.273,-1e-06,-19.476,5e-06,-2.863,-0.209,1e-06,-6.544,0.143,0.048455,2.536,0.093674,5.986,0.276042,18.434,0.808624,42.126,99.14,2.927605,85.486,0.000173,0.009288,0.001962,1.003411,0.000721,2.73242,0.015015,2.723132,0.0149,0.003405,0.000719,-0.09,0.015,0.001613,-0.0,-1.8e-05,-92.013,5.524,0.041,95.885,0.052,0.82,-14129640448.0,563391.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-Q5_K_M.md,520.08,7680750.0,565512819216.0,9.45,512.0,-676.0,34.0,0.9811,663649.39,1024.0,108.894,4.848561200112841e+50
 
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,common_fit_params,common_memory_breakdown_print,common_params_fit_impl,file_path,file_size_gib,ggml_cuda_init,kl_divergence,llama_context,llama_kv_cache,llama_model_loader,llama_perf_context_print,load,load_tensors,print_info,sched_reserve,system_info
2
+ GLM-5.1-IQ3_S (aes_sedai),279.05476263936,2.96,0.262398,-1e-06,-98.467,2e-06,-87.099,8.6e-05,-25.857,-4.96,2.2e-05,-48.946,0.012,0.709111,3.989,1.351315,11.901,3.277228,40.638,6.219171,78.434,89.57,12.446607,97.43,0.001686,0.559204,0.00857,1.205353,0.003095,3.282336,0.018782,2.723132,0.0149,0.186773,0.002568,-5.699,0.052,0.034029,-0.127,-8e-06,-99.957,20.566,0.085,84.867,0.094,1.45,-11937440448.0,300132.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-IQ3_S.md,259.89,7680750.0,565512819216.0,9.45,512.0,-2150.0,34.0,0.9811,631897.7,1024.0,103.884,4.848561200112841e+50
3
  GLM-5.1-IQ4_XS (aes_sedai),361.43223537664005,3.84,0.099818,-2e-06,-86.77,0.0,-56.896,2.5e-05,-10.711,-1.559,6e-06,-22.537,0.05,0.248516,3.375,0.484126,9.332,1.391727,30.619,3.231633,66.862,95.94,8.413041,97.589,0.000754,0.169615,0.004528,1.062287,0.001665,2.892748,0.015981,2.723132,0.0149,0.060424,0.001568,-2.162,0.033,0.009711,-0.017,-8e-06,-99.825,12.667,0.07,90.958,0.076,0.84,-14129640448.0,377991.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-IQ4_XS.md,336.61,7680750.0,565512819216.0,9.45,512.0,-476.0,34.0,0.9811,641401.39,1024.0,118.394,4.848561200112841e+50
4
  GLM-5.1-Q4_K_M (aes_sedai),464.71546142720007,4.93,0.037406,-3e-06,-58.706,-0.0,-28.886,8e-06,-4.35,-0.373,2e-06,-9.827,0.148,0.091039,3.151,0.175733,7.839,0.523278,24.486,1.349837,52.058,98.46,5.044281,96.679,0.000308,0.031461,0.002644,1.011553,0.000973,2.754593,0.015142,2.723132,0.0149,0.011487,0.000962,-0.348,0.02,0.003027,-0.001,-2e-05,-97.94,7.59,0.051,94.489,0.06,0.83,-14129640448.0,475191.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-Q4_K_M.md,432.8,7680750.0,565512819216.0,9.45,512.0,-576.0,34.0,0.9811,653065.39,1024.0,112.754,4.848561200112841e+50
5
  GLM-5.1-Q5_K_M (aes_sedai),558.4316478259201,5.93,0.020247,-4e-06,-42.273,-1e-06,-19.476,5e-06,-2.863,-0.209,1e-06,-6.544,0.143,0.048455,2.536,0.093674,5.986,0.276042,18.434,0.808624,42.126,99.14,2.927605,85.486,0.000173,0.009288,0.001962,1.003411,0.000721,2.73242,0.015015,2.723132,0.0149,0.003405,0.000719,-0.09,0.015,0.001613,-0.0,-1.8e-05,-92.013,5.524,0.041,95.885,0.052,0.82,-14129640448.0,563391.676815,kld/GLM-5.1/wiki-test-raw/aes_sedai/GLM-5.1-Q5_K_M.md,520.08,7680750.0,565512819216.0,9.45,512.0,-676.0,34.0,0.9811,663649.39,1024.0,108.894,4.848561200112841e+50