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  1. .gitattributes +35 -0
  2. IQ4_XS/GLM-5.1-IQ4_XS-00001-of-00009.gguf +3 -0
  3. IQ4_XS/GLM-5.1-IQ4_XS-00002-of-00009.gguf +3 -0
  4. IQ4_XS/GLM-5.1-IQ4_XS-00003-of-00009.gguf +3 -0
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  10. IQ4_XS/GLM-5.1-IQ4_XS-00009-of-00009.gguf +3 -0
  11. Q4_K_M/GLM-5.1-Q4_K_M-00001-of-00011.gguf +3 -0
  12. Q4_K_M/GLM-5.1-Q4_K_M-00002-of-00011.gguf +3 -0
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  20. Q4_K_M/GLM-5.1-Q4_K_M-00010-of-00011.gguf +3 -0
  21. Q4_K_M/GLM-5.1-Q4_K_M-00011-of-00011.gguf +3 -0
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  26. Q5_K_M/GLM-5.1-Q5_K_M-00005-of-00013.gguf +3 -0
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  31. Q5_K_M/GLM-5.1-Q5_K_M-00010-of-00013.gguf +3 -0
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  33. Q5_K_M/GLM-5.1-Q5_K_M-00012-of-00013.gguf +3 -0
  34. Q5_K_M/GLM-5.1-Q5_K_M-00013-of-00013.gguf +3 -0
  35. kld_data/01_kld_vs_filesize.png +3 -0
  36. kld_data/02_ppl_vs_filesize.png +3 -0
  37. kld_data/aes_sedai/GLM-5.1-IQ4_XS.md +900 -0
  38. kld_data/aes_sedai/GLM-5.1-Q4_K_M.md +900 -0
  39. kld_data/aes_sedai/GLM-5.1-Q5_K_M.md +900 -0
  40. kld_data/llm_quantization_data.csv +4 -0
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  • Size of remote file: 132 kB
kld_data/aes_sedai/GLM-5.1-IQ4_XS.md ADDED
@@ -0,0 +1,900 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### GLM-5.1-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/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-IQ4_XS.gguf
5
+ ggml_cuda_init: found 7 CUDA devices (Total VRAM: 680750 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
+ 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
14
+ common_params_fit_impl: getting device memory data for initial parameters:
15
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
16
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (46188 = 41655 + 108 + 4424) + -45626 |
17
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (54866 = 49423 + 99 + 5344) + -54304 |
18
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (59368 = 53916 + 108 + 5344) + -58806 |
19
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (54866 = 49423 + 99 + 5344) + -54304 |
20
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (59368 = 53916 + 108 + 5344) + -58806 |
21
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (54866 = 49423 + 99 + 5344) + -54304 |
22
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (48466 = 41401 + 81 + 6984) + -47904 |
23
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
24
+ common_params_fit_impl: projected memory use with initial parameters [MiB]:
25
+ common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 46188 used, 50499 free vs. target of 1024
26
+ common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 54866 used, 41821 free vs. target of 1024
27
+ common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 59368 used, 37319 free vs. target of 1024
28
+ common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 54866 used, 41821 free vs. target of 1024
29
+ common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 59368 used, 37319 free vs. target of 1024
30
+ common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 54866 used, 41821 free vs. target of 1024
31
+ common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 48466 used, 48220 free vs. target of 1024
32
+ common_params_fit_impl: projected to use 377991 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
35
+ common_fit_params: fitting params to free memory took 0.84 seconds
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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-IQ4_XS.gguf (version GGUF V3 (latest))
44
+ 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
48
+ llama_model_loader: - kv 3: general.sampling.temp f32 = 1.000000
49
+ llama_model_loader: - kv 4: general.name str = GLM 5.1
50
+ llama_model_loader: - kv 5: general.version str = 5.1
51
+ llama_model_loader: - kv 6: general.basename str = GLM
52
+ llama_model_loader: - kv 7: general.size_label str = 256x22B
53
+ llama_model_loader: - kv 8: general.license str = mit
54
+ 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
64
+ llama_model_loader: - kv 19: glm-dsa.expert_used_count u32 = 8
65
+ 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
68
+ 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
79
+ 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
82
+ 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
86
+ 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
93
+ llama_model_loader: - kv 48: tokenizer.ggml.bos_token_id u32 = 154822
94
+ llama_model_loader: - kv 49: tokenizer.ggml.eot_token_id u32 = 154827
95
+ 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
97
+ llama_model_loader: - kv 52: tokenizer.chat_template str = [gMASK]<sop>\n{%- if tools -%}\n{%- mac...
98
+ llama_model_loader: - kv 53: general.quantization_version u32 = 2
99
+ llama_model_loader: - kv 54: general.file_type u32 = 7
100
+ llama_model_loader: - kv 55: MoE_Quantization.ffn_up_exps str = IQ3_S
101
+ llama_model_loader: - kv 56: MoE_Quantization.ffn_gate_exps str = IQ3_S
102
+ llama_model_loader: - kv 57: MoE_Quantization.ffn_down_exps str = IQ4_XS
103
+ llama_model_loader: - kv 58: MoE_Quantization.type_default str = Q8_0
104
+ llama_model_loader: - kv 59: quantize.imatrix.file str = /mnt/srv/snowdrift/ggml/GLM-5.1/imatr...
105
+ 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 q8_0: 951 tensors
110
+ llama_model_loader: - type iq3_s: 152 tensors
111
+ llama_model_loader: - type iq4_xs: 76 tensors
112
+ print_info: file format = GGUF V3 (latest)
113
+ print_info: file type = Q8_0
114
+ print_info: file size = 336.61 GiB (3.84 BPW)
115
+ load: 0 unused tokens
116
+ load: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect
117
+ load: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect
118
+ load: printing all EOG tokens:
119
+ load: - 154820 ('<|endoftext|>')
120
+ load: - 154827 ('<|user|>')
121
+ load: - 154829 ('<|observation|>')
122
+ load: special tokens cache size = 36
123
+ load: token to piece cache size = 0.9811 MB
124
+ print_info: arch = glm-dsa
125
+ print_info: vocab_only = 0
126
+ print_info: no_alloc = 0
127
+ print_info: n_ctx_train = 202752
128
+ print_info: n_embd = 6144
129
+ print_info: n_embd_inp = 6144
130
+ print_info: n_layer = 79
131
+ print_info: n_head = 64
132
+ print_info: n_head_kv = 1
133
+ print_info: n_rot = 64
134
+ print_info: n_swa = 0
135
+ print_info: is_swa_any = 0
136
+ print_info: n_embd_head_k = 576
137
+ print_info: n_embd_head_v = 512
138
+ print_info: n_gqa = 64
139
+ print_info: n_embd_k_gqa = 576
140
+ print_info: n_embd_v_gqa = 512
141
+ print_info: f_norm_eps = 0.0e+00
142
+ print_info: f_norm_rms_eps = 1.0e-05
143
+ print_info: f_clamp_kqv = 0.0e+00
144
+ print_info: f_max_alibi_bias = 0.0e+00
145
+ print_info: f_logit_scale = 0.0e+00
146
+ print_info: f_attn_scale = 0.0e+00
147
+ print_info: f_attn_value_scale = 1.0000
148
+ print_info: n_ff = 12288
149
+ print_info: n_expert = 256
150
+ print_info: n_expert_used = 8
151
+ print_info: n_expert_groups = 1
152
+ print_info: n_group_used = 1
153
+ print_info: causal attn = 1
154
+ print_info: pooling type = -1
155
+ print_info: rope type = 0
156
+ print_info: rope scaling = linear
157
+ print_info: freq_base_train = 1000000.0
158
+ print_info: freq_scale_train = 1
159
+ print_info: n_ctx_orig_yarn = 202752
160
+ print_info: rope_yarn_log_mul = 0.0000
161
+ print_info: rope_finetuned = unknown
162
+ print_info: model type = 744B.A40B
163
+ print_info: model params = 753.86 B
164
+ print_info: general.name = GLM 5.1
165
+ print_info: n_layer_dense_lead = 3
166
+ print_info: n_lora_q = 2048
167
+ print_info: n_lora_kv = 512
168
+ print_info: n_embd_head_k_mla = 256
169
+ print_info: n_embd_head_v_mla = 256
170
+ print_info: n_ff_exp = 2048
171
+ print_info: n_expert_shared = 1
172
+ print_info: expert_weights_scale = 2.5
173
+ print_info: expert_weights_norm = 1
174
+ print_info: expert_gating_func = sigmoid
175
+ print_info: vocab type = BPE
176
+ print_info: n_vocab = 154880
177
+ print_info: n_merges = 321649
178
+ print_info: BOS token = 154822 '[gMASK]'
179
+ print_info: EOS token = 154820 '<|endoftext|>'
180
+ print_info: EOT token = 154827 '<|user|>'
181
+ print_info: EOM token = 154829 '<|observation|>'
182
+ print_info: UNK token = 154820 '<|endoftext|>'
183
+ print_info: PAD token = 154820 '<|endoftext|>'
184
+ print_info: LF token = 198 'Ċ'
185
+ print_info: FIM PRE token = 154838 '<|code_prefix|>'
186
+ print_info: FIM SUF token = 154840 '<|code_suffix|>'
187
+ print_info: FIM MID token = 154839 '<|code_middle|>'
188
+ print_info: EOG token = 154820 '<|endoftext|>'
189
+ print_info: EOG token = 154827 '<|user|>'
190
+ print_info: EOG token = 154829 '<|observation|>'
191
+ print_info: max token length = 1024
192
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
193
+ model has unused tensor blk.78.attn_norm.weight (size = 24576 bytes) -- ignoring
194
+ model has unused tensor blk.78.attn_q_a_norm.weight (size = 8192 bytes) -- ignoring
195
+ model has unused tensor blk.78.attn_kv_a_norm.weight (size = 2048 bytes) -- ignoring
196
+ model has unused tensor blk.78.attn_q_a.weight (size = 13369344 bytes) -- ignoring
197
+ model has unused tensor blk.78.attn_q_b.weight (size = 35651584 bytes) -- ignoring
198
+ model has unused tensor blk.78.attn_kv_a_mqa.weight (size = 3760128 bytes) -- ignoring
199
+ model has unused tensor blk.78.attn_k_b.weight (size = 6684672 bytes) -- ignoring
200
+ model has unused tensor blk.78.attn_v_b.weight (size = 8912896 bytes) -- ignoring
201
+ model has unused tensor blk.78.attn_output.weight (size = 106954752 bytes) -- ignoring
202
+ model has unused tensor blk.78.ffn_norm.weight (size = 24576 bytes) -- ignoring
203
+ model has unused tensor blk.78.indexer.k_norm.weight (size = 512 bytes) -- ignoring
204
+ model has unused tensor blk.78.indexer.k_norm.bias (size = 512 bytes) -- ignoring
205
+ model has unused tensor blk.78.indexer.proj.weight (size = 208896 bytes) -- ignoring
206
+ model has unused tensor blk.78.indexer.attn_k.weight (size = 835584 bytes) -- ignoring
207
+ model has unused tensor blk.78.indexer.attn_q_b.weight (size = 8912896 bytes) -- ignoring
208
+ model has unused tensor blk.78.ffn_gate_inp.weight (size = 6291456 bytes) -- ignoring
209
+ model has unused tensor blk.78.ffn_gate_exps.weight (size = 1384120320 bytes) -- ignoring
210
+ model has unused tensor blk.78.ffn_down_exps.weight (size = 1711276032 bytes) -- ignoring
211
+ model has unused tensor blk.78.ffn_up_exps.weight (size = 1384120320 bytes) -- ignoring
212
+ model has unused tensor blk.78.ffn_gate_shexp.weight (size = 13369344 bytes) -- ignoring
213
+ model has unused tensor blk.78.ffn_down_shexp.weight (size = 13369344 bytes) -- ignoring
214
+ model has unused tensor blk.78.ffn_up_shexp.weight (size = 13369344 bytes) -- ignoring
215
+ model has unused tensor blk.78.nextn.eh_proj.weight (size = 80216064 bytes) -- ignoring
216
+ model has unused tensor blk.78.nextn.enorm.weight (size = 24576 bytes) -- ignoring
217
+ model has unused tensor blk.78.nextn.hnorm.weight (size = 24576 bytes) -- ignoring
218
+ model has unused tensor blk.78.nextn.shared_head_norm.weight (size = 24576 bytes) -- ignoring
219
+ load_tensors: offloading output layer to GPU
220
+ load_tensors: offloading 78 repeating layers to GPU
221
+ load_tensors: offloaded 80/80 layers to GPU
222
+ load_tensors: CPU_Mapped model buffer size = 964.22 MiB
223
+ load_tensors: CUDA0 model buffer size = 41655.94 MiB
224
+ load_tensors: CUDA1 model buffer size = 49423.18 MiB
225
+ load_tensors: CUDA2 model buffer size = 53916.19 MiB
226
+ load_tensors: CUDA3 model buffer size = 49423.18 MiB
227
+ load_tensors: CUDA4 model buffer size = 53916.19 MiB
228
+ load_tensors: CUDA5 model buffer size = 49423.18 MiB
229
+ load_tensors: CUDA6 model buffer size = 41401.39 MiB
230
+ ....................................................................................................
231
+ common_init_result: added <|endoftext|> logit bias = -inf
232
+ common_init_result: added <|user|> logit bias = -inf
233
+ common_init_result: added <|observation|> logit bias = -inf
234
+ llama_context: constructing llama_context
235
+ llama_context: n_seq_max = 16
236
+ llama_context: n_ctx = 8192
237
+ llama_context: n_ctx_seq = 512
238
+ llama_context: n_batch = 8192
239
+ llama_context: n_ubatch = 8192
240
+ llama_context: causal_attn = 1
241
+ llama_context: flash_attn = enabled
242
+ llama_context: kv_unified = false
243
+ llama_context: freq_base = 1000000.0
244
+ llama_context: freq_scale = 1
245
+ llama_context: n_ctx_seq (512) < n_ctx_train (202752) -- the full capacity of the model will not be utilized
246
+ llama_context: CUDA_Host output buffer size = 9.45 MiB
247
+ llama_kv_cache: CUDA0 KV buffer size = 108.00 MiB
248
+ llama_kv_cache: CUDA1 KV buffer size = 99.00 MiB
249
+ llama_kv_cache: CUDA2 KV buffer size = 108.00 MiB
250
+ llama_kv_cache: CUDA3 KV buffer size = 99.00 MiB
251
+ llama_kv_cache: CUDA4 KV buffer size = 108.00 MiB
252
+ llama_kv_cache: CUDA5 KV buffer size = 99.00 MiB
253
+ llama_kv_cache: CUDA6 KV buffer size = 81.00 MiB
254
+ llama_kv_cache: size = 702.00 MiB ( 512 cells, 78 layers, 16/16 seqs), K (f16): 702.00 MiB, V (f16): 0.00 MiB
255
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576
256
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512
257
+ llama_context: pipeline parallelism enabled
258
+ sched_reserve: reserving ...
259
+ sched_reserve: resolving fused Gated Delta Net support:
260
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
261
+ sched_reserve: fused Gated Delta Net (chunked) enabled
262
+ sched_reserve: CUDA0 compute buffer size = 4424.38 MiB
263
+ sched_reserve: CUDA1 compute buffer size = 4576.38 MiB
264
+ sched_reserve: CUDA2 compute buffer size = 4576.38 MiB
265
+ sched_reserve: CUDA3 compute buffer size = 4576.38 MiB
266
+ sched_reserve: CUDA4 compute buffer size = 4576.38 MiB
267
+ sched_reserve: CUDA5 compute buffer size = 4576.38 MiB
268
+ sched_reserve: CUDA6 compute buffer size = 6216.50 MiB
269
+ sched_reserve: CUDA_Host compute buffer size = 448.62 MiB
270
+ sched_reserve: graph nodes = 6142
271
+ sched_reserve: graph splits = 8
272
+ sched_reserve: reserve took 118.39 ms, sched copies = 4
273
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
274
+
275
+ 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 |
276
+ kl_divergence: computing over 565 chunks, n_ctx=512, batch_size=8192, n_seq=16
277
+ kl_divergence: 6.50 seconds per pass - ETA 3.82 minutes
278
+
279
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
280
+ 1 1.4951 ± 0.1025 0.11116 ± 0.03546 0.09383 ± 0.01484 15.163 ± 1.687 % 93.333 ± 1.565 %
281
+ 2 2.2793 ± 0.1864 0.09492 ± 0.02769 0.09384 ± 0.00947 13.592 ± 1.122 % 91.373 ± 1.244 %
282
+ 3 1.9097 ± 0.1199 0.06081 ± 0.01960 0.07049 ± 0.00674 11.737 ± 0.914 % 93.987 ± 0.860 %
283
+ 4 1.6978 ± 0.0863 0.06059 ± 0.01696 0.06894 ± 0.00734 11.925 ± 0.909 % 95.000 ± 0.683 %
284
+ 5 1.5800 ± 0.0664 0.05730 ± 0.01457 0.06608 ± 0.00648 11.775 ± 0.826 % 95.686 ± 0.569 %
285
+ 6 1.5175 ± 0.0549 0.05917 ± 0.01327 0.06821 ± 0.00640 12.173 ± 0.772 % 95.752 ± 0.516 %
286
+ 7 1.5130 ± 0.0512 0.07362 ± 0.01320 0.07298 ± 0.00693 12.796 ± 0.761 % 95.742 ± 0.478 %
287
+ 8 1.4686 ± 0.0444 0.07083 ± 0.01206 0.07198 ± 0.00650 12.807 ± 0.714 % 95.637 ± 0.452 %
288
+ 9 1.4907 ± 0.0435 0.08832 ± 0.01254 0.09166 ± 0.00766 14.221 ± 0.689 % 94.771 ± 0.465 %
289
+ 10 1.4596 ± 0.0391 0.08684 ± 0.01176 0.08841 ± 0.00706 14.037 ± 0.651 % 94.980 ± 0.432 %
290
+ 11 1.4348 ± 0.0358 0.08099 ± 0.01120 0.08749 ± 0.00668 14.029 ± 0.619 % 95.045 ± 0.410 %
291
+ 12 1.5036 ± 0.0381 0.09126 ± 0.01153 0.09549 ± 0.00655 14.412 ± 0.578 % 94.477 ± 0.413 %
292
+ 13 1.4991 ± 0.0363 0.09007 ± 0.01096 0.09793 ± 0.00628 14.674 ± 0.550 % 94.268 ± 0.404 %
293
+ 14 1.5599 ± 0.0377 0.08481 ± 0.01047 0.09805 ± 0.00593 14.515 ± 0.524 % 94.062 ± 0.396 %
294
+ 15 1.6670 ± 0.0415 0.07967 ± 0.01007 0.09855 ± 0.00560 14.355 ± 0.501 % 93.673 ± 0.394 %
295
+ 16 1.7707 ± 0.0449 0.07544 ± 0.00959 0.09637 ± 0.00527 14.035 ± 0.481 % 93.284 ± 0.392 %
296
+ 17 1.8938 ± 0.0500 0.07348 ± 0.00917 0.09537 ± 0.00500 13.763 ± 0.464 % 92.895 ± 0.390 %
297
+ 18 2.0475 ± 0.0556 0.07419 ± 0.00880 0.09459 ± 0.00476 13.596 ± 0.448 % 92.484 ± 0.389 %
298
+ 19 2.0441 ± 0.0541 0.07371 ± 0.00854 0.09566 ± 0.00468 13.625 ± 0.440 % 92.549 ± 0.377 %
299
+ 20 2.0421 ± 0.0522 0.07519 ± 0.00856 0.10026 ± 0.00469 13.935 ± 0.426 % 92.176 ± 0.376 %
300
+ 21 2.1206 ± 0.0544 0.07258 ± 0.00858 0.10104 ± 0.00453 13.844 ± 0.412 % 92.176 ± 0.367 %
301
+ 22 2.1338 ± 0.0536 0.07108 ± 0.00828 0.09933 ± 0.00436 13.677 ± 0.401 % 92.246 ± 0.357 %
302
+ 23 2.1160 ± 0.0519 0.06913 ± 0.00798 0.09644 ± 0.00419 13.463 ± 0.391 % 92.532 ± 0.343 %
303
+ 24 2.1010 ± 0.0501 0.06966 ± 0.00788 0.09667 ± 0.00413 13.472 ± 0.381 % 92.614 ± 0.334 %
304
+ 25 2.0879 ± 0.0486 0.06866 ± 0.00768 0.09762 ± 0.00409 13.514 ± 0.373 % 92.596 ± 0.328 %
305
+ 26 2.0768 ± 0.0472 0.06704 ± 0.00743 0.09585 ± 0.00394 13.362 ± 0.364 % 92.655 ± 0.320 %
306
+ 27 2.0920 ± 0.0469 0.06805 ± 0.00732 0.09665 ± 0.00388 13.405 ± 0.357 % 92.622 ± 0.315 %
307
+ 28 2.1232 ± 0.0471 0.06822 ± 0.00714 0.09549 ± 0.00375 13.291 ± 0.348 % 92.633 ± 0.309 %
308
+ 29 2.1473 ± 0.0469 0.06618 ± 0.00706 0.09681 ± 0.00369 13.370 ± 0.341 % 92.508 ± 0.306 %
309
+ 30 2.2096 ± 0.0484 0.06623 ± 0.00690 0.09624 ± 0.00359 13.258 ± 0.334 % 92.392 ± 0.303 %
310
+ 31 2.2670 ± 0.0495 0.06580 ± 0.00675 0.09590 ± 0.00348 13.144 ± 0.327 % 92.170 ± 0.302 %
311
+ 32 2.3107 ± 0.0500 0.06522 ± 0.00661 0.09610 ± 0.00339 13.063 ± 0.319 % 91.998 ± 0.300 %
312
+ 33 2.3611 ± 0.0508 0.06436 ± 0.00649 0.09607 ± 0.00331 12.985 ± 0.313 % 91.907 ± 0.297 %
313
+ 34 2.3950 ± 0.0510 0.06467 ± 0.00637 0.09608 ± 0.00323 12.942 ± 0.306 % 91.730 ± 0.296 %
314
+ 35 2.4431 ± 0.0515 0.06230 ± 0.00628 0.09565 ± 0.00315 12.847 ± 0.300 % 91.653 ± 0.293 %
315
+ 36 2.4841 ± 0.0519 0.06239 ± 0.00620 0.09580 ± 0.00307 12.865 ± 0.294 % 91.514 ± 0.291 %
316
+ 37 2.5135 ± 0.0518 0.06165 ± 0.00609 0.09516 ± 0.00301 12.763 ± 0.289 % 91.468 ± 0.288 %
317
+ 38 2.5962 ± 0.0541 0.05884 ± 0.00602 0.09524 ± 0.00294 12.698 ± 0.283 % 91.424 ± 0.284 %
318
+ 39 2.6364 ± 0.0545 0.05880 ± 0.00590 0.09393 ± 0.00287 12.586 ± 0.279 % 91.453 ± 0.280 %
319
+ 40 2.6795 ± 0.0548 0.05736 ± 0.00578 0.09264 ± 0.00280 12.464 ± 0.275 % 91.402 ± 0.278 %
320
+ 41 2.7511 ± 0.0560 0.05725 ± 0.00567 0.09159 ± 0.00274 12.344 ± 0.271 % 91.401 ± 0.274 %
321
+ 42 2.7440 ± 0.0551 0.05707 ± 0.00562 0.09259 ± 0.00271 12.379 ± 0.266 % 91.326 ± 0.272 %
322
+ 43 2.7614 ± 0.0551 0.05666 ± 0.00555 0.09217 ± 0.00266 12.334 ± 0.262 % 91.300 ± 0.269 %
323
+ 44 2.7940 ± 0.0552 0.05539 ± 0.00546 0.09137 ± 0.00260 12.251 ± 0.258 % 91.212 ± 0.267 %
324
+ 45 2.8651 ± 0.0563 0.05351 ± 0.00537 0.09067 ± 0.00255 12.160 ± 0.255 % 91.190 ± 0.265 %
325
+ 46 2.9172 ± 0.0570 0.05260 ± 0.00528 0.09009 ± 0.00250 12.077 ± 0.251 % 91.168 ± 0.262 %
326
+ 47 2.8776 ± 0.0554 0.05310 ± 0.00521 0.09006 ± 0.00248 12.132 ± 0.249 % 91.239 ± 0.258 %
327
+ 48 2.8388 ± 0.0538 0.05398 ± 0.00517 0.09030 ± 0.00247 12.220 ± 0.246 % 91.266 ± 0.255 %
328
+ 49 2.8114 ± 0.0524 0.05498 ± 0.00514 0.09119 ± 0.00247 12.337 ± 0.244 % 91.244 ± 0.253 %
329
+ 50 2.8007 ± 0.0517 0.05611 ± 0.00511 0.09212 ± 0.00245 12.407 ± 0.241 % 91.224 ± 0.251 %
330
+ 51 2.8184 ± 0.0515 0.05547 ± 0.00509 0.09348 ± 0.00244 12.434 ± 0.238 % 91.057 ± 0.250 %
331
+ 52 2.8479 ± 0.0517 0.05434 ± 0.00502 0.09276 ± 0.00239 12.357 ± 0.235 % 90.995 ± 0.249 %
332
+ 53 2.8865 ± 0.0522 0.05338 ± 0.00496 0.09287 ± 0.00236 12.316 ± 0.232 % 90.958 ± 0.247 %
333
+ 54 2.9125 ± 0.0523 0.05183 ± 0.00492 0.09359 ± 0.00234 12.316 ± 0.230 % 90.893 ± 0.245 %
334
+ 55 2.9407 ± 0.0526 0.05114 ± 0.00486 0.09319 ± 0.00230 12.240 ± 0.227 % 90.873 ± 0.243 %
335
+ 56 2.9684 ± 0.0527 0.05003 ± 0.00481 0.09319 ± 0.00227 12.197 ± 0.225 % 90.903 ± 0.241 %
336
+ 57 2.9695 ± 0.0522 0.04882 ± 0.00479 0.09410 ± 0.00227 12.203 ± 0.222 % 90.836 ± 0.239 %
337
+ 58 2.9934 ± 0.0523 0.04864 ± 0.00473 0.09367 ± 0.00224 12.147 ± 0.220 % 90.798 ± 0.238 %
338
+ 59 3.0088 ± 0.0522 0.04889 ± 0.00467 0.09343 ± 0.00221 12.107 ± 0.217 % 90.774 ± 0.236 %
339
+ 60 3.0482 ± 0.0526 0.04875 ± 0.00463 0.09331 ± 0.00218 12.063 ± 0.215 % 90.706 ± 0.235 %
340
+ 61 3.0839 ± 0.0530 0.04831 ± 0.00457 0.09298 ± 0.00215 12.018 ± 0.213 % 90.685 ± 0.233 %
341
+ 62 3.1313 ± 0.0537 0.04773 ± 0.00453 0.09260 ± 0.00212 11.956 ± 0.211 % 90.639 ± 0.232 %
342
+ 63 3.1708 ± 0.0542 0.04814 ± 0.00449 0.09291 ± 0.00210 11.938 ± 0.209 % 90.563 ± 0.231 %
343
+ 64 3.1982 ± 0.0543 0.04727 ± 0.00445 0.09281 ± 0.00207 11.900 ± 0.207 % 90.509 ± 0.229 %
344
+ 65 3.2129 ± 0.0542 0.04653 ± 0.00442 0.09218 ± 0.00204 11.840 ± 0.205 % 90.564 �� 0.227 %
345
+ 66 3.2116 ± 0.0537 0.04710 ± 0.00441 0.09321 ± 0.00204 11.922 ± 0.204 % 90.517 ± 0.226 %
346
+ 67 3.1822 ± 0.0526 0.04658 ± 0.00438 0.09347 ± 0.00202 11.994 ± 0.202 % 90.571 ± 0.224 %
347
+ 68 3.1666 ± 0.0518 0.04675 ± 0.00437 0.09430 ± 0.00202 12.053 ± 0.201 % 90.542 ± 0.222 %
348
+ 69 3.1914 ± 0.0520 0.04745 ± 0.00436 0.09506 ± 0.00200 12.107 ± 0.199 % 90.486 ± 0.221 %
349
+ 70 3.1804 ± 0.0514 0.04772 ± 0.00435 0.09570 ± 0.00199 12.150 ± 0.196 % 90.482 ± 0.220 %
350
+ 71 3.1655 ± 0.0508 0.04834 ± 0.00434 0.09640 ± 0.00201 12.227 ± 0.195 % 90.494 ± 0.218 %
351
+ 72 3.1640 ± 0.0504 0.04874 ± 0.00431 0.09645 ± 0.00199 12.239 ± 0.194 % 90.501 ± 0.216 %
352
+ 73 3.1698 ± 0.0502 0.04910 ± 0.00427 0.09633 ± 0.00197 12.213 ± 0.192 % 90.524 ± 0.215 %
353
+ 74 3.1944 ± 0.0504 0.04852 ± 0.00424 0.09605 ± 0.00196 12.181 ± 0.191 % 90.530 ± 0.213 %
354
+ 75 3.1962 ± 0.0502 0.04832 ± 0.00420 0.09579 ± 0.00194 12.163 ± 0.190 % 90.515 ± 0.212 %
355
+ 76 3.1588 ± 0.0492 0.04841 ± 0.00416 0.09506 ± 0.00193 12.125 ± 0.189 % 90.619 ± 0.209 %
356
+ 77 3.1232 ± 0.0481 0.04823 ± 0.00414 0.09482 ± 0.00192 12.126 ± 0.188 % 90.700 ± 0.207 %
357
+ 78 3.0899 ± 0.0471 0.04871 ± 0.00411 0.09487 ± 0.00192 12.156 ± 0.187 % 90.754 ± 0.205 %
358
+ 79 3.0607 ± 0.0462 0.04872 ± 0.00409 0.09487 ± 0.00191 12.148 ± 0.186 % 90.802 ± 0.204 %
359
+ 80 3.0332 ± 0.0454 0.04876 ± 0.00409 0.09590 ± 0.00192 12.243 ± 0.185 % 90.819 ± 0.202 %
360
+ 81 3.0115 ± 0.0446 0.04928 ± 0.00407 0.09626 ± 0.00191 12.307 ± 0.184 % 90.825 ± 0.201 %
361
+ 82 3.0021 ± 0.0442 0.05074 ± 0.00409 0.09710 ± 0.00192 12.370 ± 0.183 % 90.851 ± 0.199 %
362
+ 83 3.0075 ± 0.0441 0.05160 ± 0.00409 0.09834 ± 0.00194 12.465 ± 0.184 % 90.824 ± 0.198 %
363
+ 84 2.9847 ± 0.0434 0.05299 ± 0.00407 0.09883 ± 0.00194 12.518 ± 0.183 % 90.850 ± 0.197 %
364
+ 85 2.9741 ± 0.0429 0.05381 ± 0.00406 0.09947 ± 0.00193 12.555 ± 0.182 % 90.851 ± 0.196 %
365
+ 86 2.9709 ± 0.0426 0.05469 ± 0.00406 0.10060 ± 0.00194 12.633 ± 0.181 % 90.844 ± 0.195 %
366
+ 87 2.9678 ± 0.0423 0.05778 ± 0.00408 0.10248 ± 0.00197 12.785 ± 0.180 % 90.778 ± 0.194 %
367
+ 88 2.9580 ± 0.0419 0.06009 ± 0.00409 0.10411 ± 0.00200 12.924 ± 0.181 % 90.775 ± 0.193 %
368
+ 89 2.9381 ± 0.0413 0.06097 ± 0.00408 0.10505 ± 0.00202 13.023 ± 0.181 % 90.760 ± 0.192 %
369
+ 90 2.9279 ± 0.0408 0.06186 ± 0.00407 0.10574 ± 0.00201 13.074 ± 0.179 % 90.745 ± 0.191 %
370
+ 91 2.9102 ± 0.0402 0.06277 ± 0.00404 0.10625 ± 0.00200 13.150 ± 0.179 % 90.743 ± 0.190 %
371
+ 92 2.8920 ± 0.0396 0.06440 ± 0.00404 0.10758 ± 0.00202 13.254 ± 0.178 % 90.729 ± 0.189 %
372
+ 93 2.8891 ± 0.0393 0.06629 ± 0.00403 0.10861 ± 0.00201 13.341 ± 0.177 % 90.694 ± 0.189 %
373
+ 94 2.8765 ± 0.0388 0.06753 ± 0.00402 0.10945 ± 0.00201 13.413 ± 0.176 % 90.676 ± 0.188 %
374
+ 95 2.8629 ± 0.0384 0.06912 ± 0.00401 0.11000 ± 0.00201 13.471 ± 0.175 % 90.671 ± 0.187 %
375
+ 96 2.8607 ± 0.0381 0.07084 ± 0.00402 0.11155 ± 0.00201 13.598 ± 0.175 % 90.641 ± 0.186 %
376
+ 97 2.8749 ± 0.0382 0.07264 ± 0.00401 0.11240 ± 0.00200 13.632 ± 0.173 % 90.572 ± 0.186 %
377
+ 98 2.8713 ± 0.0380 0.07422 ± 0.00400 0.11293 ± 0.00199 13.668 ± 0.172 % 90.548 ± 0.185 %
378
+ 99 2.8536 ± 0.0374 0.07397 ± 0.00399 0.11360 ± 0.00200 13.706 ± 0.171 % 90.533 ± 0.184 %
379
+ 100 2.8316 ± 0.0368 0.07391 ± 0.00396 0.11322 ± 0.00199 13.696 ± 0.170 % 90.588 ± 0.183 %
380
+ 101 2.8409 ± 0.0369 0.07301 ± 0.00394 0.11305 ± 0.00197 13.663 ± 0.169 % 90.604 ± 0.182 %
381
+ 102 2.8240 ± 0.0364 0.07369 ± 0.00393 0.11363 ± 0.00197 13.735 ± 0.169 % 90.573 ± 0.181 %
382
+ 103 2.8144 ± 0.0360 0.07429 ± 0.00392 0.11460 ± 0.00197 13.814 ± 0.168 % 90.524 ± 0.181 %
383
+ 104 2.8101 ± 0.0357 0.07536 ± 0.00392 0.11541 ± 0.00197 13.871 ± 0.168 % 90.505 ± 0.180 %
384
+ 105 2.8245 ± 0.0359 0.07629 ± 0.00390 0.11600 ± 0.00197 13.889 ± 0.167 % 90.461 ± 0.180 %
385
+ 106 2.8498 ± 0.0361 0.07573 ± 0.00388 0.11567 ± 0.00195 13.849 ± 0.166 % 90.429 ± 0.179 %
386
+ 107 2.9004 ± 0.0370 0.07466 ± 0.00386 0.11547 ± 0.00194 13.803 ± 0.165 % 90.401 ± 0.178 %
387
+ 108 2.9095 ± 0.0370 0.07383 ± 0.00384 0.11500 ± 0.00193 13.772 ± 0.165 % 90.399 ± 0.178 %
388
+ 109 2.9201 ± 0.0370 0.07305 ± 0.00381 0.11441 ± 0.00191 13.723 ± 0.164 % 90.416 ± 0.177 %
389
+ 110 2.9563 ± 0.0375 0.07228 ± 0.00378 0.11392 ± 0.00189 13.672 ± 0.163 % 90.389 ± 0.176 %
390
+ 111 2.9819 ± 0.0378 0.07227 ± 0.00376 0.11373 ± 0.00188 13.629 ± 0.162 % 90.352 ± 0.175 %
391
+ 112 2.9574 ± 0.0373 0.07173 ± 0.00373 0.11286 ± 0.00186 13.579 ± 0.161 % 90.427 ± 0.174 %
392
+ 113 2.9431 ± 0.0369 0.07182 ± 0.00372 0.11263 ± 0.00185 13.587 ± 0.161 % 90.449 ± 0.173 %
393
+ 114 2.9440 ± 0.0367 0.07150 ± 0.00371 0.11290 ± 0.00185 13.576 ± 0.160 % 90.430 ± 0.173 %
394
+ 115 2.9407 ± 0.0365 0.07110 ± 0.00369 0.11263 ± 0.00184 13.556 ± 0.159 % 90.445 ± 0.172 %
395
+ 116 2.9447 ± 0.0364 0.07156 ± 0.00367 0.11304 ± 0.00183 13.585 ± 0.158 % 90.385 ± 0.171 %
396
+ 117 2.9466 ± 0.0362 0.07162 ± 0.00365 0.11287 ± 0.00183 13.561 ± 0.157 % 90.390 ± 0.171 %
397
+ 118 2.9512 ± 0.0361 0.07144 ± 0.00363 0.11265 ± 0.00181 13.532 ± 0.157 % 90.415 ± 0.170 %
398
+ 119 2.9553 ± 0.0361 0.07081 ± 0.00361 0.11226 ± 0.00180 13.498 ± 0.156 % 90.430 ± 0.169 %
399
+ 120 2.9527 ± 0.0359 0.07053 ± 0.00360 0.11234 ± 0.00179 13.494 ± 0.155 % 90.428 ± 0.168 %
400
+ 121 2.9447 ± 0.0356 0.07069 ± 0.00360 0.11277 ± 0.00179 13.547 ± 0.154 % 90.400 ± 0.168 %
401
+ 122 2.9456 ± 0.0354 0.06989 ± 0.00359 0.11274 ± 0.00178 13.531 ± 0.154 % 90.383 ± 0.167 %
402
+ 123 2.9301 ± 0.0351 0.06947 ± 0.00356 0.11222 ± 0.00177 13.512 ± 0.153 % 90.432 ± 0.166 %
403
+ 124 2.9296 ± 0.0349 0.06941 ± 0.00354 0.11181 ± 0.00176 13.489 ± 0.153 % 90.449 ± 0.165 %
404
+ 125 2.9290 ± 0.0348 0.06870 ± 0.00353 0.11151 ± 0.00175 13.460 ± 0.152 % 90.472 ± 0.164 %
405
+ 126 2.9270 ± 0.0346 0.06806 ± 0.00351 0.11123 ± 0.00174 13.439 ± 0.151 % 90.470 ± 0.164 %
406
+ 127 2.9258 ± 0.0344 0.06781 ± 0.00349 0.11095 ± 0.00172 13.423 ± 0.150 % 90.483 ± 0.163 %
407
+ 128 2.9410 ± 0.0346 0.06764 ± 0.00347 0.11077 ± 0.00171 13.399 ± 0.150 % 90.469 ± 0.163 %
408
+ 129 2.9472 ± 0.0346 0.06725 ± 0.00345 0.11050 ± 0.00170 13.369 ± 0.149 % 90.473 ± 0.162 %
409
+ 130 2.9479 ± 0.0344 0.06716 ± 0.00344 0.11056 ± 0.00169 13.368 ± 0.148 % 90.474 ± 0.161 %
410
+ 131 2.9597 ± 0.0344 0.06667 ± 0.00342 0.11041 ± 0.00168 13.344 ± 0.148 % 90.430 ± 0.161 %
411
+ 132 2.9609 ± 0.0343 0.06614 ± 0.00341 0.11064 ± 0.00168 13.368 ± 0.147 % 90.419 ± 0.160 %
412
+ 133 2.9590 ± 0.0342 0.06631 ± 0.00340 0.11079 ± 0.00167 13.374 ± 0.146 % 90.423 ± 0.160 %
413
+ 134 2.9730 ± 0.0343 0.06599 ± 0.00338 0.11039 ± 0.00166 13.339 ± 0.146 % 90.445 ± 0.159 %
414
+ 135 2.9922 ± 0.0345 0.06568 ± 0.00337 0.11016 ± 0.00165 13.309 ± 0.145 % 90.452 ± 0.158 %
415
+ 136 2.9869 ± 0.0343 0.06631 ± 0.00337 0.11062 ± 0.00165 13.337 ± 0.145 % 90.444 ± 0.158 %
416
+ 137 2.9843 ± 0.0341 0.06667 ± 0.00336 0.11085 ± 0.00165 13.355 ± 0.144 % 90.437 ± 0.157 %
417
+ 138 2.9819 ± 0.0340 0.06680 ± 0.00336 0.11111 ± 0.00164 13.374 ± 0.144 % 90.438 ± 0.157 %
418
+ 139 2.9673 ± 0.0336 0.06640 ± 0.00334 0.11101 ± 0.00164 13.367 ± 0.143 % 90.467 ± 0.156 %
419
+ 140 2.9823 ± 0.0338 0.06654 ± 0.00333 0.11085 ± 0.00163 13.345 ± 0.143 % 90.429 ± 0.156 %
420
+ 141 2.9832 ± 0.0336 0.06639 ± 0.00331 0.11040 ± 0.00162 13.313 ± 0.142 % 90.430 ± 0.155 %
421
+ 142 2.9780 ± 0.0335 0.06694 ± 0.00330 0.11043 ± 0.00161 13.322 ± 0.142 % 90.417 ± 0.155 %
422
+ 143 2.9756 ± 0.0333 0.06651 ± 0.00328 0.10998 ± 0.00160 13.289 ± 0.141 % 90.437 ± 0.154 %
423
+ 144 2.9759 ± 0.0331 0.06627 ± 0.00326 0.10959 ± 0.00159 13.265 ± 0.140 % 90.463 ± 0.153 %
424
+ 145 2.9741 ± 0.0330 0.06599 ± 0.00325 0.10913 ± 0.00158 13.234 ± 0.140 % 90.464 ± 0.153 %
425
+ 146 2.9672 ± 0.0328 0.06563 ± 0.00323 0.10870 ± 0.00157 13.211 ± 0.139 % 90.494 ± 0.152 %
426
+ 147 2.9520 ± 0.0324 0.06549 ± 0.00321 0.10844 ± 0.00156 13.203 ± 0.139 % 90.522 ± 0.151 %
427
+ 148 2.9469 ± 0.0323 0.06568 ± 0.00320 0.10855 ± 0.00156 13.217 ± 0.138 % 90.522 ± 0.151 %
428
+ 149 2.9406 ± 0.0320 0.06522 ± 0.00319 0.10835 ± 0.00155 13.207 ± 0.138 % 90.517 ± 0.150 %
429
+ 150 2.9377 ± 0.0319 0.06529 ± 0.00318 0.10839 ± 0.00155 13.203 ± 0.137 % 90.523 ± 0.150 %
430
+ 151 2.9298 ± 0.0316 0.06543 ± 0.00316 0.10829 ± 0.00154 13.212 ± 0.137 % 90.526 ± 0.149 %
431
+ 152 2.9278 ± 0.0315 0.06504 ± 0.00315 0.10801 ± 0.00153 13.186 ± 0.136 % 90.544 ± 0.149 %
432
+ 153 2.9316 ± 0.0314 0.06486 ± 0.00314 0.10778 ± 0.00152 13.176 ± 0.136 % 90.560 ± 0.148 %
433
+ 154 2.9296 ± 0.0313 0.06455 ± 0.00312 0.10730 ± 0.00151 13.144 ± 0.135 % 90.578 ± 0.147 %
434
+ 155 2.9292 ± 0.0312 0.06459 ± 0.00311 0.10693 ± 0.00150 13.125 ± 0.134 % 90.588 ± 0.147 %
435
+ 156 2.9316 ± 0.0311 0.06419 ± 0.00309 0.10651 ± 0.00150 13.093 ± 0.134 % 90.598 ± 0.146 %
436
+ 157 2.9337 ± 0.0310 0.06385 ± 0.00308 0.10622 ± 0.00149 13.075 ± 0.133 % 90.618 ± 0.146 %
437
+ 158 2.9351 ± 0.0309 0.06365 ± 0.00306 0.10584 ± 0.00148 13.049 ± 0.133 % 90.625 ± 0.145 %
438
+ 159 2.9453 ± 0.0309 0.06352 ± 0.00305 0.10553 ± 0.00147 13.020 ± 0.132 % 90.620 ± 0.145 %
439
+ 160 2.9546 ± 0.0310 0.06312 ± 0.00304 0.10532 ± 0.00146 12.996 ± 0.132 % 90.615 ± 0.144 %
440
+ 161 2.9600 ± 0.0309 0.06272 ± 0.00302 0.10512 ± 0.00145 12.975 ± 0.131 % 90.617 ± 0.144 %
441
+ 162 2.9541 ± 0.0308 0.06358 ± 0.00302 0.10547 ± 0.00145 13.007 ± 0.131 % 90.612 ± 0.143 %
442
+ 163 2.9455 ± 0.0305 0.06431 ± 0.00302 0.10583 ± 0.00145 13.043 ± 0.130 % 90.627 ± 0.143 %
443
+ 164 2.9500 ± 0.0305 0.06425 ± 0.00300 0.10589 ± 0.00145 13.038 ± 0.130 % 90.617 ± 0.143 %
444
+ 165 2.9434 ± 0.0303 0.06524 ± 0.00301 0.10653 ± 0.00145 13.077 ± 0.130 % 90.610 ± 0.142 %
445
+ 166 2.9400 ± 0.0302 0.06591 ± 0.00301 0.10769 ± 0.00146 13.153 ± 0.130 % 90.550 ± 0.142 %
446
+ 167 2.9534 ± 0.0302 0.06578 ± 0.00300 0.10800 ± 0.00146 13.150 ± 0.129 % 90.515 ± 0.142 %
447
+ 168 2.9542 ± 0.0302 0.06589 ± 0.00299 0.10800 ± 0.00145 13.145 ± 0.129 % 90.516 ± 0.142 %
448
+ 169 2.9776 ± 0.0304 0.06545 ± 0.00298 0.10796 ± 0.00144 13.124 ± 0.129 % 90.498 ± 0.141 %
449
+ 170 2.9948 ± 0.0306 0.06522 ± 0.00297 0.10779 ± 0.00144 13.096 ± 0.128 % 90.480 ± 0.141 %
450
+ 171 3.0066 ± 0.0307 0.06523 ± 0.00296 0.10790 ± 0.00143 13.119 ± 0.128 % 90.444 ± 0.141 %
451
+ 172 3.0256 ± 0.0309 0.06519 ± 0.00295 0.10796 ± 0.00143 13.105 ± 0.128 % 90.397 ± 0.141 %
452
+ 173 3.0152 ± 0.0306 0.06505 ± 0.00293 0.10753 ± 0.00142 13.080 ± 0.127 % 90.420 ± 0.140 %
453
+ 174 3.0008 ± 0.0303 0.06479 ± 0.00292 0.10748 ± 0.00142 13.087 ± 0.127 % 90.437 ± 0.140 %
454
+ 175 2.9862 ± 0.0300 0.06467 ± 0.00291 0.10729 ± 0.00141 13.089 ± 0.127 % 90.467 ± 0.139 %
455
+ 176 2.9747 ± 0.0298 0.06493 ± 0.00290 0.10717 ± 0.00141 13.091 ± 0.126 % 90.492 ± 0.138 %
456
+ 177 2.9606 ± 0.0295 0.06515 ± 0.00289 0.10699 ± 0.00140 13.101 ± 0.126 % 90.526 ± 0.138 %
457
+ 178 2.9459 ± 0.0292 0.06504 ± 0.00288 0.10685 ± 0.00140 13.103 ± 0.126 % 90.557 ± 0.137 %
458
+ 179 2.9347 ± 0.0290 0.06529 ± 0.00287 0.10690 ± 0.00140 13.119 ± 0.126 % 90.573 ± 0.137 %
459
+ 180 2.9222 ± 0.0288 0.06548 ± 0.00287 0.10687 ± 0.00140 13.130 ± 0.126 % 90.601 ± 0.136 %
460
+ 181 2.9176 ± 0.0287 0.06610 ± 0.00286 0.10693 ± 0.00140 13.150 ± 0.125 % 90.606 ± 0.136 %
461
+ 182 2.9324 ± 0.0288 0.06576 ± 0.00285 0.10670 ± 0.00139 13.122 ± 0.125 % 90.599 ± 0.135 %
462
+ 183 2.9499 ± 0.0290 0.06530 ± 0.00284 0.10649 ± 0.00138 13.101 ± 0.125 % 90.601 ± 0.135 %
463
+ 184 2.9744 ± 0.0293 0.06485 ± 0.00283 0.10628 ± 0.00138 13.075 ± 0.124 % 90.586 ± 0.135 %
464
+ 185 2.9921 ± 0.0295 0.06462 ± 0.00282 0.10594 ± 0.00137 13.044 ± 0.124 % 90.578 ± 0.135 %
465
+ 186 3.0029 ± 0.0295 0.06468 ± 0.00281 0.10569 ± 0.00136 13.023 ± 0.124 % 90.580 ± 0.134 %
466
+ 187 3.0232 ± 0.0297 0.06449 ± 0.00280 0.10550 ± 0.00136 12.996 ± 0.123 % 90.584 ± 0.134 %
467
+ 188 3.0478 ± 0.0300 0.06409 ± 0.00279 0.10534 ± 0.00135 12.966 ± 0.123 % 90.559 ± 0.134 %
468
+ 189 3.0698 ± 0.0302 0.06378 ± 0.00278 0.10512 ± 0.00135 12.937 ± 0.122 % 90.551 ± 0.133 %
469
+ 190 3.0870 ± 0.0304 0.06364 ± 0.00277 0.10495 ± 0.00134 12.911 ± 0.122 % 90.553 ± 0.133 %
470
+ 191 3.1017 ± 0.0305 0.06327 ± 0.00276 0.10477 ± 0.00133 12.888 ± 0.122 % 90.537 ± 0.133 %
471
+ 192 3.1104 ± 0.0306 0.06305 ± 0.00275 0.10448 ± 0.00133 12.865 ± 0.121 % 90.549 ± 0.132 %
472
+ 193 3.1166 ± 0.0306 0.06263 ± 0.00274 0.10413 ± 0.00132 12.839 ± 0.121 % 90.552 ± 0.132 %
473
+ 194 3.1202 ± 0.0306 0.06263 ± 0.00273 0.10396 ± 0.00131 12.823 ± 0.121 % 90.544 ± 0.132 %
474
+ 195 3.1174 ± 0.0304 0.06248 ± 0.00272 0.10374 ± 0.00131 12.806 ± 0.120 % 90.550 ± 0.131 %
475
+ 196 3.1212 ± 0.0304 0.06254 ± 0.00271 0.10406 ± 0.00131 12.814 ± 0.120 % 90.514 ± 0.131 %
476
+ 197 3.1350 ± 0.0305 0.06232 ± 0.00270 0.10403 ± 0.00130 12.799 ± 0.119 % 90.505 ± 0.131 %
477
+ 198 3.1493 ± 0.0306 0.06208 ± 0.00269 0.10378 ± 0.00130 12.776 ± 0.119 % 90.499 ± 0.130 %
478
+ 199 3.1496 ± 0.0306 0.06227 ± 0.00269 0.10373 ± 0.00129 12.766 ± 0.119 % 90.496 ± 0.130 %
479
+ 200 3.1548 ± 0.0305 0.06184 ± 0.00268 0.10367 ± 0.00129 12.752 ± 0.118 % 90.482 ± 0.130 %
480
+ 201 3.1569 ± 0.0305 0.06174 ± 0.00267 0.10333 ± 0.00128 12.726 ± 0.118 % 90.502 ± 0.130 %
481
+ 202 3.1609 ± 0.0305 0.06186 ± 0.00266 0.10332 ± 0.00128 12.730 ± 0.118 % 90.493 ± 0.129 %
482
+ 203 3.1587 ± 0.0304 0.06171 ± 0.00265 0.10337 ± 0.00128 12.725 ± 0.117 % 90.503 ± 0.129 %
483
+ 204 3.1671 ± 0.0304 0.06138 ± 0.00264 0.10320 ± 0.00127 12.703 ± 0.117 % 90.494 ± 0.129 %
484
+ 205 3.1750 ± 0.0304 0.06117 ± 0.00263 0.10298 ± 0.00127 12.683 ± 0.117 % 90.495 ± 0.128 %
485
+ 206 3.1812 ± 0.0304 0.06098 ± 0.00262 0.10273 ± 0.00126 12.662 ± 0.116 % 90.480 ± 0.128 %
486
+ 207 3.1875 ± 0.0304 0.06092 ± 0.00261 0.10247 ± 0.00125 12.641 ± 0.116 % 90.471 ± 0.128 %
487
+ 208 3.1877 ± 0.0303 0.06078 ± 0.00261 0.10257 ± 0.00125 12.653 ± 0.116 % 90.460 ± 0.128 %
488
+ 209 3.1890 ± 0.0303 0.06048 ± 0.00260 0.10227 ± 0.00125 12.629 ± 0.115 % 90.472 ± 0.127 %
489
+ 210 3.1858 ± 0.0301 0.06063 ± 0.00259 0.10231 ± 0.00124 12.634 ± 0.115 % 90.469 ± 0.127 %
490
+ 211 3.1891 ± 0.0301 0.06034 ± 0.00258 0.10209 ± 0.00124 12.612 ± 0.115 % 90.475 ± 0.127 %
491
+ 212 3.1900 ± 0.0300 0.06011 ± 0.00258 0.10195 ± 0.00123 12.599 ± 0.115 % 90.459 ± 0.126 %
492
+ 213 3.1936 ± 0.0300 0.06010 ± 0.00257 0.10176 ± 0.00123 12.583 ± 0.114 % 90.458 ± 0.126 %
493
+ 214 3.1982 ± 0.0300 0.05977 ± 0.00256 0.10166 ± 0.00122 12.566 ± 0.114 % 90.443 ± 0.126 %
494
+ 215 3.2016 ± 0.0299 0.05984 ± 0.00255 0.10162 ± 0.00122 12.557 ± 0.113 % 90.442 ± 0.126 %
495
+ 216 3.2067 ± 0.0299 0.05969 ± 0.00254 0.10141 ± 0.00121 12.538 ± 0.113 % 90.447 ± 0.125 %
496
+ 217 3.2098 ± 0.0299 0.05935 ± 0.00253 0.10117 ± 0.00121 12.519 ± 0.113 % 90.445 ± 0.125 %
497
+ 218 3.2178 ± 0.0299 0.05913 ± 0.00253 0.10104 ± 0.00120 12.503 ± 0.112 % 90.448 ± 0.125 %
498
+ 219 3.2118 ± 0.0298 0.05898 ± 0.00252 0.10095 ± 0.00120 12.502 ± 0.112 % 90.456 ± 0.124 %
499
+ 220 3.2099 ± 0.0297 0.05874 ± 0.00251 0.10071 ± 0.00119 12.485 ± 0.112 % 90.462 ± 0.124 %
500
+ 221 3.2075 ± 0.0296 0.05869 ± 0.00251 0.10055 ± 0.00119 12.475 ± 0.112 % 90.471 ± 0.124 %
501
+ 222 3.2091 ± 0.0296 0.05872 ± 0.00250 0.10033 ± 0.00118 12.455 ± 0.111 % 90.480 ± 0.123 %
502
+ 223 3.2083 ± 0.0295 0.05864 ± 0.00250 0.10012 ± 0.00118 12.437 ± 0.111 % 90.481 ± 0.123 %
503
+ 224 3.2143 ± 0.0295 0.05852 ± 0.00249 0.09989 ± 0.00118 12.417 ± 0.111 % 90.492 ± 0.123 %
504
+ 225 3.2160 ± 0.0294 0.05839 ± 0.00248 0.09977 ± 0.00117 12.406 ± 0.110 % 90.477 ± 0.123 %
505
+ 226 3.2223 ± 0.0294 0.05814 ± 0.00247 0.09961 ± 0.00117 12.388 ± 0.110 % 90.455 ± 0.122 %
506
+ 227 3.2190 ± 0.0293 0.05803 ± 0.00246 0.09946 ± 0.00116 12.375 ± 0.110 % 90.462 ± 0.122 %
507
+ 228 3.2174 ± 0.0292 0.05788 ± 0.00246 0.09932 ± 0.00116 12.363 ± 0.109 % 90.475 ± 0.122 %
508
+ 229 3.2094 ± 0.0291 0.05816 ± 0.00245 0.09957 ± 0.00116 12.387 ± 0.109 % 90.479 ± 0.121 %
509
+ 230 3.2023 ± 0.0289 0.05871 ± 0.00245 0.09977 ± 0.00116 12.407 ± 0.109 % 90.483 ± 0.121 %
510
+ 231 3.2001 ± 0.0288 0.05918 ± 0.00246 0.09997 ± 0.00116 12.435 ± 0.109 % 90.478 ± 0.121 %
511
+ 232 3.2016 ± 0.0288 0.05916 ± 0.00245 0.10001 ± 0.00115 12.436 ± 0.109 % 90.467 ± 0.121 %
512
+ 233 3.2005 ± 0.0287 0.05907 ± 0.00245 0.10035 ± 0.00115 12.454 ± 0.109 % 90.452 ± 0.121 %
513
+ 234 3.1942 ± 0.0286 0.05935 ± 0.00245 0.10059 ± 0.00116 12.478 ± 0.109 % 90.458 ± 0.120 %
514
+ 235 3.1835 ± 0.0284 0.05938 ± 0.00245 0.10034 ± 0.00115 12.466 ± 0.108 % 90.486 ± 0.120 %
515
+ 236 3.1784 ± 0.0283 0.06010 ± 0.00244 0.10056 ± 0.00115 12.483 ± 0.108 % 90.487 ± 0.120 %
516
+ 237 3.1702 ± 0.0281 0.06012 ± 0.00244 0.10082 ± 0.00116 12.503 ± 0.108 % 90.482 ± 0.119 %
517
+ 238 3.1729 ± 0.0281 0.06007 ± 0.00243 0.10088 ± 0.00115 12.503 ± 0.108 % 90.473 ± 0.119 %
518
+ 239 3.1878 ± 0.0282 0.05994 ± 0.00243 0.10078 ± 0.00115 12.484 ± 0.107 % 90.455 ± 0.119 %
519
+ 240 3.2032 ± 0.0283 0.05982 ± 0.00242 0.10066 ± 0.00114 12.467 ± 0.107 % 90.446 ± 0.119 %
520
+ 241 3.2155 ± 0.0284 0.05949 ± 0.00241 0.10049 ± 0.00114 12.449 ± 0.107 % 90.440 ± 0.119 %
521
+ 242 3.2253 ± 0.0285 0.05921 ± 0.00241 0.10034 ± 0.00114 12.427 ± 0.107 % 90.438 ± 0.118 %
522
+ 243 3.2377 ± 0.0286 0.05895 ± 0.00240 0.10020 ± 0.00113 12.407 ± 0.106 % 90.427 ± 0.118 %
523
+ 244 3.2498 ± 0.0286 0.05847 ± 0.00239 0.10016 ± 0.00113 12.392 ± 0.106 % 90.407 ± 0.118 %
524
+ 245 3.2637 ± 0.0288 0.05823 ± 0.00239 0.10007 ± 0.00113 12.376 ± 0.106 % 90.403 ± 0.118 %
525
+ 246 3.2754 ± 0.0288 0.05818 ± 0.00238 0.09991 ± 0.00112 12.358 ± 0.106 % 90.407 ± 0.118 %
526
+ 247 3.2895 ± 0.0290 0.05804 ± 0.00238 0.09990 ± 0.00112 12.347 ± 0.105 % 90.395 ± 0.117 %
527
+ 248 3.3005 ± 0.0291 0.05768 ± 0.00237 0.09990 ± 0.00111 12.334 ± 0.105 % 90.391 ± 0.117 %
528
+ 249 3.3025 ± 0.0290 0.05770 ± 0.00237 0.09984 ± 0.00111 12.326 ± 0.105 % 90.395 ± 0.117 %
529
+ 250 3.3028 ± 0.0290 0.05755 ± 0.00236 0.09973 ± 0.00111 12.314 ± 0.104 % 90.391 ± 0.117 %
530
+ 251 3.2903 ± 0.0288 0.05751 ± 0.00236 0.09950 ± 0.00110 12.307 ± 0.104 % 90.415 ± 0.116 %
531
+ 252 3.2797 ± 0.0286 0.05727 ± 0.00235 0.09933 ± 0.00110 12.302 ± 0.104 % 90.430 ± 0.116 %
532
+ 253 3.2709 ± 0.0285 0.05706 ± 0.00234 0.09929 ± 0.00110 12.303 ± 0.104 % 90.443 ± 0.116 %
533
+ 254 3.2673 ± 0.0284 0.05696 ± 0.00234 0.09932 ± 0.00110 12.313 ± 0.104 % 90.442 ± 0.116 %
534
+ 255 3.2687 ± 0.0283 0.05682 ± 0.00233 0.09921 ± 0.00109 12.306 ± 0.103 % 90.428 ± 0.115 %
535
+ 256 3.2690 ± 0.0283 0.05708 ± 0.00233 0.09932 ± 0.00109 12.306 ± 0.103 % 90.420 ± 0.115 %
536
+ 257 3.2637 ± 0.0281 0.05705 ± 0.00232 0.09939 ± 0.00109 12.316 ± 0.103 % 90.416 ± 0.115 %
537
+ 258 3.2613 ± 0.0281 0.05699 ± 0.00231 0.09930 ± 0.00109 12.307 ± 0.103 % 90.420 ± 0.115 %
538
+ 259 3.2510 ± 0.0279 0.05709 ± 0.00231 0.09926 ± 0.00108 12.322 ± 0.102 % 90.429 ± 0.114 %
539
+ 260 3.2454 ± 0.0278 0.05714 ± 0.00230 0.09921 ± 0.00108 12.319 ± 0.102 % 90.440 ± 0.114 %
540
+ 261 3.2375 ± 0.0276 0.05700 ± 0.00230 0.09906 ± 0.00108 12.317 ± 0.102 % 90.459 ± 0.114 %
541
+ 262 3.2315 ± 0.0275 0.05704 ± 0.00229 0.09902 ± 0.00107 12.316 ± 0.102 % 90.470 ± 0.114 %
542
+ 263 3.2240 ± 0.0273 0.05692 ± 0.00229 0.09895 ± 0.00107 12.320 ± 0.102 % 90.475 ± 0.113 %
543
+ 264 3.2193 ± 0.0272 0.05685 ± 0.00228 0.09886 ± 0.00107 12.317 ± 0.101 % 90.478 ± 0.113 %
544
+ 265 3.2156 ± 0.0271 0.05711 ± 0.00228 0.09892 ± 0.00107 12.322 ± 0.101 % 90.485 ± 0.113 %
545
+ 266 3.2121 ± 0.0270 0.05697 ± 0.00228 0.09887 ± 0.00106 12.315 ± 0.101 % 90.487 ± 0.113 %
546
+ 267 3.2041 ± 0.0269 0.05690 ± 0.00227 0.09878 ± 0.00106 12.316 ± 0.101 % 90.502 ± 0.112 %
547
+ 268 3.1971 ± 0.0268 0.05685 ± 0.00226 0.09874 ± 0.00106 12.323 ± 0.100 % 90.506 ± 0.112 %
548
+ 269 3.1926 ± 0.0267 0.05678 ± 0.00226 0.09870 ± 0.00106 12.322 ± 0.100 % 90.520 ± 0.112 %
549
+ 270 3.1907 ± 0.0266 0.05677 ± 0.00226 0.09873 ± 0.00105 12.324 ± 0.100 % 90.508 ± 0.112 %
550
+ 271 3.1878 ± 0.0265 0.05680 ± 0.00225 0.09865 ± 0.00105 12.318 ± 0.100 % 90.510 ± 0.111 %
551
+ 272 3.1820 ± 0.0264 0.05667 ± 0.00225 0.09854 ± 0.00105 12.312 ± 0.099 % 90.528 ± 0.111 %
552
+ 273 3.1789 ± 0.0263 0.05622 ± 0.00224 0.09861 ± 0.00105 12.316 ± 0.099 % 90.532 ± 0.111 %
553
+ 274 3.1699 ± 0.0262 0.05610 ± 0.00224 0.09847 ± 0.00104 12.310 ± 0.099 % 90.552 ± 0.111 %
554
+ 275 3.1620 ± 0.0260 0.05612 ± 0.00223 0.09846 ± 0.00104 12.311 ± 0.099 % 90.568 ± 0.110 %
555
+ 276 3.1517 ± 0.0259 0.05633 ± 0.00223 0.09851 ± 0.00105 12.323 ± 0.099 % 90.588 ± 0.110 %
556
+ 277 3.1438 ± 0.0257 0.05657 ± 0.00223 0.09859 ± 0.00105 12.337 ± 0.099 % 90.601 ± 0.110 %
557
+ 278 3.1341 ± 0.0256 0.05657 ± 0.00222 0.09858 ± 0.00105 12.351 ± 0.099 % 90.618 ± 0.110 %
558
+ 279 3.1348 ± 0.0255 0.05643 ± 0.00222 0.09848 ± 0.00105 12.344 ± 0.099 % 90.618 ± 0.109 %
559
+ 280 3.1380 ± 0.0255 0.05654 ± 0.00221 0.09860 ± 0.00104 12.341 ± 0.099 % 90.599 ± 0.109 %
560
+ 281 3.1408 ± 0.0255 0.05627 ± 0.00221 0.09846 ± 0.00104 12.326 ± 0.098 % 90.595 ± 0.109 %
561
+ 282 3.1463 ± 0.0255 0.05625 ± 0.00220 0.09842 ± 0.00104 12.319 ± 0.098 % 90.590 ± 0.109 %
562
+ 283 3.1515 ± 0.0255 0.05622 ± 0.00220 0.09833 ± 0.00103 12.309 ± 0.098 % 90.587 ± 0.109 %
563
+ 284 3.1535 ± 0.0255 0.05616 ± 0.00219 0.09840 ± 0.00103 12.310 ± 0.098 % 90.573 ± 0.109 %
564
+ 285 3.1564 ± 0.0255 0.05636 ± 0.00219 0.09836 ± 0.00103 12.305 ± 0.097 % 90.572 ± 0.108 %
565
+ 286 3.1628 ± 0.0255 0.05608 ± 0.00219 0.09825 ± 0.00102 12.292 ± 0.097 % 90.565 ± 0.108 %
566
+ 287 3.1738 ± 0.0256 0.05591 ± 0.00218 0.09814 ± 0.00102 12.277 ± 0.097 % 90.558 ± 0.108 %
567
+ 288 3.1748 ± 0.0255 0.05583 ± 0.00218 0.09805 ± 0.00102 12.270 ± 0.097 % 90.565 ± 0.108 %
568
+ 289 3.1760 ± 0.0255 0.05557 ± 0.00217 0.09797 ± 0.00102 12.261 ± 0.097 % 90.561 ± 0.108 %
569
+ 290 3.1798 ± 0.0255 0.05546 ± 0.00217 0.09781 ± 0.00101 12.245 ± 0.096 % 90.561 ± 0.108 %
570
+ 291 3.1827 ± 0.0255 0.05536 ± 0.00216 0.09765 ± 0.00101 12.231 ± 0.096 % 90.567 ± 0.107 %
571
+ 292 3.1776 ± 0.0254 0.05531 ± 0.00215 0.09745 ± 0.00101 12.221 ± 0.096 % 90.586 ± 0.107 %
572
+ 293 3.1687 ± 0.0252 0.05535 ± 0.00215 0.09738 ± 0.00100 12.222 ± 0.096 % 90.602 ± 0.107 %
573
+ 294 3.1632 ± 0.0251 0.05559 ± 0.00215 0.09770 ± 0.00100 12.251 ± 0.096 % 90.592 ± 0.107 %
574
+ 295 3.1628 ± 0.0251 0.05576 ± 0.00215 0.09789 ± 0.00100 12.262 ± 0.095 % 90.590 ± 0.106 %
575
+ 296 3.1567 ± 0.0250 0.05574 ± 0.00214 0.09799 ± 0.00100 12.279 ± 0.095 % 90.588 ± 0.106 %
576
+ 297 3.1540 ± 0.0249 0.05617 ± 0.00215 0.09818 ± 0.00100 12.296 ± 0.095 % 90.580 ± 0.106 %
577
+ 298 3.1513 ± 0.0248 0.05655 ± 0.00215 0.09834 ± 0.00100 12.310 ± 0.095 % 90.566 ± 0.106 %
578
+ 299 3.1473 ± 0.0247 0.05660 ± 0.00214 0.09842 ± 0.00100 12.320 ± 0.095 % 90.563 ± 0.106 %
579
+ 300 3.1470 ± 0.0247 0.05688 ± 0.00214 0.09844 ± 0.00099 12.318 ± 0.094 % 90.557 ± 0.106 %
580
+ 301 3.1458 ± 0.0246 0.05702 ± 0.00214 0.09874 ± 0.00099 12.335 ± 0.094 % 90.532 ± 0.106 %
581
+ 302 3.1436 ± 0.0245 0.05742 ± 0.00214 0.09892 ± 0.00099 12.351 ± 0.094 % 90.523 ± 0.106 %
582
+ 303 3.1420 ± 0.0245 0.05751 ± 0.00213 0.09908 ± 0.00099 12.363 ± 0.094 % 90.521 ± 0.105 %
583
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584
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585
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586
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587
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588
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589
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590
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591
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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
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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
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608
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609
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610
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611
+ 332 3.0994 ± 0.0228 0.05847 ± 0.00206 0.10069 ± 0.00095 12.500 ± 0.089 % 90.469 ± 0.101 %
612
+ 333 3.1020 ± 0.0228 0.05838 ± 0.00206 0.10083 ± 0.00095 12.508 ± 0.089 % 90.458 ± 0.101 %
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
+ 339 3.1058 ± 0.0226 0.05736 ± 0.00203 0.10017 ± 0.00094 12.459 ± 0.088 % 90.473 ± 0.100 %
619
+ 340 3.1090 ± 0.0226 0.05744 ± 0.00203 0.10009 ± 0.00094 12.453 ± 0.088 % 90.463 ± 0.100 %
620
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621
+ 342 3.1135 ± 0.0226 0.05715 ± 0.00202 0.09986 ± 0.00093 12.432 ± 0.087 % 90.471 ± 0.099 %
622
+ 343 3.1186 ± 0.0226 0.05698 ± 0.00202 0.09975 ± 0.00093 12.420 ± 0.087 % 90.477 ± 0.099 %
623
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624
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625
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626
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627
+ 348 3.1192 ± 0.0224 0.05722 ± 0.00200 0.09983 ± 0.00092 12.437 ± 0.087 % 90.480 ± 0.099 %
628
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629
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630
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631
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632
+ 353 3.0935 ± 0.0220 0.05748 ± 0.00198 0.09964 ± 0.00092 12.456 ± 0.086 % 90.529 ± 0.098 %
633
+ 354 3.0888 ± 0.0220 0.05790 ± 0.00199 0.10017 ± 0.00092 12.494 ± 0.086 % 90.513 ± 0.098 %
634
+ 355 3.0839 ± 0.0219 0.05816 ± 0.00198 0.10040 ± 0.00093 12.524 ± 0.086 % 90.511 ± 0.097 %
635
+ 356 3.0815 ± 0.0218 0.05872 ± 0.00198 0.10068 ± 0.00093 12.552 ± 0.086 % 90.509 ± 0.097 %
636
+ 357 3.0763 ± 0.0217 0.05894 ± 0.00198 0.10085 ± 0.00093 12.575 ± 0.086 % 90.506 ± 0.097 %
637
+ 358 3.0722 ± 0.0217 0.05940 ± 0.00198 0.10111 ± 0.00093 12.595 ± 0.086 % 90.505 ± 0.097 %
638
+ 359 3.0723 ± 0.0217 0.05990 ± 0.00198 0.10158 ± 0.00093 12.619 ± 0.086 % 90.490 ± 0.097 %
639
+ 360 3.0691 ± 0.0216 0.06036 ± 0.00199 0.10210 ± 0.00094 12.645 ± 0.086 % 90.481 ± 0.097 %
640
+ 361 3.0619 ± 0.0215 0.06014 ± 0.00199 0.10210 ± 0.00094 12.655 ± 0.086 % 90.490 ± 0.097 %
641
+ 362 3.0569 ± 0.0214 0.06061 ± 0.00199 0.10247 ± 0.00094 12.691 ± 0.086 % 90.479 ± 0.097 %
642
+ 363 3.0529 ± 0.0213 0.06107 ± 0.00199 0.10273 ± 0.00094 12.720 ± 0.086 % 90.470 ± 0.097 %
643
+ 364 3.0516 ± 0.0213 0.06129 ± 0.00198 0.10311 ± 0.00094 12.751 ± 0.086 % 90.458 ± 0.096 %
644
+ 365 3.0476 ± 0.0212 0.06150 ± 0.00198 0.10328 ± 0.00094 12.767 ± 0.086 % 90.445 ± 0.096 %
645
+ 366 3.0453 ± 0.0212 0.06142 ± 0.00198 0.10359 ± 0.00094 12.787 ± 0.086 % 90.435 ± 0.096 %
646
+ 367 3.0409 ± 0.0211 0.06163 ± 0.00198 0.10384 ± 0.00094 12.805 ± 0.086 % 90.441 ± 0.096 %
647
+ 368 3.0356 ± 0.0210 0.06188 ± 0.00198 0.10409 ± 0.00094 12.834 ± 0.085 % 90.436 ± 0.096 %
648
+ 369 3.0308 ± 0.0209 0.06224 ± 0.00198 0.10426 ± 0.00095 12.856 ± 0.085 % 90.436 ± 0.096 %
649
+ 370 3.0294 ± 0.0209 0.06234 ± 0.00198 0.10442 ± 0.00094 12.863 ± 0.085 % 90.439 ± 0.096 %
650
+ 371 3.0264 ± 0.0208 0.06283 ± 0.00198 0.10466 ± 0.00095 12.882 ± 0.085 % 90.435 ± 0.096 %
651
+ 372 3.0269 ± 0.0208 0.06317 ± 0.00198 0.10486 ± 0.00094 12.895 ± 0.085 % 90.419 ± 0.096 %
652
+ 373 3.0263 ± 0.0208 0.06341 ± 0.00198 0.10520 ± 0.00094 12.915 ± 0.085 % 90.404 ± 0.096 %
653
+ 374 3.0273 ± 0.0208 0.06361 ± 0.00197 0.10536 ± 0.00094 12.926 ± 0.085 % 90.398 ± 0.095 %
654
+ 375 3.0247 ± 0.0207 0.06362 ± 0.00197 0.10542 ± 0.00094 12.931 ± 0.085 % 90.397 ± 0.095 %
655
+ 376 3.0208 ± 0.0206 0.06380 ± 0.00197 0.10548 ± 0.00094 12.945 ± 0.085 % 90.396 ± 0.095 %
656
+ 377 3.0173 ± 0.0206 0.06409 ± 0.00197 0.10553 ± 0.00094 12.952 ± 0.085 % 90.400 ± 0.095 %
657
+ 378 3.0163 ± 0.0205 0.06452 ± 0.00197 0.10593 ± 0.00094 12.980 ± 0.084 % 90.382 ± 0.095 %
658
+ 379 3.0184 ± 0.0205 0.06464 ± 0.00197 0.10622 ± 0.00094 12.990 ± 0.084 % 90.365 ± 0.095 %
659
+ 380 3.0136 ± 0.0204 0.06483 ± 0.00197 0.10641 ± 0.00094 13.000 ± 0.084 % 90.365 ± 0.095 %
660
+ 381 3.0101 ± 0.0204 0.06487 ± 0.00197 0.10639 ± 0.00094 13.003 ± 0.084 % 90.365 ± 0.095 %
661
+ 382 3.0064 ± 0.0203 0.06487 ± 0.00196 0.10633 ± 0.00094 13.005 ± 0.084 % 90.378 ± 0.094 %
662
+ 383 3.0100 ± 0.0204 0.06487 ± 0.00196 0.10634 ± 0.00094 13.002 ± 0.084 % 90.376 ± 0.094 %
663
+ 384 3.0163 ± 0.0204 0.06464 ± 0.00196 0.10627 ± 0.00093 12.994 ± 0.084 % 90.371 ± 0.094 %
664
+ 385 3.0217 ± 0.0204 0.06463 ± 0.00195 0.10617 ± 0.00093 12.984 ± 0.084 % 90.373 ± 0.094 %
665
+ 386 3.0293 ± 0.0205 0.06434 ± 0.00195 0.10607 ± 0.00093 12.972 ± 0.083 % 90.376 ± 0.094 %
666
+ 387 3.0337 ± 0.0205 0.06420 ± 0.00195 0.10601 ± 0.00093 12.965 ± 0.083 % 90.373 ± 0.094 %
667
+ 388 3.0400 ± 0.0205 0.06397 ± 0.00194 0.10588 ± 0.00093 12.953 ± 0.083 % 90.381 ± 0.094 %
668
+ 389 3.0473 ± 0.0205 0.06380 ± 0.00194 0.10578 ± 0.00092 12.945 ± 0.083 % 90.374 ± 0.094 %
669
+ 390 3.0489 ± 0.0205 0.06355 ± 0.00194 0.10567 ± 0.00092 12.934 ± 0.083 % 90.378 ± 0.094 %
670
+ 391 3.0414 ± 0.0204 0.06347 ± 0.00193 0.10546 ± 0.00092 12.923 ± 0.083 % 90.399 ± 0.093 %
671
+ 392 3.0351 ± 0.0204 0.06354 ± 0.00193 0.10542 ± 0.00092 12.928 ± 0.083 % 90.413 ± 0.093 %
672
+ 393 3.0277 ± 0.0203 0.06345 ± 0.00192 0.10525 ± 0.00092 12.922 ± 0.083 % 90.430 ± 0.093 %
673
+ 394 3.0272 ± 0.0202 0.06342 ± 0.00192 0.10514 ± 0.00091 12.913 ± 0.083 % 90.431 ± 0.093 %
674
+ 395 3.0216 ± 0.0202 0.06355 ± 0.00192 0.10523 ± 0.00092 12.930 ± 0.083 % 90.438 ± 0.093 %
675
+ 396 3.0165 ± 0.0201 0.06345 ± 0.00192 0.10508 ± 0.00091 12.923 ± 0.083 % 90.456 ± 0.092 %
676
+ 397 3.0101 ± 0.0200 0.06347 ± 0.00192 0.10504 ± 0.00092 12.922 ± 0.083 % 90.471 ± 0.092 %
677
+ 398 3.0030 ± 0.0199 0.06351 ± 0.00191 0.10495 ± 0.00092 12.917 ± 0.082 % 90.488 ± 0.092 %
678
+ 399 2.9973 ± 0.0199 0.06351 ± 0.00191 0.10483 ± 0.00091 12.915 ± 0.082 % 90.502 ± 0.092 %
679
+ 400 2.9907 ± 0.0198 0.06338 ± 0.00191 0.10463 ± 0.00091 12.903 ± 0.082 % 90.524 ± 0.092 %
680
+ 401 2.9837 ± 0.0197 0.06334 ± 0.00190 0.10462 ± 0.00091 12.909 ± 0.082 % 90.536 ± 0.092 %
681
+ 402 2.9776 ± 0.0196 0.06335 ± 0.00190 0.10459 ± 0.00091 12.913 ± 0.082 % 90.550 ± 0.091 %
682
+ 403 2.9707 ± 0.0195 0.06329 ± 0.00190 0.10447 ± 0.00091 12.912 ± 0.082 % 90.568 ± 0.091 %
683
+ 404 2.9631 ± 0.0194 0.06325 ± 0.00189 0.10432 ± 0.00091 12.909 ± 0.082 % 90.585 ± 0.091 %
684
+ 405 2.9568 ± 0.0194 0.06319 ± 0.00189 0.10426 ± 0.00091 12.906 ± 0.082 % 90.600 ± 0.091 %
685
+ 406 2.9494 ± 0.0193 0.06310 ± 0.00189 0.10415 ± 0.00091 12.905 ± 0.082 % 90.617 ± 0.091 %
686
+ 407 2.9423 ± 0.0192 0.06299 ± 0.00188 0.10399 ± 0.00091 12.899 ± 0.082 % 90.635 ± 0.090 %
687
+ 408 2.9352 ± 0.0191 0.06294 ± 0.00188 0.10389 ± 0.00091 12.896 ± 0.082 % 90.655 ± 0.090 %
688
+ 409 2.9304 ± 0.0190 0.06318 ± 0.00188 0.10404 ± 0.00091 12.917 ± 0.082 % 90.657 ± 0.090 %
689
+ 410 2.9244 ± 0.0189 0.06330 ± 0.00188 0.10396 ± 0.00091 12.916 ± 0.082 % 90.669 ± 0.090 %
690
+ 411 2.9187 ± 0.0189 0.06328 ± 0.00187 0.10392 ± 0.00091 12.918 ± 0.082 % 90.681 ± 0.090 %
691
+ 412 2.9148 ± 0.0188 0.06336 ± 0.00187 0.10390 ± 0.00091 12.914 ± 0.082 % 90.694 ± 0.090 %
692
+ 413 2.9107 ± 0.0188 0.06334 ± 0.00187 0.10377 ± 0.00091 12.908 ± 0.082 % 90.708 ± 0.089 %
693
+ 414 2.9087 ± 0.0187 0.06321 ± 0.00187 0.10378 ± 0.00091 12.907 ± 0.082 % 90.715 ± 0.089 %
694
+ 415 2.9066 ± 0.0187 0.06355 ± 0.00187 0.10384 ± 0.00090 12.916 ± 0.082 % 90.721 ± 0.089 %
695
+ 416 2.9043 ± 0.0187 0.06364 ± 0.00186 0.10396 ± 0.00090 12.926 ± 0.081 % 90.723 ± 0.089 %
696
+ 417 2.8988 ± 0.0186 0.06358 ± 0.00186 0.10391 ± 0.00090 12.929 ± 0.081 % 90.731 ± 0.089 %
697
+ 418 2.8932 ± 0.0185 0.06364 ± 0.00186 0.10390 ± 0.00090 12.930 ± 0.081 % 90.745 ± 0.089 %
698
+ 419 2.8985 ± 0.0185 0.06360 ± 0.00186 0.10393 ± 0.00090 12.926 ± 0.081 % 90.743 ± 0.089 %
699
+ 420 2.8936 ± 0.0185 0.06361 ± 0.00185 0.10380 ± 0.00090 12.920 ± 0.081 % 90.754 ± 0.089 %
700
+ 421 2.8914 ± 0.0184 0.06377 ± 0.00185 0.10383 ± 0.00090 12.924 ± 0.081 % 90.752 ± 0.088 %
701
+ 422 2.8931 ± 0.0184 0.06369 ± 0.00185 0.10374 ± 0.00090 12.918 ± 0.081 % 90.756 ± 0.088 %
702
+ 423 2.8897 ± 0.0184 0.06361 ± 0.00185 0.10364 ± 0.00090 12.914 ± 0.081 % 90.762 ± 0.088 %
703
+ 424 2.8852 ± 0.0183 0.06371 ± 0.00184 0.10360 ± 0.00090 12.919 ± 0.081 % 90.771 ± 0.088 %
704
+ 425 2.8812 ± 0.0183 0.06380 ± 0.00184 0.10361 ± 0.00089 12.924 ± 0.081 % 90.776 ± 0.088 %
705
+ 426 2.8791 ± 0.0182 0.06390 ± 0.00184 0.10361 ± 0.00089 12.927 ± 0.081 % 90.782 ± 0.088 %
706
+ 427 2.8773 ± 0.0182 0.06404 ± 0.00184 0.10357 ± 0.00089 12.927 ± 0.080 % 90.787 ± 0.088 %
707
+ 428 2.8741 ± 0.0181 0.06413 ± 0.00184 0.10360 ± 0.00089 12.932 ± 0.080 % 90.786 ± 0.088 %
708
+ 429 2.8693 ± 0.0181 0.06401 ± 0.00183 0.10361 ± 0.00089 12.938 ± 0.080 % 90.795 ± 0.087 %
709
+ 430 2.8651 ± 0.0180 0.06400 ± 0.00183 0.10356 ± 0.00089 12.938 ± 0.080 % 90.803 ± 0.087 %
710
+ 431 2.8657 ± 0.0180 0.06390 ± 0.00183 0.10349 ± 0.00089 12.933 ± 0.080 % 90.804 ± 0.087 %
711
+ 432 2.8616 ± 0.0180 0.06392 ± 0.00182 0.10344 ± 0.00089 12.932 ± 0.080 % 90.811 ± 0.087 %
712
+ 433 2.8569 ± 0.0179 0.06383 ± 0.00182 0.10338 ± 0.00089 12.933 ± 0.080 % 90.822 ± 0.087 %
713
+ 434 2.8533 ± 0.0178 0.06390 ± 0.00182 0.10338 ± 0.00089 12.939 ± 0.080 % 90.825 ± 0.087 %
714
+ 435 2.8493 ± 0.0178 0.06385 ± 0.00182 0.10327 ± 0.00089 12.934 ± 0.080 % 90.837 ± 0.087 %
715
+ 436 2.8440 ± 0.0177 0.06388 ± 0.00182 0.10318 ± 0.00088 12.934 ± 0.080 % 90.849 ± 0.086 %
716
+ 437 2.8383 ± 0.0176 0.06391 ± 0.00181 0.10322 ± 0.00089 12.943 ± 0.080 % 90.859 ± 0.086 %
717
+ 438 2.8339 ± 0.0176 0.06405 ± 0.00181 0.10331 ± 0.00089 12.957 ± 0.080 % 90.862 ± 0.086 %
718
+ 439 2.8331 ± 0.0176 0.06402 ± 0.00181 0.10333 ± 0.00089 12.963 ± 0.080 % 90.864 ± 0.086 %
719
+ 440 2.8298 ± 0.0175 0.06410 ± 0.00181 0.10332 ± 0.00088 12.964 ± 0.080 % 90.871 ± 0.086 %
720
+ 441 2.8279 ± 0.0175 0.06408 ± 0.00181 0.10342 ± 0.00088 12.978 ± 0.080 % 90.869 ± 0.086 %
721
+ 442 2.8235 ± 0.0174 0.06412 ± 0.00180 0.10337 ± 0.00088 12.975 ± 0.079 % 90.880 ± 0.086 %
722
+ 443 2.8290 ± 0.0174 0.06398 ± 0.00180 0.10324 ± 0.00088 12.963 ± 0.079 % 90.881 ± 0.086 %
723
+ 444 2.8368 ± 0.0175 0.06401 ± 0.00180 0.10316 ± 0.00088 12.951 ± 0.079 % 90.875 ± 0.086 %
724
+ 445 2.8344 ± 0.0175 0.06395 ± 0.00180 0.10304 ± 0.00088 12.944 ± 0.079 % 90.885 ± 0.085 %
725
+ 446 2.8337 ± 0.0174 0.06388 ± 0.00179 0.10302 ± 0.00088 12.942 ± 0.079 % 90.885 ± 0.085 %
726
+ 447 2.8354 ± 0.0174 0.06368 ± 0.00179 0.10299 ± 0.00087 12.938 ± 0.079 % 90.876 ± 0.085 %
727
+ 448 2.8374 ± 0.0174 0.06360 ± 0.00179 0.10297 ± 0.00087 12.936 ± 0.079 % 90.872 ± 0.085 %
728
+ 449 2.8440 ± 0.0175 0.06353 ± 0.00179 0.10291 ± 0.00087 12.927 ± 0.079 % 90.858 ± 0.085 %
729
+ 450 2.8458 ± 0.0175 0.06352 ± 0.00178 0.10284 ± 0.00087 12.922 ± 0.079 % 90.856 ± 0.085 %
730
+ 451 2.8481 ± 0.0175 0.06346 ± 0.00178 0.10276 ± 0.00087 12.915 ± 0.079 % 90.860 ± 0.085 %
731
+ 452 2.8526 ± 0.0175 0.06349 ± 0.00178 0.10268 ± 0.00087 12.907 ± 0.078 % 90.852 ± 0.085 %
732
+ 453 2.8604 ± 0.0175 0.06339 ± 0.00178 0.10258 ± 0.00086 12.895 ± 0.078 % 90.842 ± 0.085 %
733
+ 454 2.8659 ± 0.0176 0.06326 ± 0.00177 0.10250 ± 0.00086 12.887 ± 0.078 % 90.834 ± 0.085 %
734
+ 455 2.8686 ± 0.0176 0.06310 ± 0.00177 0.10241 ± 0.00086 12.878 ± 0.078 % 90.836 ± 0.085 %
735
+ 456 2.8740 ± 0.0176 0.06296 ± 0.00177 0.10231 ± 0.00086 12.867 ± 0.078 % 90.838 ± 0.085 %
736
+ 457 2.8724 ± 0.0175 0.06296 ± 0.00177 0.10231 ± 0.00086 12.866 ± 0.078 % 90.839 ± 0.085 %
737
+ 458 2.8760 ± 0.0176 0.06282 ± 0.00176 0.10221 ± 0.00086 12.856 ± 0.078 % 90.843 ± 0.084 %
738
+ 459 2.8782 ± 0.0176 0.06268 ± 0.00176 0.10205 ± 0.00085 12.845 ± 0.078 % 90.850 ± 0.084 %
739
+ 460 2.8846 ± 0.0176 0.06255 ± 0.00176 0.10198 ± 0.00085 12.834 ± 0.078 % 90.841 ± 0.084 %
740
+ 461 2.8906 ± 0.0176 0.06243 ± 0.00175 0.10189 ± 0.00085 12.822 ± 0.078 % 90.835 ± 0.084 %
741
+ 462 2.8941 ± 0.0176 0.06233 ± 0.00175 0.10177 ± 0.00085 12.813 ± 0.077 % 90.834 ± 0.084 %
742
+ 463 2.8944 ± 0.0176 0.06226 ± 0.00175 0.10178 ± 0.00085 12.814 ± 0.077 % 90.834 ± 0.084 %
743
+ 464 2.8930 ± 0.0176 0.06229 ± 0.00175 0.10184 ± 0.00085 12.817 ± 0.077 % 90.838 ± 0.084 %
744
+ 465 2.8932 ± 0.0176 0.06250 ± 0.00175 0.10194 ± 0.00085 12.823 ± 0.077 % 90.833 ± 0.084 %
745
+ 466 2.8991 ± 0.0176 0.06248 ± 0.00175 0.10192 ± 0.00085 12.817 ± 0.077 % 90.831 ± 0.084 %
746
+ 467 2.8985 ± 0.0176 0.06250 ± 0.00174 0.10187 ± 0.00084 12.812 ± 0.077 % 90.833 ± 0.084 %
747
+ 468 2.8954 ± 0.0176 0.06247 ± 0.00174 0.10188 ± 0.00084 12.814 ± 0.077 % 90.837 ± 0.084 %
748
+ 469 2.9011 ± 0.0176 0.06235 ± 0.00174 0.10182 ± 0.00084 12.805 ± 0.077 % 90.828 ± 0.083 %
749
+ 470 2.9029 ± 0.0176 0.06224 ± 0.00174 0.10177 ± 0.00084 12.799 ± 0.077 % 90.827 ± 0.083 %
750
+ 471 2.9055 ± 0.0176 0.06211 ± 0.00174 0.10171 ± 0.00084 12.791 ± 0.077 % 90.823 ± 0.083 %
751
+ 472 2.9090 ± 0.0176 0.06207 ± 0.00173 0.10161 ± 0.00084 12.782 ± 0.077 % 90.822 ± 0.083 %
752
+ 473 2.9103 ± 0.0176 0.06195 ± 0.00173 0.10152 ± 0.00084 12.774 ± 0.076 % 90.824 ± 0.083 %
753
+ 474 2.9117 ± 0.0176 0.06178 ± 0.00173 0.10139 ± 0.00083 12.764 ± 0.076 % 90.820 ± 0.083 %
754
+ 475 2.9135 ± 0.0176 0.06165 ± 0.00172 0.10132 ± 0.00083 12.757 ± 0.076 % 90.824 ± 0.083 %
755
+ 476 2.9163 ± 0.0176 0.06151 ± 0.00172 0.10121 ± 0.00083 12.749 ± 0.076 % 90.823 ± 0.083 %
756
+ 477 2.9195 ± 0.0176 0.06142 ± 0.00172 0.10109 ± 0.00083 12.738 ± 0.076 % 90.827 ± 0.083 %
757
+ 478 2.9217 ± 0.0176 0.06127 ± 0.00172 0.10101 ± 0.00083 12.731 ± 0.076 % 90.827 ± 0.083 %
758
+ 479 2.9241 ± 0.0176 0.06110 ± 0.00171 0.10090 ± 0.00083 12.721 ± 0.076 % 90.835 ± 0.083 %
759
+ 480 2.9260 ± 0.0176 0.06089 ± 0.00171 0.10084 ± 0.00083 12.712 ± 0.076 % 90.833 ± 0.082 %
760
+ 481 2.9298 ± 0.0176 0.06094 ± 0.00171 0.10076 ± 0.00082 12.704 ± 0.076 % 90.834 ± 0.082 %
761
+ 482 2.9320 ± 0.0176 0.06080 ± 0.00171 0.10068 ± 0.00082 12.696 ± 0.076 % 90.837 ± 0.082 %
762
+ 483 2.9350 ± 0.0176 0.06069 ± 0.00170 0.10060 ± 0.00082 12.686 ± 0.075 % 90.840 ± 0.082 %
763
+ 484 2.9318 ± 0.0176 0.06068 ± 0.00170 0.10050 ± 0.00082 12.681 ± 0.075 % 90.851 ± 0.082 %
764
+ 485 2.9363 ± 0.0176 0.06057 ± 0.00170 0.10041 ± 0.00082 12.672 ± 0.075 % 90.854 ± 0.082 %
765
+ 486 2.9380 ± 0.0176 0.06039 ± 0.00170 0.10034 ± 0.00082 12.665 ± 0.075 % 90.860 ± 0.082 %
766
+ 487 2.9444 ± 0.0176 0.06031 ± 0.00169 0.10024 ± 0.00082 12.656 ± 0.075 % 90.862 ± 0.082 %
767
+ 488 2.9494 ± 0.0176 0.06024 ± 0.00169 0.10017 ± 0.00081 12.647 ± 0.075 % 90.861 ± 0.082 %
768
+ 489 2.9547 ± 0.0177 0.06009 ± 0.00169 0.10006 ± 0.00081 12.637 ± 0.075 % 90.869 ± 0.082 %
769
+ 490 2.9545 ± 0.0177 0.06017 ± 0.00169 0.10005 ± 0.00081 12.635 ± 0.075 % 90.870 ± 0.081 %
770
+ 491 2.9599 ± 0.0177 0.06006 ± 0.00168 0.09995 ± 0.00081 12.625 ± 0.075 % 90.870 ± 0.081 %
771
+ 492 2.9646 ± 0.0177 0.05998 ± 0.00168 0.09986 ± 0.00081 12.615 ± 0.075 % 90.867 ± 0.081 %
772
+ 493 2.9681 ± 0.0177 0.05977 ± 0.00168 0.09977 ± 0.00081 12.608 ± 0.075 % 90.867 ± 0.081 %
773
+ 494 2.9726 ± 0.0177 0.05957 ± 0.00168 0.09972 ± 0.00081 12.600 ± 0.075 % 90.872 ± 0.081 %
774
+ 495 2.9783 ± 0.0178 0.05939 ± 0.00168 0.09965 ± 0.00080 12.591 ± 0.074 % 90.867 ± 0.081 %
775
+ 496 2.9781 ± 0.0177 0.05935 ± 0.00167 0.09964 ± 0.00080 12.590 ± 0.074 % 90.863 ± 0.081 %
776
+ 497 2.9796 ± 0.0177 0.05930 ± 0.00167 0.09960 ± 0.00080 12.587 ± 0.074 % 90.859 ± 0.081 %
777
+ 498 2.9816 ± 0.0177 0.05924 ± 0.00167 0.09952 ± 0.00080 12.579 ± 0.074 % 90.862 ± 0.081 %
778
+ 499 2.9838 ± 0.0177 0.05912 ± 0.00167 0.09944 ± 0.00080 12.571 ± 0.074 % 90.863 ± 0.081 %
779
+ 500 2.9872 ± 0.0177 0.05909 ± 0.00166 0.09935 ± 0.00080 12.561 ± 0.074 % 90.856 ± 0.081 %
780
+ 501 2.9881 ± 0.0177 0.05901 ± 0.00166 0.09929 ± 0.00080 12.555 ± 0.074 % 90.855 ± 0.081 %
781
+ 502 2.9898 ± 0.0177 0.05891 ± 0.00166 0.09922 ± 0.00079 12.547 ± 0.074 % 90.848 ± 0.081 %
782
+ 503 2.9953 ± 0.0177 0.05887 ± 0.00166 0.09913 ± 0.00079 12.539 ± 0.074 % 90.849 ± 0.081 %
783
+ 504 3.0009 ± 0.0178 0.05875 ± 0.00165 0.09903 ± 0.00079 12.529 ± 0.074 % 90.847 ± 0.080 %
784
+ 505 3.0016 ± 0.0178 0.05867 ± 0.00165 0.09897 ± 0.00079 12.522 ± 0.074 % 90.847 ± 0.080 %
785
+ 506 3.0017 ± 0.0177 0.05861 ± 0.00165 0.09885 ± 0.00079 12.513 ± 0.073 % 90.849 ± 0.080 %
786
+ 507 3.0036 ± 0.0177 0.05861 ± 0.00165 0.09885 ± 0.00079 12.513 ± 0.073 % 90.847 ± 0.080 %
787
+ 508 3.0070 ± 0.0178 0.05852 ± 0.00165 0.09877 ± 0.00079 12.504 ± 0.073 % 90.847 ± 0.080 %
788
+ 509 3.0129 ± 0.0178 0.05838 ± 0.00165 0.09874 ± 0.00079 12.498 ± 0.073 % 90.839 ± 0.080 %
789
+ 510 3.0159 ± 0.0178 0.05833 ± 0.00164 0.09865 ± 0.00078 12.490 ± 0.073 % 90.843 ± 0.080 %
790
+ 511 3.0208 ± 0.0178 0.05830 ± 0.00164 0.09857 ± 0.00078 12.482 ± 0.073 % 90.838 ± 0.080 %
791
+ 512 3.0145 ± 0.0178 0.05820 ± 0.00164 0.09844 ± 0.00078 12.475 ± 0.073 % 90.852 ± 0.080 %
792
+ 513 3.0104 ± 0.0177 0.05842 ± 0.00164 0.09857 ± 0.00078 12.491 ± 0.073 % 90.853 ± 0.080 %
793
+ 514 3.0057 ± 0.0176 0.05857 ± 0.00164 0.09857 ± 0.00078 12.497 ± 0.073 % 90.860 ± 0.080 %
794
+ 515 3.0024 ± 0.0176 0.05864 ± 0.00163 0.09860 ± 0.00078 12.504 ± 0.073 % 90.860 ± 0.080 %
795
+ 516 2.9995 ± 0.0176 0.05868 ± 0.00163 0.09867 ± 0.00078 12.513 ± 0.073 % 90.859 ± 0.079 %
796
+ 517 2.9975 ± 0.0175 0.05880 ± 0.00163 0.09869 ± 0.00078 12.516 ± 0.073 % 90.859 ± 0.079 %
797
+ 518 2.9939 ± 0.0175 0.05888 ± 0.00163 0.09872 ± 0.00078 12.522 ± 0.073 % 90.864 ± 0.079 %
798
+ 519 2.9893 ± 0.0174 0.05894 ± 0.00163 0.09869 ± 0.00078 12.524 ± 0.073 % 90.872 ± 0.079 %
799
+ 520 2.9876 ± 0.0174 0.05881 ± 0.00163 0.09867 ± 0.00078 12.523 ± 0.073 % 90.874 ± 0.079 %
800
+ 521 2.9852 ± 0.0174 0.05898 ± 0.00163 0.09878 ± 0.00078 12.537 ± 0.073 % 90.873 ± 0.079 %
801
+ 522 2.9807 ± 0.0173 0.05898 ± 0.00162 0.09877 ± 0.00078 12.544 ± 0.073 % 90.880 ± 0.079 %
802
+ 523 2.9784 ± 0.0173 0.05931 ± 0.00163 0.09894 ± 0.00078 12.556 ± 0.073 % 90.880 ± 0.079 %
803
+ 524 2.9809 ± 0.0173 0.05915 ± 0.00162 0.09894 ± 0.00078 12.552 ± 0.072 % 90.883 ± 0.079 %
804
+ 525 2.9778 ± 0.0172 0.05900 ± 0.00162 0.09886 ± 0.00078 12.549 ± 0.072 % 90.889 ± 0.079 %
805
+ 526 2.9747 ± 0.0172 0.05913 ± 0.00162 0.09893 ± 0.00078 12.558 ± 0.072 % 90.891 ± 0.079 %
806
+ 527 2.9748 ± 0.0172 0.05926 ± 0.00162 0.09895 ± 0.00078 12.561 ± 0.072 % 90.893 ± 0.078 %
807
+ 528 2.9728 ± 0.0172 0.05936 ± 0.00162 0.09904 ± 0.00077 12.573 ± 0.072 % 90.888 ± 0.078 %
808
+ 529 2.9689 ± 0.0171 0.05934 ± 0.00162 0.09899 ± 0.00077 12.576 ± 0.072 % 90.897 ± 0.078 %
809
+ 530 2.9656 ± 0.0171 0.05933 ± 0.00161 0.09894 ± 0.00077 12.576 ± 0.072 % 90.900 ± 0.078 %
810
+ 531 2.9624 ± 0.0170 0.05922 ± 0.00161 0.09891 ± 0.00077 12.578 ± 0.072 % 90.907 ± 0.078 %
811
+ 532 2.9618 ± 0.0170 0.05921 ± 0.00161 0.09901 ± 0.00077 12.590 ± 0.072 % 90.897 ± 0.078 %
812
+ 533 2.9596 ± 0.0170 0.05926 ± 0.00161 0.09901 ± 0.00077 12.589 ± 0.072 % 90.899 ± 0.078 %
813
+ 534 2.9584 ± 0.0170 0.05924 ± 0.00161 0.09895 ± 0.00077 12.584 ± 0.072 % 90.902 ± 0.078 %
814
+ 535 2.9556 ± 0.0169 0.05913 ± 0.00161 0.09889 ± 0.00077 12.577 ± 0.072 % 90.909 ± 0.078 %
815
+ 536 2.9536 ± 0.0169 0.05910 ± 0.00160 0.09886 ± 0.00077 12.572 ± 0.072 % 90.916 ± 0.078 %
816
+ 537 2.9486 ± 0.0168 0.05917 ± 0.00160 0.09884 ± 0.00077 12.573 ± 0.072 % 90.926 ± 0.078 %
817
+ 538 2.9448 ± 0.0168 0.05930 ± 0.00160 0.09895 ± 0.00077 12.584 ± 0.072 % 90.926 ± 0.078 %
818
+ 539 2.9409 ± 0.0167 0.05929 ± 0.00160 0.09894 ± 0.00077 12.588 ± 0.072 % 90.935 ± 0.077 %
819
+ 540 2.9405 ± 0.0167 0.05926 ± 0.00160 0.09904 ± 0.00077 12.595 ± 0.071 % 90.927 ± 0.077 %
820
+ 541 2.9411 ± 0.0167 0.05945 ± 0.00160 0.09917 ± 0.00077 12.602 ± 0.071 % 90.915 ± 0.077 %
821
+ 542 2.9391 ± 0.0167 0.05963 ± 0.00160 0.09929 ± 0.00077 12.617 ± 0.071 % 90.908 ± 0.077 %
822
+ 543 2.9376 ± 0.0166 0.05967 ± 0.00160 0.09946 ± 0.00077 12.630 ± 0.071 % 90.905 ± 0.077 %
823
+ 544 2.9375 ± 0.0166 0.05981 ± 0.00160 0.09963 ± 0.00077 12.641 ± 0.071 % 90.895 ± 0.077 %
824
+ 545 2.9352 ± 0.0166 0.05984 ± 0.00160 0.09970 ± 0.00077 12.643 ± 0.071 % 90.895 ± 0.077 %
825
+ 546 2.9353 ± 0.0166 0.05993 ± 0.00159 0.09976 ± 0.00077 12.646 ± 0.071 % 90.893 ± 0.077 %
826
+ 547 2.9328 ± 0.0165 0.06014 ± 0.00160 0.09995 ± 0.00077 12.662 ± 0.071 % 90.892 ± 0.077 %
827
+ 548 2.9305 ± 0.0165 0.06032 ± 0.00159 0.09998 ± 0.00077 12.666 ± 0.071 % 90.889 ± 0.077 %
828
+ 549 2.9271 ± 0.0165 0.06020 ± 0.00159 0.09990 ± 0.00077 12.664 ± 0.071 % 90.897 ± 0.077 %
829
+ 550 2.9222 ± 0.0164 0.06010 ± 0.00159 0.09976 ± 0.00076 12.656 ± 0.071 % 90.913 ± 0.077 %
830
+ 551 2.9168 ± 0.0164 0.06003 ± 0.00159 0.09963 ± 0.00076 12.649 ± 0.071 % 90.924 ± 0.077 %
831
+ 552 2.9125 ± 0.0163 0.06002 ± 0.00158 0.09952 ± 0.00076 12.643 ± 0.071 % 90.936 ± 0.077 %
832
+ 553 2.9078 ± 0.0163 0.05995 ± 0.00158 0.09945 ± 0.00076 12.639 ± 0.071 % 90.948 ± 0.076 %
833
+ 554 2.9038 ± 0.0162 0.06001 ± 0.00158 0.09947 ± 0.00076 12.639 ± 0.071 % 90.952 ± 0.076 %
834
+ 555 2.8989 ± 0.0162 0.05993 ± 0.00158 0.09943 ± 0.00076 12.642 ± 0.071 % 90.961 ± 0.076 %
835
+ 556 2.8951 ± 0.0161 0.05994 ± 0.00158 0.09940 ± 0.00076 12.643 ± 0.070 % 90.971 ± 0.076 %
836
+ 557 2.8905 ± 0.0161 0.05994 ± 0.00158 0.09936 ± 0.00076 12.645 ± 0.070 % 90.980 ± 0.076 %
837
+ 558 2.8904 ± 0.0161 0.05994 ± 0.00157 0.09935 ± 0.00076 12.643 ± 0.070 % 90.980 ± 0.076 %
838
+ 559 2.8873 ± 0.0160 0.05988 ± 0.00157 0.09941 ± 0.00076 12.655 ± 0.070 % 90.983 ± 0.076 %
839
+ 560 2.8863 ± 0.0160 0.06004 ± 0.00157 0.09946 ± 0.00076 12.657 ± 0.070 % 90.981 ± 0.076 %
840
+ 561 2.8871 ± 0.0160 0.06011 ± 0.00157 0.09951 ± 0.00076 12.661 ± 0.070 % 90.975 ± 0.076 %
841
+ 562 2.8884 ± 0.0160 0.06026 ± 0.00157 0.09961 ± 0.00076 12.667 ± 0.070 % 90.969 ± 0.076 %
842
+ 563 2.8925 ± 0.0160 0.06037 ± 0.00157 0.09969 ± 0.00076 12.667 ± 0.070 % 90.964 ± 0.076 %
843
+ 564 2.8950 ± 0.0160 0.06042 ± 0.00157 0.09981 ± 0.00075 12.667 ± 0.070 % 90.954 ± 0.076 %
844
+ 565 2.8927 ± 0.0160 0.06042 ± 0.00157 0.09982 ± 0.00075 12.667 ± 0.070 % 90.958 ± 0.076 %
845
+
846
+ ====== Perplexity statistics ======
847
+ Mean PPL(Q) : 2.892748 ± 0.015981
848
+ Mean PPL(base) : 2.723132 ± 0.014900
849
+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.94%
850
+ Mean ln(PPL(Q)/PPL(base)) : 0.060424 ± 0.001568
851
+ Mean PPL(Q)/PPL(base) : 1.062287 ± 0.001665
852
+ Mean PPL(Q)-PPL(base) : 0.169615 ± 0.004528
853
+
854
+ ====== KL divergence statistics ======
855
+ Mean KLD: 0.099818 ± 0.000754
856
+ Maximum KLD: 8.413041
857
+ 99.9% KLD: 3.231633
858
+ 99.0% KLD: 1.391727
859
+ 95.0% KLD: 0.484126
860
+ 90.0% KLD: 0.248516
861
+ Median KLD: 0.009711
862
+ 10.0% KLD: 0.000025
863
+ 5.0% KLD: 0.000006
864
+ 1.0% KLD: 0.000000
865
+ 0.1% KLD: -0.000002
866
+ Minimum KLD: -0.000008
867
+
868
+ ====== Token probability statistics ======
869
+ Mean Δp: -2.162 ± 0.033 %
870
+ Maximum Δp: 97.589%
871
+ 99.9% Δp: 66.862%
872
+ 99.0% Δp: 30.619%
873
+ 95.0% Δp: 9.332%
874
+ 90.0% Δp: 3.375%
875
+ 75.0% Δp: 0.050%
876
+ Median Δp: -0.017%
877
+ 25.0% Δp: -1.559%
878
+ 10.0% Δp: -10.711%
879
+ 5.0% Δp: -22.537%
880
+ 1.0% Δp: -56.896%
881
+ 0.1% Δp: -86.770%
882
+ Minimum Δp: -99.825%
883
+ RMS Δp : 12.667 ± 0.070 %
884
+ Same top p: 90.958 ± 0.076 %
885
+
886
+ llama_perf_context_print: load time = 127663.30 ms
887
+ llama_perf_context_print: prompt eval time = 203793.77 ms / 289280 tokens ( 0.70 ms per token, 1419.47 tokens per second)
888
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
889
+ llama_perf_context_print: total time = 231708.33 ms / 289281 tokens
890
+ llama_perf_context_print: graphs reused = 34
891
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
892
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49923 + (46188 = 41655 + 108 + 4424) + 1137 |
893
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 42011 + (54098 = 49423 + 99 + 4576) + 1139 |
894
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 37509 + (58600 = 53916 + 108 + 4576) + 1139 |
895
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 42011 + (54098 = 49423 + 99 + 4576) + 1139 |
896
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 37509 + (58600 = 53916 + 108 + 4576) + 1139 |
897
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 42011 + (54098 = 49423 + 99 + 4576) + 1139 |
898
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 48411 + (47698 = 41401 + 81 + 6216) + 1139 |
899
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
900
+ ```
kld_data/aes_sedai/GLM-5.1-Q4_K_M.md ADDED
@@ -0,0 +1,900 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### GLM-5.1-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/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-Q4_K_M.gguf
5
+ ggml_cuda_init: found 7 CUDA devices (Total VRAM: 680750 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
+ 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
14
+ common_params_fit_impl: getting device memory data for initial parameters:
15
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
16
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (57852 = 53319 + 108 + 4424) + -57290 |
17
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (69122 = 63679 + 99 + 5344) + -68560 |
18
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (74920 = 69468 + 108 + 5344) + -74358 |
19
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (69122 = 63679 + 99 + 5344) + -68560 |
20
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (74920 = 69468 + 108 + 5344) + -74358 |
21
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (69122 = 63679 + 99 + 5344) + -68560 |
22
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (60130 = 53065 + 81 + 6984) + -59568 |
23
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
24
+ common_params_fit_impl: projected memory use with initial parameters [MiB]:
25
+ common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 57852 used, 38835 free vs. target of 1024
26
+ common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 69122 used, 27565 free vs. target of 1024
27
+ common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 74920 used, 21767 free vs. target of 1024
28
+ common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 69122 used, 27565 free vs. target of 1024
29
+ common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 74920 used, 21767 free vs. target of 1024
30
+ common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 69122 used, 27565 free vs. target of 1024
31
+ common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 60130 used, 36556 free vs. target of 1024
32
+ common_params_fit_impl: projected to use 475191 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
35
+ common_fit_params: fitting params to free memory took 0.83 seconds
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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-Q4_K_M.gguf (version GGUF V3 (latest))
44
+ 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
48
+ llama_model_loader: - kv 3: general.sampling.temp f32 = 1.000000
49
+ llama_model_loader: - kv 4: general.name str = GLM 5.1
50
+ llama_model_loader: - kv 5: general.version str = 5.1
51
+ llama_model_loader: - kv 6: general.basename str = GLM
52
+ llama_model_loader: - kv 7: general.size_label str = 256x22B
53
+ llama_model_loader: - kv 8: general.license str = mit
54
+ 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
64
+ llama_model_loader: - kv 19: glm-dsa.expert_used_count u32 = 8
65
+ 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
68
+ 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
79
+ 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
82
+ 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
86
+ 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
93
+ llama_model_loader: - kv 48: tokenizer.ggml.bos_token_id u32 = 154822
94
+ llama_model_loader: - kv 49: tokenizer.ggml.eot_token_id u32 = 154827
95
+ 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
97
+ llama_model_loader: - kv 52: tokenizer.chat_template str = [gMASK]<sop>\n{%- if tools -%}\n{%- mac...
98
+ llama_model_loader: - kv 53: general.quantization_version u32 = 2
99
+ llama_model_loader: - kv 54: general.file_type u32 = 7
100
+ llama_model_loader: - kv 55: MoE_Quantization.ffn_up_exps str = Q4_K
101
+ llama_model_loader: - kv 56: MoE_Quantization.ffn_gate_exps str = Q4_K
102
+ llama_model_loader: - kv 57: MoE_Quantization.ffn_down_exps str = Q5_K
103
+ llama_model_loader: - kv 58: MoE_Quantization.type_default str = Q8_0
104
+ llama_model_loader: - kv 59: quantize.imatrix.file str = /mnt/srv/snowdrift/ggml/GLM-5.1/imatr...
105
+ 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 q8_0: 951 tensors
110
+ llama_model_loader: - type q4_K: 152 tensors
111
+ llama_model_loader: - type q5_K: 76 tensors
112
+ print_info: file format = GGUF V3 (latest)
113
+ print_info: file type = Q8_0
114
+ print_info: file size = 432.80 GiB (4.93 BPW)
115
+ load: 0 unused tokens
116
+ load: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect
117
+ load: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect
118
+ load: printing all EOG tokens:
119
+ load: - 154820 ('<|endoftext|>')
120
+ load: - 154827 ('<|user|>')
121
+ load: - 154829 ('<|observation|>')
122
+ load: special tokens cache size = 36
123
+ load: token to piece cache size = 0.9811 MB
124
+ print_info: arch = glm-dsa
125
+ print_info: vocab_only = 0
126
+ print_info: no_alloc = 0
127
+ print_info: n_ctx_train = 202752
128
+ print_info: n_embd = 6144
129
+ print_info: n_embd_inp = 6144
130
+ print_info: n_layer = 79
131
+ print_info: n_head = 64
132
+ print_info: n_head_kv = 1
133
+ print_info: n_rot = 64
134
+ print_info: n_swa = 0
135
+ print_info: is_swa_any = 0
136
+ print_info: n_embd_head_k = 576
137
+ print_info: n_embd_head_v = 512
138
+ print_info: n_gqa = 64
139
+ print_info: n_embd_k_gqa = 576
140
+ print_info: n_embd_v_gqa = 512
141
+ print_info: f_norm_eps = 0.0e+00
142
+ print_info: f_norm_rms_eps = 1.0e-05
143
+ print_info: f_clamp_kqv = 0.0e+00
144
+ print_info: f_max_alibi_bias = 0.0e+00
145
+ print_info: f_logit_scale = 0.0e+00
146
+ print_info: f_attn_scale = 0.0e+00
147
+ print_info: f_attn_value_scale = 1.0000
148
+ print_info: n_ff = 12288
149
+ print_info: n_expert = 256
150
+ print_info: n_expert_used = 8
151
+ print_info: n_expert_groups = 1
152
+ print_info: n_group_used = 1
153
+ print_info: causal attn = 1
154
+ print_info: pooling type = -1
155
+ print_info: rope type = 0
156
+ print_info: rope scaling = linear
157
+ print_info: freq_base_train = 1000000.0
158
+ print_info: freq_scale_train = 1
159
+ print_info: n_ctx_orig_yarn = 202752
160
+ print_info: rope_yarn_log_mul = 0.0000
161
+ print_info: rope_finetuned = unknown
162
+ print_info: model type = 744B.A40B
163
+ print_info: model params = 753.86 B
164
+ print_info: general.name = GLM 5.1
165
+ print_info: n_layer_dense_lead = 3
166
+ print_info: n_lora_q = 2048
167
+ print_info: n_lora_kv = 512
168
+ print_info: n_embd_head_k_mla = 256
169
+ print_info: n_embd_head_v_mla = 256
170
+ print_info: n_ff_exp = 2048
171
+ print_info: n_expert_shared = 1
172
+ print_info: expert_weights_scale = 2.5
173
+ print_info: expert_weights_norm = 1
174
+ print_info: expert_gating_func = sigmoid
175
+ print_info: vocab type = BPE
176
+ print_info: n_vocab = 154880
177
+ print_info: n_merges = 321649
178
+ print_info: BOS token = 154822 '[gMASK]'
179
+ print_info: EOS token = 154820 '<|endoftext|>'
180
+ print_info: EOT token = 154827 '<|user|>'
181
+ print_info: EOM token = 154829 '<|observation|>'
182
+ print_info: UNK token = 154820 '<|endoftext|>'
183
+ print_info: PAD token = 154820 '<|endoftext|>'
184
+ print_info: LF token = 198 'Ċ'
185
+ print_info: FIM PRE token = 154838 '<|code_prefix|>'
186
+ print_info: FIM SUF token = 154840 '<|code_suffix|>'
187
+ print_info: FIM MID token = 154839 '<|code_middle|>'
188
+ print_info: EOG token = 154820 '<|endoftext|>'
189
+ print_info: EOG token = 154827 '<|user|>'
190
+ print_info: EOG token = 154829 '<|observation|>'
191
+ print_info: max token length = 1024
192
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
193
+ model has unused tensor blk.78.attn_norm.weight (size = 24576 bytes) -- ignoring
194
+ model has unused tensor blk.78.attn_q_a_norm.weight (size = 8192 bytes) -- ignoring
195
+ model has unused tensor blk.78.attn_kv_a_norm.weight (size = 2048 bytes) -- ignoring
196
+ model has unused tensor blk.78.attn_q_a.weight (size = 13369344 bytes) -- ignoring
197
+ model has unused tensor blk.78.attn_q_b.weight (size = 35651584 bytes) -- ignoring
198
+ model has unused tensor blk.78.attn_kv_a_mqa.weight (size = 3760128 bytes) -- ignoring
199
+ model has unused tensor blk.78.attn_k_b.weight (size = 6684672 bytes) -- ignoring
200
+ model has unused tensor blk.78.attn_v_b.weight (size = 8912896 bytes) -- ignoring
201
+ model has unused tensor blk.78.attn_output.weight (size = 106954752 bytes) -- ignoring
202
+ model has unused tensor blk.78.ffn_norm.weight (size = 24576 bytes) -- ignoring
203
+ model has unused tensor blk.78.indexer.k_norm.weight (size = 512 bytes) -- ignoring
204
+ model has unused tensor blk.78.indexer.k_norm.bias (size = 512 bytes) -- ignoring
205
+ model has unused tensor blk.78.indexer.proj.weight (size = 208896 bytes) -- ignoring
206
+ model has unused tensor blk.78.indexer.attn_k.weight (size = 835584 bytes) -- ignoring
207
+ model has unused tensor blk.78.indexer.attn_q_b.weight (size = 8912896 bytes) -- ignoring
208
+ model has unused tensor blk.78.ffn_gate_inp.weight (size = 6291456 bytes) -- ignoring
209
+ model has unused tensor blk.78.ffn_gate_exps.weight (size = 1811939328 bytes) -- ignoring
210
+ model has unused tensor blk.78.ffn_down_exps.weight (size = 2214592512 bytes) -- ignoring
211
+ model has unused tensor blk.78.ffn_up_exps.weight (size = 1811939328 bytes) -- ignoring
212
+ model has unused tensor blk.78.ffn_gate_shexp.weight (size = 13369344 bytes) -- ignoring
213
+ model has unused tensor blk.78.ffn_down_shexp.weight (size = 13369344 bytes) -- ignoring
214
+ model has unused tensor blk.78.ffn_up_shexp.weight (size = 13369344 bytes) -- ignoring
215
+ model has unused tensor blk.78.nextn.eh_proj.weight (size = 80216064 bytes) -- ignoring
216
+ model has unused tensor blk.78.nextn.enorm.weight (size = 24576 bytes) -- ignoring
217
+ model has unused tensor blk.78.nextn.hnorm.weight (size = 24576 bytes) -- ignoring
218
+ model has unused tensor blk.78.nextn.shared_head_norm.weight (size = 24576 bytes) -- ignoring
219
+ load_tensors: offloading output layer to GPU
220
+ load_tensors: offloading 78 repeating layers to GPU
221
+ load_tensors: offloaded 80/80 layers to GPU
222
+ load_tensors: CPU_Mapped model buffer size = 964.22 MiB
223
+ load_tensors: CUDA0 model buffer size = 53319.94 MiB
224
+ load_tensors: CUDA1 model buffer size = 63679.18 MiB
225
+ load_tensors: CUDA2 model buffer size = 69468.19 MiB
226
+ load_tensors: CUDA3 model buffer size = 63679.18 MiB
227
+ load_tensors: CUDA4 model buffer size = 69468.19 MiB
228
+ load_tensors: CUDA5 model buffer size = 63679.18 MiB
229
+ load_tensors: CUDA6 model buffer size = 53065.39 MiB
230
+ ....................................................................................................
231
+ common_init_result: added <|endoftext|> logit bias = -inf
232
+ common_init_result: added <|user|> logit bias = -inf
233
+ common_init_result: added <|observation|> logit bias = -inf
234
+ llama_context: constructing llama_context
235
+ llama_context: n_seq_max = 16
236
+ llama_context: n_ctx = 8192
237
+ llama_context: n_ctx_seq = 512
238
+ llama_context: n_batch = 8192
239
+ llama_context: n_ubatch = 8192
240
+ llama_context: causal_attn = 1
241
+ llama_context: flash_attn = enabled
242
+ llama_context: kv_unified = false
243
+ llama_context: freq_base = 1000000.0
244
+ llama_context: freq_scale = 1
245
+ llama_context: n_ctx_seq (512) < n_ctx_train (202752) -- the full capacity of the model will not be utilized
246
+ llama_context: CUDA_Host output buffer size = 9.45 MiB
247
+ llama_kv_cache: CUDA0 KV buffer size = 108.00 MiB
248
+ llama_kv_cache: CUDA1 KV buffer size = 99.00 MiB
249
+ llama_kv_cache: CUDA2 KV buffer size = 108.00 MiB
250
+ llama_kv_cache: CUDA3 KV buffer size = 99.00 MiB
251
+ llama_kv_cache: CUDA4 KV buffer size = 108.00 MiB
252
+ llama_kv_cache: CUDA5 KV buffer size = 99.00 MiB
253
+ llama_kv_cache: CUDA6 KV buffer size = 81.00 MiB
254
+ llama_kv_cache: size = 702.00 MiB ( 512 cells, 78 layers, 16/16 seqs), K (f16): 702.00 MiB, V (f16): 0.00 MiB
255
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576
256
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512
257
+ llama_context: pipeline parallelism enabled
258
+ sched_reserve: reserving ...
259
+ sched_reserve: resolving fused Gated Delta Net support:
260
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
261
+ sched_reserve: fused Gated Delta Net (chunked) enabled
262
+ sched_reserve: CUDA0 compute buffer size = 4424.38 MiB
263
+ sched_reserve: CUDA1 compute buffer size = 4576.38 MiB
264
+ sched_reserve: CUDA2 compute buffer size = 4576.38 MiB
265
+ sched_reserve: CUDA3 compute buffer size = 4576.38 MiB
266
+ sched_reserve: CUDA4 compute buffer size = 4576.38 MiB
267
+ sched_reserve: CUDA5 compute buffer size = 4576.38 MiB
268
+ sched_reserve: CUDA6 compute buffer size = 6216.50 MiB
269
+ sched_reserve: CUDA_Host compute buffer size = 448.62 MiB
270
+ sched_reserve: graph nodes = 6142
271
+ sched_reserve: graph splits = 8
272
+ sched_reserve: reserve took 112.75 ms, sched copies = 4
273
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
274
+
275
+ 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 |
276
+ kl_divergence: computing over 565 chunks, n_ctx=512, batch_size=8192, n_seq=16
277
+ kl_divergence: 6.69 seconds per pass - ETA 3.93 minutes
278
+
279
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
280
+ 1 1.3479 ± 0.0720 0.00751 ± 0.01802 0.02976 ± 0.00594 8.183 ± 1.158 % 96.471 ± 1.158 %
281
+ 2 2.0831 ± 0.1563 0.00492 ± 0.01248 0.03440 ± 0.00424 7.305 ± 0.747 % 95.098 ± 0.957 %
282
+ 3 1.8064 ± 0.1073 0.00522 ± 0.01032 0.02851 ± 0.00324 6.736 ± 0.596 % 96.340 ± 0.679 %
283
+ 4 1.6012 ± 0.0746 0.00202 ± 0.00879 0.02475 ± 0.00282 6.643 ± 0.625 % 97.059 ± 0.529 %
284
+ 5 1.5140 ± 0.0590 0.01463 ± 0.00883 0.02861 ± 0.00374 7.713 ± 0.686 % 97.176 ± 0.464 %
285
+ 6 1.4436 ± 0.0478 0.00924 ± 0.00805 0.02716 ± 0.00324 7.668 ± 0.614 % 97.451 ± 0.403 %
286
+ 7 1.4223 ± 0.0432 0.01179 ± 0.00733 0.02598 ± 0.00287 7.533 ± 0.562 % 97.535 ± 0.367 %
287
+ 8 1.3847 ± 0.0376 0.01200 ± 0.00652 0.02477 ± 0.00261 7.341 ± 0.516 % 97.647 ± 0.336 %
288
+ 9 1.3913 ± 0.0360 0.01937 ± 0.00686 0.02967 ± 0.00296 7.700 ± 0.483 % 97.255 ± 0.341 %
289
+ 10 1.3636 ± 0.0324 0.01880 ± 0.00633 0.02870 ± 0.00273 7.685 ± 0.460 % 97.333 ± 0.319 %
290
+ 11 1.3470 ± 0.0299 0.01792 ± 0.00587 0.02789 ± 0.00252 7.556 ± 0.434 % 97.469 ± 0.297 %
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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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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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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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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493
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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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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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518
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520
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521
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522
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525
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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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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
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587
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588
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589
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590
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591
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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
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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
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608
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609
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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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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
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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
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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
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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
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772
+ 493 2.8293 ± 0.0168 0.01185 ± 0.00103 0.03731 ± 0.00033 7.534 ± 0.054 % 94.428 ± 0.065 %
773
+ 494 2.8341 ± 0.0168 0.01184 ± 0.00102 0.03730 ± 0.00033 7.529 ± 0.054 % 94.425 ± 0.065 %
774
+ 495 2.8399 ± 0.0169 0.01183 ± 0.00102 0.03728 ± 0.00033 7.524 ± 0.054 % 94.424 ± 0.065 %
775
+ 496 2.8400 ± 0.0169 0.01187 ± 0.00102 0.03728 ± 0.00033 7.524 ± 0.054 % 94.424 ± 0.065 %
776
+ 497 2.8416 ± 0.0168 0.01189 ± 0.00102 0.03727 ± 0.00033 7.524 ± 0.054 % 94.419 ± 0.064 %
777
+ 498 2.8437 ± 0.0168 0.01189 ± 0.00102 0.03725 ± 0.00033 7.520 ± 0.054 % 94.418 ± 0.064 %
778
+ 499 2.8461 ± 0.0168 0.01189 ± 0.00102 0.03725 ± 0.00033 7.518 ± 0.054 % 94.412 ± 0.064 %
779
+ 500 2.8496 ± 0.0169 0.01192 ± 0.00102 0.03722 ± 0.00032 7.512 ± 0.054 % 94.407 ± 0.064 %
780
+ 501 2.8506 ± 0.0168 0.01192 ± 0.00102 0.03722 ± 0.00032 7.509 ± 0.054 % 94.405 ± 0.064 %
781
+ 502 2.8523 ± 0.0168 0.01182 ± 0.00101 0.03721 ± 0.00032 7.507 ± 0.054 % 94.396 ± 0.064 %
782
+ 503 2.8576 ± 0.0169 0.01180 ± 0.00101 0.03718 ± 0.00032 7.502 ± 0.054 % 94.393 ± 0.064 %
783
+ 504 2.8633 ± 0.0169 0.01182 ± 0.00101 0.03714 ± 0.00032 7.495 ± 0.054 % 94.396 ± 0.064 %
784
+ 505 2.8640 ± 0.0169 0.01174 ± 0.00101 0.03713 ± 0.00032 7.492 ± 0.053 % 94.394 ± 0.064 %
785
+ 506 2.8643 ± 0.0169 0.01175 ± 0.00101 0.03710 ± 0.00032 7.489 ± 0.053 % 94.391 ± 0.064 %
786
+ 507 2.8661 ± 0.0169 0.01177 ± 0.00101 0.03709 ± 0.00032 7.487 ± 0.053 % 94.394 ± 0.064 %
787
+ 508 2.8696 ± 0.0169 0.01175 ± 0.00101 0.03707 ± 0.00032 7.482 ± 0.053 % 94.391 ± 0.064 %
788
+ 509 2.8756 ± 0.0169 0.01174 ± 0.00101 0.03706 ± 0.00032 7.477 ± 0.053 % 94.386 ± 0.064 %
789
+ 510 2.8786 ± 0.0169 0.01171 ± 0.00101 0.03704 ± 0.00032 7.475 ± 0.053 % 94.384 ± 0.064 %
790
+ 511 2.8834 ± 0.0169 0.01174 ± 0.00100 0.03704 ± 0.00032 7.473 ± 0.053 % 94.383 ± 0.064 %
791
+ 512 2.8777 ± 0.0169 0.01175 ± 0.00100 0.03700 ± 0.00032 7.469 ± 0.053 % 94.393 ± 0.064 %
792
+ 513 2.8733 ± 0.0168 0.01179 ± 0.00100 0.03702 ± 0.00032 7.478 ± 0.053 % 94.395 ± 0.064 %
793
+ 514 2.8682 ± 0.0168 0.01176 ± 0.00100 0.03703 ± 0.00032 7.482 ± 0.053 % 94.401 ± 0.064 %
794
+ 515 2.8649 ± 0.0167 0.01178 ± 0.00100 0.03705 ± 0.00032 7.485 ± 0.053 % 94.402 ± 0.063 %
795
+ 516 2.8622 ± 0.0167 0.01182 ± 0.00100 0.03705 ± 0.00032 7.488 ± 0.053 % 94.405 ± 0.063 %
796
+ 517 2.8599 ± 0.0167 0.01182 ± 0.00100 0.03707 ± 0.00032 7.492 ± 0.053 % 94.403 ± 0.063 %
797
+ 518 2.8565 ± 0.0166 0.01188 ± 0.00100 0.03709 ± 0.00032 7.495 ± 0.053 % 94.408 ± 0.063 %
798
+ 519 2.8518 ± 0.0166 0.01186 ± 0.00100 0.03708 ± 0.00032 7.497 ± 0.053 % 94.412 ± 0.063 %
799
+ 520 2.8504 ± 0.0165 0.01178 ± 0.00100 0.03707 ± 0.00032 7.500 ± 0.053 % 94.416 ± 0.063 %
800
+ 521 2.8473 ± 0.0165 0.01168 ± 0.00100 0.03713 ± 0.00032 7.507 ± 0.053 % 94.413 ± 0.063 %
801
+ 522 2.8428 ± 0.0164 0.01161 ± 0.00099 0.03711 ± 0.00032 7.507 ± 0.053 % 94.421 ± 0.063 %
802
+ 523 2.8399 ± 0.0164 0.01171 ± 0.00099 0.03715 ± 0.00032 7.514 ± 0.053 % 94.420 ± 0.063 %
803
+ 524 2.8426 ± 0.0164 0.01162 ± 0.00099 0.03718 ± 0.00032 7.510 ± 0.053 % 94.419 ± 0.063 %
804
+ 525 2.8400 ± 0.0164 0.01162 ± 0.00099 0.03714 ± 0.00032 7.507 ± 0.053 % 94.425 ± 0.063 %
805
+ 526 2.8368 ± 0.0163 0.01169 ± 0.00099 0.03713 ± 0.00032 7.508 ± 0.053 % 94.428 ± 0.063 %
806
+ 527 2.8366 ± 0.0163 0.01170 ± 0.00099 0.03714 ± 0.00032 7.511 ± 0.053 % 94.429 ± 0.063 %
807
+ 528 2.8343 ± 0.0163 0.01167 ± 0.00099 0.03716 ± 0.00032 7.518 ± 0.052 % 94.431 ± 0.062 %
808
+ 529 2.8307 ± 0.0163 0.01168 ± 0.00099 0.03714 ± 0.00032 7.517 ± 0.052 % 94.436 ± 0.062 %
809
+ 530 2.8274 ± 0.0162 0.01162 ± 0.00099 0.03713 ± 0.00032 7.519 ± 0.052 % 94.442 ± 0.062 %
810
+ 531 2.8246 ± 0.0162 0.01157 ± 0.00099 0.03712 ± 0.00032 7.519 ± 0.052 % 94.444 ± 0.062 %
811
+ 532 2.8239 ± 0.0162 0.01153 ± 0.00099 0.03715 ± 0.00032 7.528 ± 0.052 % 94.440 ± 0.062 %
812
+ 533 2.8214 ± 0.0161 0.01144 ± 0.00099 0.03716 ± 0.00032 7.530 ± 0.052 % 94.441 ± 0.062 %
813
+ 534 2.8203 ± 0.0161 0.01143 ± 0.00098 0.03716 ± 0.00031 7.531 ± 0.052 % 94.442 ± 0.062 %
814
+ 535 2.8179 ± 0.0161 0.01143 ± 0.00098 0.03715 ± 0.00031 7.531 ± 0.052 % 94.447 ± 0.062 %
815
+ 536 2.8162 ± 0.0160 0.01145 ± 0.00098 0.03717 ± 0.00031 7.533 ± 0.052 % 94.442 ± 0.062 %
816
+ 537 2.8111 ± 0.0160 0.01143 ± 0.00098 0.03712 ± 0.00031 7.528 ± 0.052 % 94.453 ± 0.062 %
817
+ 538 2.8071 ± 0.0159 0.01144 ± 0.00098 0.03715 ± 0.00031 7.538 ± 0.052 % 94.455 ± 0.062 %
818
+ 539 2.8034 ± 0.0159 0.01140 ± 0.00098 0.03714 ± 0.00031 7.537 ± 0.052 % 94.463 ± 0.062 %
819
+ 540 2.8029 ± 0.0159 0.01134 ± 0.00098 0.03715 ± 0.00031 7.536 ± 0.052 % 94.460 ± 0.062 %
820
+ 541 2.8030 ± 0.0159 0.01138 ± 0.00098 0.03720 ± 0.00031 7.542 ± 0.052 % 94.461 ± 0.062 %
821
+ 542 2.8007 ± 0.0158 0.01137 ± 0.00098 0.03721 ± 0.00031 7.545 ± 0.052 % 94.457 ± 0.062 %
822
+ 543 2.7992 ± 0.0158 0.01139 ± 0.00098 0.03723 ± 0.00031 7.547 ± 0.052 % 94.459 ± 0.061 %
823
+ 544 2.7989 ± 0.0158 0.01149 ± 0.00098 0.03727 ± 0.00031 7.552 ± 0.052 % 94.452 ± 0.061 %
824
+ 545 2.7967 ± 0.0157 0.01153 ± 0.00098 0.03733 ± 0.00031 7.562 ± 0.052 % 94.444 ± 0.061 %
825
+ 546 2.7965 ± 0.0157 0.01150 ± 0.00098 0.03737 ± 0.00031 7.569 ± 0.052 % 94.440 ± 0.061 %
826
+ 547 2.7934 ± 0.0157 0.01145 ± 0.00098 0.03738 ± 0.00031 7.570 ± 0.052 % 94.444 ± 0.061 %
827
+ 548 2.7906 ± 0.0157 0.01143 ± 0.00098 0.03737 ± 0.00031 7.570 ± 0.051 % 94.443 ± 0.061 %
828
+ 549 2.7876 ± 0.0156 0.01136 ± 0.00097 0.03736 ± 0.00031 7.574 ± 0.051 % 94.448 ± 0.061 %
829
+ 550 2.7832 ± 0.0156 0.01136 ± 0.00097 0.03731 ± 0.00031 7.569 ± 0.051 % 94.456 ± 0.061 %
830
+ 551 2.7782 ± 0.0155 0.01134 ± 0.00097 0.03726 ± 0.00031 7.565 ± 0.051 % 94.465 ± 0.061 %
831
+ 552 2.7741 ± 0.0155 0.01135 ± 0.00097 0.03724 ± 0.00031 7.565 ± 0.051 % 94.471 ± 0.061 %
832
+ 553 2.7700 ± 0.0154 0.01137 ± 0.00097 0.03724 ± 0.00031 7.571 ± 0.052 % 94.478 ± 0.061 %
833
+ 554 2.7660 ± 0.0154 0.01138 ± 0.00097 0.03725 ± 0.00031 7.575 ± 0.052 % 94.483 ± 0.061 %
834
+ 555 2.7615 ± 0.0153 0.01138 ± 0.00097 0.03723 ± 0.00031 7.573 ± 0.051 % 94.490 ± 0.061 %
835
+ 556 2.7580 ± 0.0153 0.01141 ± 0.00097 0.03721 ± 0.00031 7.573 ± 0.051 % 94.496 ± 0.061 %
836
+ 557 2.7537 ± 0.0152 0.01145 ± 0.00097 0.03720 ± 0.00031 7.575 ± 0.052 % 94.503 ± 0.060 %
837
+ 558 2.7536 ± 0.0152 0.01145 ± 0.00096 0.03720 ± 0.00031 7.574 ± 0.051 % 94.502 ± 0.060 %
838
+ 559 2.7511 ± 0.0152 0.01154 ± 0.00096 0.03720 ± 0.00031 7.575 ± 0.051 % 94.504 ± 0.060 %
839
+ 560 2.7498 ± 0.0152 0.01159 ± 0.00096 0.03722 ± 0.00031 7.579 ± 0.051 % 94.504 ± 0.060 %
840
+ 561 2.7503 ± 0.0152 0.01159 ± 0.00096 0.03725 ± 0.00031 7.582 ± 0.051 % 94.501 ± 0.060 %
841
+ 562 2.7509 ± 0.0152 0.01149 ± 0.00096 0.03730 ± 0.00031 7.587 ± 0.051 % 94.500 ± 0.060 %
842
+ 563 2.7545 ± 0.0152 0.01148 ± 0.00096 0.03734 ± 0.00031 7.588 ± 0.051 % 94.494 ± 0.060 %
843
+ 564 2.7566 ± 0.0152 0.01142 ± 0.00096 0.03739 ± 0.00031 7.590 ± 0.051 % 94.485 ± 0.060 %
844
+ 565 2.7546 ± 0.0151 0.01149 ± 0.00096 0.03741 ± 0.00031 7.590 ± 0.051 % 94.489 ± 0.060 %
845
+
846
+ ====== Perplexity statistics ======
847
+ Mean PPL(Q) : 2.754593 ± 0.015142
848
+ Mean PPL(base) : 2.723132 ± 0.014900
849
+ Cor(ln(PPL(Q)), ln(PPL(base))): 98.46%
850
+ Mean ln(PPL(Q)/PPL(base)) : 0.011487 ± 0.000962
851
+ Mean PPL(Q)/PPL(base) : 1.011553 ± 0.000973
852
+ Mean PPL(Q)-PPL(base) : 0.031461 ± 0.002644
853
+
854
+ ====== KL divergence statistics ======
855
+ Mean KLD: 0.037406 ± 0.000308
856
+ Maximum KLD: 5.044281
857
+ 99.9% KLD: 1.349837
858
+ 99.0% KLD: 0.523278
859
+ 95.0% KLD: 0.175733
860
+ 90.0% KLD: 0.091039
861
+ Median KLD: 0.003027
862
+ 10.0% KLD: 0.000008
863
+ 5.0% KLD: 0.000002
864
+ 1.0% KLD: -0.000000
865
+ 0.1% KLD: -0.000003
866
+ Minimum KLD: -0.000020
867
+
868
+ ====== Token probability statistics ======
869
+ Mean Δp: -0.348 ± 0.020 %
870
+ Maximum Δp: 96.679%
871
+ 99.9% Δp: 52.058%
872
+ 99.0% Δp: 24.486%
873
+ 95.0% Δp: 7.839%
874
+ 90.0% Δp: 3.151%
875
+ 75.0% Δp: 0.148%
876
+ Median Δp: -0.001%
877
+ 25.0% Δp: -0.373%
878
+ 10.0% Δp: -4.350%
879
+ 5.0% Δp: -9.827%
880
+ 1.0% Δp: -28.886%
881
+ 0.1% Δp: -58.706%
882
+ Minimum Δp: -97.940%
883
+ RMS Δp : 7.590 ± 0.051 %
884
+ Same top p: 94.489 ± 0.060 %
885
+
886
+ llama_perf_context_print: load time = 175823.05 ms
887
+ llama_perf_context_print: prompt eval time = 206256.18 ms / 289280 tokens ( 0.71 ms per token, 1402.53 tokens per second)
888
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
889
+ llama_perf_context_print: total time = 234615.01 ms / 289281 tokens
890
+ llama_perf_context_print: graphs reused = 34
891
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
892
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 38259 + (57852 = 53319 + 108 + 4424) + 1137 |
893
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 27755 + (68354 = 63679 + 99 + 4576) + 1139 |
894
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 21957 + (74152 = 69468 + 108 + 4576) + 1139 |
895
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 27755 + (68354 = 63679 + 99 + 4576) + 1139 |
896
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 21957 + (74152 = 69468 + 108 + 4576) + 1139 |
897
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 27755 + (68354 = 63679 + 99 + 4576) + 1139 |
898
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 36747 + (59362 = 53065 + 81 + 6216) + 1139 |
899
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
900
+ ```
kld_data/aes_sedai/GLM-5.1-Q5_K_M.md ADDED
@@ -0,0 +1,900 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ### GLM-5.1-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/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-Q5_K_M.gguf
5
+ ggml_cuda_init: found 7 CUDA devices (Total VRAM: 680750 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
+ 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
14
+ common_params_fit_impl: getting device memory data for initial parameters:
15
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
16
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68436 = 63903 + 108 + 4424) + -67874 |
17
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (82058 = 76615 + 99 + 5344) + -81496 |
18
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (89032 = 83580 + 108 + 5344) + -88470 |
19
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (82058 = 76615 + 99 + 5344) + -81496 |
20
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (89032 = 83580 + 108 + 5344) + -88470 |
21
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (82058 = 76615 + 99 + 5344) + -81496 |
22
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (70714 = 63649 + 81 + 6984) + -70152 |
23
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
24
+ common_params_fit_impl: projected memory use with initial parameters [MiB]:
25
+ common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68436 used, 28251 free vs. target of 1024
26
+ common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 82058 used, 14629 free vs. target of 1024
27
+ common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 89032 used, 7655 free vs. target of 1024
28
+ common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 82058 used, 14629 free vs. target of 1024
29
+ common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 89032 used, 7655 free vs. target of 1024
30
+ common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 82058 used, 14629 free vs. target of 1024
31
+ common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 70714 used, 25972 free vs. target of 1024
32
+ common_params_fit_impl: projected to use 563391 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
35
+ common_fit_params: fitting params to free memory took 0.82 seconds
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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-Q5_K_M.gguf (version GGUF V3 (latest))
44
+ 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
48
+ llama_model_loader: - kv 3: general.sampling.temp f32 = 1.000000
49
+ llama_model_loader: - kv 4: general.name str = GLM 5.1
50
+ llama_model_loader: - kv 5: general.version str = 5.1
51
+ llama_model_loader: - kv 6: general.basename str = GLM
52
+ llama_model_loader: - kv 7: general.size_label str = 256x22B
53
+ llama_model_loader: - kv 8: general.license str = mit
54
+ 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
64
+ llama_model_loader: - kv 19: glm-dsa.expert_used_count u32 = 8
65
+ 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
68
+ 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
79
+ 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
82
+ 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
86
+ 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
93
+ llama_model_loader: - kv 48: tokenizer.ggml.bos_token_id u32 = 154822
94
+ llama_model_loader: - kv 49: tokenizer.ggml.eot_token_id u32 = 154827
95
+ 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
97
+ llama_model_loader: - kv 52: tokenizer.chat_template str = [gMASK]<sop>\n{%- if tools -%}\n{%- mac...
98
+ llama_model_loader: - kv 53: general.quantization_version u32 = 2
99
+ llama_model_loader: - kv 54: general.file_type u32 = 7
100
+ llama_model_loader: - kv 55: MoE_Quantization.ffn_up_exps str = Q5_K
101
+ llama_model_loader: - kv 56: MoE_Quantization.ffn_gate_exps str = Q5_K
102
+ llama_model_loader: - kv 57: MoE_Quantization.ffn_down_exps str = Q6_K
103
+ llama_model_loader: - kv 58: MoE_Quantization.type_default str = Q8_0
104
+ llama_model_loader: - kv 59: quantize.imatrix.file str = /mnt/srv/snowdrift/ggml/GLM-5.1/imatr...
105
+ 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 q8_0: 951 tensors
110
+ llama_model_loader: - type q5_K: 152 tensors
111
+ llama_model_loader: - type q6_K: 76 tensors
112
+ print_info: file format = GGUF V3 (latest)
113
+ print_info: file type = Q8_0
114
+ print_info: file size = 520.08 GiB (5.93 BPW)
115
+ load: 0 unused tokens
116
+ load: special_eot_id is not in special_eog_ids - the tokenizer config may be incorrect
117
+ load: special_eom_id is not in special_eog_ids - the tokenizer config may be incorrect
118
+ load: printing all EOG tokens:
119
+ load: - 154820 ('<|endoftext|>')
120
+ load: - 154827 ('<|user|>')
121
+ load: - 154829 ('<|observation|>')
122
+ load: special tokens cache size = 36
123
+ load: token to piece cache size = 0.9811 MB
124
+ print_info: arch = glm-dsa
125
+ print_info: vocab_only = 0
126
+ print_info: no_alloc = 0
127
+ print_info: n_ctx_train = 202752
128
+ print_info: n_embd = 6144
129
+ print_info: n_embd_inp = 6144
130
+ print_info: n_layer = 79
131
+ print_info: n_head = 64
132
+ print_info: n_head_kv = 1
133
+ print_info: n_rot = 64
134
+ print_info: n_swa = 0
135
+ print_info: is_swa_any = 0
136
+ print_info: n_embd_head_k = 576
137
+ print_info: n_embd_head_v = 512
138
+ print_info: n_gqa = 64
139
+ print_info: n_embd_k_gqa = 576
140
+ print_info: n_embd_v_gqa = 512
141
+ print_info: f_norm_eps = 0.0e+00
142
+ print_info: f_norm_rms_eps = 1.0e-05
143
+ print_info: f_clamp_kqv = 0.0e+00
144
+ print_info: f_max_alibi_bias = 0.0e+00
145
+ print_info: f_logit_scale = 0.0e+00
146
+ print_info: f_attn_scale = 0.0e+00
147
+ print_info: f_attn_value_scale = 1.0000
148
+ print_info: n_ff = 12288
149
+ print_info: n_expert = 256
150
+ print_info: n_expert_used = 8
151
+ print_info: n_expert_groups = 1
152
+ print_info: n_group_used = 1
153
+ print_info: causal attn = 1
154
+ print_info: pooling type = -1
155
+ print_info: rope type = 0
156
+ print_info: rope scaling = linear
157
+ print_info: freq_base_train = 1000000.0
158
+ print_info: freq_scale_train = 1
159
+ print_info: n_ctx_orig_yarn = 202752
160
+ print_info: rope_yarn_log_mul = 0.0000
161
+ print_info: rope_finetuned = unknown
162
+ print_info: model type = 744B.A40B
163
+ print_info: model params = 753.86 B
164
+ print_info: general.name = GLM 5.1
165
+ print_info: n_layer_dense_lead = 3
166
+ print_info: n_lora_q = 2048
167
+ print_info: n_lora_kv = 512
168
+ print_info: n_embd_head_k_mla = 256
169
+ print_info: n_embd_head_v_mla = 256
170
+ print_info: n_ff_exp = 2048
171
+ print_info: n_expert_shared = 1
172
+ print_info: expert_weights_scale = 2.5
173
+ print_info: expert_weights_norm = 1
174
+ print_info: expert_gating_func = sigmoid
175
+ print_info: vocab type = BPE
176
+ print_info: n_vocab = 154880
177
+ print_info: n_merges = 321649
178
+ print_info: BOS token = 154822 '[gMASK]'
179
+ print_info: EOS token = 154820 '<|endoftext|>'
180
+ print_info: EOT token = 154827 '<|user|>'
181
+ print_info: EOM token = 154829 '<|observation|>'
182
+ print_info: UNK token = 154820 '<|endoftext|>'
183
+ print_info: PAD token = 154820 '<|endoftext|>'
184
+ print_info: LF token = 198 'Ċ'
185
+ print_info: FIM PRE token = 154838 '<|code_prefix|>'
186
+ print_info: FIM SUF token = 154840 '<|code_suffix|>'
187
+ print_info: FIM MID token = 154839 '<|code_middle|>'
188
+ print_info: EOG token = 154820 '<|endoftext|>'
189
+ print_info: EOG token = 154827 '<|user|>'
190
+ print_info: EOG token = 154829 '<|observation|>'
191
+ print_info: max token length = 1024
192
+ load_tensors: loading model tensors, this can take a while... (mmap = true, direct_io = false)
193
+ model has unused tensor blk.78.attn_norm.weight (size = 24576 bytes) -- ignoring
194
+ model has unused tensor blk.78.attn_q_a_norm.weight (size = 8192 bytes) -- ignoring
195
+ model has unused tensor blk.78.attn_kv_a_norm.weight (size = 2048 bytes) -- ignoring
196
+ model has unused tensor blk.78.attn_q_a.weight (size = 13369344 bytes) -- ignoring
197
+ model has unused tensor blk.78.attn_q_b.weight (size = 35651584 bytes) -- ignoring
198
+ model has unused tensor blk.78.attn_kv_a_mqa.weight (size = 3760128 bytes) -- ignoring
199
+ model has unused tensor blk.78.attn_k_b.weight (size = 6684672 bytes) -- ignoring
200
+ model has unused tensor blk.78.attn_v_b.weight (size = 8912896 bytes) -- ignoring
201
+ model has unused tensor blk.78.attn_output.weight (size = 106954752 bytes) -- ignoring
202
+ model has unused tensor blk.78.ffn_norm.weight (size = 24576 bytes) -- ignoring
203
+ model has unused tensor blk.78.indexer.k_norm.weight (size = 512 bytes) -- ignoring
204
+ model has unused tensor blk.78.indexer.k_norm.bias (size = 512 bytes) -- ignoring
205
+ model has unused tensor blk.78.indexer.proj.weight (size = 208896 bytes) -- ignoring
206
+ model has unused tensor blk.78.indexer.attn_k.weight (size = 835584 bytes) -- ignoring
207
+ model has unused tensor blk.78.indexer.attn_q_b.weight (size = 8912896 bytes) -- ignoring
208
+ model has unused tensor blk.78.ffn_gate_inp.weight (size = 6291456 bytes) -- ignoring
209
+ model has unused tensor blk.78.ffn_gate_exps.weight (size = 2214592512 bytes) -- ignoring
210
+ model has unused tensor blk.78.ffn_down_exps.weight (size = 2642411520 bytes) -- ignoring
211
+ model has unused tensor blk.78.ffn_up_exps.weight (size = 2214592512 bytes) -- ignoring
212
+ model has unused tensor blk.78.ffn_gate_shexp.weight (size = 13369344 bytes) -- ignoring
213
+ model has unused tensor blk.78.ffn_down_shexp.weight (size = 13369344 bytes) -- ignoring
214
+ model has unused tensor blk.78.ffn_up_shexp.weight (size = 13369344 bytes) -- ignoring
215
+ model has unused tensor blk.78.nextn.eh_proj.weight (size = 80216064 bytes) -- ignoring
216
+ model has unused tensor blk.78.nextn.enorm.weight (size = 24576 bytes) -- ignoring
217
+ model has unused tensor blk.78.nextn.hnorm.weight (size = 24576 bytes) -- ignoring
218
+ model has unused tensor blk.78.nextn.shared_head_norm.weight (size = 24576 bytes) -- ignoring
219
+ load_tensors: offloading output layer to GPU
220
+ load_tensors: offloading 78 repeating layers to GPU
221
+ load_tensors: offloaded 80/80 layers to GPU
222
+ load_tensors: CPU_Mapped model buffer size = 964.22 MiB
223
+ load_tensors: CUDA0 model buffer size = 63903.94 MiB
224
+ load_tensors: CUDA1 model buffer size = 76615.18 MiB
225
+ load_tensors: CUDA2 model buffer size = 83580.19 MiB
226
+ load_tensors: CUDA3 model buffer size = 76615.18 MiB
227
+ load_tensors: CUDA4 model buffer size = 83580.19 MiB
228
+ load_tensors: CUDA5 model buffer size = 76615.18 MiB
229
+ load_tensors: CUDA6 model buffer size = 63649.39 MiB
230
+ ....................................................................................................
231
+ common_init_result: added <|endoftext|> logit bias = -inf
232
+ common_init_result: added <|user|> logit bias = -inf
233
+ common_init_result: added <|observation|> logit bias = -inf
234
+ llama_context: constructing llama_context
235
+ llama_context: n_seq_max = 16
236
+ llama_context: n_ctx = 8192
237
+ llama_context: n_ctx_seq = 512
238
+ llama_context: n_batch = 8192
239
+ llama_context: n_ubatch = 8192
240
+ llama_context: causal_attn = 1
241
+ llama_context: flash_attn = enabled
242
+ llama_context: kv_unified = false
243
+ llama_context: freq_base = 1000000.0
244
+ llama_context: freq_scale = 1
245
+ llama_context: n_ctx_seq (512) < n_ctx_train (202752) -- the full capacity of the model will not be utilized
246
+ llama_context: CUDA_Host output buffer size = 9.45 MiB
247
+ llama_kv_cache: CUDA0 KV buffer size = 108.00 MiB
248
+ llama_kv_cache: CUDA1 KV buffer size = 99.00 MiB
249
+ llama_kv_cache: CUDA2 KV buffer size = 108.00 MiB
250
+ llama_kv_cache: CUDA3 KV buffer size = 99.00 MiB
251
+ llama_kv_cache: CUDA4 KV buffer size = 108.00 MiB
252
+ llama_kv_cache: CUDA5 KV buffer size = 99.00 MiB
253
+ llama_kv_cache: CUDA6 KV buffer size = 81.00 MiB
254
+ llama_kv_cache: size = 702.00 MiB ( 512 cells, 78 layers, 16/16 seqs), K (f16): 702.00 MiB, V (f16): 0.00 MiB
255
+ llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576
256
+ llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512
257
+ llama_context: pipeline parallelism enabled
258
+ sched_reserve: reserving ...
259
+ sched_reserve: resolving fused Gated Delta Net support:
260
+ sched_reserve: fused Gated Delta Net (autoregressive) enabled
261
+ sched_reserve: fused Gated Delta Net (chunked) enabled
262
+ sched_reserve: CUDA0 compute buffer size = 4424.38 MiB
263
+ sched_reserve: CUDA1 compute buffer size = 4576.38 MiB
264
+ sched_reserve: CUDA2 compute buffer size = 4576.38 MiB
265
+ sched_reserve: CUDA3 compute buffer size = 4576.38 MiB
266
+ sched_reserve: CUDA4 compute buffer size = 4576.38 MiB
267
+ sched_reserve: CUDA5 compute buffer size = 4576.38 MiB
268
+ sched_reserve: CUDA6 compute buffer size = 6216.50 MiB
269
+ sched_reserve: CUDA_Host compute buffer size = 448.62 MiB
270
+ sched_reserve: graph nodes = 6142
271
+ sched_reserve: graph splits = 8
272
+ sched_reserve: reserve took 108.89 ms, sched copies = 4
273
+ common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
274
+
275
+ 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 |
276
+ kl_divergence: computing over 565 chunks, n_ctx=512, batch_size=8192, n_seq=16
277
+ kl_divergence: 6.88 seconds per pass - ETA 4.05 minutes
278
+
279
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
280
+ 1 1.3338 ± 0.0765 -0.00300 ± 0.01434 0.01406 ± 0.00264 5.498 ± 0.801 % 98.039 ± 0.870 %
281
+ 2 2.0737 ± 0.1571 0.00037 ± 0.01069 0.01692 ± 0.00225 5.099 ± 0.534 % 96.275 ± 0.839 %
282
+ 3 1.7849 ± 0.1050 -0.00674 ± 0.00897 0.01452 ± 0.00174 4.869 ± 0.456 % 97.255 ± 0.591 %
283
+ 4 1.5865 ± 0.0738 -0.00718 ± 0.00703 0.01277 ± 0.00143 4.654 ± 0.402 % 97.843 ± 0.455 %
284
+ 5 1.4916 ± 0.0577 -0.00031 ± 0.00640 0.01220 ± 0.00133 4.578 ± 0.377 % 98.039 ± 0.388 %
285
+ 6 1.4310 ± 0.0476 0.00049 ± 0.00549 0.01226 ± 0.00128 4.847 ± 0.396 % 98.170 ± 0.343 %
286
+ 7 1.4136 ± 0.0433 0.00568 ± 0.00524 0.01326 ± 0.00149 5.419 ± 0.477 % 98.263 ± 0.309 %
287
+ 8 1.3745 ± 0.0375 0.00466 ± 0.00477 0.01312 ± 0.00139 5.421 ± 0.436 % 98.431 ± 0.275 %
288
+ 9 1.3708 ± 0.0352 0.00452 ± 0.00454 0.01504 ± 0.00150 5.627 ± 0.398 % 98.083 ± 0.286 %
289
+ 10 1.3423 ± 0.0315 0.00302 ± 0.00434 0.01440 ± 0.00138 5.526 ± 0.375 % 98.235 ± 0.261 %
290
+ 11 1.3291 ± 0.0293 0.00453 ± 0.00412 0.01433 ± 0.00131 5.547 ± 0.357 % 98.217 ± 0.250 %
291
+ 12 1.3784 ± 0.0311 0.00433 ± 0.00412 0.01474 ± 0.00124 5.584 ± 0.334 % 98.105 ± 0.247 %
292
+ 13 1.3777 ± 0.0299 0.00560 ± 0.00394 0.01495 ± 0.00119 5.631 ± 0.325 % 98.100 ± 0.237 %
293
+ 14 1.4379 ± 0.0318 0.00341 ± 0.00390 0.01522 ± 0.00112 5.621 ± 0.306 % 97.871 ± 0.242 %
294
+ 15 1.5424 ± 0.0357 0.00195 ± 0.00380 0.01556 ± 0.00106 5.573 ± 0.290 % 97.699 ± 0.242 %
295
+ 16 1.6453 ± 0.0393 0.00200 ± 0.00367 0.01588 ± 0.00101 5.516 ± 0.276 % 97.574 ± 0.241 %
296
+ 17 1.7619 ± 0.0442 0.00131 ± 0.00359 0.01603 ± 0.00096 5.454 ± 0.264 % 97.232 ± 0.249 %
297
+ 18 1.9043 ± 0.0495 0.00170 ± 0.00349 0.01619 ± 0.00092 5.378 ± 0.254 % 97.081 ± 0.249 %
298
+ 19 1.9033 ± 0.0483 0.00232 ± 0.00338 0.01623 ± 0.00089 5.391 ± 0.248 % 97.131 ± 0.240 %
299
+ 20 1.8978 ± 0.0465 0.00192 ± 0.00335 0.01682 ± 0.00089 5.523 ± 0.241 % 97.020 ± 0.238 %
300
+ 21 1.9746 ± 0.0489 0.00126 ± 0.00329 0.01731 ± 0.00087 5.492 ± 0.232 % 96.919 ± 0.236 %
301
+ 22 1.9914 ± 0.0484 0.00202 ± 0.00320 0.01715 ± 0.00085 5.421 ± 0.225 % 97.023 ± 0.227 %
302
+ 23 1.9777 ± 0.0470 0.00151 ± 0.00313 0.01686 ± 0.00082 5.355 ± 0.219 % 97.084 ± 0.220 %
303
+ 24 1.9623 ± 0.0452 0.00138 ± 0.00311 0.01691 ± 0.00080 5.369 ± 0.211 % 97.042 ± 0.217 %
304
+ 25 1.9533 ± 0.0440 0.00202 ± 0.00305 0.01706 ± 0.00079 5.417 ± 0.208 % 97.051 ± 0.212 %
305
+ 26 1.9473 ± 0.0428 0.00262 ± 0.00297 0.01691 ± 0.00076 5.384 ± 0.203 % 97.149 ± 0.204 %
306
+ 27 1.9582 ± 0.0424 0.00199 ± 0.00292 0.01710 ± 0.00075 5.411 ± 0.197 % 97.081 ± 0.203 %
307
+ 28 1.9883 ± 0.0426 0.00256 ± 0.00288 0.01706 ± 0.00072 5.421 ± 0.191 % 97.031 ± 0.201 %
308
+ 29 2.0144 ± 0.0427 0.00226 ± 0.00288 0.01744 ± 0.00071 5.480 ± 0.186 % 96.957 ± 0.200 %
309
+ 30 2.0706 ± 0.0441 0.00127 ± 0.00284 0.01775 ± 0.00070 5.471 ± 0.181 % 96.810 ± 0.201 %
310
+ 31 2.1261 ± 0.0452 0.00161 ± 0.00280 0.01775 ± 0.00068 5.449 ± 0.176 % 96.749 ± 0.199 %
311
+ 32 2.1678 ± 0.0458 0.00136 ± 0.00275 0.01783 ± 0.00067 5.425 ± 0.172 % 96.716 ± 0.197 %
312
+ 33 2.2177 ± 0.0466 0.00170 ± 0.00273 0.01788 ± 0.00065 5.412 ± 0.168 % 96.684 ± 0.195 %
313
+ 34 2.2501 ± 0.0468 0.00225 ± 0.00269 0.01787 ± 0.00064 5.406 ± 0.165 % 96.632 ± 0.194 %
314
+ 35 2.2992 ± 0.0475 0.00158 ± 0.00266 0.01796 ± 0.00062 5.371 ± 0.161 % 96.538 ± 0.194 %
315
+ 36 2.3379 ± 0.0479 0.00173 ± 0.00263 0.01810 ± 0.00061 5.366 ± 0.158 % 96.514 ± 0.191 %
316
+ 37 2.3671 ± 0.0478 0.00164 ± 0.00259 0.01816 ± 0.00060 5.365 ± 0.156 % 96.407 ± 0.192 %
317
+ 38 2.4526 ± 0.0504 0.00194 ± 0.00260 0.01852 ± 0.00060 5.365 ± 0.153 % 96.409 ± 0.189 %
318
+ 39 2.4912 ± 0.0507 0.00216 ± 0.00255 0.01829 ± 0.00058 5.312 ± 0.151 % 96.440 ± 0.186 %
319
+ 40 2.5356 ± 0.0512 0.00216 ± 0.00250 0.01814 ± 0.00057 5.265 ± 0.148 % 96.373 ± 0.185 %
320
+ 41 2.6036 ± 0.0523 0.00212 ± 0.00246 0.01804 ± 0.00056 5.216 ± 0.146 % 96.308 ± 0.184 %
321
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323
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331
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336
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338
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339
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341
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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
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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
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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
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
+ 525 2.8167 ± 0.0162 0.00338 ± 0.00074 0.02002 ± 0.00018 5.455 ± 0.042 % 95.830 ± 0.055 %
805
+ 526 2.8136 ± 0.0162 0.00346 ± 0.00074 0.02001 ± 0.00018 5.453 ± 0.042 % 95.833 ± 0.055 %
806
+ 527 2.8134 ± 0.0162 0.00348 ± 0.00074 0.02003 ± 0.00018 5.456 ± 0.042 % 95.831 ± 0.055 %
807
+ 528 2.8113 ± 0.0162 0.00354 ± 0.00074 0.02003 ± 0.00018 5.458 ± 0.042 % 95.833 ± 0.054 %
808
+ 529 2.8077 ± 0.0161 0.00352 ± 0.00074 0.02003 ± 0.00018 5.461 ± 0.042 % 95.837 ± 0.054 %
809
+ 530 2.8046 ± 0.0161 0.00352 ± 0.00074 0.02003 ± 0.00018 5.465 ± 0.042 % 95.837 ± 0.054 %
810
+ 531 2.8018 ± 0.0160 0.00347 ± 0.00074 0.02004 ± 0.00018 5.467 ± 0.042 % 95.838 ± 0.054 %
811
+ 532 2.8010 ± 0.0160 0.00339 ± 0.00074 0.02006 ± 0.00018 5.473 ± 0.042 % 95.835 ± 0.054 %
812
+ 533 2.7985 ± 0.0160 0.00329 ± 0.00074 0.02006 ± 0.00018 5.475 ± 0.042 % 95.835 ± 0.054 %
813
+ 534 2.7973 ± 0.0160 0.00325 ± 0.00074 0.02007 ± 0.00018 5.475 ± 0.042 % 95.837 ± 0.054 %
814
+ 535 2.7949 ± 0.0159 0.00323 ± 0.00074 0.02006 ± 0.00018 5.473 ± 0.041 % 95.841 ± 0.054 %
815
+ 536 2.7933 ± 0.0159 0.00329 ± 0.00074 0.02008 ± 0.00018 5.473 ± 0.041 % 95.838 ± 0.054 %
816
+ 537 2.7883 ± 0.0158 0.00327 ± 0.00074 0.02006 ± 0.00018 5.471 ± 0.041 % 95.845 ± 0.054 %
817
+ 538 2.7843 ± 0.0158 0.00327 ± 0.00073 0.02005 ± 0.00018 5.472 ± 0.041 % 95.850 ± 0.054 %
818
+ 539 2.7809 ± 0.0158 0.00333 ± 0.00073 0.02005 ± 0.00018 5.472 ± 0.041 % 95.856 ± 0.054 %
819
+ 540 2.7807 ± 0.0157 0.00338 ± 0.00073 0.02006 ± 0.00018 5.471 ± 0.041 % 95.853 ± 0.054 %
820
+ 541 2.7807 ± 0.0157 0.00339 ± 0.00073 0.02007 ± 0.00017 5.473 ± 0.041 % 95.854 ± 0.054 %
821
+ 542 2.7785 ± 0.0157 0.00342 ± 0.00073 0.02007 ± 0.00017 5.476 ± 0.041 % 95.858 ± 0.054 %
822
+ 543 2.7770 ± 0.0157 0.00342 ± 0.00073 0.02008 ± 0.00017 5.478 ± 0.041 % 95.858 ± 0.054 %
823
+ 544 2.7766 ± 0.0156 0.00348 ± 0.00073 0.02010 ± 0.00017 5.482 ± 0.041 % 95.854 ± 0.054 %
824
+ 545 2.7744 ± 0.0156 0.00351 ± 0.00073 0.02011 ± 0.00017 5.487 ± 0.041 % 95.855 ± 0.053 %
825
+ 546 2.7742 ± 0.0156 0.00349 ± 0.00073 0.02013 ± 0.00017 5.490 ± 0.041 % 95.852 ± 0.053 %
826
+ 547 2.7714 ± 0.0156 0.00354 ± 0.00073 0.02016 ± 0.00017 5.501 ± 0.041 % 95.853 ± 0.053 %
827
+ 548 2.7688 ± 0.0155 0.00356 ± 0.00073 0.02015 ± 0.00017 5.501 ± 0.041 % 95.856 ± 0.053 %
828
+ 549 2.7658 ± 0.0155 0.00352 ± 0.00073 0.02014 ± 0.00017 5.504 ± 0.041 % 95.860 ± 0.053 %
829
+ 550 2.7615 ± 0.0154 0.00352 ± 0.00073 0.02012 ± 0.00017 5.502 ± 0.041 % 95.866 ± 0.053 %
830
+ 551 2.7565 ± 0.0154 0.00352 ± 0.00073 0.02009 ± 0.00017 5.499 ± 0.041 % 95.871 ± 0.053 %
831
+ 552 2.7524 ± 0.0153 0.00348 ± 0.00073 0.02007 ± 0.00017 5.497 ± 0.041 % 95.877 ± 0.053 %
832
+ 553 2.7482 ± 0.0153 0.00348 ± 0.00072 0.02006 ± 0.00017 5.495 ± 0.041 % 95.883 ± 0.053 %
833
+ 554 2.7442 ± 0.0153 0.00350 ± 0.00072 0.02006 ± 0.00017 5.498 ± 0.041 % 95.887 ± 0.053 %
834
+ 555 2.7398 ± 0.0152 0.00348 ± 0.00072 0.02004 ± 0.00017 5.495 ± 0.041 % 95.894 ± 0.053 %
835
+ 556 2.7361 ± 0.0152 0.00345 ± 0.00072 0.02003 ± 0.00017 5.496 ± 0.041 % 95.896 ± 0.053 %
836
+ 557 2.7318 ± 0.0151 0.00346 ± 0.00072 0.02001 ± 0.00017 5.494 ± 0.041 % 95.902 ± 0.053 %
837
+ 558 2.7316 ± 0.0151 0.00344 ± 0.00072 0.02003 ± 0.00017 5.495 ± 0.041 % 95.900 ± 0.053 %
838
+ 559 2.7287 ± 0.0151 0.00337 ± 0.00072 0.02005 ± 0.00017 5.504 ± 0.041 % 95.900 ± 0.053 %
839
+ 560 2.7274 ± 0.0150 0.00341 ± 0.00072 0.02007 ± 0.00017 5.510 ± 0.041 % 95.900 ± 0.052 %
840
+ 561 2.7281 ± 0.0150 0.00346 ± 0.00072 0.02013 ± 0.00017 5.515 ± 0.041 % 95.896 ± 0.052 %
841
+ 562 2.7290 ± 0.0150 0.00349 ± 0.00072 0.02016 ± 0.00017 5.519 ± 0.041 % 95.893 ± 0.052 %
842
+ 563 2.7324 ± 0.0150 0.00342 ± 0.00072 0.02018 ± 0.00017 5.519 ± 0.041 % 95.890 ± 0.052 %
843
+ 564 2.7345 ± 0.0150 0.00339 ± 0.00072 0.02022 ± 0.00017 5.521 ± 0.041 % 95.884 ± 0.052 %
844
+ 565 2.7324 ± 0.0150 0.00340 ± 0.00072 0.02025 ± 0.00017 5.524 ± 0.041 % 95.885 ± 0.052 %
845
+
846
+ ====== Perplexity statistics ======
847
+ Mean PPL(Q) : 2.732420 ± 0.015015
848
+ Mean PPL(base) : 2.723132 ± 0.014900
849
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.14%
850
+ Mean ln(PPL(Q)/PPL(base)) : 0.003405 ± 0.000719
851
+ Mean PPL(Q)/PPL(base) : 1.003411 ± 0.000721
852
+ Mean PPL(Q)-PPL(base) : 0.009288 ± 0.001962
853
+
854
+ ====== KL divergence statistics ======
855
+ Mean KLD: 0.020247 ± 0.000173
856
+ Maximum KLD: 2.927605
857
+ 99.9% KLD: 0.808624
858
+ 99.0% KLD: 0.276042
859
+ 95.0% KLD: 0.093674
860
+ 90.0% KLD: 0.048455
861
+ Median KLD: 0.001613
862
+ 10.0% KLD: 0.000005
863
+ 5.0% KLD: 0.000001
864
+ 1.0% KLD: -0.000001
865
+ 0.1% KLD: -0.000004
866
+ Minimum KLD: -0.000018
867
+
868
+ ====== Token probability statistics ======
869
+ Mean Δp: -0.090 ± 0.015 %
870
+ Maximum Δp: 85.486%
871
+ 99.9% Δp: 42.126%
872
+ 99.0% Δp: 18.434%
873
+ 95.0% Δp: 5.986%
874
+ 90.0% Δp: 2.536%
875
+ 75.0% Δp: 0.143%
876
+ Median Δp: -0.000%
877
+ 25.0% Δp: -0.209%
878
+ 10.0% Δp: -2.863%
879
+ 5.0% Δp: -6.544%
880
+ 1.0% Δp: -19.476%
881
+ 0.1% Δp: -42.273%
882
+ Minimum Δp: -92.013%
883
+ RMS Δp : 5.524 ± 0.041 %
884
+ Same top p: 95.885 ± 0.052 %
885
+
886
+ llama_perf_context_print: load time = 205358.00 ms
887
+ llama_perf_context_print: prompt eval time = 217339.06 ms / 289280 tokens ( 0.75 ms per token, 1331.01 tokens per second)
888
+ llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second)
889
+ llama_perf_context_print: total time = 245604.67 ms / 289281 tokens
890
+ llama_perf_context_print: graphs reused = 34
891
+ common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted |
892
+ common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 27675 + (68436 = 63903 + 108 + 4424) + 1137 |
893
+ common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 14819 + (81290 = 76615 + 99 + 4576) + 1139 |
894
+ common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 7845 + (88264 = 83580 + 108 + 4576) + 1139 |
895
+ common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 14819 + (81290 = 76615 + 99 + 4576) + 1139 |
896
+ common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 7845 + (88264 = 83580 + 108 + 4576) + 1139 |
897
+ common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 14819 + (81290 = 76615 + 99 + 4576) + 1139 |
898
+ common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 26163 + (69946 = 63649 + 81 + 6216) + 1139 |
899
+ common_memory_breakdown_print: | - Host | 1412 = 964 + 0 + 448 |
900
+ ```
kld_data/llm_quantization_data.csv ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
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