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The PPL and KLD are slightly improved. Working on smaller quants still. + +## Model +This is a text-and-image-only GGUF quantization of moonshotai/Kimi-K2.7-Code. This means that video input is not present in this GGUF, and will not be available until support is added upstream in llama.cpp. MMPROJ files for image vision input have been provided. + +This Q4_X quant is the "full quality" equivalent since the conditional experts are natively INT4 quantized directly from the original model, and the rest of the model is Q8_0. + +| Quant | Size | Mixture | PPL | 1-(Mean PPL(Q)/PPL(base)) | KLD | +| :----- | :--------------------- | :------------------------ | :------------------ | :------------------------ | :------------------ | +| Q4_X | 543.62 GiB (4.55 BPW) | Q8_0 / Q4_0 / Q4_0 / Q4_0 | 2.009155 ± 0.008931 | +0% | 0 | +| Q3_K_L | 459.94 GiB (3.85 BPW) | Q8_0 / Q3_K / Q3_K / Q4_0 | 2.085207 ± 0.009398 | +3.9167% | 0.063007 ± 0.000544 | +| IQ3_S | 377.54 GiB (3.16 BPW) | Q8_0 / varies | 2.310321 ± 0.010823 | +15.1353% | 0.178673 ± 0.001326 | +| IQ2_XXS | 262.78 GiB (2.20 BPW) | Q8_0 / varies | 3.420305 ± 0.018189 | +70.4515% | 0.587342 ± 0.002980 | + +The mixtures with `varies` in them were produced by @eaddario 's llama.cpp branches for imatrix and quantize respectively: +- imatrix: https://github.com/ggml-org/llama.cpp/pull/14891 +- quantize: https://github.com/ggml-org/llama.cpp/pull/15550 + +![kld_graph](kld_data/01_kld_vs_filesize.png "Chart showing Pareto KLD analysis of quants") +![ppl_graph](kld_data/02_ppl_vs_filesize.png "Chart showing Pareto PPL analysis of quants") \ No newline at end of file diff --git a/imatrix.gguf b/imatrix.gguf new file mode 100644 index 0000000000000000000000000000000000000000..b98c01c78fddd022eb883a6840321ba02181e5a4 --- /dev/null +++ b/imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4625c6762b433c897940fbb0d0b704774b9241c347378f7fe4b0c939b31bf8fe +size 1531999680 diff --git a/kld_data/01_kld_vs_filesize.png b/kld_data/01_kld_vs_filesize.png new file mode 100644 index 0000000000000000000000000000000000000000..3109c49fab6d77b11c6e16ec6872d5f7617be832 --- /dev/null +++ b/kld_data/01_kld_vs_filesize.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad03544b5dc1bf32440336199d1548034324f2a1daf0d49678c148c6bf4d539b +size 151506 diff --git a/kld_data/02_ppl_vs_filesize.png b/kld_data/02_ppl_vs_filesize.png new file mode 100644 index 0000000000000000000000000000000000000000..7aa362ee2a56b265a491995e473e31e359d2be3d --- /dev/null +++ b/kld_data/02_ppl_vs_filesize.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f2c0586966b138b12cf9c021932994277ceefd252379f2b2c52f39a0f51b13f +size 161506 diff --git a/kld_data/llm_quantization_data.csv b/kld_data/llm_quantization_data.csv new file mode 100644 index 0000000000000000000000000000000000000000..b0eae8ae4e6569efe5c8302e51f2cea6d36b6899 --- /dev/null +++ b/kld_data/llm_quantization_data.csv @@ -0,0 +1,6 @@ +model_name,file_size_gb,bpw,Mean KLD_mean,0.09.702.305 I common_memory_breakdown_print,0.09.729.380 I common_params_fit_impl,0.09.729.385 I common_fit_params,0.09.758.171 I llama_model_loader,0.09.758.172 I llama_model_loader,0.09.758.187 I llama_model_loader,0.09.758.188 I llama_model_loader,0.09.758.189 I llama_model_loader,0.09.758.201 I llama_model_loader,0.09.758.202 I llama_model_loader,0.09.758.204 I llama_model_loader,0.09.758.207 I llama_model_loader,0.09.758.208 I llama_model_loader,0.09.758.210 I llama_model_loader,0.09.778.850 I llama_model_loader,0.09.778.851 I llama_model_loader,0.09.778.852 I llama_model_loader,0.09.778.855 I llama_model_loader,0.09.778.856 I llama_model_loader,0.09.778.857 I print_info,0.09.778.858 I print_info,0.1% KLD,0.1% Δp,0.10.138.976 I common_memory_breakdown_print,0.10.167.260 I common_params_fit_impl,0.10.167.268 I common_fit_params,0.10.199.860 I llama_model_loader,0.10.199.861 I llama_model_loader,0.10.199.862 I llama_model_loader,0.10.199.884 I llama_model_loader,0.10.199.885 I llama_model_loader,0.10.199.897 I llama_model_loader,0.10.199.898 I llama_model_loader,0.10.199.899 I llama_model_loader,0.10.199.901 I llama_model_loader,0.10.199.902 I llama_model_loader,0.10.199.903 I llama_model_loader,0.10.220.576 I llama_model_loader,0.10.220.577 I llama_model_loader,0.10.220.578 I llama_model_loader,0.10.220.579 I llama_model_loader,0.10.220.581 I print_info,0.10.220.582 I print_info,0.10.460.436 I common_memory_breakdown_print,0.10.487.720 I common_params_fit_impl,0.10.487.725 I common_fit_params,0.10.517.160 I llama_model_loader,0.10.517.161 I llama_model_loader,0.10.517.180 I llama_model_loader,0.10.517.203 I llama_model_loader,0.10.517.204 I llama_model_loader,0.10.517.205 I llama_model_loader,0.10.517.216 I llama_model_loader,0.10.517.217 I llama_model_loader,0.10.517.218 I llama_model_loader,0.10.517.223 I llama_model_loader,0.10.517.224 I llama_model_loader,0.10.517.225 I llama_model_loader,0.10.538.463 I llama_model_loader,0.10.538.464 I llama_model_loader,0.10.538.466 I llama_model_loader,0.10.538.467 I llama_model_loader,0.10.538.468 I llama_model_loader,0.10.538.469 I print_info,0.10.555.511 I common_memory_breakdown_print,0.10.583.191 I common_params_fit_impl,0.10.583.196 I common_fit_params,0.10.612.053 I llama_model_loader,0.10.612.054 I llama_model_loader,0.10.612.055 I llama_model_loader,0.10.612.068 I llama_model_loader,0.10.612.069 I llama_model_loader,0.10.612.079 I llama_model_loader,0.10.612.080 I llama_model_loader,0.10.612.081 I llama_model_loader,0.10.612.084 I llama_model_loader,0.10.612.085 I llama_model_loader,0.10.612.086 I llama_model_loader,0.10.612.088 I llama_model_loader,0.10.632.616 I llama_model_loader,0.10.632.617 I llama_model_loader,0.10.632.619 I llama_model_loader,0.10.632.620 I llama_model_loader,0.10.632.622 I print_info,0.10.918.553 I common_memory_breakdown_print,0.10.944.868 I common_params_fit_impl,0.10.944.873 I common_fit_params,0.10.973.600 I llama_model_loader,0.10.973.601 I llama_model_loader,0.10.973.615 I llama_model_loader,0.10.973.616 I llama_model_loader,0.10.973.630 I llama_model_loader,0.10.973.631 I llama_model_loader,0.10.973.632 I llama_model_loader,0.10.973.633 I llama_model_loader,0.10.973.637 I llama_model_loader,0.10.973.638 I llama_model_loader,0.10.973.641 I llama_model_loader,0.10.995.172 I llama_model_loader,0.10.995.176 I llama_model_loader,0.10.995.177 I llama_model_loader,0.10.995.178 I print_info,0.15.111.134 I load,0.15.122.555 I load,0.15.122.556 I load,0.15.122.637 I load,0.15.149.487 I load,0.15.149.505 I print_info,0.15.149.506 I print_info,0.15.149.507 I print_info,0.15.149.516 I print_info,0.15.149.517 I print_info,0.15.149.518 I print_info,0.15.149.519 I print_info,0.15.149.520 I print_info,0.15.149.521 I print_info,0.15.149.524 I print_info,0.15.149.525 I print_info,0.15.149.526 I print_info,0.15.149.527 I print_info,0.15.149.528 I print_info,0.15.149.529 I print_info,0.15.149.530 I print_info,0.15.149.531 I print_info,0.15.149.532 I print_info,0.15.149.533 I print_info,0.15.149.535 I print_info,0.15.149.536 I print_info,0.15.149.537 I print_info,0.15.651.259 I load,0.15.663.774 I load,0.15.663.775 I load,0.15.663.929 I load,0.15.691.158 I load,0.15.691.180 I print_info,0.15.691.181 I print_info,0.15.691.182 I print_info,0.15.691.183 I print_info,0.15.691.193 I print_info,0.15.691.194 I print_info,0.15.691.195 I print_info,0.15.691.197 I print_info,0.15.691.199 I print_info,0.15.691.200 I print_info,0.15.691.201 I print_info,0.15.691.202 I print_info,0.15.691.203 I print_info,0.15.691.204 I print_info,0.15.691.205 I print_info,0.15.691.206 I print_info,0.15.691.207 I print_info,0.15.691.208 I print_info,0.15.691.210 I print_info,0.15.691.211 I print_info,0.15.691.238 I print_info,0.15.691.240 I print_info,0.15.691.241 I print_info,0.15.691.243 I print_info,0.15.691.244 I print_info,0.15.691.245 I print_info,0.15.691.246 I print_info,0.15.691.247 I print_info,0.15.691.248 I print_info,0.15.691.251 I print_info,0.15.691.253 I print_info,0.15.691.254 I print_info,0.15.691.255 I print_info,0.15.691.256 I print_info,0.15.691.257 I print_info,0.15.691.258 I print_info,0.15.905.908 I load,0.15.920.462 I load,0.15.920.463 I load,0.15.920.570 I load,0.15.944.393 I load,0.15.949.371 I load,0.15.949.392 I print_info,0.15.949.393 I print_info,0.15.949.394 I print_info,0.15.949.403 I print_info,0.15.949.404 I print_info,0.15.949.405 I print_info,0.15.949.406 I print_info,0.15.949.407 I print_info,0.15.949.408 I print_info,0.15.949.409 I print_info,0.15.949.411 I print_info,0.15.949.412 I print_info,0.15.949.413 I print_info,0.15.949.414 I print_info,0.15.949.416 I print_info,0.15.949.417 I print_info,0.15.949.418 I print_info,0.15.949.419 I print_info,0.15.949.420 I print_info,0.15.949.421 I print_info,0.15.949.422 I print_info,0.15.949.423 I print_info,0.15.949.424 I print_info,0.15.949.426 I print_info,0.15.949.427 I print_info,0.15.949.428 I print_info,0.15.949.429 I print_info,0.15.949.430 I print_info,0.15.949.431 I print_info,0.15.949.433 I print_info,0.15.955.801 I load,0.15.955.802 I load,0.15.955.803 I load,0.15.955.884 I load,0.15.982.662 I load,0.15.982.680 I print_info,0.15.982.696 I print_info,0.15.982.697 I print_info,0.15.982.698 I print_info,0.15.982.699 I print_info,0.15.982.707 I print_info,0.15.982.708 I print_info,0.15.982.709 I print_info,0.15.982.710 I print_info,0.15.982.711 I print_info,0.15.982.713 I print_info,0.15.982.714 I print_info,0.15.982.715 I print_info,0.15.982.717 I print_info,0.15.982.718 I print_info,0.15.982.719 I print_info,0.15.982.720 I print_info,0.15.982.721 I print_info,0.15.982.722 I print_info,0.15.982.723 I print_info,0.15.982.724 I print_info,0.15.982.726 I print_info,0.15.982.727 I print_info,0.15.982.728 I print_info,0.15.982.731 I print_info,0.15.982.734 I print_info,0.15.982.735 I print_info,0.15.982.736 I print_info,0.15.982.737 I print_info,0.15.982.738 I print_info,0.15.982.739 I print_info,0.15.982.740 I print_info,0.15.982.743 I print_info,0.15.982.744 I print_info,0.15.982.745 I print_info,0.15.982.746 I print_info,0.15.982.747 I print_info,0.15.982.748 I print_info,0.15.982.750 I print_info,0.15.982.751 I print_info,0.16.393.897 I load,0.16.405.032 I load,0.16.405.033 I load,0.16.405.114 I load,0.16.432.095 I load,0.16.432.114 I print_info,0.16.432.115 I print_info,0.16.432.116 I print_info,0.16.432.117 I print_info,0.16.432.126 I print_info,0.16.432.127 I print_info,0.16.432.128 I print_info,0.16.432.130 I print_info,0.16.432.132 I print_info,0.16.432.133 I print_info,0.16.432.135 I print_info,0.16.432.136 I print_info,0.16.432.137 I print_info,0.16.432.138 I print_info,0.16.432.139 I print_info,0.16.432.141 I print_info,0.16.432.142 I print_info,0.16.432.143 I print_info,0.16.432.144 I print_info,0.16.432.145 I print_info,0.16.432.146 I print_info,0.16.432.147 I print_info,0.16.432.149 I print_info,0.16.432.150 I print_info,0.16.432.151 I print_info,0.16.432.152 I print_info,0.16.432.153 I print_info,0.16.432.154 I print_info,0.16.432.155 I print_info,0.16.432.156 I print_info,0.16.432.157 I print_info,0.18.142.315 I load_tensors,0.18.142.321 I load_tensors,0.18.142.322 I load_tensors,0.18.142.323 I load_tensors,0.18.142.324 I load_tensors,0.18.142.325 I load_tensors,0.18.800.668 I load_tensors,0.18.800.669 I load_tensors,0.18.800.676 I load_tensors,0.18.800.677 I load_tensors,0.18.800.678 I load_tensors,0.18.800.679 I load_tensors,0.18.800.680 I load_tensors,0.18.800.681 I load_tensors,0.18.970.366 I load_tensors,0.18.970.372 I load_tensors,0.18.970.373 I load_tensors,0.18.970.374 I load_tensors,0.18.970.375 I load_tensors,0.18.970.376 I load_tensors,0.18.970.377 I load_tensors,0.19.164.462 I load_tensors,0.19.164.468 I load_tensors,0.19.164.469 I load_tensors,0.19.164.470 I load_tensors,0.19.164.471 I load_tensors,0.19.164.472 I load_tensors,0.19.164.473 I load_tensors,0.19.495.235 I load_tensors,0.19.495.241 I load_tensors,0.19.495.242 I load_tensors,0.19.495.243 I load_tensors,0.19.495.244 I load_tensors,0.19.495.245 I load_tensors,1.0% KLD,1.0% Δp,10.0% KLD,10.0% Δp,2.27.180.667 I llama_context,2.27.180.668 I llama_context,2.27.180.669 I llama_context,2.27.180.671 I llama_context,2.27.180.672 I llama_context,2.27.185.777 I llama_context,2.27.186.362 I llama_kv_cache,2.27.201.418 I llama_kv_cache,2.27.219.728 I llama_kv_cache,2.27.240.797 I llama_kv_cache,2.27.258.470 I llama_kv_cache,2.27.275.656 I llama_kv_cache,2.27.281.925 I llama_kv_cache,2.27.288.889 I llama_kv_cache,2.27.288.952 I llama_kv_cache,2.27.403.100 I sched_reserve,2.27.403.112 I sched_reserve,2.27.403.113 I sched_reserve,2.27.403.114 I sched_reserve,2.27.403.115 I sched_reserve,2.27.403.116 I sched_reserve,2.27.403.117 I sched_reserve,2.27.523.661 I system_info,2.27.546.232 I kl_divergence,25.0% Δp,3.03.443.409 I llama_context,3.03.443.410 I llama_context,3.03.443.413 I llama_context,3.03.443.414 I llama_context,3.03.448.268 I llama_context,3.03.448.879 I llama_kv_cache,3.03.466.430 I llama_kv_cache,3.03.477.892 I llama_kv_cache,3.03.493.846 I llama_kv_cache,3.03.505.301 I llama_kv_cache,3.03.518.269 I llama_kv_cache,3.03.535.834 I llama_kv_cache,3.03.536.061 I llama_kv_cache,3.03.536.120 I llama_kv_cache,3.03.648.316 I sched_reserve,3.03.648.327 I sched_reserve,3.03.648.328 I sched_reserve,3.03.648.329 I sched_reserve,3.03.648.330 I sched_reserve,3.03.648.331 I sched_reserve,3.03.648.332 I sched_reserve,3.03.769.826 I system_info,3.03.788.216 I kl_divergence,3.20.037.388 I llama_context,3.20.037.389 I llama_context,3.20.037.392 I llama_context,3.20.037.393 I llama_context,3.20.042.756 I llama_context,3.20.043.329 I llama_kv_cache,3.20.052.784 I llama_kv_cache,3.20.063.349 I llama_kv_cache,3.20.079.303 I llama_kv_cache,3.20.093.857 I llama_kv_cache,3.20.102.342 I llama_kv_cache,3.20.119.430 I llama_kv_cache,3.20.135.703 I llama_kv_cache,3.20.135.761 I llama_kv_cache,3.20.244.572 I sched_reserve,3.20.244.586 I sched_reserve,3.20.244.587 I sched_reserve,3.20.244.588 I sched_reserve,3.20.244.589 I sched_reserve,3.20.244.590 I sched_reserve,3.20.244.591 I sched_reserve,3.20.358.320 I system_info,3.20.377.143 I kl_divergence,3.43.479.674 I llama_context,3.43.479.675 I llama_context,3.43.479.677 I llama_context,3.43.479.678 I llama_context,3.43.479.679 I llama_context,3.43.484.878 I llama_context,3.43.485.454 I llama_kv_cache,3.43.496.166 I llama_kv_cache,3.43.512.214 I llama_kv_cache,3.43.522.836 I llama_kv_cache,3.43.535.938 I llama_kv_cache,3.43.548.141 I llama_kv_cache,3.43.562.003 I llama_kv_cache,3.43.571.662 I llama_kv_cache,3.43.571.726 I llama_kv_cache,3.43.680.628 I sched_reserve,3.43.680.640 I sched_reserve,3.43.680.641 I sched_reserve,3.43.680.642 I sched_reserve,3.43.680.643 I sched_reserve,3.43.680.644 I sched_reserve,3.43.680.645 I sched_reserve,3.43.776.454 I system_info,3.45.829.218 I kl_divergence,5.0% KLD,5.0% Δp,5.01.793.086 I llama_context,5.01.793.087 I llama_context,5.01.793.090 I llama_context,5.01.793.091 I llama_context,5.01.797.928 I llama_context,5.01.798.334 I llama_kv_cache,5.01.809.190 I llama_kv_cache,5.01.823.990 I llama_kv_cache,5.01.840.302 I llama_kv_cache,5.01.861.252 I llama_kv_cache,5.01.871.731 I llama_kv_cache,5.01.888.373 I llama_kv_cache,5.01.897.421 I llama_kv_cache,5.01.897.486 I llama_kv_cache,5.02.012.094 I sched_reserve,5.02.012.106 I sched_reserve,5.02.012.107 I sched_reserve,5.02.012.108 I sched_reserve,5.02.012.109 I sched_reserve,5.02.012.110 I sched_reserve,5.02.012.111 I sched_reserve,5.02.113.565 I system_info,5.05.018.943 I kl_divergence,6.06.878.008 I llama_perf_context_print,6.06.878.012 I llama_perf_context_print,6.06.878.241 I common_memory_breakdown_print,7.04.099.558 I llama_perf_context_print,7.04.099.562 I llama_perf_context_print,7.04.099.812 I common_memory_breakdown_print,7.11.082.685 I llama_perf_context_print,7.11.082.690 I llama_perf_context_print,7.11.082.909 I common_memory_breakdown_print,7.35.094.567 I llama_perf_context_print,7.35.094.570 I llama_perf_context_print,7.35.094.571 I llama_perf_context_print,7.35.094.807 I common_memory_breakdown_print,75.0% Δp,8.46.290.734 I llama_perf_context_print,8.46.290.740 I llama_perf_context_print,8.46.290.992 I common_memory_breakdown_print,90.0% KLD,90.0% Δp,95.0% KLD,95.0% Δp,99.0% KLD,99.0% Δp,99.9% KLD,99.9% Δp,"Cor(ln(PPL(Q)), ln(PPL(base)))",Maximum KLD,Maximum Δp,Mean KLD_std,Mean PPL(Q)-PPL(base)_mean,Mean PPL(Q)-PPL(base)_std,Mean PPL(Q)/PPL(base)_mean,Mean PPL(Q)/PPL(base)_std,Mean PPL(Q)_mean,Mean PPL(Q)_std,Mean PPL(base)_mean,Mean PPL(base)_std,Mean ln(PPL(Q)/PPL(base))_mean,Mean ln(PPL(Q)/PPL(base))_std,Mean Δp_mean,Mean Δp_std,Median KLD,Median Δp,Minimum KLD,Minimum Δp,RMS Δp_mean,RMS Δp_std,Same top p_mean,Same top p_std,file_path,file_size_gib,is_self_ref,mixture +Kimi-K2.7-Code-IQ2_S 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/ Q3_K / Q3_K / Q4_0 +Kimi-K2.7-Code-Q4_X 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/ Q4_0 / Q4_0 / Q4_0 diff --git a/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_S.md b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_S.md new file mode 100644 index 0000000000000000000000000000000000000000..0858bd454268f5d505073f216201d2df27072c39 --- /dev/null +++ b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_S.md @@ -0,0 +1,874 @@ +### Kimi-K2.7-Code-IQ2_S (aes_sedai) + +```txt +/home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on -lv 4 --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Kimi-K2.7-Code-Q4_X-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ2_S.gguf --direct-io +0.01.411.014 I common_init_result: fitting params to device memory ... +0.01.411.022 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) +0.01.411.032 I common_params_fit_impl: getting device memory data for initial parameters: +0.10.555.501 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +0.10.555.509 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (41206 = 36173 + 72 + 4960) + -40643 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (47633 = 41917 + 72 + 5644) + -47071 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (47633 = 41917 + 72 + 5644) + -47071 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (42384 = 36677 + 63 + 5644) + -41822 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (48305 = 42589 + 72 + 5644) + -47743 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (48977 = 43261 + 72 + 5644) + -48415 | +0.10.555.510 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (47717 = 42001 + 72 + 5644) + -47155 | +0.10.555.511 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (41222 = 33551 + 54 + 7616) + -40660 | +0.10.555.511 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +0.10.583.178 I common_params_fit_impl: projected memory use with initial parameters [MiB]: +0.10.583.188 I common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 41206 used, 55481 free vs. target of 1024 +0.10.583.189 I common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 47633 used, 49054 free vs. target of 1024 +0.10.583.189 I common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 47633 used, 49054 free vs. target of 1024 +0.10.583.190 I common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 42384 used, 54302 free vs. target of 1024 +0.10.583.190 I common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 48305 used, 48382 free vs. target of 1024 +0.10.583.190 I common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 48977 used, 47710 free vs. target of 1024 +0.10.583.191 I common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 47717 used, 48970 free vs. target of 1024 +0.10.583.191 I common_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 41222 used, 55465 free vs. target of 1024 +0.10.583.191 I common_params_fit_impl: projected to use 365081 MiB of device memory vs. 773503 MiB of free device memory +0.10.583.192 I common_params_fit_impl: targets for free memory can be met on all devices, no changes needed +0.10.583.192 I common_fit_params: successfully fit params to free device memory +0.10.583.196 I common_fit_params: fitting params to free memory took 9.17 seconds +0.10.607.052 W llama_model_loader: direct I/O is enabled, disabling mmap +0.10.612.023 I llama_model_loader: loaded meta data with 54 key-value pairs and 1096 tensors from /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ2_S.gguf (version GGUF V3 (latest)) +0.10.612.049 I llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output. +0.10.612.053 I llama_model_loader: - kv 0: general.architecture str = deepseek2 +0.10.612.054 I llama_model_loader: - kv 1: general.type str = model +0.10.612.054 I llama_model_loader: - kv 2: general.name str = Kimi K2.7 Code +0.10.612.055 I llama_model_loader: - kv 3: general.size_label str = 384x14B +0.10.612.055 I llama_model_loader: - kv 4: general.license str = other +0.10.612.055 I llama_model_loader: - kv 5: general.license.name str = modified-mit +0.10.612.066 I llama_model_loader: - kv 6: general.tags arr[str,2] = ["compressed-tensors", "image-text-to... +0.10.612.068 I llama_model_loader: - kv 7: deepseek2.block_count u32 = 61 +0.10.612.068 I llama_model_loader: - kv 8: deepseek2.context_length u32 = 262144 +0.10.612.068 I llama_model_loader: - kv 9: deepseek2.embedding_length u32 = 7168 +0.10.612.069 I llama_model_loader: - kv 10: deepseek2.feed_forward_length u32 = 18432 +0.10.612.069 I llama_model_loader: - kv 11: deepseek2.attention.head_count u32 = 64 +0.10.612.069 I llama_model_loader: - kv 12: deepseek2.attention.head_count_kv u32 = 1 +0.10.612.070 I llama_model_loader: - kv 13: deepseek2.rope.scaling.type str = yarn +0.10.612.074 I llama_model_loader: - kv 14: deepseek2.rope.scaling.factor f32 = 64.000000 +0.10.612.075 I llama_model_loader: - kv 15: deepseek2.rope.scaling.original_context_length u32 = 4096 +0.10.612.076 I llama_model_loader: - kv 16: deepseek2.rope.scaling.yarn_beta_fast f32 = 32.000000 +0.10.612.076 I llama_model_loader: - kv 17: deepseek2.rope.scaling.yarn_beta_slow f32 = 1.000000 +0.10.612.077 I llama_model_loader: - kv 18: deepseek2.rope.freq_base f32 = 50000.000000 +0.10.612.078 I llama_model_loader: - kv 19: deepseek2.attention.layer_norm_rms_epsilon f32 = 0.000010 +0.10.612.079 I llama_model_loader: - kv 20: deepseek2.expert_used_count u32 = 8 +0.10.612.079 I llama_model_loader: - kv 21: deepseek2.expert_group_count u32 = 1 +0.10.612.080 I llama_model_loader: - kv 22: deepseek2.expert_group_used_count u32 = 1 +0.10.612.080 I llama_model_loader: - kv 23: deepseek2.expert_gating_func u32 = 2 +0.10.612.081 I llama_model_loader: - kv 24: deepseek2.leading_dense_block_count u32 = 1 +0.10.612.081 I llama_model_loader: - kv 25: deepseek2.vocab_size u32 = 163840 +0.10.612.082 I llama_model_loader: - kv 26: deepseek2.attention.q_lora_rank u32 = 1536 +0.10.612.083 I llama_model_loader: - kv 27: deepseek2.attention.kv_lora_rank u32 = 512 +0.10.612.083 I llama_model_loader: - kv 28: deepseek2.attention.key_length u32 = 576 +0.10.612.083 I llama_model_loader: - kv 29: deepseek2.attention.value_length u32 = 512 +0.10.612.084 I llama_model_loader: - kv 30: deepseek2.attention.key_length_mla u32 = 192 +0.10.612.084 I llama_model_loader: - kv 31: deepseek2.attention.value_length_mla u32 = 128 +0.10.612.084 I llama_model_loader: - kv 32: deepseek2.expert_feed_forward_length u32 = 2048 +0.10.612.085 I llama_model_loader: - kv 33: deepseek2.expert_count u32 = 384 +0.10.612.086 I llama_model_loader: - kv 34: deepseek2.expert_shared_count u32 = 1 +0.10.612.086 I llama_model_loader: - kv 35: deepseek2.expert_weights_scale f32 = 2.827000 +0.10.612.088 I llama_model_loader: - kv 36: deepseek2.expert_weights_norm bool = true +0.10.612.089 I llama_model_loader: - kv 37: deepseek2.rope.dimension_count u32 = 64 +0.10.612.089 I llama_model_loader: - kv 38: deepseek2.rope.scaling.yarn_log_multiplier f32 = 0.100000 +0.10.612.090 I llama_model_loader: - kv 39: tokenizer.ggml.model str = gpt2 +0.10.612.090 I llama_model_loader: - kv 40: tokenizer.ggml.pre str = kimi-k2 +0.10.621.303 I llama_model_loader: - kv 41: tokenizer.ggml.tokens arr[str,163840] = ["!", "\"", "#", "$", "%", "&", "'", ... +0.10.623.640 I llama_model_loader: - kv 42: tokenizer.ggml.token_type arr[i32,163840] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... +0.10.632.603 I llama_model_loader: - kv 43: tokenizer.ggml.merges arr[str,163328] = ["Ġ Ġ", "ĠĠ ĠĠ", "Ġ t", "i n",... +0.10.632.612 I llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 163584 +0.10.632.613 I llama_model_loader: - kv 45: tokenizer.ggml.eos_token_id u32 = 163586 +0.10.632.613 I llama_model_loader: - kv 46: tokenizer.ggml.padding_token_id u32 = 163839 +0.10.632.616 I llama_model_loader: - kv 47: tokenizer.chat_template str = {%- macro render_content(msg) -%}\n ... +0.10.632.616 I llama_model_loader: - kv 48: general.quantization_version u32 = 2 +0.10.632.617 I llama_model_loader: - kv 49: general.file_type u32 = 10 +0.10.632.617 I llama_model_loader: - kv 50: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Kimi-K2.7-Cod... +0.10.632.618 I llama_model_loader: - kv 51: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/calibrati... +0.10.632.618 I llama_model_loader: - kv 52: quantize.imatrix.entries_count u32 = 789 +0.10.632.619 I llama_model_loader: - kv 53: quantize.imatrix.chunks_count u32 = 50 +0.10.632.619 I llama_model_loader: - type f32: 365 tensors +0.10.632.620 I llama_model_loader: - type q8_0: 551 tensors +0.10.632.620 I llama_model_loader: - type q3_K: 46 tensors +0.10.632.620 I llama_model_loader: - type iq2_xxs: 91 tensors +0.10.632.620 I llama_model_loader: - type iq2_xs: 25 tensors +0.10.632.620 I llama_model_loader: - type iq3_xxs: 14 tensors +0.10.632.620 I llama_model_loader: - type iq2_s: 4 tensors +0.10.632.622 I print_info: file format = GGUF V3 (latest) +0.10.632.622 I print_info: file type = Q2_K - Medium +0.10.632.626 I print_info: file size = 311.80 GiB (2.61 BPW) +0.14.968.066 I llama_prepare_model_devices: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free +0.15.098.546 I llama_prepare_model_devices: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free +0.15.227.456 I llama_prepare_model_devices: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free +0.15.356.527 I llama_prepare_model_devices: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free +0.15.486.199 I llama_prepare_model_devices: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free +0.15.615.558 I llama_prepare_model_devices: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free +0.15.753.312 I llama_prepare_model_devices: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free +0.15.891.164 I llama_prepare_model_devices: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free +0.15.944.393 I load: 0 unused tokens +0.15.955.794 I load: printing all EOG tokens: +0.15.955.801 I load: - 163585 ('[EOS]') +0.15.955.802 I load: - 163586 ('<|im_end|>') +0.15.955.802 I load: - 163593 ('[EOT]') +0.15.955.803 I load: - 163839 ('[PAD]') +0.15.955.884 I load: special tokens cache size = 256 +0.15.982.662 I load: token to piece cache size = 1.0606 MB +0.15.982.680 I print_info: arch = deepseek2 +0.15.982.696 I print_info: vocab_only = 0 +0.15.982.697 I print_info: no_alloc = 0 +0.15.982.697 I print_info: n_ctx_train = 262144 +0.15.982.698 I print_info: n_embd_inp = 7168 +0.15.982.698 I print_info: n_embd = 7168 +0.15.982.698 I print_info: n_embd_out = 7168 +0.15.982.699 I print_info: n_layer = 61 +0.15.982.699 I print_info: n_layer_all = 61 +0.15.982.707 I print_info: n_head = 64 +0.15.982.708 I print_info: n_head_kv = 1 +0.15.982.709 I print_info: n_rot = 64 +0.15.982.709 I print_info: n_swa = 0 +0.15.982.710 I print_info: is_swa_any = 0 +0.15.982.710 I print_info: n_embd_head_k = 576 +0.15.982.710 I print_info: n_embd_head_v = 512 +0.15.982.711 I print_info: n_gqa = 64 +0.15.982.713 I print_info: n_embd_k_gqa = 576 +0.15.982.714 I print_info: n_embd_v_gqa = 512 +0.15.982.715 I print_info: f_norm_eps = 0.0e+00 +0.15.982.717 I print_info: f_norm_rms_eps = 1.0e-05 +0.15.982.717 I print_info: f_clamp_kqv = 0.0e+00 +0.15.982.718 I print_info: f_max_alibi_bias = 0.0e+00 +0.15.982.718 I print_info: f_logit_scale = 0.0e+00 +0.15.982.718 I print_info: f_attn_scale = 0.0e+00 +0.15.982.719 I print_info: f_attn_value_scale = 0.0000 +0.15.982.720 I print_info: n_ff = 18432 +0.15.982.721 I print_info: n_expert = 384 +0.15.982.722 I print_info: n_expert_used = 8 +0.15.982.722 I print_info: n_expert_groups = 1 +0.15.982.723 I print_info: n_group_used = 1 +0.15.982.723 I print_info: causal attn = 1 +0.15.982.724 I print_info: pooling type = -1 +0.15.982.724 I print_info: rope type = 0 +0.15.982.725 I print_info: rope scaling = yarn +0.15.982.726 I print_info: freq_base_train = 50000.0 +0.15.982.727 I print_info: freq_scale_train = 0.015625 +0.15.982.728 I print_info: n_ctx_orig_yarn = 4096 +0.15.982.728 I print_info: rope_yarn_log_mul = 1.0000 +0.15.982.729 I print_info: rope_finetuned = unknown +0.15.982.731 I print_info: model type = 671B +0.15.982.731 I print_info: model params = 1.03 T +0.15.982.733 I print_info: general.name = Kimi K2.7 Code +0.15.982.734 I print_info: n_layer_dense_lead = 1 +0.15.982.735 I print_info: n_lora_q = 1536 +0.15.982.735 I print_info: n_lora_kv = 512 +0.15.982.736 I print_info: n_embd_head_k_mla = 192 +0.15.982.737 I print_info: n_embd_head_v_mla = 128 +0.15.982.738 I print_info: n_ff_exp = 2048 +0.15.982.738 I print_info: n_expert_shared = 1 +0.15.982.739 I print_info: expert_weights_scale = 2.8 +0.15.982.740 I print_info: expert_weights_norm = 1 +0.15.982.741 I print_info: expert_gating_func = sigmoid +0.15.982.742 I print_info: vocab type = BPE +0.15.982.743 I print_info: n_vocab = 163840 +0.15.982.744 I print_info: n_merges = 163328 +0.15.982.745 I print_info: BOS token = 163584 '[BOS]' +0.15.982.745 I print_info: EOS token = 163586 '<|im_end|>' +0.15.982.746 I print_info: EOT token = 163586 '<|im_end|>' +0.15.982.747 I print_info: PAD token = 163839 '[PAD]' +0.15.982.747 I print_info: LF token = 198 'Ċ' +0.15.982.748 I print_info: FIM PAD token = 163839 '[PAD]' +0.15.982.748 I print_info: EOG token = 163585 '[EOS]' +0.15.982.750 I print_info: EOG token = 163586 '<|im_end|>' +0.15.982.750 I print_info: EOG token = 163593 '[EOT]' +0.15.982.751 I print_info: EOG token = 163839 '[PAD]' +0.15.982.751 I print_info: max token length = 512 +0.15.982.752 I load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) +0.18.970.356 I load_tensors: offloading output layer to GPU +0.18.970.366 I load_tensors: offloading 60 repeating layers to GPU +0.18.970.366 I load_tensors: offloaded 62/62 layers to GPU +0.18.970.372 I load_tensors: CUDA0 model buffer size = 36173.73 MiB +0.18.970.373 I load_tensors: CUDA1 model buffer size = 41917.23 MiB +0.18.970.373 I load_tensors: CUDA2 model buffer size = 41917.23 MiB +0.18.970.374 I load_tensors: CUDA3 model buffer size = 36677.58 MiB +0.18.970.375 I load_tensors: CUDA4 model buffer size = 42589.23 MiB +0.18.970.375 I load_tensors: CUDA5 model buffer size = 43261.23 MiB +0.18.970.376 I load_tensors: CUDA6 model buffer size = 42001.23 MiB +0.18.970.376 I load_tensors: CUDA7 model buffer size = 33551.95 MiB +0.18.970.377 I load_tensors: CUDA_Host model buffer size = 1190.00 MiB +.................................................................................................... +3.03.442.841 I common_init_result: added [EOS] logit bias = -inf +3.03.442.850 I common_init_result: added <|im_end|> logit bias = -inf +3.03.442.851 I common_init_result: added [EOT] logit bias = -inf +3.03.442.853 I common_init_result: added [PAD] logit bias = -inf +3.03.443.395 I llama_context: constructing llama_context +3.03.443.407 W llama_context: setting new yarn_attn_factor = 1.0000 (mscale == 1.0, mscale_all_dim = 1.0) +3.03.443.409 I llama_context: n_seq_max = 16 +3.03.443.409 I llama_context: n_ctx = 8192 +3.03.443.410 I llama_context: n_ctx_seq = 512 +3.03.443.410 I llama_context: n_batch = 8192 +3.03.443.410 I llama_context: n_ubatch = 8192 +3.03.443.410 I llama_context: causal_attn = 1 +3.03.443.411 I llama_context: flash_attn = enabled +3.03.443.411 I llama_context: kv_unified = false +3.03.443.413 I llama_context: freq_base = 50000.0 +3.03.443.413 I llama_context: freq_scale = 0.015625 +3.03.443.414 I llama_context: n_rs_seq = 0 +3.03.443.414 I llama_context: n_outputs_max = 8192 +3.03.443.414 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized +3.03.448.268 I llama_context: CUDA_Host output buffer size = 10.00 MiB +3.03.448.879 I llama_kv_cache: CUDA0 KV buffer size = 72.00 MiB +3.03.466.430 I llama_kv_cache: CUDA1 KV buffer size = 72.00 MiB +3.03.477.892 I llama_kv_cache: CUDA2 KV buffer size = 72.00 MiB +3.03.493.846 I llama_kv_cache: CUDA3 KV buffer size = 63.00 MiB +3.03.505.301 I llama_kv_cache: CUDA4 KV buffer size = 72.00 MiB +3.03.518.269 I llama_kv_cache: CUDA5 KV buffer size = 72.00 MiB +3.03.535.834 I llama_kv_cache: CUDA6 KV buffer size = 72.00 MiB +3.03.536.061 I llama_kv_cache: CUDA7 KV buffer size = 54.00 MiB +3.03.536.116 I llama_kv_cache: size = 549.00 MiB ( 512 cells, 61 layers, 16/16 seqs), K (f16): 549.00 MiB, V (f16): 0.00 MiB +3.03.536.120 I llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576 +3.03.536.120 I llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512 +3.03.536.214 I llama_context: pipeline parallelism enabled +3.03.536.220 I sched_reserve: reserving ... +3.03.538.291 I sched_reserve: resolving fused Gated Delta Net support: +3.03.539.369 I sched_reserve: fused Gated Delta Net (autoregressive) enabled +3.03.540.242 I sched_reserve: fused Gated Delta Net (chunked) enabled +3.03.648.316 I sched_reserve: CUDA0 compute buffer size = 4960.38 MiB +3.03.648.327 I sched_reserve: CUDA1 compute buffer size = 4748.38 MiB +3.03.648.328 I sched_reserve: CUDA2 compute buffer size = 4748.38 MiB +3.03.648.328 I sched_reserve: CUDA3 compute buffer size = 4748.38 MiB +3.03.648.328 I sched_reserve: CUDA4 compute buffer size = 4748.38 MiB +3.03.648.329 I sched_reserve: CUDA5 compute buffer size = 4748.38 MiB +3.03.648.329 I sched_reserve: CUDA6 compute buffer size = 4748.38 MiB +3.03.648.329 I sched_reserve: CUDA7 compute buffer size = 6720.50 MiB +3.03.648.330 I sched_reserve: CUDA_Host compute buffer size = 480.62 MiB +3.03.648.330 I sched_reserve: graph nodes = 4851 +3.03.648.331 I sched_reserve: graph splits = 9 +3.03.648.332 I sched_reserve: reserve took 112.11 ms, sched copies = 4 +3.03.648.376 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) +3.03.769.728 I +3.03.769.826 I 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 | +3.03.788.216 I kl_divergence: computing over 568 chunks, n_ctx=512, batch_size=8192, n_seq=16 +3.09.951.583 I kl_divergence: 6.16 seconds per pass - ETA 3.63 minutes + +chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p + 1 1.3275 ± 0.0674 0.18370 ± 0.04628 0.23010 ± 0.04342 24.473 ± 2.371 % 92.941 ± 1.607 % + 2 1.8000 ± 0.1153 0.35486 ± 0.04554 0.35651 ± 0.03932 28.116 ± 1.531 % 86.863 ± 1.497 % + 3 1.6652 ± 0.0914 0.28338 ± 0.03346 0.27818 ± 0.02827 24.744 ± 1.282 % 89.150 ± 1.125 % + 4 1.5990 ± 0.0725 0.27827 ± 0.02836 0.27763 ± 0.02484 25.252 ± 1.133 % 89.706 ± 0.952 % + 5 1.5518 ± 0.0601 0.28317 ± 0.02596 0.27873 ± 0.02246 25.533 ± 1.030 % 89.961 ± 0.842 % + 6 1.5371 ± 0.0518 0.28934 ± 0.02342 0.28952 ± 0.02087 26.195 ± 0.936 % 89.739 ± 0.776 % + 7 1.5068 ± 0.0462 0.27236 ± 0.02109 0.27975 ± 0.01865 25.610 ± 0.858 % 89.972 ± 0.711 % + 8 1.5164 ± 0.0435 0.28955 ± 0.02099 0.29810 ± 0.01855 26.492 ± 0.813 % 89.706 ± 0.673 % + 9 1.5266 ± 0.0412 0.30864 ± 0.02064 0.31529 ± 0.01858 27.211 ± 0.781 % 89.630 ± 0.637 % + 10 1.5247 ± 0.0385 0.31478 ± 0.01972 0.31974 ± 0.01781 27.603 ± 0.743 % 89.490 ± 0.607 % + 11 1.5527 ± 0.0375 0.33029 ± 0.01926 0.34150 ± 0.01742 28.533 ± 0.709 % 88.806 ± 0.595 % + 12 1.5941 ± 0.0376 0.34131 ± 0.01930 0.35925 ± 0.01705 28.941 ± 0.672 % 88.268 ± 0.582 % + 13 1.6282 ± 0.0377 0.35729 ± 0.01878 0.37800 ± 0.01667 29.742 ± 0.646 % 87.602 ± 0.572 % + 14 1.6892 ± 0.0390 0.34701 ± 0.01792 0.37086 ± 0.01570 29.198 ± 0.619 % 87.255 ± 0.558 % + 15 1.7977 ± 0.0431 0.33297 ± 0.01719 0.36675 ± 0.01496 28.723 ± 0.596 % 86.876 ± 0.546 % + 16 1.8957 ± 0.0458 0.31349 ± 0.01633 0.35201 ± 0.01409 27.944 ± 0.578 % 86.740 ± 0.531 % + 17 2.0291 ± 0.0515 0.30246 ± 0.01555 0.34043 ± 0.01332 27.316 ± 0.559 % 86.551 ± 0.518 % + 18 2.2141 ± 0.0589 0.29091 ± 0.01491 0.32997 ± 0.01263 26.677 ± 0.543 % 86.383 ± 0.506 % + 19 2.2197 ± 0.0580 0.28281 ± 0.01461 0.32348 ± 0.01217 26.306 ± 0.527 % 86.502 ± 0.491 % + 20 2.1960 ± 0.0553 0.28406 ± 0.01427 0.32472 ± 0.01178 26.433 ± 0.511 % 86.431 ± 0.480 % + 21 2.2537 ± 0.0562 0.27699 ± 0.01388 0.32497 ± 0.01136 26.290 ± 0.496 % 86.162 ± 0.472 % + 22 2.2580 ± 0.0549 0.26778 ± 0.01347 0.31981 ± 0.01093 25.936 ± 0.484 % 86.150 ± 0.461 % + 23 2.2448 ± 0.0535 0.26300 ± 0.01310 0.31534 ± 0.01060 25.630 ± 0.472 % 86.309 ± 0.449 % + 24 2.2217 ± 0.0514 0.25739 ± 0.01278 0.31043 ± 0.01029 25.371 ± 0.461 % 86.454 ± 0.437 % + 25 2.2052 ± 0.0501 0.25241 ± 0.01245 0.30504 ± 0.00995 25.160 ± 0.451 % 86.651 ± 0.426 % + 26 2.1963 ± 0.0487 0.25108 ± 0.01229 0.30576 ± 0.00980 25.100 ± 0.441 % 86.637 ± 0.418 % + 27 2.1872 ± 0.0474 0.24800 ± 0.01198 0.30484 ± 0.00956 25.053 ± 0.432 % 86.623 ± 0.410 % + 28 2.2084 ± 0.0472 0.24386 ± 0.01174 0.30269 ± 0.00926 24.866 ± 0.422 % 86.499 ± 0.404 % + 29 2.2103 ± 0.0462 0.25261 ± 0.01157 0.30826 ± 0.00910 25.097 ± 0.412 % 86.180 ± 0.401 % + 30 2.2510 ± 0.0466 0.24670 ± 0.01136 0.30589 ± 0.00887 24.869 ± 0.404 % 86.078 ± 0.396 % + 31 2.3083 ± 0.0480 0.24252 ± 0.01114 0.30247 ± 0.00861 24.611 ± 0.396 % 85.996 ± 0.390 % + 32 2.3386 ± 0.0480 0.23822 ± 0.01090 0.30295 ± 0.00840 24.474 ± 0.389 % 85.735 ± 0.387 % + 33 2.3898 ± 0.0487 0.23940 ± 0.01078 0.30479 ± 0.00825 24.387 ± 0.381 % 85.514 ± 0.384 % + 34 2.4232 ± 0.0488 0.23654 ± 0.01055 0.30225 ± 0.00803 24.159 ± 0.375 % 85.375 ± 0.380 % + 35 2.4854 ± 0.0500 0.23314 ± 0.01036 0.29899 ± 0.00783 23.919 ± 0.369 % 85.356 ± 0.374 % + 36 2.5401 ± 0.0507 0.23107 ± 0.01018 0.29751 ± 0.00768 23.742 ± 0.363 % 85.196 ± 0.371 % + 37 2.5341 ± 0.0497 0.23077 ± 0.01004 0.29889 ± 0.00758 23.818 ± 0.358 % 85.098 ± 0.367 % + 38 2.5584 ± 0.0495 0.23146 ± 0.00991 0.29882 ± 0.00742 23.713 ± 0.352 % 84.912 ± 0.364 % + 39 2.5881 ± 0.0495 0.23251 ± 0.00977 0.29797 ± 0.00729 23.626 ± 0.346 % 84.796 ± 0.360 % + 40 2.6217 ± 0.0496 0.22900 ± 0.00958 0.29475 ± 0.00713 23.414 ± 0.341 % 84.725 ± 0.356 % + 41 2.6691 ± 0.0501 0.22545 ± 0.00939 0.29121 ± 0.00697 23.217 ± 0.336 % 84.696 ± 0.352 % + 42 2.6879 ± 0.0499 0.22996 ± 0.00930 0.29315 ± 0.00686 23.251 ± 0.331 % 84.538 ± 0.349 % + 43 2.7053 ± 0.0497 0.22907 ± 0.00916 0.29119 ± 0.00673 23.112 ± 0.326 % 84.569 ± 0.345 % + 44 2.7345 ± 0.0498 0.22883 ± 0.00904 0.29012 ± 0.00661 22.951 ± 0.322 % 84.537 ± 0.341 % + 45 2.8096 ± 0.0511 0.22536 ± 0.00887 0.28711 ± 0.00647 22.743 ± 0.318 % 84.479 ± 0.338 % + 46 2.8659 ± 0.0520 0.22198 ± 0.00873 0.28444 ± 0.00634 22.551 ± 0.314 % 84.408 ± 0.335 % + 47 2.8242 ± 0.0504 0.22351 ± 0.00866 0.28536 ± 0.00632 22.671 ± 0.311 % 84.472 ± 0.331 % + 48 2.7799 ± 0.0488 0.22199 ± 0.00855 0.28428 ± 0.00629 22.651 ± 0.308 % 84.657 ± 0.326 % + 49 2.7531 ± 0.0476 0.22471 ± 0.00854 0.28777 ± 0.00633 22.836 ± 0.307 % 84.706 ± 0.322 % + 50 2.7449 ± 0.0469 0.22917 ± 0.00851 0.29177 ± 0.00630 23.082 ± 0.303 % 84.565 ± 0.320 % + 51 2.7560 ± 0.0464 0.23346 ± 0.00847 0.29686 ± 0.00626 23.266 ± 0.299 % 84.383 ± 0.318 % + 52 2.7788 ± 0.0465 0.23295 ± 0.00835 0.29517 ± 0.00616 23.165 ± 0.296 % 84.389 ± 0.315 % + 53 2.8063 ± 0.0466 0.23146 ± 0.00823 0.29349 ± 0.00605 23.046 ± 0.293 % 84.336 ± 0.313 % + 54 2.8118 ± 0.0464 0.23437 ± 0.00821 0.29621 ± 0.00604 23.132 ± 0.289 % 84.285 ± 0.310 % + 55 2.8178 ± 0.0461 0.23615 ± 0.00812 0.29785 ± 0.00599 23.179 ± 0.286 % 84.264 ± 0.307 % + 56 2.8319 ± 0.0459 0.23723 ± 0.00806 0.29833 ± 0.00592 23.142 ± 0.283 % 84.181 ± 0.305 % + 57 2.8198 ± 0.0451 0.23914 ± 0.00799 0.29930 ± 0.00586 23.243 ± 0.280 % 84.149 ± 0.303 % + 58 2.8224 ± 0.0448 0.24032 ± 0.00792 0.30051 ± 0.00580 23.312 ± 0.277 % 84.111 ± 0.301 % + 59 2.8401 ± 0.0448 0.23935 ± 0.00784 0.29916 ± 0.00573 23.205 ± 0.274 % 84.108 ± 0.298 % + 60 2.8687 ± 0.0449 0.24009 ± 0.00778 0.30035 ± 0.00566 23.209 ± 0.271 % 83.967 ± 0.297 % + 61 2.8911 ± 0.0450 0.23770 ± 0.00770 0.29955 ± 0.00559 23.116 ± 0.268 % 83.851 ± 0.295 % + 62 2.9039 ± 0.0448 0.24224 ± 0.00768 0.30287 ± 0.00556 23.226 ± 0.266 % 83.738 ± 0.293 % + 63 2.9207 ± 0.0448 0.24276 ± 0.00765 0.30414 ± 0.00552 23.215 ± 0.263 % 83.673 ± 0.292 % + 64 2.9209 ± 0.0444 0.24724 ± 0.00763 0.30747 ± 0.00550 23.346 ± 0.261 % 83.585 ± 0.290 % + 65 2.9303 ± 0.0442 0.25147 ± 0.00764 0.31052 ± 0.00548 23.466 ± 0.258 % 83.487 ± 0.288 % + 66 2.9145 ± 0.0435 0.25351 ± 0.00760 0.31212 ± 0.00546 23.607 ± 0.257 % 83.482 ± 0.286 % + 67 2.9049 ± 0.0430 0.25576 ± 0.00757 0.31514 ± 0.00546 23.769 ± 0.255 % 83.488 ± 0.284 % + 68 2.8854 ± 0.0423 0.25631 ± 0.00753 0.31601 ± 0.00544 23.839 ± 0.253 % 83.501 ± 0.282 % + 69 2.8822 ± 0.0418 0.26177 ± 0.00752 0.32085 ± 0.00544 24.102 ± 0.251 % 83.353 ± 0.281 % + 70 2.8758 ± 0.0413 0.26516 ± 0.00748 0.32310 ± 0.00542 24.241 ± 0.249 % 83.311 ± 0.279 % + 71 2.8507 ± 0.0405 0.26440 ± 0.00743 0.32220 ± 0.00538 24.219 ± 0.247 % 83.430 ± 0.276 % + 72 2.8366 ± 0.0400 0.26665 ± 0.00741 0.32410 ± 0.00541 24.332 ± 0.246 % 83.464 ± 0.274 % + 73 2.8232 ± 0.0395 0.26610 ± 0.00739 0.32552 ± 0.00542 24.347 ± 0.245 % 83.503 ± 0.272 % + 74 2.8407 ± 0.0396 0.26729 ± 0.00733 0.32572 ± 0.00536 24.357 ± 0.243 % 83.466 ± 0.270 % + 75 2.8419 ± 0.0394 0.26680 ± 0.00728 0.32519 ± 0.00531 24.308 ± 0.241 % 83.456 ± 0.269 % + 76 2.8259 ± 0.0389 0.26474 ± 0.00721 0.32323 ± 0.00526 24.228 ± 0.239 % 83.571 ± 0.266 % + 77 2.7969 ± 0.0381 0.26346 ± 0.00714 0.32159 ± 0.00523 24.201 ± 0.238 % 83.708 ± 0.264 % + 78 2.7689 ± 0.0373 0.26255 ± 0.00706 0.31961 ± 0.00518 24.164 ± 0.237 % 83.826 ± 0.261 % + 79 2.7636 ± 0.0370 0.26662 ± 0.00707 0.32288 ± 0.00520 24.327 ± 0.236 % 83.773 ± 0.260 % + 80 2.7433 ± 0.0363 0.26701 ± 0.00701 0.32324 ± 0.00517 24.397 ± 0.234 % 83.809 ± 0.258 % + 81 2.7289 ± 0.0358 0.26827 ± 0.00698 0.32389 ± 0.00517 24.451 ± 0.233 % 83.859 ± 0.256 % + 82 2.7186 ± 0.0354 0.27167 ± 0.00696 0.32679 ± 0.00518 24.641 ± 0.232 % 83.807 ± 0.255 % + 83 2.7407 ± 0.0356 0.27326 ± 0.00695 0.32911 ± 0.00516 24.705 ± 0.231 % 83.676 ± 0.254 % + 84 2.7357 ± 0.0353 0.27629 ± 0.00696 0.33312 ± 0.00519 24.865 ± 0.230 % 83.595 ± 0.253 % + 85 2.7201 ± 0.0348 0.27811 ± 0.00694 0.33443 ± 0.00519 24.938 ± 0.229 % 83.640 ± 0.251 % + 86 2.7172 ± 0.0345 0.28075 ± 0.00692 0.33683 ± 0.00518 25.014 ± 0.227 % 83.566 ± 0.250 % + 87 2.7025 ± 0.0340 0.28222 ± 0.00688 0.33855 ± 0.00517 25.132 ± 0.226 % 83.556 ± 0.249 % + 88 2.6959 ± 0.0337 0.28602 ± 0.00687 0.34194 ± 0.00518 25.336 ± 0.226 % 83.503 ± 0.248 % + 89 2.6857 ± 0.0333 0.28805 ± 0.00686 0.34351 ± 0.00519 25.423 ± 0.225 % 83.543 ± 0.246 % + 90 2.6796 ± 0.0330 0.29084 ± 0.00686 0.34521 ± 0.00519 25.508 ± 0.224 % 83.538 ± 0.245 % + 91 2.6729 ± 0.0327 0.29377 ± 0.00684 0.34702 ± 0.00517 25.629 ± 0.223 % 83.516 ± 0.244 % + 92 2.6590 ± 0.0323 0.29545 ± 0.00680 0.34789 ± 0.00515 25.747 ± 0.222 % 83.495 ± 0.242 % + 93 2.6535 ± 0.0320 0.29829 ± 0.00680 0.35016 ± 0.00516 25.812 ± 0.221 % 83.487 ± 0.241 % + 94 2.6419 ± 0.0316 0.30007 ± 0.00679 0.35096 ± 0.00516 25.881 ± 0.220 % 83.500 ± 0.240 % + 95 2.6290 ± 0.0313 0.30103 ± 0.00677 0.35107 ± 0.00514 25.920 ± 0.219 % 83.567 ± 0.238 % + 96 2.6162 ± 0.0309 0.30275 ± 0.00675 0.35203 ± 0.00514 25.997 ± 0.218 % 83.583 ± 0.237 % + 97 2.6153 ± 0.0307 0.30494 ± 0.00673 0.35430 ± 0.00513 26.102 ± 0.217 % 83.525 ± 0.236 % + 98 2.6065 ± 0.0304 0.30635 ± 0.00670 0.35512 ± 0.00511 26.152 ± 0.216 % 83.533 ± 0.235 % + 99 2.6002 ± 0.0301 0.30913 ± 0.00670 0.35714 ± 0.00513 26.247 ± 0.215 % 83.518 ± 0.234 % + 100 2.5938 ± 0.0299 0.30992 ± 0.00667 0.35757 ± 0.00511 26.290 ± 0.214 % 83.541 ± 0.232 % + 101 2.5911 ± 0.0297 0.31078 ± 0.00665 0.35862 ± 0.00510 26.322 ± 0.213 % 83.533 ± 0.231 % + 102 2.5850 ± 0.0295 0.31010 ± 0.00662 0.35809 ± 0.00507 26.290 ± 0.212 % 83.595 ± 0.230 % + 103 2.5936 ± 0.0295 0.31218 ± 0.00660 0.35969 ± 0.00505 26.327 ± 0.211 % 83.518 ± 0.229 % + 104 2.6163 ± 0.0297 0.31139 ± 0.00655 0.35848 ± 0.00501 26.243 ± 0.210 % 83.499 ± 0.228 % + 105 2.6467 ± 0.0302 0.30972 ± 0.00651 0.35733 ± 0.00497 26.161 ± 0.209 % 83.481 ± 0.227 % + 106 2.6487 ± 0.0300 0.30902 ± 0.00648 0.35741 ± 0.00495 26.153 ± 0.207 % 83.455 ± 0.226 % + 107 2.6783 ± 0.0304 0.30772 ± 0.00643 0.35609 ± 0.00491 26.070 ± 0.206 % 83.438 ± 0.225 % + 108 2.7048 ± 0.0307 0.30545 ± 0.00638 0.35391 ± 0.00487 25.965 ± 0.206 % 83.460 ± 0.224 % + 109 2.7230 ± 0.0310 0.30335 ± 0.00633 0.35184 ± 0.00483 25.871 ± 0.205 % 83.508 ± 0.223 % + 110 2.7566 ± 0.0315 0.30138 ± 0.00629 0.34992 ± 0.00479 25.780 ± 0.204 % 83.497 ± 0.222 % + 111 2.7888 ± 0.0319 0.29906 ± 0.00624 0.34796 ± 0.00475 25.682 ± 0.203 % 83.498 ± 0.221 % + 112 2.8088 ± 0.0321 0.29743 ± 0.00620 0.34628 ± 0.00472 25.618 ± 0.202 % 83.536 ± 0.219 % + 113 2.7935 ± 0.0318 0.29724 ± 0.00618 0.34554 ± 0.00471 25.588 ± 0.201 % 83.616 ± 0.218 % + 114 2.7796 ± 0.0314 0.29782 ± 0.00616 0.34580 ± 0.00471 25.614 ± 0.201 % 83.653 ± 0.217 % + 115 2.7724 ± 0.0312 0.29915 ± 0.00615 0.34748 ± 0.00471 25.679 ± 0.200 % 83.642 ± 0.216 % + 116 2.7657 ± 0.0310 0.30090 ± 0.00614 0.34885 ± 0.00471 25.743 ± 0.199 % 83.638 ± 0.215 % + 117 2.7599 ± 0.0307 0.30257 ± 0.00614 0.35127 ± 0.00473 25.839 ± 0.198 % 83.586 ± 0.214 % + 118 2.7525 ± 0.0305 0.30385 ± 0.00612 0.35234 ± 0.00472 25.897 ± 0.198 % 83.556 ± 0.214 % + 119 2.7401 ± 0.0302 0.30349 ± 0.00609 0.35253 ± 0.00470 25.916 ± 0.197 % 83.552 ± 0.213 % + 120 2.7325 ± 0.0299 0.30470 ± 0.00607 0.35343 ± 0.00469 25.959 ± 0.196 % 83.559 ± 0.212 % + 121 2.7221 ± 0.0296 0.30492 ± 0.00605 0.35415 ± 0.00469 26.003 ± 0.195 % 83.575 ± 0.211 % + 122 2.7128 ± 0.0293 0.30590 ± 0.00603 0.35492 ± 0.00467 26.059 ± 0.195 % 83.578 ± 0.210 % + 123 2.7051 ± 0.0291 0.30666 ± 0.00602 0.35588 ± 0.00468 26.083 ± 0.194 % 83.603 ± 0.209 % + 124 2.6993 ± 0.0289 0.30709 ± 0.00601 0.35630 ± 0.00466 26.097 ± 0.193 % 83.618 ± 0.208 % + 125 2.6898 ± 0.0286 0.30743 ± 0.00599 0.35664 ± 0.00465 26.114 ± 0.193 % 83.624 ± 0.207 % + 126 2.6788 ± 0.0283 0.30734 ± 0.00596 0.35591 ± 0.00463 26.106 ± 0.192 % 83.679 ± 0.206 % + 127 2.6691 ± 0.0281 0.30655 ± 0.00592 0.35554 ± 0.00460 26.114 ± 0.191 % 83.702 ± 0.205 % + 128 2.6633 ± 0.0278 0.30580 ± 0.00590 0.35515 ± 0.00458 26.093 ± 0.190 % 83.713 ± 0.204 % + 129 2.6595 ± 0.0277 0.30622 ± 0.00588 0.35572 ± 0.00456 26.115 ± 0.190 % 83.712 ± 0.204 % + 130 2.6564 ± 0.0275 0.30754 ± 0.00586 0.35748 ± 0.00456 26.192 ± 0.189 % 83.677 ± 0.203 % + 131 2.6528 ± 0.0273 0.30804 ± 0.00586 0.35926 ± 0.00456 26.250 ± 0.188 % 83.622 ± 0.202 % + 132 2.6537 ± 0.0272 0.31046 ± 0.00586 0.36182 ± 0.00457 26.354 ± 0.187 % 83.544 ± 0.202 % + 133 2.6472 ± 0.0270 0.31107 ± 0.00585 0.36267 ± 0.00455 26.405 ± 0.187 % 83.526 ± 0.201 % + 134 2.6514 ± 0.0269 0.30871 ± 0.00581 0.36083 ± 0.00452 26.321 ± 0.186 % 83.562 ± 0.201 % + 135 2.6698 ± 0.0271 0.30714 ± 0.00578 0.35893 ± 0.00449 26.237 ± 0.185 % 83.567 ± 0.200 % + 136 2.6595 ± 0.0269 0.30649 ± 0.00575 0.35847 ± 0.00448 26.219 ± 0.185 % 83.619 ± 0.199 % + 137 2.6565 ± 0.0267 0.30809 ± 0.00575 0.35926 ± 0.00447 26.253 ± 0.184 % 83.601 ± 0.198 % + 138 2.6520 ± 0.0266 0.30863 ± 0.00572 0.35971 ± 0.00445 26.299 ± 0.183 % 83.581 ± 0.197 % + 139 2.6522 ± 0.0265 0.31095 ± 0.00571 0.36131 ± 0.00444 26.368 ± 0.183 % 83.532 ± 0.197 % + 140 2.6620 ± 0.0265 0.31206 ± 0.00570 0.36255 ± 0.00442 26.417 ± 0.182 % 83.445 ± 0.197 % + 141 2.6589 ± 0.0264 0.31120 ± 0.00568 0.36261 ± 0.00441 26.403 ± 0.181 % 83.457 ± 0.196 % + 142 2.6553 ± 0.0262 0.31024 ± 0.00566 0.36161 ± 0.00439 26.358 ± 0.180 % 83.505 ± 0.195 % + 143 2.6549 ± 0.0261 0.30872 ± 0.00562 0.35994 ± 0.00436 26.285 ± 0.180 % 83.538 ± 0.194 % + 144 2.6529 ± 0.0260 0.30744 ± 0.00559 0.35823 ± 0.00434 26.223 ± 0.179 % 83.576 ± 0.193 % + 145 2.6543 ± 0.0259 0.30575 ± 0.00556 0.35647 ± 0.00431 26.151 ± 0.178 % 83.600 ± 0.193 % + 146 2.6528 ± 0.0258 0.30420 ± 0.00552 0.35479 ± 0.00429 26.083 ± 0.178 % 83.642 ± 0.192 % + 147 2.6415 ± 0.0256 0.30341 ± 0.00550 0.35367 ± 0.00427 26.053 ± 0.177 % 83.705 ± 0.191 % + 148 2.6368 ± 0.0254 0.30392 ± 0.00548 0.35408 ± 0.00426 26.076 ± 0.177 % 83.720 ± 0.190 % + 149 2.6306 ± 0.0252 0.30360 ± 0.00546 0.35405 ± 0.00424 26.082 ± 0.176 % 83.740 ± 0.189 % + 150 2.6325 ± 0.0252 0.30420 ± 0.00544 0.35416 ± 0.00423 26.087 ± 0.176 % 83.707 ± 0.189 % + 151 2.6319 ± 0.0251 0.30368 ± 0.00542 0.35355 ± 0.00420 26.056 ± 0.175 % 83.719 ± 0.188 % + 152 2.6286 ± 0.0249 0.30401 ± 0.00540 0.35332 ± 0.00419 26.049 ± 0.174 % 83.720 ± 0.188 % + 153 2.6262 ± 0.0248 0.30412 ± 0.00538 0.35283 ± 0.00416 26.024 ± 0.173 % 83.706 ± 0.187 % + 154 2.6218 ± 0.0246 0.30386 ± 0.00536 0.35227 ± 0.00414 26.012 ± 0.173 % 83.692 ± 0.186 % + 155 2.6187 ± 0.0245 0.30324 ± 0.00533 0.35180 ± 0.00412 25.988 ± 0.172 % 83.674 ± 0.186 % + 156 2.6205 ± 0.0244 0.30235 ± 0.00532 0.35126 ± 0.00410 25.954 ± 0.171 % 83.683 ± 0.185 % + 157 2.6232 ± 0.0244 0.30124 ± 0.00529 0.35015 ± 0.00408 25.904 ± 0.171 % 83.697 ± 0.185 % + 158 2.6199 ± 0.0242 0.29994 ± 0.00526 0.34891 ± 0.00406 25.854 ± 0.170 % 83.721 ± 0.184 % + 159 2.6231 ± 0.0242 0.29919 ± 0.00524 0.34849 ± 0.00404 25.825 ± 0.170 % 83.705 ± 0.183 % + 160 2.6223 ± 0.0241 0.29827 ± 0.00522 0.34751 ± 0.00402 25.787 ± 0.169 % 83.750 ± 0.183 % + 161 2.6198 ± 0.0240 0.29841 ± 0.00520 0.34772 ± 0.00401 25.803 ± 0.168 % 83.741 ± 0.182 % + 162 2.6242 ± 0.0240 0.29823 ± 0.00518 0.34759 ± 0.00399 25.790 ± 0.168 % 83.747 ± 0.182 % + 163 2.6250 ± 0.0239 0.29821 ± 0.00518 0.34744 ± 0.00398 25.778 ± 0.167 % 83.760 ± 0.181 % + 164 2.6396 ± 0.0240 0.29726 ± 0.00516 0.34648 ± 0.00396 25.728 ± 0.167 % 83.752 ± 0.180 % + 165 2.6344 ± 0.0239 0.29841 ± 0.00515 0.34747 ± 0.00396 25.802 ± 0.167 % 83.743 ± 0.180 % + 166 2.6427 ± 0.0239 0.29957 ± 0.00514 0.34840 ± 0.00395 25.813 ± 0.166 % 83.690 ± 0.180 % + 167 2.6466 ± 0.0239 0.30100 ± 0.00513 0.34943 ± 0.00394 25.836 ± 0.165 % 83.654 ± 0.179 % + 168 2.6510 ± 0.0239 0.30175 ± 0.00513 0.35038 ± 0.00392 25.855 ± 0.165 % 83.597 ± 0.179 % + 169 2.6603 ± 0.0239 0.30245 ± 0.00511 0.35123 ± 0.00391 25.882 ± 0.164 % 83.532 ± 0.179 % + 170 2.6720 ± 0.0240 0.30172 ± 0.00510 0.35079 ± 0.00390 25.842 ± 0.163 % 83.490 ± 0.178 % + 171 2.6842 ± 0.0241 0.30195 ± 0.00508 0.35047 ± 0.00388 25.810 ± 0.163 % 83.447 ± 0.178 % + 172 2.7021 ± 0.0243 0.30171 ± 0.00506 0.35004 ± 0.00386 25.761 ± 0.162 % 83.415 ± 0.178 % + 173 2.7151 ± 0.0244 0.30054 ± 0.00504 0.34931 ± 0.00384 25.706 ± 0.162 % 83.396 ± 0.177 % + 174 2.7032 ± 0.0242 0.29974 ± 0.00501 0.34824 ± 0.00382 25.688 ± 0.161 % 83.451 ± 0.176 % + 175 2.6937 ± 0.0240 0.29960 ± 0.00499 0.34802 ± 0.00381 25.691 ± 0.161 % 83.489 ± 0.176 % + 176 2.6910 ± 0.0239 0.29988 ± 0.00498 0.34849 ± 0.00380 25.712 ± 0.160 % 83.489 ± 0.175 % + 177 2.6887 ± 0.0238 0.29989 ± 0.00497 0.34843 ± 0.00379 25.724 ± 0.160 % 83.501 ± 0.175 % + 178 2.6864 ± 0.0237 0.30035 ± 0.00496 0.34853 ± 0.00378 25.737 ± 0.160 % 83.507 ± 0.174 % + 179 2.6813 ± 0.0236 0.30128 ± 0.00495 0.34923 ± 0.00378 25.765 ± 0.159 % 83.512 ± 0.174 % + 180 2.6751 ± 0.0235 0.30206 ± 0.00494 0.34945 ± 0.00377 25.788 ± 0.159 % 83.534 ± 0.173 % + 181 2.6723 ± 0.0234 0.30342 ± 0.00493 0.35070 ± 0.00378 25.853 ± 0.159 % 83.508 ± 0.173 % + 182 2.6708 ± 0.0233 0.30513 ± 0.00493 0.35202 ± 0.00378 25.922 ± 0.158 % 83.467 ± 0.172 % + 183 2.6859 ± 0.0234 0.30377 ± 0.00490 0.35060 ± 0.00376 25.857 ± 0.158 % 83.484 ± 0.172 % + 184 2.6983 ± 0.0235 0.30263 ± 0.00488 0.34944 ± 0.00374 25.800 ± 0.157 % 83.489 ± 0.171 % + 185 2.7144 ± 0.0237 0.30162 ± 0.00486 0.34830 ± 0.00372 25.741 ± 0.157 % 83.504 ± 0.171 % + 186 2.7278 ± 0.0238 0.30034 ± 0.00484 0.34711 ± 0.00370 25.679 ± 0.156 % 83.498 ± 0.170 % + 187 2.7393 ± 0.0239 0.29920 ± 0.00482 0.34612 ± 0.00368 25.627 ± 0.156 % 83.504 ± 0.170 % + 188 2.7560 ± 0.0240 0.29780 ± 0.00480 0.34494 ± 0.00366 25.567 ± 0.156 % 83.502 ± 0.170 % + 189 2.7706 ± 0.0241 0.29620 ± 0.00478 0.34369 ± 0.00365 25.507 ± 0.155 % 83.507 ± 0.169 % + 190 2.7842 ± 0.0243 0.29491 ± 0.00476 0.34252 ± 0.00363 25.448 ± 0.155 % 83.519 ± 0.169 % + 191 2.7937 ± 0.0243 0.29421 ± 0.00474 0.34167 ± 0.00361 25.402 ± 0.154 % 83.519 ± 0.168 % + 192 2.7969 ± 0.0243 0.29308 ± 0.00472 0.34045 ± 0.00360 25.345 ± 0.154 % 83.536 ± 0.168 % + 193 2.8051 ± 0.0243 0.29180 ± 0.00470 0.33931 ± 0.00358 25.291 ± 0.154 % 83.558 ± 0.167 % + 194 2.8092 ± 0.0243 0.29080 ± 0.00468 0.33808 ± 0.00356 25.236 ± 0.153 % 83.580 ± 0.167 % + 195 2.8045 ± 0.0242 0.29153 ± 0.00467 0.33855 ± 0.00356 25.251 ± 0.153 % 83.578 ± 0.166 % + 196 2.8088 ± 0.0242 0.29292 ± 0.00466 0.34000 ± 0.00356 25.295 ± 0.152 % 83.525 ± 0.166 % + 197 2.8110 ± 0.0242 0.29259 ± 0.00465 0.33970 ± 0.00354 25.286 ± 0.152 % 83.519 ± 0.166 % + 198 2.8218 ± 0.0242 0.29212 ± 0.00463 0.33914 ± 0.00353 25.250 ± 0.152 % 83.512 ± 0.165 % + 199 2.8306 ± 0.0243 0.29108 ± 0.00462 0.33830 ± 0.00351 25.208 ± 0.151 % 83.506 ± 0.165 % + 200 2.8319 ± 0.0242 0.29021 ± 0.00460 0.33749 ± 0.00350 25.166 ± 0.151 % 83.508 ± 0.164 % + 201 2.8354 ± 0.0242 0.28968 ± 0.00458 0.33701 ± 0.00349 25.143 ± 0.150 % 83.512 ± 0.164 % + 202 2.8350 ± 0.0241 0.28849 ± 0.00457 0.33596 ± 0.00347 25.098 ± 0.150 % 83.539 ± 0.163 % + 203 2.8466 ± 0.0242 0.28825 ± 0.00455 0.33549 ± 0.00346 25.075 ± 0.150 % 83.526 ± 0.163 % + 204 2.8399 ± 0.0241 0.28827 ± 0.00454 0.33547 ± 0.00345 25.081 ± 0.149 % 83.541 ± 0.163 % + 205 2.8461 ± 0.0241 0.28742 ± 0.00452 0.33458 ± 0.00343 25.039 ± 0.149 % 83.541 ± 0.162 % + 206 2.8461 ± 0.0240 0.28726 ± 0.00451 0.33389 ± 0.00342 25.008 ± 0.148 % 83.543 ± 0.162 % + 207 2.8495 ± 0.0240 0.28730 ± 0.00450 0.33371 ± 0.00341 24.982 ± 0.148 % 83.537 ± 0.161 % + 208 2.8520 ± 0.0239 0.28674 ± 0.00448 0.33293 ± 0.00339 24.951 ± 0.148 % 83.544 ± 0.161 % + 209 2.8517 ± 0.0239 0.28784 ± 0.00447 0.33386 ± 0.00339 24.997 ± 0.147 % 83.503 ± 0.161 % + 210 2.8566 ± 0.0239 0.28734 ± 0.00446 0.33300 ± 0.00337 24.951 ± 0.147 % 83.500 ± 0.160 % + 211 2.8567 ± 0.0238 0.28819 ± 0.00445 0.33348 ± 0.00337 24.963 ± 0.146 % 83.476 ± 0.160 % + 212 2.8568 ± 0.0237 0.28815 ± 0.00443 0.33294 ± 0.00335 24.932 ± 0.146 % 83.476 ± 0.160 % + 213 2.8556 ± 0.0237 0.28722 ± 0.00442 0.33230 ± 0.00334 24.901 ± 0.146 % 83.491 ± 0.159 % + 214 2.8576 ± 0.0236 0.28682 ± 0.00441 0.33208 ± 0.00333 24.879 ± 0.145 % 83.469 ± 0.159 % + 215 2.8523 ± 0.0235 0.28668 ± 0.00440 0.33255 ± 0.00332 24.898 ± 0.145 % 83.467 ± 0.159 % + 216 2.8504 ± 0.0234 0.28681 ± 0.00439 0.33285 ± 0.00332 24.893 ± 0.144 % 83.450 ± 0.158 % + 217 2.8506 ± 0.0234 0.28805 ± 0.00439 0.33408 ± 0.00332 24.936 ± 0.144 % 83.423 ± 0.158 % + 218 2.8459 ± 0.0233 0.28761 ± 0.00437 0.33368 ± 0.00331 24.918 ± 0.144 % 83.427 ± 0.158 % + 219 2.8414 ± 0.0232 0.28731 ± 0.00437 0.33381 ± 0.00330 24.922 ± 0.143 % 83.427 ± 0.157 % + 220 2.8394 ± 0.0231 0.28700 ± 0.00436 0.33390 ± 0.00329 24.919 ± 0.143 % 83.433 ± 0.157 % + 221 2.8397 ± 0.0230 0.28659 ± 0.00434 0.33312 ± 0.00328 24.878 ± 0.142 % 83.441 ± 0.157 % + 222 2.8400 ± 0.0230 0.28579 ± 0.00433 0.33229 ± 0.00326 24.843 ± 0.142 % 83.466 ± 0.156 % + 223 2.8383 ± 0.0229 0.28539 ± 0.00432 0.33198 ± 0.00325 24.828 ± 0.142 % 83.443 ± 0.156 % + 224 2.8385 ± 0.0228 0.28535 ± 0.00430 0.33155 ± 0.00324 24.807 ± 0.141 % 83.449 ± 0.156 % + 225 2.8367 ± 0.0227 0.28564 ± 0.00430 0.33212 ± 0.00324 24.833 ± 0.141 % 83.423 ± 0.155 % + 226 2.8412 ± 0.0227 0.28512 ± 0.00429 0.33137 ± 0.00322 24.795 ± 0.141 % 83.434 ± 0.155 % + 227 2.8469 ± 0.0228 0.28438 ± 0.00427 0.33053 ± 0.00321 24.753 ± 0.140 % 83.431 ± 0.155 % + 228 2.8370 ± 0.0226 0.28383 ± 0.00426 0.32985 ± 0.00320 24.740 ± 0.140 % 83.467 ± 0.154 % + 229 2.8359 ± 0.0226 0.28415 ± 0.00425 0.32979 ± 0.00319 24.749 ± 0.140 % 83.473 ± 0.154 % + 230 2.8356 ± 0.0225 0.28409 ± 0.00424 0.32968 ± 0.00318 24.739 ± 0.139 % 83.478 ± 0.153 % + 231 2.8342 ± 0.0225 0.28370 ± 0.00423 0.32956 ± 0.00317 24.723 ± 0.139 % 83.494 ± 0.153 % + 232 2.8395 ± 0.0225 0.28323 ± 0.00423 0.32954 ± 0.00316 24.696 ± 0.139 % 83.494 ± 0.153 % + 233 2.8469 ± 0.0225 0.28280 ± 0.00422 0.32909 ± 0.00315 24.661 ± 0.138 % 83.491 ± 0.152 % + 234 2.8482 ± 0.0225 0.28360 ± 0.00421 0.32968 ± 0.00315 24.684 ± 0.138 % 83.469 ± 0.152 % + 235 2.8395 ± 0.0223 0.28351 ± 0.00420 0.32936 ± 0.00315 24.685 ± 0.138 % 83.498 ± 0.152 % + 236 2.8361 ± 0.0223 0.28381 ± 0.00420 0.32988 ± 0.00314 24.705 ± 0.137 % 83.498 ± 0.151 % + 237 2.8346 ± 0.0222 0.28453 ± 0.00420 0.33066 ± 0.00314 24.736 ± 0.137 % 83.488 ± 0.151 % + 238 2.8344 ± 0.0221 0.28586 ± 0.00419 0.33176 ± 0.00314 24.787 ± 0.137 % 83.470 ± 0.151 % + 239 2.8319 ± 0.0221 0.28610 ± 0.00419 0.33222 ± 0.00313 24.813 ± 0.137 % 83.462 ± 0.150 % + 240 2.8302 ± 0.0220 0.28682 ± 0.00418 0.33280 ± 0.00313 24.829 ± 0.136 % 83.451 ± 0.150 % + 241 2.8311 ± 0.0220 0.28742 ± 0.00418 0.33371 ± 0.00313 24.862 ± 0.136 % 83.416 ± 0.150 % + 242 2.8345 ± 0.0219 0.28801 ± 0.00418 0.33457 ± 0.00312 24.882 ± 0.136 % 83.372 ± 0.150 % + 243 2.8331 ± 0.0219 0.28882 ± 0.00417 0.33537 ± 0.00312 24.922 ± 0.135 % 83.355 ± 0.150 % + 244 2.8393 ± 0.0219 0.28938 ± 0.00417 0.33602 ± 0.00311 24.931 ± 0.135 % 83.312 ± 0.149 % + 245 2.8466 ± 0.0219 0.29029 ± 0.00417 0.33678 ± 0.00311 24.945 ± 0.135 % 83.280 ± 0.149 % + 246 2.8509 ± 0.0219 0.29140 ± 0.00417 0.33849 ± 0.00311 24.999 ± 0.134 % 83.219 ± 0.149 % + 247 2.8569 ± 0.0219 0.29176 ± 0.00416 0.33866 ± 0.00310 24.989 ± 0.134 % 83.210 ± 0.149 % + 248 2.8677 ± 0.0220 0.29133 ± 0.00415 0.33840 ± 0.00309 24.957 ± 0.134 % 83.189 ± 0.149 % + 249 2.8724 ± 0.0220 0.29225 ± 0.00415 0.33920 ± 0.00309 24.977 ± 0.133 % 83.137 ± 0.149 % + 250 2.8730 ± 0.0220 0.29163 ± 0.00414 0.33862 ± 0.00308 24.944 ± 0.133 % 83.147 ± 0.148 % + 251 2.8656 ± 0.0219 0.29114 ± 0.00412 0.33795 ± 0.00307 24.933 ± 0.133 % 83.181 ± 0.148 % + 252 2.8575 ± 0.0217 0.29045 ± 0.00412 0.33743 ± 0.00306 24.931 ± 0.133 % 83.209 ± 0.147 % + 253 2.8495 ± 0.0216 0.28996 ± 0.00411 0.33688 ± 0.00305 24.912 ± 0.132 % 83.243 ± 0.147 % + 254 2.8443 ± 0.0215 0.28931 ± 0.00409 0.33644 ± 0.00304 24.903 ± 0.132 % 83.267 ± 0.147 % + 255 2.8420 ± 0.0214 0.28949 ± 0.00409 0.33652 ± 0.00304 24.910 ± 0.132 % 83.256 ± 0.146 % + 256 2.8419 ± 0.0214 0.28932 ± 0.00408 0.33623 ± 0.00303 24.896 ± 0.131 % 83.249 ± 0.146 % + 257 2.8433 ± 0.0214 0.28947 ± 0.00407 0.33652 ± 0.00302 24.897 ± 0.131 % 83.233 ± 0.146 % + 258 2.8441 ± 0.0213 0.28959 ± 0.00406 0.33651 ± 0.00302 24.886 ± 0.131 % 83.227 ± 0.146 % + 259 2.8430 ± 0.0213 0.28957 ± 0.00406 0.33650 ± 0.00301 24.878 ± 0.130 % 83.237 ± 0.145 % + 260 2.8393 ± 0.0212 0.28974 ± 0.00405 0.33666 ± 0.00300 24.894 ± 0.130 % 83.226 ± 0.145 % + 261 2.8378 ± 0.0211 0.29025 ± 0.00404 0.33713 ± 0.00300 24.932 ± 0.130 % 83.218 ± 0.145 % + 262 2.8336 ± 0.0210 0.29034 ± 0.00404 0.33701 ± 0.00299 24.937 ± 0.130 % 83.224 ± 0.145 % + 263 2.8300 ± 0.0210 0.29039 ± 0.00403 0.33694 ± 0.00298 24.940 ± 0.129 % 83.227 ± 0.144 % + 264 2.8262 ± 0.0209 0.29046 ± 0.00402 0.33687 ± 0.00298 24.946 ± 0.129 % 83.231 ± 0.144 % + 265 2.8242 ± 0.0208 0.29006 ± 0.00401 0.33673 ± 0.00297 24.942 ± 0.129 % 83.236 ± 0.144 % + 266 2.8218 ± 0.0207 0.28966 ± 0.00400 0.33659 ± 0.00296 24.944 ± 0.129 % 83.245 ± 0.143 % + 267 2.8181 ± 0.0207 0.28957 ± 0.00400 0.33678 ± 0.00296 24.965 ± 0.128 % 83.242 ± 0.143 % + 268 2.8145 ± 0.0206 0.28904 ± 0.00399 0.33650 ± 0.00295 24.956 ± 0.128 % 83.254 ± 0.143 % + 269 2.8133 ± 0.0205 0.28972 ± 0.00399 0.33730 ± 0.00295 24.985 ± 0.128 % 83.235 ± 0.143 % + 270 2.8119 ± 0.0205 0.28954 ± 0.00398 0.33770 ± 0.00295 24.995 ± 0.128 % 83.219 ± 0.142 % + 271 2.8098 ± 0.0204 0.28958 ± 0.00397 0.33788 ± 0.00294 25.006 ± 0.127 % 83.218 ± 0.142 % + 272 2.8088 ± 0.0204 0.28906 ± 0.00396 0.33738 ± 0.00293 24.989 ± 0.127 % 83.227 ± 0.142 % + 273 2.8059 ± 0.0203 0.28840 ± 0.00395 0.33711 ± 0.00292 24.988 ± 0.127 % 83.218 ± 0.142 % + 274 2.8049 ± 0.0203 0.28825 ± 0.00395 0.33680 ± 0.00292 24.975 ± 0.127 % 83.242 ± 0.141 % + 275 2.7992 ± 0.0202 0.28760 ± 0.00394 0.33617 ± 0.00291 24.952 ± 0.126 % 83.266 ± 0.141 % + 276 2.7959 ± 0.0201 0.28703 ± 0.00393 0.33592 ± 0.00290 24.937 ± 0.126 % 83.278 ± 0.141 % + 277 2.7933 ± 0.0200 0.28805 ± 0.00393 0.33716 ± 0.00291 25.003 ± 0.126 % 83.251 ± 0.141 % + 278 2.7889 ± 0.0199 0.28835 ± 0.00392 0.33742 ± 0.00290 25.022 ± 0.126 % 83.252 ± 0.140 % + 279 2.7845 ± 0.0199 0.28810 ± 0.00392 0.33778 ± 0.00290 25.034 ± 0.126 % 83.261 ± 0.140 % + 280 2.7836 ± 0.0198 0.28755 ± 0.00391 0.33734 ± 0.00289 25.018 ± 0.125 % 83.277 ± 0.140 % + 281 2.7875 ± 0.0198 0.28724 ± 0.00390 0.33683 ± 0.00289 24.993 ± 0.125 % 83.285 ± 0.139 % + 282 2.7927 ± 0.0199 0.28666 ± 0.00389 0.33629 ± 0.00288 24.960 ± 0.125 % 83.289 ± 0.139 % + 283 2.8008 ± 0.0199 0.28610 ± 0.00388 0.33574 ± 0.00287 24.927 ± 0.125 % 83.295 ± 0.139 % + 284 2.8098 ± 0.0200 0.28548 ± 0.00387 0.33510 ± 0.00286 24.894 ± 0.124 % 83.296 ± 0.139 % + 285 2.8164 ± 0.0200 0.28538 ± 0.00386 0.33493 ± 0.00285 24.875 ± 0.124 % 83.278 ± 0.138 % + 286 2.8218 ± 0.0200 0.28481 ± 0.00385 0.33450 ± 0.00284 24.851 ± 0.124 % 83.276 ± 0.138 % + 287 2.8292 ± 0.0201 0.28446 ± 0.00384 0.33404 ± 0.00283 24.820 ± 0.124 % 83.273 ± 0.138 % + 288 2.8351 ± 0.0201 0.28397 ± 0.00383 0.33347 ± 0.00282 24.790 ± 0.123 % 83.280 ± 0.138 % + 289 2.8415 ± 0.0201 0.28315 ± 0.00382 0.33278 ± 0.00282 24.755 ± 0.123 % 83.304 ± 0.137 % + 290 2.8386 ± 0.0200 0.28303 ± 0.00381 0.33271 ± 0.00281 24.759 ± 0.123 % 83.306 ± 0.137 % + 291 2.8393 ± 0.0200 0.28295 ± 0.00380 0.33247 ± 0.00280 24.746 ± 0.123 % 83.296 ± 0.137 % + 292 2.8419 ± 0.0200 0.28274 ± 0.00379 0.33216 ± 0.00279 24.729 ± 0.122 % 83.296 ± 0.137 % + 293 2.8450 ± 0.0200 0.28240 ± 0.00378 0.33164 ± 0.00279 24.706 ± 0.122 % 83.299 ± 0.136 % + 294 2.8390 ± 0.0199 0.28255 ± 0.00377 0.33175 ± 0.00278 24.728 ± 0.122 % 83.319 ± 0.136 % + 295 2.8382 ± 0.0199 0.28315 ± 0.00377 0.33254 ± 0.00278 24.764 ± 0.122 % 83.290 ± 0.136 % + 296 2.8426 ± 0.0199 0.28303 ± 0.00377 0.33263 ± 0.00278 24.752 ± 0.122 % 83.274 ± 0.136 % + 297 2.8424 ± 0.0198 0.28299 ± 0.00376 0.33311 ± 0.00277 24.766 ± 0.121 % 83.260 ± 0.136 % + 298 2.8442 ± 0.0198 0.28277 ± 0.00376 0.33321 ± 0.00277 24.761 ± 0.121 % 83.249 ± 0.135 % + 299 2.8477 ± 0.0198 0.28250 ± 0.00375 0.33284 ± 0.00276 24.739 ± 0.121 % 83.243 ± 0.135 % + 300 2.8475 ± 0.0198 0.28264 ± 0.00374 0.33304 ± 0.00276 24.742 ± 0.121 % 83.227 ± 0.135 % + 301 2.8486 ± 0.0197 0.28269 ± 0.00373 0.33284 ± 0.00275 24.725 ± 0.120 % 83.227 ± 0.135 % + 302 2.8519 ± 0.0197 0.28275 ± 0.00373 0.33280 ± 0.00274 24.714 ± 0.120 % 83.196 ± 0.135 % + 303 2.8495 ± 0.0196 0.28315 ± 0.00372 0.33313 ± 0.00274 24.737 ± 0.120 % 83.188 ± 0.135 % + 304 2.8479 ± 0.0196 0.28356 ± 0.00372 0.33363 ± 0.00273 24.764 ± 0.120 % 83.177 ± 0.134 % + 305 2.8478 ± 0.0196 0.28356 ± 0.00371 0.33394 ± 0.00273 24.768 ± 0.120 % 83.157 ± 0.134 % + 306 2.8472 ± 0.0195 0.28349 ± 0.00371 0.33385 ± 0.00272 24.761 ± 0.119 % 83.162 ± 0.134 % + 307 2.8487 ± 0.0195 0.28322 ± 0.00370 0.33378 ± 0.00272 24.754 ± 0.119 % 83.156 ± 0.134 % + 308 2.8468 ± 0.0194 0.28406 ± 0.00370 0.33470 ± 0.00272 24.797 ± 0.119 % 83.146 ± 0.134 % + 309 2.8482 ± 0.0194 0.28388 ± 0.00369 0.33454 ± 0.00272 24.786 ± 0.119 % 83.139 ± 0.133 % + 310 2.8488 ± 0.0194 0.28366 ± 0.00369 0.33442 ± 0.00271 24.776 ± 0.119 % 83.140 ± 0.133 % + 311 2.8478 ± 0.0194 0.28291 ± 0.00368 0.33380 ± 0.00270 24.752 ± 0.118 % 83.161 ± 0.133 % + 312 2.8425 ± 0.0193 0.28285 ± 0.00367 0.33380 ± 0.00270 24.761 ± 0.118 % 83.177 ± 0.133 % + 313 2.8394 ± 0.0192 0.28332 ± 0.00367 0.33449 ± 0.00270 24.798 ± 0.118 % 83.180 ± 0.132 % + 314 2.8377 ± 0.0192 0.28430 ± 0.00366 0.33544 ± 0.00270 24.841 ± 0.118 % 83.165 ± 0.132 % + 315 2.8352 ± 0.0191 0.28500 ± 0.00366 0.33595 ± 0.00270 24.879 ± 0.118 % 83.161 ± 0.132 % + 316 2.8360 ± 0.0191 0.28613 ± 0.00366 0.33748 ± 0.00270 24.926 ± 0.118 % 83.125 ± 0.132 % + 317 2.8338 ± 0.0190 0.28678 ± 0.00366 0.33810 ± 0.00270 24.955 ± 0.117 % 83.127 ± 0.132 % + 318 2.8318 ± 0.0190 0.28717 ± 0.00365 0.33850 ± 0.00270 24.969 ± 0.117 % 83.116 ± 0.132 % + 319 2.8320 ± 0.0189 0.28743 ± 0.00365 0.33902 ± 0.00270 24.985 ± 0.117 % 83.095 ± 0.131 % + 320 2.8316 ± 0.0189 0.28714 ± 0.00365 0.33903 ± 0.00269 24.971 ± 0.117 % 83.088 ± 0.131 % + 321 2.8283 ± 0.0188 0.28753 ± 0.00364 0.33968 ± 0.00270 24.998 ± 0.117 % 83.092 ± 0.131 % + 322 2.8252 ± 0.0188 0.28759 ± 0.00364 0.33980 ± 0.00269 24.996 ± 0.117 % 83.096 ± 0.131 % + 323 2.8255 ± 0.0188 0.28794 ± 0.00363 0.34037 ± 0.00269 25.020 ± 0.116 % 83.080 ± 0.131 % + 324 2.8240 ± 0.0187 0.28870 ± 0.00363 0.34117 ± 0.00269 25.058 ± 0.116 % 83.061 ± 0.130 % + 325 2.8263 ± 0.0187 0.28870 ± 0.00363 0.34160 ± 0.00269 25.059 ± 0.116 % 83.049 ± 0.130 % + 326 2.8234 ± 0.0186 0.28852 ± 0.00362 0.34164 ± 0.00269 25.056 ± 0.116 % 83.053 ± 0.130 % + 327 2.8231 ± 0.0186 0.28833 ± 0.00362 0.34165 ± 0.00268 25.049 ± 0.116 % 83.051 ± 0.130 % + 328 2.8224 ± 0.0186 0.28887 ± 0.00361 0.34206 ± 0.00268 25.069 ± 0.115 % 83.039 ± 0.130 % + 329 2.8219 ± 0.0186 0.28907 ± 0.00361 0.34231 ± 0.00268 25.075 ± 0.115 % 83.042 ± 0.130 % + 330 2.8198 ± 0.0185 0.28859 ± 0.00361 0.34224 ± 0.00267 25.065 ± 0.115 % 83.045 ± 0.129 % + 331 2.8224 ± 0.0185 0.28838 ± 0.00360 0.34193 ± 0.00266 25.052 ± 0.115 % 83.058 ± 0.129 % + 332 2.8163 ± 0.0184 0.28819 ± 0.00359 0.34163 ± 0.00266 25.049 ± 0.115 % 83.086 ± 0.129 % + 333 2.8175 ± 0.0184 0.28829 ± 0.00359 0.34192 ± 0.00266 25.063 ± 0.114 % 83.068 ± 0.129 % + 334 2.8193 ± 0.0184 0.28816 ± 0.00358 0.34180 ± 0.00265 25.056 ± 0.114 % 83.062 ± 0.129 % + 335 2.8216 ± 0.0184 0.28813 ± 0.00358 0.34173 ± 0.00265 25.048 ± 0.114 % 83.056 ± 0.128 % + 336 2.8251 ± 0.0184 0.28786 ± 0.00357 0.34125 ± 0.00264 25.025 ± 0.114 % 83.063 ± 0.128 % + 337 2.8250 ± 0.0183 0.28781 ± 0.00356 0.34103 ± 0.00264 25.024 ± 0.114 % 83.071 ± 0.128 % + 338 2.8258 ± 0.0183 0.28782 ± 0.00355 0.34086 ± 0.00263 25.018 ± 0.114 % 83.075 ± 0.128 % + 339 2.8258 ± 0.0183 0.28732 ± 0.00355 0.34031 ± 0.00263 24.999 ± 0.113 % 83.077 ± 0.128 % + 340 2.8263 ± 0.0182 0.28701 ± 0.00354 0.33991 ± 0.00262 24.983 ± 0.113 % 83.085 ± 0.127 % + 341 2.8261 ± 0.0182 0.28691 ± 0.00353 0.33953 ± 0.00261 24.968 ± 0.113 % 83.091 ± 0.127 % + 342 2.8322 ± 0.0182 0.28661 ± 0.00352 0.33911 ± 0.00261 24.940 ± 0.113 % 83.094 ± 0.127 % + 343 2.8334 ± 0.0182 0.28621 ± 0.00351 0.33864 ± 0.00260 24.920 ± 0.113 % 83.102 ± 0.127 % + 344 2.8336 ± 0.0182 0.28610 ± 0.00351 0.33841 ± 0.00260 24.913 ± 0.112 % 83.104 ± 0.127 % + 345 2.8383 ± 0.0182 0.28665 ± 0.00350 0.33877 ± 0.00259 24.927 ± 0.112 % 83.090 ± 0.126 % + 346 2.8440 ± 0.0182 0.28652 ± 0.00350 0.33838 ± 0.00259 24.903 ± 0.112 % 83.085 ± 0.126 % + 347 2.8482 ± 0.0182 0.28620 ± 0.00349 0.33800 ± 0.00258 24.885 ± 0.112 % 83.091 ± 0.126 % + 348 2.8457 ± 0.0182 0.28616 ± 0.00349 0.33783 ± 0.00258 24.877 ± 0.112 % 83.112 ± 0.126 % + 349 2.8467 ± 0.0182 0.28653 ± 0.00349 0.33887 ± 0.00258 24.913 ± 0.112 % 83.072 ± 0.126 % + 350 2.8476 ± 0.0181 0.28688 ± 0.00348 0.33925 ± 0.00257 24.925 ± 0.111 % 83.055 ± 0.126 % + 351 2.8469 ± 0.0181 0.28750 ± 0.00348 0.33991 ± 0.00257 24.959 ± 0.111 % 83.041 ± 0.125 % + 352 2.8421 ± 0.0181 0.28739 ± 0.00348 0.33971 ± 0.00257 24.964 ± 0.111 % 83.059 ± 0.125 % + 353 2.8381 ± 0.0180 0.28744 ± 0.00347 0.33954 ± 0.00257 24.965 ± 0.111 % 83.069 ± 0.125 % + 354 2.8345 ± 0.0179 0.28728 ± 0.00347 0.33961 ± 0.00256 24.979 ± 0.111 % 83.070 ± 0.125 % + 355 2.8298 ± 0.0179 0.28747 ± 0.00346 0.33978 ± 0.00256 24.992 ± 0.111 % 83.085 ± 0.125 % + 356 2.8274 ± 0.0178 0.28816 ± 0.00346 0.34045 ± 0.00256 25.030 ± 0.111 % 83.083 ± 0.124 % + 357 2.8259 ± 0.0178 0.28893 ± 0.00346 0.34125 ± 0.00256 25.064 ± 0.111 % 83.077 ± 0.124 % + 358 2.8241 ± 0.0177 0.28972 ± 0.00346 0.34211 ± 0.00257 25.106 ± 0.110 % 83.066 ± 0.124 % + 359 2.8219 ± 0.0177 0.29029 ± 0.00346 0.34274 ± 0.00257 25.136 ± 0.110 % 83.060 ± 0.124 % + 360 2.8192 ± 0.0176 0.29078 ± 0.00345 0.34326 ± 0.00257 25.161 ± 0.110 % 83.066 ± 0.124 % + 361 2.8180 ± 0.0176 0.29145 ± 0.00345 0.34401 ± 0.00257 25.189 ± 0.110 % 83.057 ± 0.124 % + 362 2.8144 ± 0.0175 0.29188 ± 0.00345 0.34458 ± 0.00257 25.221 ± 0.110 % 83.056 ± 0.123 % + 363 2.8114 ± 0.0175 0.29248 ± 0.00345 0.34496 ± 0.00257 25.242 ± 0.110 % 83.061 ± 0.123 % + 364 2.8100 ± 0.0175 0.29317 ± 0.00345 0.34585 ± 0.00258 25.288 ± 0.110 % 83.044 ± 0.123 % + 365 2.8070 ± 0.0174 0.29359 ± 0.00345 0.34649 ± 0.00258 25.321 ± 0.110 % 83.039 ± 0.123 % + 366 2.8033 ± 0.0173 0.29390 ± 0.00344 0.34692 ± 0.00258 25.358 ± 0.110 % 83.035 ± 0.123 % + 367 2.7988 ± 0.0173 0.29407 ± 0.00344 0.34711 ± 0.00257 25.376 ± 0.110 % 83.043 ± 0.123 % + 368 2.7978 ± 0.0173 0.29478 ± 0.00344 0.34782 ± 0.00258 25.405 ± 0.110 % 83.034 ± 0.123 % + 369 2.7945 ± 0.0172 0.29500 ± 0.00344 0.34827 ± 0.00258 25.430 ± 0.109 % 83.034 ± 0.122 % + 370 2.7912 ± 0.0171 0.29557 ± 0.00343 0.34861 ± 0.00258 25.461 ± 0.109 % 83.037 ± 0.122 % + 371 2.7888 ± 0.0171 0.29602 ± 0.00343 0.34922 ± 0.00258 25.488 ± 0.109 % 83.036 ± 0.122 % + 372 2.7857 ± 0.0171 0.29647 ± 0.00343 0.34962 ± 0.00258 25.515 ± 0.109 % 83.037 ± 0.122 % + 373 2.7829 ± 0.0170 0.29659 ± 0.00343 0.34991 ± 0.00258 25.535 ± 0.109 % 83.044 ± 0.122 % + 374 2.7818 ± 0.0170 0.29728 ± 0.00343 0.35073 ± 0.00258 25.572 ± 0.109 % 83.027 ± 0.122 % + 375 2.7801 ± 0.0169 0.29805 ± 0.00343 0.35157 ± 0.00258 25.610 ± 0.109 % 83.016 ± 0.121 % + 376 2.7772 ± 0.0169 0.29837 ± 0.00342 0.35190 ± 0.00258 25.628 ± 0.109 % 83.017 ± 0.121 % + 377 2.7750 ± 0.0169 0.29914 ± 0.00342 0.35235 ± 0.00258 25.652 ± 0.109 % 83.018 ± 0.121 % + 378 2.7726 ± 0.0168 0.29971 ± 0.00342 0.35289 ± 0.00258 25.690 ± 0.108 % 83.010 ± 0.121 % + 379 2.7713 ± 0.0168 0.30043 ± 0.00342 0.35340 ± 0.00258 25.717 ± 0.108 % 83.003 ± 0.121 % + 380 2.7720 ± 0.0168 0.30175 ± 0.00342 0.35461 ± 0.00259 25.767 ± 0.108 % 82.976 ± 0.121 % + 381 2.7730 ± 0.0167 0.30294 ± 0.00342 0.35567 ± 0.00259 25.813 ± 0.108 % 82.955 ± 0.121 % + 382 2.7697 ± 0.0167 0.30332 ± 0.00342 0.35613 ± 0.00259 25.843 ± 0.108 % 82.959 ± 0.120 % + 383 2.7668 ± 0.0167 0.30321 ± 0.00341 0.35606 ± 0.00259 25.840 ± 0.108 % 82.972 ± 0.120 % + 384 2.7643 ± 0.0166 0.30341 ± 0.00341 0.35621 ± 0.00258 25.857 ± 0.108 % 82.977 ± 0.120 % + 385 2.7661 ± 0.0166 0.30341 ± 0.00341 0.35617 ± 0.00258 25.848 ± 0.108 % 82.967 ± 0.120 % + 386 2.7697 ± 0.0166 0.30310 ± 0.00340 0.35573 ± 0.00257 25.826 ± 0.108 % 82.972 ± 0.120 % + 387 2.7736 ± 0.0166 0.30275 ± 0.00339 0.35521 ± 0.00257 25.802 ± 0.107 % 82.974 ± 0.120 % + 388 2.7787 ± 0.0166 0.30273 ± 0.00339 0.35496 ± 0.00256 25.787 ± 0.107 % 82.967 ± 0.120 % + 389 2.7804 ± 0.0166 0.30229 ± 0.00338 0.35456 ± 0.00256 25.767 ± 0.107 % 82.971 ± 0.119 % + 390 2.7836 ± 0.0166 0.30207 ± 0.00337 0.35426 ± 0.00255 25.749 ± 0.107 % 82.970 ± 0.119 % + 391 2.7884 ± 0.0167 0.30184 ± 0.00337 0.35393 ± 0.00254 25.730 ± 0.107 % 82.957 ± 0.119 % + 392 2.7908 ± 0.0166 0.30164 ± 0.00336 0.35365 ± 0.00254 25.713 ± 0.107 % 82.956 ± 0.119 % + 393 2.7844 ± 0.0166 0.30114 ± 0.00335 0.35303 ± 0.00253 25.696 ± 0.107 % 82.988 ± 0.119 % + 394 2.7804 ± 0.0165 0.30096 ± 0.00335 0.35296 ± 0.00253 25.695 ± 0.106 % 83.007 ± 0.118 % + 395 2.7759 ± 0.0165 0.30105 ± 0.00334 0.35290 ± 0.00253 25.706 ± 0.106 % 83.022 ± 0.118 % + 396 2.7740 ± 0.0164 0.30146 ± 0.00334 0.35300 ± 0.00253 25.720 ± 0.106 % 83.028 ± 0.118 % + 397 2.7702 ± 0.0164 0.30164 ± 0.00334 0.35310 ± 0.00253 25.729 ± 0.106 % 83.042 ± 0.118 % + 398 2.7668 ± 0.0163 0.30168 ± 0.00333 0.35302 ± 0.00252 25.735 ± 0.106 % 83.054 ± 0.118 % + 399 2.7625 ± 0.0163 0.30169 ± 0.00333 0.35299 ± 0.00252 25.742 ± 0.106 % 83.068 ± 0.118 % + 400 2.7584 ± 0.0162 0.30185 ± 0.00332 0.35298 ± 0.00252 25.756 ± 0.106 % 83.086 ± 0.117 % + 401 2.7527 ± 0.0162 0.30151 ± 0.00332 0.35247 ± 0.00251 25.744 ± 0.106 % 83.114 ± 0.117 % + 402 2.7472 ± 0.0161 0.30122 ± 0.00331 0.35199 ± 0.00251 25.732 ± 0.106 % 83.144 ± 0.117 % + 403 2.7434 ± 0.0160 0.30128 ± 0.00331 0.35211 ± 0.00251 25.744 ± 0.106 % 83.157 ± 0.117 % + 404 2.7382 ± 0.0160 0.30099 ± 0.00330 0.35189 ± 0.00251 25.745 ± 0.105 % 83.178 ± 0.117 % + 405 2.7327 ± 0.0159 0.30062 ± 0.00330 0.35142 ± 0.00250 25.729 ± 0.105 % 83.211 ± 0.116 % + 406 2.7286 ± 0.0159 0.30062 ± 0.00329 0.35117 ± 0.00250 25.728 ± 0.105 % 83.235 ± 0.116 % + 407 2.7232 ± 0.0158 0.30020 ± 0.00328 0.35072 ± 0.00250 25.714 ± 0.105 % 83.263 ± 0.116 % + 408 2.7188 ± 0.0157 0.30025 ± 0.00328 0.35068 ± 0.00249 25.722 ± 0.105 % 83.279 ± 0.116 % + 409 2.7144 ± 0.0157 0.30014 ± 0.00328 0.35042 ± 0.00249 25.716 ± 0.105 % 83.298 ± 0.115 % + 410 2.7093 ± 0.0156 0.29989 ± 0.00327 0.35006 ± 0.00249 25.709 ± 0.105 % 83.322 ± 0.115 % + 411 2.7051 ± 0.0156 0.29976 ± 0.00327 0.34995 ± 0.00249 25.716 ± 0.105 % 83.335 ± 0.115 % + 412 2.7017 ± 0.0155 0.29974 ± 0.00326 0.34985 ± 0.00249 25.718 ± 0.105 % 83.351 ± 0.115 % + 413 2.6970 ± 0.0155 0.29936 ± 0.00326 0.34941 ± 0.00248 25.708 ± 0.105 % 83.375 ± 0.115 % + 414 2.6929 ± 0.0154 0.29931 ± 0.00325 0.34926 ± 0.00248 25.713 ± 0.105 % 83.389 ± 0.115 % + 415 2.6927 ± 0.0154 0.29905 ± 0.00325 0.34914 ± 0.00248 25.704 ± 0.104 % 83.393 ± 0.114 % + 416 2.6922 ± 0.0154 0.29903 ± 0.00324 0.34899 ± 0.00247 25.702 ± 0.104 % 83.397 ± 0.114 % + 417 2.6912 ± 0.0154 0.29942 ± 0.00324 0.34922 ± 0.00247 25.716 ± 0.104 % 83.402 ± 0.114 % + 418 2.6911 ± 0.0154 0.29958 ± 0.00324 0.34950 ± 0.00247 25.728 ± 0.104 % 83.389 ± 0.114 % + 419 2.6887 ± 0.0153 0.29993 ± 0.00324 0.34973 ± 0.00247 25.743 ± 0.104 % 83.395 ± 0.114 % + 420 2.6857 ± 0.0153 0.30003 ± 0.00324 0.34991 ± 0.00246 25.768 ± 0.104 % 83.394 ± 0.114 % + 421 2.6813 ± 0.0152 0.29983 ± 0.00323 0.34959 ± 0.00246 25.760 ± 0.104 % 83.416 ± 0.114 % + 422 2.6813 ± 0.0152 0.29934 ± 0.00323 0.34939 ± 0.00246 25.754 ± 0.104 % 83.420 ± 0.113 % + 423 2.6786 ± 0.0152 0.29920 ± 0.00322 0.34936 ± 0.00246 25.751 ± 0.104 % 83.429 ± 0.113 % + 424 2.6781 ± 0.0152 0.29915 ± 0.00322 0.34934 ± 0.00245 25.749 ± 0.103 % 83.430 ± 0.113 % + 425 2.6749 ± 0.0151 0.29901 ± 0.00322 0.34921 ± 0.00245 25.745 ± 0.103 % 83.441 ± 0.113 % + 426 2.6730 ± 0.0151 0.29885 ± 0.00321 0.34906 ± 0.00245 25.742 ± 0.103 % 83.449 ± 0.113 % + 427 2.6704 ± 0.0150 0.29902 ± 0.00321 0.34922 ± 0.00245 25.754 ± 0.103 % 83.456 ± 0.113 % + 428 2.6660 ± 0.0150 0.29885 ± 0.00320 0.34894 ± 0.00244 25.754 ± 0.103 % 83.474 ± 0.112 % + 429 2.6641 ± 0.0150 0.29919 ± 0.00320 0.34935 ± 0.00244 25.770 ± 0.103 % 83.474 ± 0.112 % + 430 2.6604 ± 0.0149 0.29902 ± 0.00320 0.34922 ± 0.00244 25.770 ± 0.103 % 83.488 ± 0.112 % + 431 2.6572 ± 0.0149 0.29903 ± 0.00319 0.34919 ± 0.00244 25.773 ± 0.103 % 83.501 ± 0.112 % + 432 2.6533 ± 0.0148 0.29893 ± 0.00319 0.34899 ± 0.00244 25.772 ± 0.103 % 83.519 ± 0.112 % + 433 2.6508 ± 0.0148 0.29921 ± 0.00319 0.34917 ± 0.00244 25.788 ± 0.103 % 83.524 ± 0.112 % + 434 2.6483 ± 0.0147 0.29957 ± 0.00318 0.34924 ± 0.00243 25.801 ± 0.102 % 83.534 ± 0.111 % + 435 2.6457 ± 0.0147 0.29958 ± 0.00318 0.34923 ± 0.00243 25.806 ± 0.102 % 83.543 ± 0.111 % + 436 2.6425 ± 0.0147 0.29948 ± 0.00318 0.34907 ± 0.00243 25.801 ± 0.102 % 83.562 ± 0.111 % + 437 2.6387 ± 0.0146 0.29946 ± 0.00317 0.34890 ± 0.00243 25.803 ± 0.102 % 83.579 ± 0.111 % + 438 2.6351 ± 0.0146 0.29934 ± 0.00317 0.34883 ± 0.00242 25.803 ± 0.102 % 83.593 ± 0.111 % + 439 2.6326 ± 0.0145 0.29942 ± 0.00316 0.34882 ± 0.00242 25.807 ± 0.102 % 83.604 ± 0.111 % + 440 2.6313 ± 0.0145 0.29973 ± 0.00316 0.34917 ± 0.00242 25.820 ± 0.102 % 83.602 ± 0.111 % + 441 2.6298 ± 0.0145 0.29979 ± 0.00316 0.34918 ± 0.00242 25.820 ± 0.102 % 83.604 ± 0.110 % + 442 2.6297 ± 0.0145 0.29959 ± 0.00315 0.34900 ± 0.00242 25.810 ± 0.102 % 83.605 ± 0.110 % + 443 2.6288 ± 0.0144 0.29955 ± 0.00315 0.34888 ± 0.00241 25.802 ± 0.101 % 83.608 ± 0.110 % + 444 2.6294 ± 0.0144 0.29997 ± 0.00315 0.34933 ± 0.00241 25.822 ± 0.101 % 83.594 ± 0.110 % + 445 2.6314 ± 0.0144 0.30004 ± 0.00315 0.34951 ± 0.00241 25.825 ± 0.101 % 83.586 ± 0.110 % + 446 2.6358 ± 0.0145 0.29946 ± 0.00314 0.34890 ± 0.00240 25.799 ± 0.101 % 83.594 ± 0.110 % + 447 2.6422 ± 0.0145 0.29902 ± 0.00313 0.34849 ± 0.00240 25.773 ± 0.101 % 83.591 ± 0.110 % + 448 2.6387 ± 0.0145 0.29893 ± 0.00313 0.34842 ± 0.00240 25.777 ± 0.101 % 83.605 ± 0.110 % + 449 2.6364 ± 0.0144 0.29908 ± 0.00313 0.34856 ± 0.00240 25.788 ± 0.101 % 83.608 ± 0.109 % + 450 2.6366 ± 0.0144 0.29922 ± 0.00313 0.34879 ± 0.00239 25.792 ± 0.101 % 83.592 ± 0.109 % + 451 2.6395 ± 0.0144 0.29934 ± 0.00312 0.34882 ± 0.00239 25.791 ± 0.101 % 83.584 ± 0.109 % + 452 2.6437 ± 0.0144 0.29906 ± 0.00312 0.34853 ± 0.00238 25.772 ± 0.100 % 83.578 ± 0.109 % + 453 2.6431 ± 0.0144 0.29922 ± 0.00311 0.34856 ± 0.00238 25.777 ± 0.100 % 83.568 ± 0.109 % + 454 2.6440 ± 0.0144 0.29924 ± 0.00311 0.34865 ± 0.00238 25.777 ± 0.100 % 83.565 ± 0.109 % + 455 2.6462 ± 0.0144 0.29887 ± 0.00310 0.34831 ± 0.00237 25.760 ± 0.100 % 83.560 ± 0.109 % + 456 2.6526 ± 0.0144 0.29846 ± 0.00310 0.34786 ± 0.00237 25.739 ± 0.100 % 83.559 ± 0.109 % + 457 2.6556 ± 0.0144 0.29810 ± 0.00309 0.34754 ± 0.00236 25.722 ± 0.100 % 83.562 ± 0.109 % + 458 2.6588 ± 0.0144 0.29785 ± 0.00309 0.34727 ± 0.00236 25.706 ± 0.100 % 83.553 ± 0.108 % + 459 2.6630 ± 0.0145 0.29739 ± 0.00308 0.34695 ± 0.00235 25.688 ± 0.100 % 83.544 ± 0.108 % + 460 2.6647 ± 0.0145 0.29698 ± 0.00308 0.34660 ± 0.00235 25.674 ± 0.099 % 83.553 ± 0.108 % + 461 2.6690 ± 0.0145 0.29631 ± 0.00307 0.34609 ± 0.00234 25.654 ± 0.099 % 83.565 ± 0.108 % + 462 2.6719 ± 0.0145 0.29584 ± 0.00307 0.34569 ± 0.00234 25.632 ± 0.099 % 83.563 ± 0.108 % + 463 2.6786 ± 0.0145 0.29531 ± 0.00306 0.34525 ± 0.00234 25.607 ± 0.099 % 83.571 ± 0.108 % + 464 2.6837 ± 0.0146 0.29476 ± 0.00306 0.34473 ± 0.00233 25.583 ± 0.099 % 83.582 ± 0.108 % + 465 2.6864 ± 0.0146 0.29429 ± 0.00305 0.34428 ± 0.00233 25.564 ± 0.099 % 83.587 ± 0.108 % + 466 2.6855 ± 0.0145 0.29397 ± 0.00305 0.34398 ± 0.00232 25.554 ± 0.099 % 83.590 ± 0.107 % + 467 2.6850 ± 0.0145 0.29382 ± 0.00305 0.34394 ± 0.00232 25.549 ± 0.099 % 83.594 ± 0.107 % + 468 2.6841 ± 0.0145 0.29383 ± 0.00304 0.34407 ± 0.00232 25.559 ± 0.099 % 83.594 ± 0.107 % + 469 2.6878 ± 0.0145 0.29358 ± 0.00304 0.34385 ± 0.00231 25.549 ± 0.098 % 83.600 ± 0.107 % + 470 2.6864 ± 0.0145 0.29359 ± 0.00304 0.34376 ± 0.00231 25.545 ± 0.098 % 83.610 ± 0.107 % + 471 2.6855 ± 0.0145 0.29397 ± 0.00303 0.34425 ± 0.00231 25.571 ± 0.098 % 83.604 ± 0.107 % + 472 2.6873 ± 0.0145 0.29418 ± 0.00303 0.34447 ± 0.00231 25.576 ± 0.098 % 83.584 ± 0.107 % + 473 2.6884 ± 0.0145 0.29412 ± 0.00303 0.34457 ± 0.00230 25.573 ± 0.098 % 83.577 ± 0.107 % + 474 2.6897 ± 0.0144 0.29414 ± 0.00302 0.34444 ± 0.00230 25.564 ± 0.098 % 83.571 ± 0.107 % + 475 2.6927 ± 0.0145 0.29402 ± 0.00302 0.34417 ± 0.00230 25.548 ± 0.098 % 83.566 ± 0.106 % + 476 2.6934 ± 0.0144 0.29385 ± 0.00301 0.34410 ± 0.00229 25.543 ± 0.098 % 83.564 ± 0.106 % + 477 2.6942 ± 0.0144 0.29373 ± 0.00301 0.34402 ± 0.00229 25.534 ± 0.098 % 83.563 ± 0.106 % + 478 2.6958 ± 0.0144 0.29349 ± 0.00301 0.34385 ± 0.00229 25.524 ± 0.097 % 83.559 ± 0.106 % + 479 2.6964 ± 0.0144 0.29318 ± 0.00300 0.34367 ± 0.00228 25.509 ± 0.097 % 83.564 ± 0.106 % + 480 2.6984 ± 0.0144 0.29293 ± 0.00300 0.34357 ± 0.00228 25.498 ± 0.097 % 83.566 ± 0.106 % + 481 2.6993 ± 0.0144 0.29279 ± 0.00300 0.34351 ± 0.00228 25.493 ± 0.097 % 83.559 ± 0.106 % + 482 2.6994 ± 0.0144 0.29239 ± 0.00299 0.34324 ± 0.00227 25.480 ± 0.097 % 83.562 ± 0.106 % + 483 2.6987 ± 0.0144 0.29273 ± 0.00299 0.34324 ± 0.00227 25.485 ± 0.097 % 83.564 ± 0.106 % + 484 2.6995 ± 0.0144 0.29272 ± 0.00299 0.34327 ± 0.00227 25.483 ± 0.097 % 83.557 ± 0.106 % + 485 2.7007 ± 0.0144 0.29255 ± 0.00298 0.34307 ± 0.00226 25.470 ± 0.097 % 83.557 ± 0.105 % + 486 2.7026 ± 0.0144 0.29258 ± 0.00298 0.34310 ± 0.00226 25.465 ± 0.097 % 83.544 ± 0.105 % + 487 2.7007 ± 0.0143 0.29253 ± 0.00298 0.34302 ± 0.00226 25.463 ± 0.096 % 83.546 ± 0.105 % + 488 2.7033 ± 0.0143 0.29231 ± 0.00297 0.34278 ± 0.00225 25.447 ± 0.096 % 83.550 ± 0.105 % + 489 2.7030 ± 0.0143 0.29217 ± 0.00297 0.34260 ± 0.00225 25.440 ± 0.096 % 83.558 ± 0.105 % + 490 2.7108 ± 0.0144 0.29178 ± 0.00296 0.34220 ± 0.00225 25.418 ± 0.096 % 83.551 ± 0.105 % + 491 2.7142 ± 0.0144 0.29134 ± 0.00296 0.34184 ± 0.00224 25.401 ± 0.096 % 83.556 ± 0.105 % + 492 2.7182 ± 0.0144 0.29081 ± 0.00295 0.34135 ± 0.00224 25.377 ± 0.096 % 83.560 ± 0.105 % + 493 2.7170 ± 0.0144 0.29094 ± 0.00295 0.34141 ± 0.00224 25.383 ± 0.096 % 83.557 ± 0.105 % + 494 2.7193 ± 0.0144 0.29056 ± 0.00295 0.34099 ± 0.00223 25.366 ± 0.096 % 83.564 ± 0.104 % + 495 2.7235 ± 0.0144 0.29018 ± 0.00294 0.34057 ± 0.00223 25.344 ± 0.096 % 83.564 ± 0.104 % + 496 2.7265 ± 0.0144 0.28985 ± 0.00294 0.34020 ± 0.00222 25.326 ± 0.096 % 83.570 ± 0.104 % + 497 2.7282 ± 0.0144 0.28964 ± 0.00293 0.33999 ± 0.00222 25.316 ± 0.095 % 83.572 ± 0.104 % + 498 2.7314 ± 0.0144 0.28927 ± 0.00293 0.33966 ± 0.00222 25.299 ± 0.095 % 83.574 ± 0.104 % + 499 2.7297 ± 0.0144 0.28935 ± 0.00293 0.33967 ± 0.00221 25.304 ± 0.095 % 83.577 ± 0.104 % + 500 2.7297 ± 0.0144 0.28943 ± 0.00292 0.33983 ± 0.00221 25.307 ± 0.095 % 83.565 ± 0.104 % + 501 2.7304 ± 0.0144 0.28941 ± 0.00292 0.33978 ± 0.00221 25.301 ± 0.095 % 83.556 ± 0.104 % + 502 2.7316 ± 0.0144 0.28925 ± 0.00292 0.33983 ± 0.00221 25.292 ± 0.095 % 83.543 ± 0.104 % + 503 2.7321 ± 0.0143 0.28908 ± 0.00291 0.33968 ± 0.00220 25.283 ± 0.095 % 83.538 ± 0.104 % + 504 2.7323 ± 0.0143 0.28888 ± 0.00291 0.33946 ± 0.00220 25.268 ± 0.095 % 83.537 ± 0.103 % + 505 2.7355 ± 0.0143 0.28864 ± 0.00290 0.33935 ± 0.00219 25.256 ± 0.095 % 83.536 ± 0.103 % + 506 2.7387 ± 0.0143 0.28818 ± 0.00290 0.33888 ± 0.00219 25.234 ± 0.094 % 83.536 ± 0.103 % + 507 2.7448 ± 0.0144 0.28770 ± 0.00289 0.33843 ± 0.00219 25.212 ± 0.094 % 83.536 ± 0.103 % + 508 2.7446 ± 0.0144 0.28722 ± 0.00289 0.33803 ± 0.00218 25.196 ± 0.094 % 83.549 ± 0.103 % + 509 2.7464 ± 0.0144 0.28714 ± 0.00289 0.33769 ± 0.00218 25.181 ± 0.094 % 83.558 ± 0.103 % + 510 2.7475 ± 0.0144 0.28676 ± 0.00288 0.33746 ± 0.00218 25.168 ± 0.094 % 83.555 ± 0.103 % + 511 2.7520 ± 0.0144 0.28640 ± 0.00288 0.33708 ± 0.00217 25.150 ± 0.094 % 83.562 ± 0.103 % + 512 2.7563 ± 0.0144 0.28602 ± 0.00287 0.33688 ± 0.00217 25.132 ± 0.094 % 83.559 ± 0.103 % + 513 2.7608 ± 0.0144 0.28559 ± 0.00287 0.33647 ± 0.00216 25.110 ± 0.094 % 83.568 ± 0.102 % + 514 2.7627 ± 0.0145 0.28518 ± 0.00286 0.33602 ± 0.00216 25.091 ± 0.094 % 83.577 ± 0.102 % + 515 2.7595 ± 0.0144 0.28506 ± 0.00286 0.33590 ± 0.00216 25.088 ± 0.094 % 83.588 ± 0.102 % + 516 2.7570 ± 0.0144 0.28527 ± 0.00286 0.33615 ± 0.00216 25.104 ± 0.094 % 83.589 ± 0.102 % + 517 2.7550 ± 0.0144 0.28548 ± 0.00286 0.33638 ± 0.00216 25.114 ± 0.093 % 83.595 ± 0.102 % + 518 2.7530 ± 0.0143 0.28565 ± 0.00286 0.33653 ± 0.00216 25.123 ± 0.093 % 83.598 ± 0.102 % + 519 2.7514 ± 0.0143 0.28593 ± 0.00286 0.33663 ± 0.00216 25.128 ± 0.093 % 83.603 ± 0.102 % + 520 2.7507 ± 0.0143 0.28634 ± 0.00285 0.33702 ± 0.00216 25.143 ± 0.093 % 83.599 ± 0.102 % + 521 2.7488 ± 0.0143 0.28640 ± 0.00285 0.33714 ± 0.00216 25.150 ± 0.093 % 83.599 ± 0.102 % + 522 2.7467 ± 0.0142 0.28665 ± 0.00285 0.33731 ± 0.00216 25.160 ± 0.093 % 83.599 ± 0.101 % + 523 2.7462 ± 0.0142 0.28708 ± 0.00285 0.33771 ± 0.00215 25.181 ± 0.093 % 83.591 ± 0.101 % + 524 2.7453 ± 0.0142 0.28732 ± 0.00285 0.33792 ± 0.00215 25.191 ± 0.093 % 83.596 ± 0.101 % + 525 2.7453 ± 0.0142 0.28797 ± 0.00285 0.33856 ± 0.00216 25.216 ± 0.093 % 83.582 ± 0.101 % + 526 2.7441 ± 0.0141 0.28865 ± 0.00285 0.33915 ± 0.00216 25.254 ± 0.093 % 83.566 ± 0.101 % + 527 2.7440 ± 0.0141 0.28840 ± 0.00285 0.33902 ± 0.00215 25.248 ± 0.093 % 83.567 ± 0.101 % + 528 2.7429 ± 0.0141 0.28837 ± 0.00284 0.33916 ± 0.00215 25.252 ± 0.093 % 83.567 ± 0.101 % + 529 2.7439 ± 0.0141 0.28849 ± 0.00284 0.33934 ± 0.00215 25.258 ± 0.092 % 83.555 ± 0.101 % + 530 2.7425 ± 0.0141 0.28892 ± 0.00284 0.33971 ± 0.00215 25.273 ± 0.092 % 83.555 ± 0.101 % + 531 2.7427 ± 0.0141 0.28908 ± 0.00284 0.33990 ± 0.00215 25.283 ± 0.092 % 83.555 ± 0.101 % + 532 2.7414 ± 0.0141 0.28941 ± 0.00284 0.34017 ± 0.00215 25.299 ± 0.092 % 83.549 ± 0.101 % + 533 2.7395 ± 0.0140 0.28916 ± 0.00284 0.33988 ± 0.00215 25.288 ± 0.092 % 83.562 ± 0.101 % + 534 2.7395 ± 0.0140 0.28952 ± 0.00284 0.34010 ± 0.00214 25.296 ± 0.092 % 83.551 ± 0.100 % + 535 2.7375 ± 0.0140 0.28925 ± 0.00283 0.33989 ± 0.00214 25.283 ± 0.092 % 83.557 ± 0.100 % + 536 2.7364 ± 0.0140 0.28916 ± 0.00283 0.33976 ± 0.00214 25.275 ± 0.092 % 83.556 ± 0.100 % + 537 2.7347 ± 0.0139 0.28905 ± 0.00283 0.33969 ± 0.00214 25.270 ± 0.092 % 83.560 ± 0.100 % + 538 2.7306 ± 0.0139 0.28852 ± 0.00282 0.33912 ± 0.00213 25.248 ± 0.092 % 83.586 ± 0.100 % + 539 2.7278 ± 0.0139 0.28828 ± 0.00282 0.33897 ± 0.00213 25.242 ± 0.092 % 83.604 ± 0.100 % + 540 2.7257 ± 0.0138 0.28846 ± 0.00282 0.33907 ± 0.00213 25.255 ± 0.092 % 83.608 ± 0.100 % + 541 2.7237 ± 0.0138 0.28873 ± 0.00282 0.33942 ± 0.00213 25.273 ± 0.092 % 83.608 ± 0.100 % + 542 2.7241 ± 0.0138 0.28901 ± 0.00281 0.33970 ± 0.00213 25.280 ± 0.091 % 83.600 ± 0.100 % + 543 2.7235 ± 0.0138 0.28926 ± 0.00281 0.33993 ± 0.00213 25.288 ± 0.091 % 83.592 ± 0.100 % + 544 2.7237 ± 0.0138 0.28945 ± 0.00281 0.34015 ± 0.00213 25.293 ± 0.091 % 83.582 ± 0.099 % + 545 2.7231 ± 0.0138 0.28977 ± 0.00281 0.34050 ± 0.00213 25.311 ± 0.091 % 83.576 ± 0.099 % + 546 2.7230 ± 0.0137 0.29025 ± 0.00281 0.34090 ± 0.00212 25.323 ± 0.091 % 83.567 ± 0.099 % + 547 2.7233 ± 0.0137 0.29057 ± 0.00281 0.34135 ± 0.00212 25.334 ± 0.091 % 83.552 ± 0.099 % + 548 2.7268 ± 0.0137 0.29076 ± 0.00280 0.34143 ± 0.00212 25.333 ± 0.091 % 83.540 ± 0.099 % + 549 2.7257 ± 0.0137 0.29109 ± 0.00280 0.34166 ± 0.00212 25.346 ± 0.091 % 83.537 ± 0.099 % + 550 2.7260 ± 0.0137 0.29124 ± 0.00280 0.34185 ± 0.00212 25.353 ± 0.091 % 83.531 ± 0.099 % + 551 2.7258 ± 0.0137 0.29144 ± 0.00280 0.34216 ± 0.00212 25.361 ± 0.091 % 83.527 ± 0.099 % + 552 2.7218 ± 0.0137 0.29116 ± 0.00280 0.34178 ± 0.00212 25.350 ± 0.091 % 83.549 ± 0.099 % + 553 2.7193 ± 0.0136 0.29132 ± 0.00279 0.34180 ± 0.00211 25.360 ± 0.090 % 83.558 ± 0.099 % + 554 2.7156 ± 0.0136 0.29119 ± 0.00279 0.34157 ± 0.00211 25.358 ± 0.090 % 83.577 ± 0.099 % + 555 2.7130 ± 0.0136 0.29134 ± 0.00279 0.34170 ± 0.00211 25.368 ± 0.090 % 83.582 ± 0.098 % + 556 2.7111 ± 0.0135 0.29169 ± 0.00279 0.34197 ± 0.00211 25.386 ± 0.090 % 83.587 ± 0.098 % + 557 2.7082 ± 0.0135 0.29166 ± 0.00278 0.34194 ± 0.00211 25.391 ± 0.090 % 83.596 ± 0.098 % + 558 2.7051 ± 0.0135 0.29170 ± 0.00278 0.34191 ± 0.00211 25.395 ± 0.090 % 83.608 ± 0.098 % + 559 2.7027 ± 0.0134 0.29183 ± 0.00278 0.34205 ± 0.00211 25.401 ± 0.090 % 83.619 ± 0.098 % + 560 2.7007 ± 0.0134 0.29224 ± 0.00278 0.34232 ± 0.00211 25.419 ± 0.090 % 83.619 ± 0.098 % + 561 2.6981 ± 0.0134 0.29197 ± 0.00277 0.34198 ± 0.00211 25.410 ± 0.090 % 83.636 ± 0.098 % + 562 2.6952 ± 0.0133 0.29195 ± 0.00277 0.34200 ± 0.00211 25.414 ± 0.090 % 83.643 ± 0.098 % + 563 2.6940 ± 0.0133 0.29227 ± 0.00277 0.34213 ± 0.00210 25.418 ± 0.090 % 83.646 ± 0.098 % + 564 2.6933 ± 0.0133 0.29258 ± 0.00277 0.34240 ± 0.00210 25.424 ± 0.090 % 83.643 ± 0.098 % + 565 2.6916 ± 0.0133 0.29246 ± 0.00277 0.34265 ± 0.00210 25.434 ± 0.090 % 83.640 ± 0.097 % + 566 2.6938 ± 0.0133 0.29347 ± 0.00277 0.34339 ± 0.00210 25.462 ± 0.090 % 83.618 ± 0.097 % + 567 2.6921 ± 0.0133 0.29328 ± 0.00276 0.34319 ± 0.00210 25.454 ± 0.090 % 83.621 ± 0.097 % + 568 2.6908 ± 0.0132 0.29337 ± 0.00276 0.34319 ± 0.00210 25.457 ± 0.089 % 83.627 ± 0.097 % + +====== Perplexity statistics ====== +Mean PPL(Q) : 2.690751 ± 0.013248 +Mean PPL(base) : 2.006614 ± 0.008848 +Cor(ln(PPL(Q)), ln(PPL(base))): 83.03% +Mean ln(PPL(Q)/PPL(base)) : 0.293371 ± 0.002763 +Mean PPL(Q)/PPL(base) : 1.340941 ± 0.003704 +Mean PPL(Q)-PPL(base) : 0.684136 ± 0.007690 + +====== KL divergence statistics ====== +Mean KLD: 0.343187 ± 0.002100 +Maximum KLD: 12.096727 +99.9% KLD: 7.160334 +99.0% KLD: 4.085514 +95.0% KLD: 1.836881 +90.0% KLD: 0.998583 +Median KLD: 0.039630 +10.0% KLD: 0.000065 + 5.0% KLD: 0.000015 + 1.0% KLD: 0.000001 + 0.1% KLD: -0.000000 +Minimum KLD: -0.000004 + +====== Token probability statistics ====== +Mean Δp: -9.488 ± 0.062 % +Maximum Δp: 99.196% +99.9% Δp: 78.579% +99.0% Δp: 37.853% +95.0% Δp: 9.110% +90.0% Δp: 1.959% +75.0% Δp: -0.001% +Median Δp: -0.478% +25.0% Δp: -9.825% +10.0% Δp: -41.756% + 5.0% Δp: -67.470% + 1.0% Δp: -94.350% + 0.1% Δp: -99.460% +Minimum Δp: -99.985% +RMS Δp : 25.457 ± 0.089 % +Same top p: 83.627 ± 0.097 % + +7.04.099.558 I llama_perf_context_print: load time = 167878.39 ms +7.04.099.560 I llama_perf_context_print: prompt eval time = 205520.52 ms / 290816 tokens ( 0.71 ms per token, 1415.02 tokens per second) +7.04.099.562 I llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) +7.04.099.562 I llama_perf_context_print: total time = 240329.98 ms / 290817 tokens +7.04.099.562 I llama_perf_context_print: graphs reused = 34 +7.04.099.803 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +7.04.099.810 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 54831 + (41206 = 36173 + 72 + 4960) + 1212 | +7.04.099.811 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49299 + (46737 = 41917 + 72 + 4748) + 1212 | +7.04.099.811 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49299 + (46737 = 41917 + 72 + 4748) + 1212 | +7.04.099.811 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 54547 + (41488 = 36677 + 63 + 4748) + 1213 | +7.04.099.811 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 48627 + (47409 = 42589 + 72 + 4748) + 1212 | +7.04.099.812 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 47955 + (48081 = 43261 + 72 + 4748) + 1212 | +7.04.099.812 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 49215 + (46821 = 42001 + 72 + 4748) + 1212 | +7.04.099.812 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 55711 + (40326 = 33551 + 54 + 6720) + 1211 | +7.04.099.812 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +``` diff --git a/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_XXS.md b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_XXS.md new file mode 100644 index 0000000000000000000000000000000000000000..86be2ac846e1aca847b0f5568bafb0efc33f7395 --- /dev/null +++ b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ2_XXS.md @@ -0,0 +1,875 @@ +### Kimi-K2.7-Code-IQ2_XXS (aes_sedai) + +```txt +/home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on -lv 4 --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Kimi-K2.7-Code-Q4_X-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ2_XXS.gguf --direct-io +0.01.247.434 I common_init_result: fitting params to device memory ... +0.01.247.449 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) +0.01.247.459 I common_params_fit_impl: getting device memory data for initial parameters: +0.10.460.425 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +0.10.460.434 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (37258 = 32225 + 72 + 4960) + -36695 | +0.10.460.435 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (40241 = 34525 + 72 + 5644) + -39679 | +0.10.460.435 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (40241 = 34525 + 72 + 5644) + -39679 | +0.10.460.435 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (36252 = 30545 + 63 + 5644) + -35690 | +0.10.460.435 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (41921 = 36205 + 72 + 5644) + -41359 | +0.10.460.435 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (40577 = 34861 + 72 + 5644) + -40015 | +0.10.460.436 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (40577 = 34861 + 72 + 5644) + -40015 | +0.10.460.436 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (37820 = 30149 + 54 + 7616) + -37258 | +0.10.460.436 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +0.10.487.705 I common_params_fit_impl: projected memory use with initial parameters [MiB]: +0.10.487.717 I common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 37258 used, 59429 free vs. target of 1024 +0.10.487.718 I common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 40241 used, 56446 free vs. target of 1024 +0.10.487.718 I common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 40241 used, 56446 free vs. target of 1024 +0.10.487.718 I common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 36252 used, 60434 free vs. target of 1024 +0.10.487.719 I common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 41921 used, 54766 free vs. target of 1024 +0.10.487.719 I common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 40577 used, 56110 free vs. target of 1024 +0.10.487.719 I common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 40577 used, 56110 free vs. target of 1024 +0.10.487.720 I common_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 37820 used, 58867 free vs. target of 1024 +0.10.487.720 I common_params_fit_impl: projected to use 314891 MiB of device memory vs. 773503 MiB of free device memory +0.10.487.720 I common_params_fit_impl: targets for free memory can be met on all devices, no changes needed +0.10.487.721 I common_fit_params: successfully fit params to free device memory +0.10.487.725 I common_fit_params: fitting params to free memory took 9.24 seconds +0.10.512.087 W llama_model_loader: direct I/O is enabled, disabling mmap +0.10.517.129 I llama_model_loader: loaded meta data with 54 key-value pairs and 1096 tensors from /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ2_XXS.gguf (version GGUF V3 (latest)) +0.10.517.155 I llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output. +0.10.517.160 I llama_model_loader: - kv 0: general.architecture str = deepseek2 +0.10.517.161 I llama_model_loader: - kv 1: general.type str = model +0.10.517.161 I llama_model_loader: - kv 2: general.name str = Kimi K2.7 Code +0.10.517.161 I llama_model_loader: - kv 3: general.size_label str = 384x14B +0.10.517.180 I llama_model_loader: - kv 4: general.license str = other +0.10.517.182 I llama_model_loader: - kv 5: general.license.name str = modified-mit +0.10.517.194 I llama_model_loader: - kv 6: general.tags arr[str,2] = ["compressed-tensors", "image-text-to... +0.10.517.203 I llama_model_loader: - kv 7: deepseek2.block_count u32 = 61 +0.10.517.204 I llama_model_loader: - kv 8: deepseek2.context_length u32 = 262144 +0.10.517.204 I llama_model_loader: - kv 9: deepseek2.embedding_length u32 = 7168 +0.10.517.205 I llama_model_loader: - kv 10: deepseek2.feed_forward_length u32 = 18432 +0.10.517.205 I llama_model_loader: - kv 11: deepseek2.attention.head_count u32 = 64 +0.10.517.206 I llama_model_loader: - kv 12: deepseek2.attention.head_count_kv u32 = 1 +0.10.517.206 I llama_model_loader: - kv 13: deepseek2.rope.scaling.type str = yarn +0.10.517.211 I llama_model_loader: - kv 14: deepseek2.rope.scaling.factor f32 = 64.000000 +0.10.517.211 I llama_model_loader: - kv 15: deepseek2.rope.scaling.original_context_length u32 = 4096 +0.10.517.212 I llama_model_loader: - kv 16: deepseek2.rope.scaling.yarn_beta_fast f32 = 32.000000 +0.10.517.213 I llama_model_loader: - kv 17: deepseek2.rope.scaling.yarn_beta_slow f32 = 1.000000 +0.10.517.215 I llama_model_loader: - kv 18: deepseek2.rope.freq_base f32 = 50000.000000 +0.10.517.216 I llama_model_loader: - kv 19: deepseek2.attention.layer_norm_rms_epsilon f32 = 0.000010 +0.10.517.216 I llama_model_loader: - kv 20: deepseek2.expert_used_count u32 = 8 +0.10.517.216 I llama_model_loader: - kv 21: deepseek2.expert_group_count u32 = 1 +0.10.517.216 I llama_model_loader: - kv 22: deepseek2.expert_group_used_count u32 = 1 +0.10.517.217 I llama_model_loader: - kv 23: deepseek2.expert_gating_func u32 = 2 +0.10.517.217 I llama_model_loader: - kv 24: deepseek2.leading_dense_block_count u32 = 1 +0.10.517.218 I llama_model_loader: - kv 25: deepseek2.vocab_size u32 = 163840 +0.10.517.219 I llama_model_loader: - kv 26: deepseek2.attention.q_lora_rank u32 = 1536 +0.10.517.220 I llama_model_loader: - kv 27: deepseek2.attention.kv_lora_rank u32 = 512 +0.10.517.220 I llama_model_loader: - kv 28: deepseek2.attention.key_length u32 = 576 +0.10.517.221 I llama_model_loader: - kv 29: deepseek2.attention.value_length u32 = 512 +0.10.517.222 I llama_model_loader: - kv 30: deepseek2.attention.key_length_mla u32 = 192 +0.10.517.223 I llama_model_loader: - kv 31: deepseek2.attention.value_length_mla u32 = 128 +0.10.517.223 I llama_model_loader: - kv 32: deepseek2.expert_feed_forward_length u32 = 2048 +0.10.517.224 I llama_model_loader: - kv 33: deepseek2.expert_count u32 = 384 +0.10.517.224 I llama_model_loader: - kv 34: deepseek2.expert_shared_count u32 = 1 +0.10.517.225 I llama_model_loader: - kv 35: deepseek2.expert_weights_scale f32 = 2.827000 +0.10.517.225 I llama_model_loader: - kv 36: deepseek2.expert_weights_norm bool = true +0.10.517.226 I llama_model_loader: - kv 37: deepseek2.rope.dimension_count u32 = 64 +0.10.517.227 I llama_model_loader: - kv 38: deepseek2.rope.scaling.yarn_log_multiplier f32 = 0.100000 +0.10.517.228 I llama_model_loader: - kv 39: tokenizer.ggml.model str = gpt2 +0.10.517.229 I llama_model_loader: - kv 40: tokenizer.ggml.pre str = kimi-k2 +0.10.526.801 I llama_model_loader: - kv 41: tokenizer.ggml.tokens arr[str,163840] = ["!", "\"", "#", "$", "%", "&", "'", ... +0.10.529.122 I llama_model_loader: - kv 42: tokenizer.ggml.token_type arr[i32,163840] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... +0.10.538.449 I llama_model_loader: - kv 43: tokenizer.ggml.merges arr[str,163328] = ["Ġ Ġ", "ĠĠ ĠĠ", "Ġ t", "i n",... +0.10.538.459 I llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 163584 +0.10.538.460 I llama_model_loader: - kv 45: tokenizer.ggml.eos_token_id u32 = 163586 +0.10.538.460 I llama_model_loader: - kv 46: tokenizer.ggml.padding_token_id u32 = 163839 +0.10.538.463 I llama_model_loader: - kv 47: tokenizer.chat_template str = {%- macro render_content(msg) -%}\n ... +0.10.538.463 I llama_model_loader: - kv 48: general.quantization_version u32 = 2 +0.10.538.464 I llama_model_loader: - kv 49: general.file_type u32 = 20 +0.10.538.464 I llama_model_loader: - kv 50: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Kimi-K2.7-Cod... +0.10.538.465 I llama_model_loader: - kv 51: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/calibrati... +0.10.538.465 I llama_model_loader: - kv 52: quantize.imatrix.entries_count u32 = 789 +0.10.538.466 I llama_model_loader: - kv 53: quantize.imatrix.chunks_count u32 = 50 +0.10.538.466 I llama_model_loader: - type f32: 365 tensors +0.10.538.467 I llama_model_loader: - type q8_0: 551 tensors +0.10.538.467 I llama_model_loader: - type q2_K: 1 tensors +0.10.538.467 I llama_model_loader: - type iq2_xxs: 42 tensors +0.10.538.467 I llama_model_loader: - type iq2_xs: 1 tensors +0.10.538.467 I llama_model_loader: - type iq3_xxs: 40 tensors +0.10.538.468 I llama_model_loader: - type iq1_s: 78 tensors +0.10.538.468 I llama_model_loader: - type iq2_s: 18 tensors +0.10.538.469 I print_info: file format = GGUF V3 (latest) +0.10.538.470 I print_info: file type = IQ2_XS - 2.3125 bpw +0.10.538.474 I print_info: file size = 262.78 GiB (2.20 BPW) +0.14.922.584 I llama_prepare_model_devices: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free +0.15.053.659 I llama_prepare_model_devices: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free +0.15.185.515 I llama_prepare_model_devices: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free +0.15.316.282 I llama_prepare_model_devices: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free +0.15.447.778 I llama_prepare_model_devices: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free +0.15.581.285 I llama_prepare_model_devices: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free +0.15.711.631 I llama_prepare_model_devices: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free +0.15.850.858 I llama_prepare_model_devices: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free +0.15.905.908 I load: 0 unused tokens +0.15.920.451 I load: printing all EOG tokens: +0.15.920.462 I load: - 163585 ('[EOS]') +0.15.920.463 I load: - 163586 ('<|im_end|>') +0.15.920.463 I load: - 163593 ('[EOT]') +0.15.920.463 I load: - 163839 ('[PAD]') +0.15.920.570 I load: special tokens cache size = 256 +0.15.949.371 I load: token to piece cache size = 1.0606 MB +0.15.949.392 I print_info: arch = deepseek2 +0.15.949.392 I print_info: vocab_only = 0 +0.15.949.393 I print_info: no_alloc = 0 +0.15.949.393 I print_info: n_ctx_train = 262144 +0.15.949.393 I print_info: n_embd_inp = 7168 +0.15.949.394 I print_info: n_embd = 7168 +0.15.949.394 I print_info: n_embd_out = 7168 +0.15.949.394 I print_info: n_layer = 61 +0.15.949.394 I print_info: n_layer_all = 61 +0.15.949.403 I print_info: n_head = 64 +0.15.949.404 I print_info: n_head_kv = 1 +0.15.949.404 I print_info: n_rot = 64 +0.15.949.404 I print_info: n_swa = 0 +0.15.949.405 I print_info: is_swa_any = 0 +0.15.949.405 I print_info: n_embd_head_k = 576 +0.15.949.405 I print_info: n_embd_head_v = 512 +0.15.949.406 I print_info: n_gqa = 64 +0.15.949.407 I print_info: n_embd_k_gqa = 576 +0.15.949.408 I print_info: n_embd_v_gqa = 512 +0.15.949.409 I print_info: f_norm_eps = 0.0e+00 +0.15.949.410 I print_info: f_norm_rms_eps = 1.0e-05 +0.15.949.411 I print_info: f_clamp_kqv = 0.0e+00 +0.15.949.411 I print_info: f_max_alibi_bias = 0.0e+00 +0.15.949.411 I print_info: f_logit_scale = 0.0e+00 +0.15.949.411 I print_info: f_attn_scale = 0.0e+00 +0.15.949.411 I print_info: f_attn_value_scale = 0.0000 +0.15.949.412 I print_info: n_ff = 18432 +0.15.949.413 I print_info: n_expert = 384 +0.15.949.413 I print_info: n_expert_used = 8 +0.15.949.413 I print_info: n_expert_groups = 1 +0.15.949.413 I print_info: n_group_used = 1 +0.15.949.413 I print_info: causal attn = 1 +0.15.949.413 I print_info: pooling type = -1 +0.15.949.414 I print_info: rope type = 0 +0.15.949.414 I print_info: rope scaling = yarn +0.15.949.416 I print_info: freq_base_train = 50000.0 +0.15.949.417 I print_info: freq_scale_train = 0.015625 +0.15.949.417 I print_info: n_ctx_orig_yarn = 4096 +0.15.949.417 I print_info: rope_yarn_log_mul = 1.0000 +0.15.949.417 I print_info: rope_finetuned = unknown +0.15.949.418 I print_info: model type = 671B +0.15.949.419 I print_info: model params = 1.03 T +0.15.949.419 I print_info: general.name = Kimi K2.7 Code +0.15.949.419 I print_info: n_layer_dense_lead = 1 +0.15.949.420 I print_info: n_lora_q = 1536 +0.15.949.421 I print_info: n_lora_kv = 512 +0.15.949.421 I print_info: n_embd_head_k_mla = 192 +0.15.949.422 I print_info: n_embd_head_v_mla = 128 +0.15.949.422 I print_info: n_ff_exp = 2048 +0.15.949.423 I print_info: n_expert_shared = 1 +0.15.949.424 I print_info: expert_weights_scale = 2.8 +0.15.949.424 I print_info: expert_weights_norm = 1 +0.15.949.425 I print_info: expert_gating_func = sigmoid +0.15.949.426 I print_info: vocab type = BPE +0.15.949.426 I print_info: n_vocab = 163840 +0.15.949.426 I print_info: n_merges = 163328 +0.15.949.427 I print_info: BOS token = 163584 '[BOS]' +0.15.949.428 I print_info: EOS token = 163586 '<|im_end|>' +0.15.949.428 I print_info: EOT token = 163586 '<|im_end|>' +0.15.949.429 I print_info: PAD token = 163839 '[PAD]' +0.15.949.429 I print_info: LF token = 198 'Ċ' +0.15.949.429 I print_info: FIM PAD token = 163839 '[PAD]' +0.15.949.430 I print_info: EOG token = 163585 '[EOS]' +0.15.949.431 I print_info: EOG token = 163586 '<|im_end|>' +0.15.949.431 I print_info: EOG token = 163593 '[EOT]' +0.15.949.433 I print_info: EOG token = 163839 '[PAD]' +0.15.949.433 I print_info: max token length = 512 +0.15.949.434 I load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) +0.19.164.450 I load_tensors: offloading output layer to GPU +0.19.164.462 I load_tensors: offloading 60 repeating layers to GPU +0.19.164.462 I load_tensors: offloaded 62/62 layers to GPU +0.19.164.468 I load_tensors: CUDA0 model buffer size = 32225.73 MiB +0.19.164.469 I load_tensors: CUDA1 model buffer size = 34525.23 MiB +0.19.164.469 I load_tensors: CUDA2 model buffer size = 34525.23 MiB +0.19.164.470 I load_tensors: CUDA3 model buffer size = 30545.58 MiB +0.19.164.470 I load_tensors: CUDA4 model buffer size = 36205.23 MiB +0.19.164.471 I load_tensors: CUDA5 model buffer size = 34861.23 MiB +0.19.164.471 I load_tensors: CUDA6 model buffer size = 34861.23 MiB +0.19.164.472 I load_tensors: CUDA7 model buffer size = 30149.95 MiB +0.19.164.473 I load_tensors: CUDA_Host model buffer size = 1190.00 MiB +.................................................................................................... +2.27.179.880 I common_init_result: added [EOS] logit bias = -inf +2.27.179.889 I common_init_result: added <|im_end|> logit bias = -inf +2.27.179.890 I common_init_result: added [EOT] logit bias = -inf +2.27.179.892 I common_init_result: added [PAD] logit bias = -inf +2.27.180.653 I llama_context: constructing llama_context +2.27.180.665 W llama_context: setting new yarn_attn_factor = 1.0000 (mscale == 1.0, mscale_all_dim = 1.0) +2.27.180.667 I llama_context: n_seq_max = 16 +2.27.180.667 I llama_context: n_ctx = 8192 +2.27.180.668 I llama_context: n_ctx_seq = 512 +2.27.180.668 I llama_context: n_batch = 8192 +2.27.180.668 I llama_context: n_ubatch = 8192 +2.27.180.669 I llama_context: causal_attn = 1 +2.27.180.669 I llama_context: flash_attn = enabled +2.27.180.669 I llama_context: kv_unified = false +2.27.180.671 I llama_context: freq_base = 50000.0 +2.27.180.671 I llama_context: freq_scale = 0.015625 +2.27.180.672 I llama_context: n_rs_seq = 0 +2.27.180.672 I llama_context: n_outputs_max = 8192 +2.27.180.672 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized +2.27.185.777 I llama_context: CUDA_Host output buffer size = 10.00 MiB +2.27.186.362 I llama_kv_cache: CUDA0 KV buffer size = 72.00 MiB +2.27.201.418 I llama_kv_cache: CUDA1 KV buffer size = 72.00 MiB +2.27.219.728 I llama_kv_cache: CUDA2 KV buffer size = 72.00 MiB +2.27.240.797 I llama_kv_cache: CUDA3 KV buffer size = 63.00 MiB +2.27.258.470 I llama_kv_cache: CUDA4 KV buffer size = 72.00 MiB +2.27.275.656 I llama_kv_cache: CUDA5 KV buffer size = 72.00 MiB +2.27.281.925 I llama_kv_cache: CUDA6 KV buffer size = 72.00 MiB +2.27.288.889 I llama_kv_cache: CUDA7 KV buffer size = 54.00 MiB +2.27.288.944 I llama_kv_cache: size = 549.00 MiB ( 512 cells, 61 layers, 16/16 seqs), K (f16): 549.00 MiB, V (f16): 0.00 MiB +2.27.288.952 I llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576 +2.27.288.952 I llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512 +2.27.289.048 I llama_context: pipeline parallelism enabled +2.27.289.055 I sched_reserve: reserving ... +2.27.290.972 I sched_reserve: resolving fused Gated Delta Net support: +2.27.292.013 I sched_reserve: fused Gated Delta Net (autoregressive) enabled +2.27.292.851 I sched_reserve: fused Gated Delta Net (chunked) enabled +2.27.403.100 I sched_reserve: CUDA0 compute buffer size = 4960.38 MiB +2.27.403.112 I sched_reserve: CUDA1 compute buffer size = 4748.38 MiB +2.27.403.113 I sched_reserve: CUDA2 compute buffer size = 4748.38 MiB +2.27.403.114 I sched_reserve: CUDA3 compute buffer size = 4748.38 MiB +2.27.403.114 I sched_reserve: CUDA4 compute buffer size = 4748.38 MiB +2.27.403.114 I sched_reserve: CUDA5 compute buffer size = 4748.38 MiB +2.27.403.115 I sched_reserve: CUDA6 compute buffer size = 4748.38 MiB +2.27.403.115 I sched_reserve: CUDA7 compute buffer size = 6720.50 MiB +2.27.403.116 I sched_reserve: CUDA_Host compute buffer size = 480.62 MiB +2.27.403.116 I sched_reserve: graph nodes = 4851 +2.27.403.116 I sched_reserve: graph splits = 9 +2.27.403.117 I sched_reserve: reserve took 114.06 ms, sched copies = 4 +2.27.403.160 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) +2.27.523.536 I +2.27.523.661 I 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 | +2.27.546.232 I kl_divergence: computing over 568 chunks, n_ctx=512, batch_size=8192, n_seq=16 +2.33.658.497 I kl_divergence: 6.11 seconds per pass - ETA 3.60 minutes + +chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p + 1 2.0737 ± 0.2003 0.62978 ± 0.09774 0.66506 ± 0.09246 39.624 ± 2.362 % 81.569 ± 2.433 % + 2 2.4658 ± 0.1842 0.66958 ± 0.06894 0.68521 ± 0.06064 38.870 ± 1.566 % 77.647 ± 1.847 % + 3 2.2342 ± 0.1385 0.57736 ± 0.05163 0.57383 ± 0.04593 35.463 ± 1.319 % 81.569 ± 1.403 % + 4 2.2024 ± 0.1188 0.59847 ± 0.04416 0.58293 ± 0.03954 36.472 ± 1.140 % 81.667 ± 1.212 % + 5 2.1676 ± 0.0998 0.61742 ± 0.03867 0.60229 ± 0.03514 37.835 ± 1.017 % 80.941 ± 1.100 % + 6 2.1981 ± 0.0918 0.64700 ± 0.03599 0.63527 ± 0.03295 39.024 ± 0.927 % 80.000 ± 1.023 % + 7 2.1812 ± 0.0848 0.64225 ± 0.03317 0.63684 ± 0.03046 39.091 ± 0.859 % 80.000 ± 0.947 % + 8 2.1845 ± 0.0803 0.65458 ± 0.03228 0.65592 ± 0.03003 39.301 ± 0.806 % 80.049 ± 0.885 % + 9 2.1963 ± 0.0755 0.67233 ± 0.03057 0.67236 ± 0.02862 40.012 ± 0.758 % 79.869 ± 0.837 % + 10 2.1872 ± 0.0701 0.67562 ± 0.02866 0.67383 ± 0.02693 40.405 ± 0.718 % 79.529 ± 0.799 % + 11 2.2354 ± 0.0681 0.69474 ± 0.02732 0.70015 ± 0.02596 41.196 ± 0.682 % 78.503 ± 0.776 % + 12 2.3200 ± 0.0695 0.71655 ± 0.02704 0.72238 ± 0.02516 41.327 ± 0.651 % 77.974 ± 0.749 % + 13 2.4146 ± 0.0727 0.75133 ± 0.02722 0.75733 ± 0.02524 41.974 ± 0.625 % 77.345 ± 0.727 % + 14 2.4632 ± 0.0724 0.72426 ± 0.02585 0.73366 ± 0.02373 41.016 ± 0.604 % 77.563 ± 0.698 % + 15 2.5779 ± 0.0750 0.69344 ± 0.02454 0.71108 ± 0.02236 40.124 ± 0.584 % 77.359 ± 0.677 % + 16 2.6713 ± 0.0763 0.65646 ± 0.02332 0.68109 ± 0.02111 39.066 ± 0.568 % 77.525 ± 0.654 % + 17 2.8043 ± 0.0808 0.62602 ± 0.02230 0.65830 ± 0.02004 38.137 ± 0.552 % 77.762 ± 0.632 % + 18 3.0175 ± 0.0889 0.60049 ± 0.02134 0.63625 ± 0.01904 37.247 ± 0.538 % 77.800 ± 0.613 % + 19 3.0076 ± 0.0870 0.58661 ± 0.02066 0.62318 ± 0.01825 36.772 ± 0.525 % 78.039 ± 0.595 % + 20 2.9748 ± 0.0829 0.58763 ± 0.02005 0.62430 ± 0.01770 36.885 ± 0.510 % 77.902 ± 0.581 % + 21 3.0382 ± 0.0835 0.57570 ± 0.01943 0.61899 ± 0.01707 36.474 ± 0.498 % 77.647 ± 0.569 % + 22 3.0292 ± 0.0813 0.56160 ± 0.01885 0.61030 ± 0.01651 36.031 ± 0.486 % 77.790 ± 0.555 % + 23 2.9734 ± 0.0776 0.54409 ± 0.01825 0.59650 ± 0.01593 35.527 ± 0.476 % 78.210 ± 0.539 % + 24 2.9276 ± 0.0744 0.53329 ± 0.01774 0.58736 ± 0.01549 35.111 ± 0.466 % 78.562 ± 0.525 % + 25 2.8925 ± 0.0719 0.52371 ± 0.01725 0.57674 ± 0.01501 34.828 ± 0.457 % 78.886 ± 0.511 % + 26 2.8662 ± 0.0696 0.51730 ± 0.01686 0.57102 ± 0.01463 34.559 ± 0.447 % 79.020 ± 0.500 % + 27 2.8441 ± 0.0675 0.51063 ± 0.01648 0.56506 ± 0.01421 34.341 ± 0.438 % 79.216 ± 0.489 % + 28 2.8426 ± 0.0662 0.49628 ± 0.01602 0.55720 ± 0.01375 33.962 ± 0.429 % 79.244 ± 0.480 % + 29 2.8602 ± 0.0653 0.51036 ± 0.01586 0.56621 ± 0.01354 34.212 ± 0.419 % 78.999 ± 0.474 % + 30 2.9086 ± 0.0657 0.50300 ± 0.01554 0.55936 ± 0.01317 33.818 ± 0.411 % 79.007 ± 0.466 % + 31 2.9733 ± 0.0670 0.49567 ± 0.01519 0.55168 ± 0.01280 33.428 ± 0.404 % 79.077 ± 0.458 % + 32 3.0106 ± 0.0670 0.49081 ± 0.01491 0.55026 ± 0.01249 33.237 ± 0.397 % 78.873 ± 0.452 % + 33 3.0710 ± 0.0678 0.49022 ± 0.01468 0.54955 ± 0.01223 33.036 ± 0.390 % 78.728 ± 0.446 % + 34 3.1059 ± 0.0675 0.48473 ± 0.01438 0.54658 ± 0.01192 32.824 ± 0.384 % 78.489 ± 0.441 % + 35 3.1777 ± 0.0688 0.47886 ± 0.01412 0.54140 ± 0.01163 32.522 ± 0.378 % 78.364 ± 0.436 % + 36 3.2309 ± 0.0692 0.47163 ± 0.01390 0.53721 ± 0.01136 32.262 ± 0.372 % 78.224 ± 0.431 % + 37 3.2235 ± 0.0677 0.47139 ± 0.01370 0.53705 ± 0.01119 32.292 ± 0.367 % 78.262 ± 0.425 % + 38 3.2542 ± 0.0675 0.47200 ± 0.01347 0.53649 ± 0.01096 32.147 ± 0.361 % 78.122 ± 0.420 % + 39 3.2777 ± 0.0671 0.46871 ± 0.01328 0.53455 ± 0.01081 31.987 ± 0.356 % 78.069 ± 0.415 % + 40 3.3140 ± 0.0671 0.46333 ± 0.01304 0.52840 ± 0.01058 31.690 ± 0.351 % 78.088 ± 0.410 % + 41 3.3569 ± 0.0673 0.45473 ± 0.01279 0.52263 ± 0.01037 31.417 ± 0.347 % 78.097 ± 0.405 % + 42 3.3809 ± 0.0670 0.45935 ± 0.01269 0.52295 ± 0.01020 31.372 ± 0.342 % 78.002 ± 0.400 % + 43 3.3856 ± 0.0663 0.45342 ± 0.01246 0.51760 ± 0.00999 31.130 ± 0.338 % 78.067 ± 0.395 % + 44 3.4091 ± 0.0662 0.44933 ± 0.01226 0.51318 ± 0.00980 30.878 ± 0.334 % 78.057 ± 0.391 % + 45 3.4941 ± 0.0676 0.44340 ± 0.01205 0.50837 ± 0.00960 30.600 ± 0.330 % 77.917 ± 0.387 % + 46 3.5615 ± 0.0686 0.43927 ± 0.01185 0.50305 ± 0.00941 30.355 ± 0.326 % 77.945 ± 0.383 % + 47 3.5186 ± 0.0668 0.44334 ± 0.01175 0.50565 ± 0.00938 30.544 ± 0.323 % 78.048 ± 0.378 % + 48 3.4680 ± 0.0648 0.44314 ± 0.01160 0.50604 ± 0.00931 30.653 ± 0.320 % 78.145 ± 0.374 % + 49 3.4411 ± 0.0634 0.44778 ± 0.01152 0.51015 ± 0.00927 30.922 ± 0.317 % 78.087 ± 0.370 % + 50 3.4357 ± 0.0626 0.45364 ± 0.01146 0.51489 ± 0.00921 31.172 ± 0.313 % 77.937 ± 0.367 % + 51 3.4490 ± 0.0620 0.45777 ± 0.01136 0.51868 ± 0.00910 31.282 ± 0.309 % 77.762 ± 0.365 % + 52 3.4652 ± 0.0617 0.45371 ± 0.01119 0.51414 ± 0.00895 31.091 ± 0.306 % 77.828 ± 0.361 % + 53 3.4956 ± 0.0618 0.45109 ± 0.01103 0.51149 ± 0.00880 30.949 ± 0.303 % 77.795 ± 0.358 % + 54 3.5057 ± 0.0615 0.45493 ± 0.01100 0.51579 ± 0.00877 31.078 ± 0.300 % 77.712 ± 0.355 % + 55 3.5159 ± 0.0612 0.45747 ± 0.01091 0.51702 ± 0.00869 31.061 ± 0.297 % 77.668 ± 0.352 % + 56 3.5301 ± 0.0609 0.45758 ± 0.01080 0.51601 ± 0.00858 30.945 ± 0.294 % 77.626 ± 0.349 % + 57 3.5193 ± 0.0600 0.46074 ± 0.01069 0.51702 ± 0.00850 31.034 ± 0.291 % 77.578 ± 0.346 % + 58 3.5293 ± 0.0598 0.46381 ± 0.01062 0.51807 ± 0.00842 31.074 ± 0.288 % 77.559 ± 0.343 % + 59 3.5492 ± 0.0597 0.46224 ± 0.01051 0.51620 ± 0.00831 30.956 ± 0.285 % 77.507 ± 0.340 % + 60 3.5823 ± 0.0598 0.46222 ± 0.01042 0.51730 ± 0.00821 30.887 ± 0.282 % 77.327 ± 0.339 % + 61 3.6019 ± 0.0597 0.45754 ± 0.01030 0.51488 ± 0.00810 30.733 ± 0.279 % 77.313 ± 0.336 % + 62 3.6186 ± 0.0594 0.46229 ± 0.01023 0.51890 ± 0.00804 30.828 ± 0.277 % 77.179 ± 0.334 % + 63 3.6380 ± 0.0593 0.46237 ± 0.01014 0.51857 ± 0.00795 30.788 ± 0.274 % 77.143 ± 0.331 % + 64 3.6407 ± 0.0588 0.46752 ± 0.01007 0.52192 ± 0.00789 30.908 ± 0.271 % 77.004 ± 0.329 % + 65 3.6498 ± 0.0585 0.47104 ± 0.01004 0.52440 ± 0.00785 30.935 ± 0.269 % 76.965 ± 0.327 % + 66 3.6355 ± 0.0578 0.47456 ± 0.01000 0.52839 ± 0.00785 31.103 ± 0.267 % 76.928 ± 0.325 % + 67 3.6358 ± 0.0573 0.48019 ± 0.00997 0.53392 ± 0.00785 31.333 ± 0.265 % 76.839 ± 0.323 % + 68 3.6129 ± 0.0564 0.48114 ± 0.00994 0.53562 ± 0.00782 31.426 ± 0.263 % 76.880 ± 0.320 % + 69 3.6175 ± 0.0560 0.48899 ± 0.00993 0.54245 ± 0.00782 31.700 ± 0.261 % 76.704 ± 0.319 % + 70 3.6065 ± 0.0553 0.49160 ± 0.00985 0.54421 ± 0.00776 31.850 ± 0.259 % 76.661 ± 0.317 % + 71 3.5764 ± 0.0543 0.49121 ± 0.00977 0.54295 ± 0.00770 31.864 ± 0.257 % 76.769 ± 0.314 % + 72 3.5695 ± 0.0538 0.49649 ± 0.00976 0.54740 ± 0.00772 32.034 ± 0.256 % 76.754 ± 0.312 % + 73 3.5572 ± 0.0532 0.49718 ± 0.00972 0.54849 ± 0.00769 32.067 ± 0.254 % 76.809 ± 0.309 % + 74 3.5721 ± 0.0532 0.49637 ± 0.00967 0.54886 ± 0.00764 32.058 ± 0.252 % 76.815 ± 0.307 % + 75 3.5751 ± 0.0530 0.49635 ± 0.00961 0.54833 ± 0.00758 32.012 ± 0.250 % 76.858 ± 0.305 % + 76 3.5525 ± 0.0524 0.49355 ± 0.00954 0.54602 ± 0.00752 31.921 ± 0.248 % 76.992 ± 0.302 % + 77 3.5183 ± 0.0514 0.49291 ± 0.00946 0.54531 ± 0.00749 31.958 ± 0.247 % 77.112 ± 0.300 % + 78 3.4885 ± 0.0505 0.49358 ± 0.00940 0.54491 ± 0.00745 31.999 ± 0.246 % 77.200 ± 0.297 % + 79 3.4892 ± 0.0502 0.49978 ± 0.00941 0.55120 ± 0.00749 32.213 ± 0.245 % 77.101 ± 0.296 % + 80 3.4716 ± 0.0495 0.50249 ± 0.00937 0.55373 ± 0.00748 32.321 ± 0.243 % 77.083 ± 0.294 % + 81 3.4604 ± 0.0489 0.50576 ± 0.00932 0.55666 ± 0.00747 32.444 ± 0.242 % 77.056 ± 0.293 % + 82 3.4497 ± 0.0484 0.50983 ± 0.00928 0.56069 ± 0.00747 32.632 ± 0.241 % 76.992 ± 0.291 % + 83 3.4856 ± 0.0489 0.51368 ± 0.00925 0.56298 ± 0.00742 32.665 ± 0.239 % 76.877 ± 0.290 % + 84 3.4860 ± 0.0486 0.51866 ± 0.00925 0.56888 ± 0.00743 32.838 ± 0.238 % 76.788 ± 0.288 % + 85 3.4741 ± 0.0480 0.52279 ± 0.00921 0.57230 ± 0.00743 32.993 ± 0.237 % 76.775 ± 0.287 % + 86 3.4775 ± 0.0478 0.52744 ± 0.00921 0.57650 ± 0.00742 33.101 ± 0.235 % 76.708 ± 0.285 % + 87 3.4656 ± 0.0473 0.53096 ± 0.00917 0.57962 ± 0.00740 33.264 ± 0.234 % 76.682 ± 0.284 % + 88 3.4630 ± 0.0469 0.53643 ± 0.00917 0.58574 ± 0.00743 33.511 ± 0.233 % 76.555 ± 0.283 % + 89 3.4514 ± 0.0465 0.53890 ± 0.00916 0.58840 ± 0.00743 33.621 ± 0.232 % 76.554 ± 0.281 % + 90 3.4435 ± 0.0460 0.54166 ± 0.00912 0.59137 ± 0.00741 33.743 ± 0.230 % 76.505 ± 0.280 % + 91 3.4382 ± 0.0457 0.54558 ± 0.00910 0.59454 ± 0.00739 33.871 ± 0.229 % 76.479 ± 0.278 % + 92 3.4269 ± 0.0452 0.54914 ± 0.00907 0.59703 ± 0.00739 34.001 ± 0.228 % 76.466 ± 0.277 % + 93 3.4213 ± 0.0448 0.55245 ± 0.00904 0.60013 ± 0.00737 34.115 ± 0.227 % 76.420 ± 0.276 % + 94 3.4046 ± 0.0443 0.55370 ± 0.00900 0.60068 ± 0.00733 34.194 ± 0.226 % 76.450 ± 0.274 % + 95 3.3900 ± 0.0437 0.55525 ± 0.00895 0.60241 ± 0.00730 34.320 ± 0.225 % 76.417 ± 0.273 % + 96 3.3698 ± 0.0431 0.55590 ± 0.00889 0.60252 ± 0.00727 34.378 ± 0.223 % 76.471 ± 0.271 % + 97 3.3812 ± 0.0431 0.56181 ± 0.00889 0.60834 ± 0.00728 34.555 ± 0.222 % 76.349 ± 0.270 % + 98 3.3824 ± 0.0429 0.56693 ± 0.00890 0.61280 ± 0.00730 34.675 ± 0.221 % 76.311 ± 0.269 % + 99 3.3735 ± 0.0426 0.56947 ± 0.00888 0.61486 ± 0.00729 34.765 ± 0.220 % 76.304 ± 0.268 % + 100 3.3636 ± 0.0422 0.56981 ± 0.00886 0.61589 ± 0.00727 34.819 ± 0.219 % 76.329 ± 0.266 % + 101 3.3586 ± 0.0419 0.57021 ± 0.00882 0.61731 ± 0.00724 34.859 ± 0.218 % 76.292 ± 0.265 % + 102 3.3499 ± 0.0416 0.56930 ± 0.00877 0.61690 ± 0.00721 34.831 ± 0.217 % 76.351 ± 0.263 % + 103 3.3645 ± 0.0416 0.57242 ± 0.00875 0.61966 ± 0.00719 34.863 ± 0.216 % 76.276 ± 0.262 % + 104 3.3872 ± 0.0418 0.56963 ± 0.00869 0.61807 ± 0.00713 34.761 ± 0.215 % 76.244 ± 0.261 % + 105 3.4242 ± 0.0424 0.56727 ± 0.00865 0.61622 ± 0.00709 34.655 ± 0.214 % 76.273 ± 0.260 % + 106 3.4274 ± 0.0422 0.56678 ± 0.00860 0.61577 ± 0.00705 34.637 ± 0.213 % 76.252 ± 0.259 % + 107 3.4652 ± 0.0427 0.56533 ± 0.00855 0.61413 ± 0.00700 34.536 ± 0.212 % 76.203 ± 0.258 % + 108 3.4910 ± 0.0429 0.56062 ± 0.00849 0.61030 ± 0.00695 34.401 ± 0.211 % 76.245 ± 0.256 % + 109 3.5068 ± 0.0431 0.55630 ± 0.00842 0.60678 ± 0.00689 34.276 ± 0.210 % 76.319 ± 0.255 % + 110 3.5437 ± 0.0436 0.55256 ± 0.00836 0.60342 ± 0.00683 34.150 ± 0.209 % 76.367 ± 0.254 % + 111 3.5800 ± 0.0441 0.54880 ± 0.00830 0.59980 ± 0.00678 34.010 ± 0.208 % 76.336 ± 0.253 % + 112 3.6025 ± 0.0443 0.54627 ± 0.00826 0.59757 ± 0.00674 33.926 ± 0.208 % 76.401 ± 0.251 % + 113 3.5857 ± 0.0439 0.54690 ± 0.00824 0.59801 ± 0.00675 33.945 ± 0.207 % 76.467 ± 0.250 % + 114 3.5755 ± 0.0435 0.54961 ± 0.00822 0.59989 ± 0.00674 34.049 ± 0.206 % 76.457 ± 0.249 % + 115 3.5733 ± 0.0433 0.55292 ± 0.00820 0.60346 ± 0.00674 34.172 ± 0.205 % 76.399 ± 0.248 % + 116 3.5628 ± 0.0430 0.55415 ± 0.00818 0.60411 ± 0.00673 34.197 ± 0.204 % 76.413 ± 0.247 % + 117 3.5573 ± 0.0427 0.55638 ± 0.00816 0.60650 ± 0.00672 34.284 ± 0.203 % 76.387 ± 0.246 % + 118 3.5520 ± 0.0425 0.55887 ± 0.00814 0.60860 ± 0.00671 34.344 ± 0.203 % 76.364 ± 0.245 % + 119 3.5421 ± 0.0421 0.56019 ± 0.00810 0.61056 ± 0.00669 34.439 ± 0.202 % 76.312 ± 0.244 % + 120 3.5310 ± 0.0417 0.56106 ± 0.00807 0.61115 ± 0.00667 34.469 ± 0.201 % 76.353 ± 0.243 % + 121 3.5202 ± 0.0414 0.56204 ± 0.00805 0.61206 ± 0.00665 34.507 ± 0.200 % 76.380 ± 0.242 % + 122 3.5082 ± 0.0410 0.56302 ± 0.00801 0.61286 ± 0.00663 34.559 ± 0.199 % 76.387 ± 0.241 % + 123 3.4971 ± 0.0407 0.56346 ± 0.00798 0.61265 ± 0.00660 34.559 ± 0.198 % 76.426 ± 0.240 % + 124 3.4907 ± 0.0404 0.56419 ± 0.00796 0.61300 ± 0.00658 34.597 ± 0.198 % 76.439 ± 0.239 % + 125 3.4760 ± 0.0400 0.56384 ± 0.00792 0.61272 ± 0.00655 34.601 ± 0.197 % 76.477 ± 0.238 % + 126 3.4625 ± 0.0396 0.56398 ± 0.00790 0.61300 ± 0.00653 34.622 ± 0.196 % 76.499 ± 0.237 % + 127 3.4497 ± 0.0392 0.56309 ± 0.00785 0.61210 ± 0.00650 34.619 ± 0.195 % 76.520 ± 0.236 % + 128 3.4376 ± 0.0389 0.56098 ± 0.00781 0.61058 ± 0.00646 34.565 ± 0.194 % 76.572 ± 0.234 % + 129 3.4330 ± 0.0386 0.56152 ± 0.00779 0.61218 ± 0.00644 34.600 ± 0.194 % 76.516 ± 0.234 % + 130 3.4313 ± 0.0384 0.56352 ± 0.00776 0.61467 ± 0.00643 34.691 ± 0.193 % 76.431 ± 0.233 % + 131 3.4308 ± 0.0382 0.56523 ± 0.00775 0.61774 ± 0.00643 34.766 ± 0.192 % 76.366 ± 0.232 % + 132 3.4315 ± 0.0381 0.56751 ± 0.00774 0.62043 ± 0.00642 34.835 ± 0.191 % 76.322 ± 0.232 % + 133 3.4237 ± 0.0378 0.56828 ± 0.00771 0.62085 ± 0.00639 34.875 ± 0.190 % 76.320 ± 0.231 % + 134 3.4243 ± 0.0377 0.56452 ± 0.00766 0.61747 ± 0.00635 34.765 ± 0.190 % 76.351 ± 0.230 % + 135 3.4405 ± 0.0378 0.56074 ± 0.00761 0.61471 ± 0.00631 34.664 ± 0.189 % 76.363 ± 0.229 % + 136 3.4287 ± 0.0375 0.56054 ± 0.00759 0.61426 ± 0.00629 34.662 ± 0.188 % 76.410 ± 0.228 % + 137 3.4284 ± 0.0374 0.56319 ± 0.00758 0.61599 ± 0.00628 34.709 ± 0.188 % 76.382 ± 0.227 % + 138 3.4247 ± 0.0371 0.56433 ± 0.00755 0.61725 ± 0.00626 34.765 ± 0.187 % 76.348 ± 0.227 % + 139 3.4253 ± 0.0370 0.56675 ± 0.00753 0.61943 ± 0.00625 34.838 ± 0.186 % 76.273 ± 0.226 % + 140 3.4378 ± 0.0371 0.56781 ± 0.00751 0.62046 ± 0.00622 34.846 ± 0.185 % 76.230 ± 0.225 % + 141 3.4292 ± 0.0368 0.56562 ± 0.00748 0.61994 ± 0.00620 34.821 ± 0.185 % 76.256 ± 0.224 % + 142 3.4212 ± 0.0366 0.56366 ± 0.00745 0.61793 ± 0.00616 34.766 ± 0.184 % 76.324 ± 0.223 % + 143 3.4153 ± 0.0363 0.56058 ± 0.00740 0.61482 ± 0.00613 34.669 ± 0.183 % 76.388 ± 0.222 % + 144 3.4066 ± 0.0361 0.55748 ± 0.00736 0.61175 ± 0.00609 34.576 ± 0.183 % 76.468 ± 0.221 % + 145 3.4024 ± 0.0359 0.55405 ± 0.00732 0.60864 ± 0.00606 34.478 ± 0.182 % 76.522 ± 0.220 % + 146 3.3957 ± 0.0357 0.55109 ± 0.00727 0.60561 ± 0.00602 34.380 ± 0.182 % 76.578 ± 0.219 % + 147 3.3816 ± 0.0353 0.55043 ± 0.00724 0.60464 ± 0.00600 34.382 ± 0.181 % 76.639 ± 0.219 % + 148 3.3734 ± 0.0351 0.55027 ± 0.00722 0.60454 ± 0.00598 34.381 ± 0.181 % 76.661 ± 0.218 % + 149 3.3643 ± 0.0348 0.54963 ± 0.00719 0.60371 ± 0.00595 34.377 ± 0.180 % 76.697 ± 0.217 % + 150 3.3618 ± 0.0346 0.54875 ± 0.00716 0.60347 ± 0.00593 34.360 ± 0.179 % 76.680 ± 0.216 % + 151 3.3611 ± 0.0345 0.54823 ± 0.00713 0.60249 ± 0.00590 34.320 ± 0.179 % 76.723 ± 0.215 % + 152 3.3547 ± 0.0343 0.54791 ± 0.00711 0.60121 ± 0.00587 34.286 ± 0.178 % 76.747 ± 0.215 % + 153 3.3507 ± 0.0341 0.54772 ± 0.00708 0.60020 ± 0.00584 34.253 ± 0.177 % 76.722 ± 0.214 % + 154 3.3421 ± 0.0339 0.54658 ± 0.00705 0.59861 ± 0.00581 34.212 ± 0.177 % 76.743 ± 0.213 % + 155 3.3346 ± 0.0336 0.54492 ± 0.00701 0.59700 ± 0.00578 34.159 ± 0.176 % 76.764 ± 0.212 % + 156 3.3348 ± 0.0335 0.54343 ± 0.00698 0.59601 ± 0.00575 34.113 ± 0.175 % 76.775 ± 0.212 % + 157 3.3356 ± 0.0334 0.54151 ± 0.00695 0.59397 ± 0.00572 34.037 ± 0.175 % 76.793 ± 0.211 % + 158 3.3304 ± 0.0332 0.53990 ± 0.00692 0.59252 ± 0.00569 33.989 ± 0.174 % 76.833 ± 0.210 % + 159 3.3324 ± 0.0331 0.53853 ± 0.00689 0.59131 ± 0.00567 33.945 ± 0.174 % 76.838 ± 0.210 % + 160 3.3297 ± 0.0330 0.53710 ± 0.00686 0.58966 ± 0.00564 33.891 ± 0.173 % 76.890 ± 0.209 % + 161 3.3281 ± 0.0329 0.53770 ± 0.00684 0.58994 ± 0.00563 33.904 ± 0.172 % 76.899 ± 0.208 % + 162 3.3362 ± 0.0329 0.53826 ± 0.00683 0.58967 ± 0.00560 33.880 ± 0.172 % 76.914 ± 0.207 % + 163 3.3346 ± 0.0328 0.53747 ± 0.00680 0.58877 ± 0.00558 33.853 ± 0.171 % 76.940 ± 0.207 % + 164 3.3493 ± 0.0329 0.53540 ± 0.00677 0.58689 ± 0.00555 33.775 ± 0.171 % 76.944 ± 0.206 % + 165 3.3495 ± 0.0328 0.53853 ± 0.00677 0.58966 ± 0.00555 33.900 ± 0.170 % 76.877 ± 0.206 % + 166 3.3623 ± 0.0328 0.54036 ± 0.00675 0.59030 ± 0.00553 33.915 ± 0.170 % 76.813 ± 0.205 % + 167 3.3705 ± 0.0328 0.54279 ± 0.00673 0.59156 ± 0.00551 33.955 ± 0.169 % 76.745 ± 0.205 % + 168 3.3800 ± 0.0328 0.54468 ± 0.00673 0.59363 ± 0.00550 33.997 ± 0.169 % 76.674 ± 0.204 % + 169 3.3941 ± 0.0329 0.54602 ± 0.00671 0.59468 ± 0.00548 34.014 ± 0.168 % 76.617 ± 0.204 % + 170 3.4052 ± 0.0330 0.54422 ± 0.00668 0.59347 ± 0.00546 33.959 ± 0.167 % 76.607 ± 0.203 % + 171 3.4191 ± 0.0331 0.54394 ± 0.00666 0.59267 ± 0.00543 33.905 ± 0.167 % 76.590 ± 0.203 % + 172 3.4417 ± 0.0333 0.54364 ± 0.00664 0.59183 ± 0.00541 33.843 ± 0.166 % 76.537 ± 0.202 % + 173 3.4584 ± 0.0335 0.54252 ± 0.00661 0.59021 ± 0.00538 33.767 ± 0.166 % 76.534 ± 0.202 % + 174 3.4488 ± 0.0333 0.54332 ± 0.00659 0.59065 ± 0.00537 33.821 ± 0.166 % 76.554 ± 0.201 % + 175 3.4349 ± 0.0330 0.54269 ± 0.00656 0.59046 ± 0.00536 33.827 ± 0.165 % 76.601 ± 0.200 % + 176 3.4364 ± 0.0329 0.54442 ± 0.00655 0.59259 ± 0.00536 33.877 ± 0.165 % 76.569 ± 0.200 % + 177 3.4380 ± 0.0328 0.54570 ± 0.00654 0.59344 ± 0.00535 33.921 ± 0.164 % 76.557 ± 0.199 % + 178 3.4348 ± 0.0327 0.54613 ± 0.00652 0.59358 ± 0.00533 33.926 ± 0.164 % 76.583 ± 0.199 % + 179 3.4313 ± 0.0326 0.54793 ± 0.00651 0.59513 ± 0.00533 33.985 ± 0.163 % 76.574 ± 0.198 % + 180 3.4265 ± 0.0325 0.54961 ± 0.00650 0.59630 ± 0.00533 34.036 ± 0.163 % 76.566 ± 0.198 % + 181 3.4249 ± 0.0324 0.55153 ± 0.00650 0.59785 ± 0.00533 34.100 ± 0.163 % 76.549 ± 0.197 % + 182 3.4212 ± 0.0322 0.55272 ± 0.00648 0.59881 ± 0.00531 34.144 ± 0.162 % 76.531 ± 0.197 % + 183 3.4361 ± 0.0323 0.55010 ± 0.00645 0.59637 ± 0.00529 34.059 ± 0.162 % 76.565 ± 0.196 % + 184 3.4503 ± 0.0324 0.54848 ± 0.00643 0.59438 ± 0.00526 33.981 ± 0.161 % 76.575 ± 0.196 % + 185 3.4671 ± 0.0326 0.54638 ± 0.00640 0.59251 ± 0.00524 33.903 ± 0.161 % 76.583 ± 0.195 % + 186 3.4809 ± 0.0327 0.54416 ± 0.00637 0.59050 ± 0.00521 33.828 ± 0.161 % 76.606 ± 0.194 % + 187 3.4931 ± 0.0327 0.54231 ± 0.00634 0.58884 ± 0.00519 33.758 ± 0.160 % 76.626 ± 0.194 % + 188 3.5107 ± 0.0329 0.53982 ± 0.00632 0.58690 ± 0.00516 33.680 ± 0.160 % 76.646 ± 0.193 % + 189 3.5267 ± 0.0330 0.53749 ± 0.00629 0.58506 ± 0.00514 33.604 ± 0.159 % 76.649 ± 0.193 % + 190 3.5409 ± 0.0331 0.53534 ± 0.00627 0.58322 ± 0.00511 33.531 ± 0.159 % 76.656 ± 0.192 % + 191 3.5482 ± 0.0331 0.53331 ± 0.00624 0.58161 ± 0.00509 33.471 ± 0.159 % 76.662 ± 0.192 % + 192 3.5489 ± 0.0330 0.53122 ± 0.00621 0.57965 ± 0.00507 33.396 ± 0.158 % 76.703 ± 0.191 % + 193 3.5549 ± 0.0330 0.52870 ± 0.00619 0.57763 ± 0.00504 33.319 ± 0.158 % 76.755 ± 0.190 % + 194 3.5565 ± 0.0330 0.52668 ± 0.00616 0.57561 ± 0.00502 33.252 ± 0.157 % 76.794 ± 0.190 % + 195 3.5529 ± 0.0328 0.52806 ± 0.00615 0.57660 ± 0.00501 33.284 ± 0.157 % 76.770 ± 0.189 % + 196 3.5605 ± 0.0328 0.53007 ± 0.00615 0.57908 ± 0.00501 33.331 ± 0.157 % 76.697 ± 0.189 % + 197 3.5651 ± 0.0328 0.53024 ± 0.00613 0.57902 ± 0.00500 33.325 ± 0.156 % 76.707 ± 0.189 % + 198 3.5764 ± 0.0329 0.52910 ± 0.00612 0.57794 ± 0.00498 33.267 ± 0.156 % 76.698 ± 0.188 % + 199 3.5859 ± 0.0329 0.52759 ± 0.00610 0.57681 ± 0.00496 33.218 ± 0.155 % 76.707 ± 0.188 % + 200 3.5874 ± 0.0328 0.52669 ± 0.00608 0.57593 ± 0.00494 33.177 ± 0.155 % 76.727 ± 0.187 % + 201 3.5917 ± 0.0328 0.52614 ± 0.00606 0.57512 ± 0.00493 33.147 ± 0.155 % 76.736 ± 0.187 % + 202 3.5877 ± 0.0326 0.52394 ± 0.00603 0.57307 ± 0.00490 33.080 ± 0.154 % 76.793 ± 0.186 % + 203 3.5999 ± 0.0327 0.52305 ± 0.00601 0.57216 ± 0.00489 33.048 ± 0.154 % 76.784 ± 0.186 % + 204 3.5912 ± 0.0326 0.52299 ± 0.00600 0.57217 ± 0.00487 33.060 ± 0.153 % 76.797 ± 0.185 % + 205 3.5953 ± 0.0325 0.52109 ± 0.00598 0.57052 ± 0.00485 32.998 ± 0.153 % 76.796 ± 0.185 % + 206 3.5917 ± 0.0324 0.51993 ± 0.00596 0.56938 ± 0.00483 32.961 ± 0.153 % 76.811 ± 0.184 % + 207 3.5929 ± 0.0323 0.51911 ± 0.00594 0.56888 ± 0.00482 32.928 ± 0.152 % 76.806 ± 0.184 % + 208 3.5930 ± 0.0322 0.51771 ± 0.00592 0.56750 ± 0.00480 32.874 ± 0.152 % 76.819 ± 0.183 % + 209 3.5930 ± 0.0321 0.51890 ± 0.00591 0.56848 ± 0.00479 32.914 ± 0.151 % 76.786 ± 0.183 % + 210 3.5950 ± 0.0321 0.51724 ± 0.00589 0.56701 ± 0.00477 32.852 ± 0.151 % 76.790 ± 0.182 % + 211 3.5977 ± 0.0320 0.51882 ± 0.00588 0.56769 ± 0.00476 32.875 ± 0.151 % 76.751 ± 0.182 % + 212 3.5934 ± 0.0319 0.51753 ± 0.00586 0.56640 ± 0.00474 32.823 ± 0.150 % 76.774 ± 0.182 % + 213 3.5916 ± 0.0318 0.51653 ± 0.00584 0.56543 ± 0.00472 32.792 ± 0.150 % 76.798 ± 0.181 % + 214 3.5905 ± 0.0317 0.51516 ± 0.00583 0.56449 ± 0.00470 32.755 ± 0.150 % 76.815 ± 0.181 % + 215 3.5844 ± 0.0315 0.51516 ± 0.00581 0.56527 ± 0.00470 32.774 ± 0.149 % 76.817 ± 0.180 % + 216 3.5839 ± 0.0315 0.51582 ± 0.00580 0.56554 ± 0.00469 32.763 ± 0.149 % 76.816 ± 0.180 % + 217 3.5842 ± 0.0314 0.51705 ± 0.00580 0.56659 ± 0.00468 32.798 ± 0.148 % 76.780 ± 0.179 % + 218 3.5764 ± 0.0312 0.51611 ± 0.00578 0.56574 ± 0.00466 32.776 ± 0.148 % 76.811 ± 0.179 % + 219 3.5727 ± 0.0311 0.51634 ± 0.00577 0.56654 ± 0.00466 32.802 ± 0.148 % 76.796 ± 0.179 % + 220 3.5703 ± 0.0310 0.51603 ± 0.00575 0.56668 ± 0.00465 32.801 ± 0.147 % 76.799 ± 0.178 % + 221 3.5687 ± 0.0309 0.51508 ± 0.00574 0.56545 ± 0.00463 32.753 ± 0.147 % 76.811 ± 0.178 % + 222 3.5674 ± 0.0308 0.51380 ± 0.00572 0.56407 ± 0.00461 32.707 ± 0.147 % 76.838 ± 0.177 % + 223 3.5641 ± 0.0307 0.51311 ± 0.00570 0.56363 ± 0.00460 32.677 ± 0.146 % 76.833 ± 0.177 % + 224 3.5631 ± 0.0306 0.51268 ± 0.00569 0.56286 ± 0.00458 32.644 ± 0.146 % 76.843 ± 0.177 % + 225 3.5607 ± 0.0305 0.51293 ± 0.00568 0.56332 ± 0.00457 32.663 ± 0.145 % 76.824 ± 0.176 % + 226 3.5655 ± 0.0305 0.51219 ± 0.00566 0.56224 ± 0.00456 32.615 ± 0.145 % 76.828 ± 0.176 % + 227 3.5692 ± 0.0305 0.51052 ± 0.00564 0.56077 ± 0.00454 32.560 ± 0.145 % 76.830 ± 0.175 % + 228 3.5556 ± 0.0302 0.50963 ± 0.00563 0.55969 ± 0.00453 32.534 ± 0.145 % 76.883 ± 0.175 % + 229 3.5543 ± 0.0302 0.50996 ± 0.00562 0.55981 ± 0.00452 32.549 ± 0.144 % 76.880 ± 0.174 % + 230 3.5523 ± 0.0301 0.50945 ± 0.00560 0.55954 ± 0.00450 32.529 ± 0.144 % 76.897 ± 0.174 % + 231 3.5491 ± 0.0300 0.50863 ± 0.00559 0.55897 ± 0.00449 32.505 ± 0.144 % 76.929 ± 0.174 % + 232 3.5570 ± 0.0301 0.50853 ± 0.00558 0.55862 ± 0.00448 32.468 ± 0.143 % 76.947 ± 0.173 % + 233 3.5650 ± 0.0301 0.50776 ± 0.00556 0.55794 ± 0.00447 32.422 ± 0.143 % 76.932 ± 0.173 % + 234 3.5668 ± 0.0301 0.50856 ± 0.00555 0.55845 ± 0.00446 32.436 ± 0.143 % 76.915 ± 0.173 % + 235 3.5555 ± 0.0299 0.50838 ± 0.00554 0.55822 ± 0.00445 32.455 ± 0.142 % 76.943 ± 0.172 % + 236 3.5528 ± 0.0298 0.50911 ± 0.00553 0.55935 ± 0.00444 32.489 ± 0.142 % 76.923 ± 0.172 % + 237 3.5520 ± 0.0297 0.51015 ± 0.00553 0.56045 ± 0.00444 32.527 ± 0.142 % 76.901 ± 0.171 % + 238 3.5528 ± 0.0296 0.51178 ± 0.00552 0.56185 ± 0.00443 32.575 ± 0.141 % 76.874 ± 0.171 % + 239 3.5518 ± 0.0295 0.51260 ± 0.00551 0.56284 ± 0.00443 32.611 ± 0.141 % 76.856 ± 0.171 % + 240 3.5535 ± 0.0295 0.51441 ± 0.00551 0.56445 ± 0.00443 32.658 ± 0.141 % 76.815 ± 0.171 % + 241 3.5561 ± 0.0295 0.51543 ± 0.00550 0.56543 ± 0.00442 32.695 ± 0.140 % 76.773 ± 0.170 % + 242 3.5597 ± 0.0294 0.51581 ± 0.00549 0.56661 ± 0.00441 32.703 ± 0.140 % 76.736 ± 0.170 % + 243 3.5614 ± 0.0294 0.51762 ± 0.00548 0.56815 ± 0.00441 32.762 ± 0.140 % 76.700 ± 0.170 % + 244 3.5677 ± 0.0294 0.51772 ± 0.00547 0.56886 ± 0.00440 32.763 ± 0.139 % 76.652 ± 0.170 % + 245 3.5786 ± 0.0294 0.51913 ± 0.00547 0.56961 ± 0.00439 32.771 ± 0.139 % 76.615 ± 0.169 % + 246 3.5850 ± 0.0294 0.52050 ± 0.00546 0.57156 ± 0.00438 32.816 ± 0.139 % 76.560 ± 0.169 % + 247 3.5913 ± 0.0294 0.52054 ± 0.00545 0.57156 ± 0.00437 32.798 ± 0.138 % 76.544 ± 0.169 % + 248 3.6017 ± 0.0295 0.51922 ± 0.00544 0.57075 ± 0.00436 32.753 ± 0.138 % 76.535 ± 0.169 % + 249 3.6078 ± 0.0295 0.52023 ± 0.00543 0.57162 ± 0.00435 32.761 ± 0.138 % 76.483 ± 0.168 % + 250 3.6064 ± 0.0294 0.51900 ± 0.00542 0.57053 ± 0.00433 32.713 ± 0.137 % 76.513 ± 0.168 % + 251 3.5978 ± 0.0293 0.51870 ± 0.00540 0.56998 ± 0.00432 32.714 ± 0.137 % 76.546 ± 0.167 % + 252 3.5882 ± 0.0291 0.51817 ± 0.00539 0.56915 ± 0.00431 32.705 ± 0.137 % 76.589 ± 0.167 % + 253 3.5772 ± 0.0290 0.51740 ± 0.00537 0.56820 ± 0.00430 32.693 ± 0.137 % 76.621 ± 0.167 % + 254 3.5726 ± 0.0288 0.51728 ± 0.00536 0.56798 ± 0.00429 32.702 ± 0.136 % 76.622 ± 0.166 % + 255 3.5703 ± 0.0288 0.51762 ± 0.00535 0.56809 ± 0.00428 32.710 ± 0.136 % 76.621 ± 0.166 % + 256 3.5700 ± 0.0287 0.51742 ± 0.00534 0.56793 ± 0.00427 32.692 ± 0.136 % 76.619 ± 0.166 % + 257 3.5716 ± 0.0287 0.51752 ± 0.00533 0.56823 ± 0.00426 32.689 ± 0.135 % 76.609 ± 0.165 % + 258 3.5713 ± 0.0286 0.51727 ± 0.00532 0.56782 ± 0.00425 32.668 ± 0.135 % 76.604 ± 0.165 % + 259 3.5714 ± 0.0285 0.51767 ± 0.00531 0.56790 ± 0.00424 32.674 ± 0.135 % 76.602 ± 0.165 % + 260 3.5670 ± 0.0284 0.51791 ± 0.00530 0.56857 ± 0.00423 32.712 ± 0.134 % 76.579 ± 0.164 % + 261 3.5679 ± 0.0284 0.51919 ± 0.00530 0.56957 ± 0.00423 32.740 ± 0.134 % 76.568 ± 0.164 % + 262 3.5619 ± 0.0283 0.51909 ± 0.00529 0.56941 ± 0.00422 32.748 ± 0.134 % 76.574 ± 0.164 % + 263 3.5591 ± 0.0282 0.51963 ± 0.00528 0.56963 ± 0.00422 32.761 ± 0.134 % 76.575 ± 0.164 % + 264 3.5540 ± 0.0281 0.51960 ± 0.00528 0.56960 ± 0.00421 32.767 ± 0.133 % 76.579 ± 0.163 % + 265 3.5499 ± 0.0280 0.51874 ± 0.00526 0.56923 ± 0.00420 32.751 ± 0.133 % 76.587 ± 0.163 % + 266 3.5490 ± 0.0279 0.51897 ± 0.00526 0.56958 ± 0.00419 32.768 ± 0.133 % 76.584 ± 0.163 % + 267 3.5465 ± 0.0278 0.51948 ± 0.00525 0.57028 ± 0.00419 32.802 ± 0.133 % 76.566 ± 0.162 % + 268 3.5412 ± 0.0277 0.51873 ± 0.00524 0.56956 ± 0.00418 32.783 ± 0.132 % 76.596 ± 0.162 % + 269 3.5407 ± 0.0276 0.51968 ± 0.00523 0.57058 ± 0.00417 32.812 ± 0.132 % 76.577 ± 0.162 % + 270 3.5390 ± 0.0276 0.51955 ± 0.00523 0.57091 ± 0.00417 32.816 ± 0.132 % 76.561 ± 0.161 % + 271 3.5359 ± 0.0275 0.51942 ± 0.00521 0.57111 ± 0.00416 32.822 ± 0.132 % 76.562 ± 0.161 % + 272 3.5330 ± 0.0274 0.51844 ± 0.00520 0.57046 ± 0.00415 32.803 ± 0.131 % 76.580 ± 0.161 % + 273 3.5297 ± 0.0273 0.51791 ± 0.00519 0.56994 ± 0.00414 32.794 ± 0.131 % 76.587 ± 0.160 % + 274 3.5273 ± 0.0273 0.51740 ± 0.00518 0.56967 ± 0.00413 32.782 ± 0.131 % 76.607 ± 0.160 % + 275 3.5195 ± 0.0271 0.51658 ± 0.00517 0.56882 ± 0.00412 32.757 ± 0.131 % 76.643 ± 0.160 % + 276 3.5155 ± 0.0271 0.51607 ± 0.00516 0.56858 ± 0.00411 32.751 ± 0.130 % 76.664 ± 0.159 % + 277 3.5132 ± 0.0270 0.51737 ± 0.00515 0.57000 ± 0.00411 32.815 ± 0.130 % 76.631 ± 0.159 % + 278 3.5108 ± 0.0269 0.51856 ± 0.00514 0.57112 ± 0.00411 32.858 ± 0.130 % 76.606 ± 0.159 % + 279 3.5047 ± 0.0268 0.51811 ± 0.00513 0.57099 ± 0.00410 32.857 ± 0.130 % 76.624 ± 0.159 % + 280 3.5021 ± 0.0267 0.51716 ± 0.00512 0.57015 ± 0.00409 32.833 ± 0.129 % 76.650 ± 0.158 % + 281 3.5058 ± 0.0267 0.51652 ± 0.00511 0.56967 ± 0.00408 32.807 ± 0.129 % 76.656 ± 0.158 % + 282 3.5108 ± 0.0267 0.51549 ± 0.00510 0.56870 ± 0.00407 32.766 ± 0.129 % 76.664 ± 0.158 % + 283 3.5197 ± 0.0268 0.51456 ± 0.00509 0.56783 ± 0.00405 32.723 ± 0.129 % 76.676 ± 0.157 % + 284 3.5292 ± 0.0268 0.51342 ± 0.00508 0.56716 ± 0.00405 32.690 ± 0.129 % 76.685 ± 0.157 % + 285 3.5354 ± 0.0269 0.51277 ± 0.00507 0.56666 ± 0.00403 32.660 ± 0.128 % 76.680 ± 0.157 % + 286 3.5414 ± 0.0269 0.51196 ± 0.00506 0.56613 ± 0.00402 32.630 ± 0.128 % 76.676 ± 0.157 % + 287 3.5492 ± 0.0269 0.51122 ± 0.00504 0.56526 ± 0.00401 32.583 ± 0.128 % 76.671 ± 0.156 % + 288 3.5548 ± 0.0269 0.51019 ± 0.00503 0.56429 ± 0.00400 32.545 ± 0.128 % 76.686 ± 0.156 % + 289 3.5607 ± 0.0269 0.50880 ± 0.00502 0.56303 ± 0.00399 32.497 ± 0.127 % 76.713 ± 0.156 % + 290 3.5565 ± 0.0268 0.50851 ± 0.00501 0.56276 ± 0.00398 32.493 ± 0.127 % 76.723 ± 0.155 % + 291 3.5570 ± 0.0268 0.50834 ± 0.00500 0.56223 ± 0.00397 32.470 ± 0.127 % 76.717 ± 0.155 % + 292 3.5599 ± 0.0268 0.50800 ± 0.00499 0.56164 ± 0.00396 32.442 ± 0.127 % 76.714 ± 0.155 % + 293 3.5626 ± 0.0268 0.50733 ± 0.00497 0.56088 ± 0.00395 32.415 ± 0.127 % 76.726 ± 0.155 % + 294 3.5536 ± 0.0266 0.50705 ± 0.00496 0.56038 ± 0.00394 32.417 ± 0.126 % 76.760 ± 0.154 % + 295 3.5517 ± 0.0266 0.50741 ± 0.00495 0.56086 ± 0.00394 32.438 ± 0.126 % 76.740 ± 0.154 % + 296 3.5578 ± 0.0266 0.50745 ± 0.00495 0.56098 ± 0.00393 32.423 ± 0.126 % 76.709 ± 0.154 % + 297 3.5589 ± 0.0265 0.50777 ± 0.00494 0.56154 ± 0.00392 32.435 ± 0.126 % 76.687 ± 0.154 % + 298 3.5601 ± 0.0265 0.50729 ± 0.00493 0.56145 ± 0.00391 32.421 ± 0.125 % 76.682 ± 0.153 % + 299 3.5627 ± 0.0265 0.50650 ± 0.00492 0.56079 ± 0.00390 32.391 ± 0.125 % 76.687 ± 0.153 % + 300 3.5616 ± 0.0264 0.50639 ± 0.00491 0.56052 ± 0.00389 32.381 ± 0.125 % 76.694 ± 0.153 % + 301 3.5623 ± 0.0264 0.50628 ± 0.00490 0.56040 ± 0.00388 32.367 ± 0.125 % 76.678 ± 0.153 % + 302 3.5654 ± 0.0263 0.50603 ± 0.00489 0.55999 ± 0.00387 32.344 ± 0.124 % 76.651 ± 0.152 % + 303 3.5616 ± 0.0262 0.50622 ± 0.00488 0.56010 ± 0.00386 32.360 ± 0.124 % 76.645 ± 0.152 % + 304 3.5592 ± 0.0262 0.50650 ± 0.00487 0.56056 ± 0.00386 32.383 ± 0.124 % 76.636 ± 0.152 % + 305 3.5595 ± 0.0261 0.50664 ± 0.00487 0.56063 ± 0.00385 32.382 ± 0.124 % 76.624 ± 0.152 % + 306 3.5580 ± 0.0261 0.50636 ± 0.00486 0.56057 ± 0.00384 32.378 ± 0.123 % 76.619 ± 0.152 % + 307 3.5596 ± 0.0260 0.50601 ± 0.00485 0.56035 ± 0.00383 32.367 ± 0.123 % 76.619 ± 0.151 % + 308 3.5585 ± 0.0260 0.50721 ± 0.00484 0.56150 ± 0.00383 32.417 ± 0.123 % 76.598 ± 0.151 % + 309 3.5613 ± 0.0259 0.50732 ± 0.00483 0.56130 ± 0.00382 32.405 ± 0.123 % 76.587 ± 0.151 % + 310 3.5606 ± 0.0259 0.50669 ± 0.00483 0.56098 ± 0.00382 32.391 ± 0.123 % 76.586 ± 0.151 % + 311 3.5596 ± 0.0258 0.50602 ± 0.00482 0.56043 ± 0.00381 32.376 ± 0.122 % 76.609 ± 0.150 % + 312 3.5539 ± 0.0258 0.50621 ± 0.00481 0.56047 ± 0.00380 32.390 ± 0.122 % 76.621 ± 0.150 % + 313 3.5532 ± 0.0257 0.50759 ± 0.00480 0.56197 ± 0.00381 32.448 ± 0.122 % 76.597 ± 0.150 % + 314 3.5548 ± 0.0257 0.50961 ± 0.00480 0.56393 ± 0.00381 32.518 ± 0.122 % 76.558 ± 0.150 % + 315 3.5538 ± 0.0256 0.51092 ± 0.00480 0.56538 ± 0.00381 32.574 ± 0.122 % 76.538 ± 0.150 % + 316 3.5571 ± 0.0256 0.51269 ± 0.00480 0.56710 ± 0.00381 32.622 ± 0.122 % 76.494 ± 0.149 % + 317 3.5554 ± 0.0256 0.51363 ± 0.00480 0.56788 ± 0.00381 32.658 ± 0.121 % 76.483 ± 0.149 % + 318 3.5538 ± 0.0255 0.51426 ± 0.00479 0.56839 ± 0.00381 32.664 ± 0.121 % 76.485 ± 0.149 % + 319 3.5552 ± 0.0255 0.51484 ± 0.00479 0.56924 ± 0.00380 32.674 ± 0.121 % 76.461 ± 0.149 % + 320 3.5541 ± 0.0254 0.51440 ± 0.00478 0.56913 ± 0.00380 32.656 ± 0.121 % 76.455 ± 0.149 % + 321 3.5514 ± 0.0254 0.51519 ± 0.00478 0.57006 ± 0.00380 32.688 ± 0.121 % 76.455 ± 0.148 % + 322 3.5456 ± 0.0253 0.51472 ± 0.00477 0.56996 ± 0.00379 32.684 ± 0.120 % 76.464 ± 0.148 % + 323 3.5456 ± 0.0252 0.51496 ± 0.00477 0.57042 ± 0.00378 32.699 ± 0.120 % 76.456 ± 0.148 % + 324 3.5440 ± 0.0252 0.51581 ± 0.00476 0.57106 ± 0.00378 32.719 ± 0.120 % 76.452 ± 0.148 % + 325 3.5479 ± 0.0252 0.51609 ± 0.00476 0.57197 ± 0.00378 32.728 ± 0.120 % 76.416 ± 0.147 % + 326 3.5422 ± 0.0251 0.51534 ± 0.00475 0.57178 ± 0.00377 32.721 ± 0.120 % 76.436 ± 0.147 % + 327 3.5416 ± 0.0250 0.51507 ± 0.00474 0.57170 ± 0.00376 32.704 ± 0.119 % 76.439 ± 0.147 % + 328 3.5402 ± 0.0250 0.51544 ± 0.00473 0.57199 ± 0.00376 32.714 ± 0.119 % 76.430 ± 0.147 % + 329 3.5401 ± 0.0249 0.51579 ± 0.00473 0.57241 ± 0.00375 32.721 ± 0.119 % 76.422 ± 0.147 % + 330 3.5366 ± 0.0249 0.51509 ± 0.00472 0.57214 ± 0.00375 32.711 ± 0.119 % 76.429 ± 0.146 % + 331 3.5398 ± 0.0249 0.51485 ± 0.00472 0.57185 ± 0.00374 32.698 ± 0.119 % 76.443 ± 0.146 % + 332 3.5328 ± 0.0248 0.51486 ± 0.00471 0.57163 ± 0.00374 32.701 ± 0.118 % 76.475 ± 0.146 % + 333 3.5332 ± 0.0247 0.51465 ± 0.00470 0.57160 ± 0.00373 32.698 ± 0.118 % 76.469 ± 0.146 % + 334 3.5354 ± 0.0247 0.51449 ± 0.00469 0.57138 ± 0.00372 32.687 ± 0.118 % 76.472 ± 0.145 % + 335 3.5375 ± 0.0247 0.51423 ± 0.00469 0.57102 ± 0.00372 32.672 ± 0.118 % 76.466 ± 0.145 % + 336 3.5411 ± 0.0247 0.51374 ± 0.00467 0.57014 ± 0.00371 32.641 ± 0.118 % 76.486 ± 0.145 % + 337 3.5395 ± 0.0246 0.51328 ± 0.00467 0.56948 ± 0.00370 32.623 ± 0.117 % 76.507 ± 0.145 % + 338 3.5387 ± 0.0246 0.51279 ± 0.00466 0.56897 ± 0.00369 32.614 ± 0.117 % 76.510 ± 0.144 % + 339 3.5360 ± 0.0245 0.51156 ± 0.00464 0.56786 ± 0.00368 32.578 ± 0.117 % 76.527 ± 0.144 % + 340 3.5359 ± 0.0245 0.51102 ± 0.00464 0.56713 ± 0.00367 32.551 ± 0.117 % 76.556 ± 0.144 % + 341 3.5353 ± 0.0244 0.51081 ± 0.00463 0.56699 ± 0.00367 32.543 ± 0.117 % 76.545 ± 0.144 % + 342 3.5412 ± 0.0244 0.51002 ± 0.00462 0.56617 ± 0.00366 32.512 ± 0.117 % 76.549 ± 0.143 % + 343 3.5422 ± 0.0244 0.50948 ± 0.00461 0.56550 ± 0.00365 32.486 ± 0.116 % 76.553 ± 0.143 % + 344 3.5406 ± 0.0243 0.50884 ± 0.00460 0.56504 ± 0.00364 32.477 ± 0.116 % 76.558 ± 0.143 % + 345 3.5469 ± 0.0244 0.50952 ± 0.00459 0.56534 ± 0.00364 32.479 ± 0.116 % 76.546 ± 0.143 % + 346 3.5537 ± 0.0244 0.50928 ± 0.00458 0.56472 ± 0.00363 32.449 ± 0.116 % 76.534 ± 0.143 % + 347 3.5580 ± 0.0244 0.50870 ± 0.00457 0.56416 ± 0.00362 32.427 ± 0.116 % 76.540 ± 0.142 % + 348 3.5537 ± 0.0243 0.50832 ± 0.00457 0.56384 ± 0.00362 32.421 ± 0.116 % 76.563 ± 0.142 % + 349 3.5557 ± 0.0243 0.50893 ± 0.00457 0.56502 ± 0.00361 32.446 ± 0.115 % 76.525 ± 0.142 % + 350 3.5577 ± 0.0243 0.50954 ± 0.00456 0.56544 ± 0.00361 32.454 ± 0.115 % 76.512 ± 0.142 % + 351 3.5573 ± 0.0243 0.51029 ± 0.00456 0.56631 ± 0.00361 32.486 ± 0.115 % 76.496 ± 0.142 % + 352 3.5525 ± 0.0242 0.51050 ± 0.00455 0.56662 ± 0.00360 32.507 ± 0.115 % 76.504 ± 0.142 % + 353 3.5468 ± 0.0241 0.51035 ± 0.00455 0.56631 ± 0.00360 32.503 ± 0.115 % 76.518 ± 0.141 % + 354 3.5427 ± 0.0240 0.51030 ± 0.00454 0.56675 ± 0.00360 32.520 ± 0.115 % 76.523 ± 0.141 % + 355 3.5400 ± 0.0240 0.51137 ± 0.00454 0.56787 ± 0.00360 32.566 ± 0.115 % 76.519 ± 0.141 % + 356 3.5402 ± 0.0239 0.51297 ± 0.00454 0.56930 ± 0.00360 32.619 ± 0.114 % 76.495 ± 0.141 % + 357 3.5399 ± 0.0239 0.51418 ± 0.00454 0.57050 ± 0.00360 32.665 ± 0.114 % 76.477 ± 0.141 % + 358 3.5400 ± 0.0239 0.51565 ± 0.00454 0.57189 ± 0.00360 32.713 ± 0.114 % 76.459 ± 0.140 % + 359 3.5384 ± 0.0238 0.51655 ± 0.00454 0.57283 ± 0.00360 32.748 ± 0.114 % 76.447 ± 0.140 % + 360 3.5386 ± 0.0238 0.51806 ± 0.00454 0.57435 ± 0.00361 32.799 ± 0.114 % 76.431 ± 0.140 % + 361 3.5401 ± 0.0238 0.51961 ± 0.00454 0.57587 ± 0.00361 32.845 ± 0.114 % 76.410 ± 0.140 % + 362 3.5382 ± 0.0237 0.52073 ± 0.00454 0.57704 ± 0.00361 32.900 ± 0.114 % 76.395 ± 0.140 % + 363 3.5355 ± 0.0237 0.52164 ± 0.00453 0.57771 ± 0.00361 32.936 ± 0.114 % 76.387 ± 0.140 % + 364 3.5338 ± 0.0236 0.52237 ± 0.00453 0.57862 ± 0.00361 32.976 ± 0.113 % 76.364 ± 0.139 % + 365 3.5313 ± 0.0235 0.52314 ± 0.00453 0.57975 ± 0.00361 33.020 ± 0.113 % 76.353 ± 0.139 % + 366 3.5294 ± 0.0235 0.52422 ± 0.00452 0.58080 ± 0.00361 33.067 ± 0.113 % 76.340 ± 0.139 % + 367 3.5262 ± 0.0234 0.52508 ± 0.00452 0.58163 ± 0.00361 33.106 ± 0.113 % 76.334 ± 0.139 % + 368 3.5258 ± 0.0234 0.52608 ± 0.00452 0.58281 ± 0.00362 33.146 ± 0.113 % 76.316 ± 0.139 % + 369 3.5242 ± 0.0234 0.52699 ± 0.00452 0.58392 ± 0.00362 33.182 ± 0.113 % 76.308 ± 0.139 % + 370 3.5228 ± 0.0233 0.52836 ± 0.00451 0.58498 ± 0.00362 33.235 ± 0.113 % 76.294 ± 0.138 % + 371 3.5222 ± 0.0233 0.52948 ± 0.00451 0.58635 ± 0.00362 33.284 ± 0.113 % 76.272 ± 0.138 % + 372 3.5228 ± 0.0232 0.53124 ± 0.00451 0.58797 ± 0.00362 33.344 ± 0.112 % 76.247 ± 0.138 % + 373 3.5223 ± 0.0232 0.53221 ± 0.00451 0.58906 ± 0.00362 33.391 ± 0.112 % 76.230 ± 0.138 % + 374 3.5239 ± 0.0232 0.53375 ± 0.00451 0.59059 ± 0.00363 33.441 ± 0.112 % 76.196 ± 0.138 % + 375 3.5258 ± 0.0232 0.53565 ± 0.00451 0.59233 ± 0.00363 33.503 ± 0.112 % 76.166 ± 0.138 % + 376 3.5241 ± 0.0231 0.53655 ± 0.00451 0.59311 ± 0.00363 33.535 ± 0.112 % 76.155 ± 0.138 % + 377 3.5213 ± 0.0231 0.53730 ± 0.00450 0.59366 ± 0.00363 33.560 ± 0.112 % 76.159 ± 0.137 % + 378 3.5191 ± 0.0230 0.53815 ± 0.00450 0.59456 ± 0.00363 33.596 ± 0.112 % 76.152 ± 0.137 % + 379 3.5178 ± 0.0230 0.53896 ± 0.00450 0.59526 ± 0.00363 33.628 ± 0.112 % 76.145 ± 0.137 % + 380 3.5208 ± 0.0230 0.54089 ± 0.00450 0.59712 ± 0.00363 33.683 ± 0.111 % 76.105 ± 0.137 % + 381 3.5242 ± 0.0230 0.54267 ± 0.00450 0.59873 ± 0.00363 33.730 ± 0.111 % 76.071 ± 0.137 % + 382 3.5209 ± 0.0229 0.54331 ± 0.00450 0.59928 ± 0.00363 33.766 ± 0.111 % 76.067 ± 0.137 % + 383 3.5176 ± 0.0229 0.54331 ± 0.00449 0.59931 ± 0.00363 33.767 ± 0.111 % 76.080 ± 0.137 % + 384 3.5153 ± 0.0228 0.54372 ± 0.00449 0.59961 ± 0.00363 33.789 ± 0.111 % 76.073 ± 0.136 % + 385 3.5182 ± 0.0228 0.54391 ± 0.00448 0.59954 ± 0.00362 33.783 ± 0.111 % 76.059 ± 0.136 % + 386 3.5226 ± 0.0228 0.54354 ± 0.00447 0.59876 ± 0.00361 33.754 ± 0.111 % 76.062 ± 0.136 % + 387 3.5260 ± 0.0228 0.54277 ± 0.00446 0.59795 ± 0.00360 33.725 ± 0.110 % 76.073 ± 0.136 % + 388 3.5311 ± 0.0228 0.54236 ± 0.00445 0.59744 ± 0.00360 33.701 ± 0.110 % 76.072 ± 0.136 % + 389 3.5320 ± 0.0228 0.54159 ± 0.00444 0.59669 ± 0.00359 33.677 ± 0.110 % 76.081 ± 0.135 % + 390 3.5344 ± 0.0228 0.54089 ± 0.00443 0.59612 ± 0.00358 33.651 ± 0.110 % 76.073 ± 0.135 % + 391 3.5394 ± 0.0228 0.54034 ± 0.00443 0.59540 ± 0.00357 33.622 ± 0.110 % 76.076 ± 0.135 % + 392 3.5413 ± 0.0228 0.53980 ± 0.00442 0.59470 ± 0.00356 33.595 ± 0.110 % 76.084 ± 0.135 % + 393 3.5321 ± 0.0227 0.53899 ± 0.00441 0.59376 ± 0.00356 33.576 ± 0.110 % 76.124 ± 0.135 % + 394 3.5283 ± 0.0226 0.53921 ± 0.00441 0.59402 ± 0.00356 33.592 ± 0.109 % 76.129 ± 0.134 % + 395 3.5220 ± 0.0225 0.53908 ± 0.00440 0.59378 ± 0.00355 33.599 ± 0.109 % 76.149 ± 0.134 % + 396 3.5201 ± 0.0225 0.53965 ± 0.00440 0.59423 ± 0.00355 33.611 ± 0.109 % 76.155 ± 0.134 % + 397 3.5159 ± 0.0224 0.54001 ± 0.00439 0.59439 ± 0.00355 33.627 ± 0.109 % 76.171 ± 0.134 % + 398 3.5106 ± 0.0224 0.53980 ± 0.00438 0.59403 ± 0.00354 33.623 ± 0.109 % 76.197 ± 0.134 % + 399 3.5056 ± 0.0223 0.53989 ± 0.00438 0.59405 ± 0.00354 33.626 ± 0.109 % 76.217 ± 0.133 % + 400 3.5015 ± 0.0222 0.54040 ± 0.00437 0.59441 ± 0.00354 33.660 ± 0.109 % 76.221 ± 0.133 % + 401 3.4946 ± 0.0222 0.54013 ± 0.00437 0.59399 ± 0.00353 33.657 ± 0.109 % 76.248 ± 0.133 % + 402 3.4891 ± 0.0221 0.54027 ± 0.00436 0.59394 ± 0.00353 33.666 ± 0.109 % 76.264 ± 0.133 % + 403 3.4853 ± 0.0220 0.54066 ± 0.00436 0.59425 ± 0.00353 33.685 ± 0.109 % 76.274 ± 0.133 % + 404 3.4808 ± 0.0219 0.54098 ± 0.00435 0.59452 ± 0.00353 33.710 ± 0.108 % 76.277 ± 0.133 % + 405 3.4740 ± 0.0219 0.54063 ± 0.00434 0.59409 ± 0.00352 33.709 ± 0.108 % 76.300 ± 0.132 % + 406 3.4676 ± 0.0218 0.54031 ± 0.00434 0.59370 ± 0.00352 33.712 ± 0.108 % 76.323 ± 0.132 % + 407 3.4611 ± 0.0217 0.54000 ± 0.00433 0.59328 ± 0.00351 33.709 ± 0.108 % 76.348 ± 0.132 % + 408 3.4581 ± 0.0217 0.54078 ± 0.00433 0.59393 ± 0.00351 33.740 ± 0.108 % 76.350 ± 0.132 % + 409 3.4522 ± 0.0216 0.54060 ± 0.00432 0.59353 ± 0.00351 33.738 ± 0.108 % 76.375 ± 0.132 % + 410 3.4458 ± 0.0215 0.54035 ± 0.00432 0.59319 ± 0.00351 33.734 ± 0.108 % 76.402 ± 0.131 % + 411 3.4421 ± 0.0214 0.54070 ± 0.00431 0.59350 ± 0.00351 33.757 ± 0.108 % 76.410 ± 0.131 % + 412 3.4387 ± 0.0214 0.54097 ± 0.00431 0.59393 ± 0.00351 33.775 ± 0.108 % 76.418 ± 0.131 % + 413 3.4336 ± 0.0213 0.54084 ± 0.00430 0.59370 ± 0.00350 33.777 ± 0.107 % 76.439 ± 0.131 % + 414 3.4292 ± 0.0213 0.54101 ± 0.00430 0.59382 ± 0.00350 33.790 ± 0.107 % 76.454 ± 0.131 % + 415 3.4284 ± 0.0212 0.54060 ± 0.00429 0.59361 ± 0.00350 33.783 ± 0.107 % 76.459 ± 0.130 % + 416 3.4281 ± 0.0212 0.54067 ± 0.00429 0.59380 ± 0.00349 33.787 ± 0.107 % 76.456 ± 0.130 % + 417 3.4282 ± 0.0212 0.54144 ± 0.00429 0.59453 ± 0.00349 33.811 ± 0.107 % 76.454 ± 0.130 % + 418 3.4296 ± 0.0212 0.54208 ± 0.00429 0.59546 ± 0.00349 33.836 ± 0.107 % 76.439 ± 0.130 % + 419 3.4281 ± 0.0212 0.54287 ± 0.00429 0.59600 ± 0.00349 33.858 ± 0.107 % 76.442 ± 0.130 % + 420 3.4240 ± 0.0211 0.54292 ± 0.00428 0.59619 ± 0.00349 33.875 ± 0.107 % 76.445 ± 0.130 % + 421 3.4192 ± 0.0210 0.54293 ± 0.00427 0.59619 ± 0.00349 33.889 ± 0.107 % 76.453 ± 0.129 % + 422 3.4186 ± 0.0210 0.54230 ± 0.00427 0.59589 ± 0.00348 33.880 ± 0.106 % 76.461 ± 0.129 % + 423 3.4146 ± 0.0209 0.54195 ± 0.00426 0.59581 ± 0.00348 33.882 ± 0.106 % 76.469 ± 0.129 % + 424 3.4139 ± 0.0209 0.54192 ± 0.00426 0.59581 ± 0.00347 33.883 ± 0.106 % 76.472 ± 0.129 % + 425 3.4096 ± 0.0208 0.54168 ± 0.00425 0.59556 ± 0.00347 33.886 ± 0.106 % 76.480 ± 0.129 % + 426 3.4064 ± 0.0208 0.54133 ± 0.00425 0.59526 ± 0.00346 33.885 ± 0.106 % 76.491 ± 0.129 % + 427 3.4040 ± 0.0208 0.54174 ± 0.00424 0.59571 ± 0.00346 33.906 ± 0.106 % 76.492 ± 0.129 % + 428 3.3999 ± 0.0207 0.54202 ± 0.00424 0.59592 ± 0.00346 33.927 ± 0.106 % 76.498 ± 0.128 % + 429 3.3971 ± 0.0206 0.54222 ± 0.00423 0.59616 ± 0.00345 33.941 ± 0.106 % 76.501 ± 0.128 % + 430 3.3944 ± 0.0206 0.54268 ± 0.00424 0.59666 ± 0.00346 33.956 ± 0.106 % 76.512 ± 0.128 % + 431 3.3904 ± 0.0206 0.54273 ± 0.00423 0.59666 ± 0.00346 33.964 ± 0.105 % 76.524 ± 0.128 % + 432 3.3852 ± 0.0205 0.54255 ± 0.00422 0.59640 ± 0.00345 33.968 ± 0.105 % 76.537 ± 0.128 % + 433 3.3825 ± 0.0204 0.54296 ± 0.00422 0.59671 ± 0.00345 33.989 ± 0.105 % 76.538 ± 0.128 % + 434 3.3784 ± 0.0204 0.54306 ± 0.00421 0.59671 ± 0.00344 34.001 ± 0.105 % 76.543 ± 0.127 % + 435 3.3762 ± 0.0203 0.54338 ± 0.00421 0.59706 ± 0.00344 34.017 ± 0.105 % 76.545 ± 0.127 % + 436 3.3736 ± 0.0203 0.54372 ± 0.00421 0.59733 ± 0.00344 34.025 ± 0.105 % 76.559 ± 0.127 % + 437 3.3694 ± 0.0202 0.54389 ± 0.00420 0.59733 ± 0.00344 34.037 ± 0.105 % 76.572 ± 0.127 % + 438 3.3651 ± 0.0202 0.54389 ± 0.00420 0.59733 ± 0.00344 34.037 ± 0.105 % 76.587 ± 0.127 % + 439 3.3615 ± 0.0201 0.54384 ± 0.00419 0.59726 ± 0.00343 34.038 ± 0.105 % 76.605 ± 0.127 % + 440 3.3603 ± 0.0201 0.54429 ± 0.00419 0.59781 ± 0.00343 34.059 ± 0.104 % 76.598 ± 0.126 % + 441 3.3580 ± 0.0201 0.54421 ± 0.00419 0.59781 ± 0.00343 34.057 ± 0.104 % 76.601 ± 0.126 % + 442 3.3571 ± 0.0200 0.54377 ± 0.00418 0.59747 ± 0.00342 34.043 ± 0.104 % 76.608 ± 0.126 % + 443 3.3560 ± 0.0200 0.54377 ± 0.00418 0.59738 ± 0.00342 34.038 ± 0.104 % 76.610 ± 0.126 % + 444 3.3577 ± 0.0200 0.54447 ± 0.00417 0.59809 ± 0.00342 34.057 ± 0.104 % 76.585 ± 0.126 % + 445 3.3604 ± 0.0200 0.54458 ± 0.00417 0.59848 ± 0.00341 34.059 ± 0.104 % 76.572 ± 0.126 % + 446 3.3641 ± 0.0200 0.54344 ± 0.00416 0.59751 ± 0.00341 34.026 ± 0.104 % 76.588 ± 0.126 % + 447 3.3712 ± 0.0200 0.54265 ± 0.00416 0.59683 ± 0.00340 33.997 ± 0.104 % 76.592 ± 0.125 % + 448 3.3668 ± 0.0200 0.54262 ± 0.00415 0.59689 ± 0.00340 34.009 ± 0.104 % 76.601 ± 0.125 % + 449 3.3644 ± 0.0199 0.54290 ± 0.00415 0.59724 ± 0.00340 34.029 ± 0.103 % 76.597 ± 0.125 % + 450 3.3655 ± 0.0199 0.54329 ± 0.00414 0.59742 ± 0.00339 34.029 ± 0.103 % 76.590 ± 0.125 % + 451 3.3686 ± 0.0199 0.54324 ± 0.00414 0.59748 ± 0.00339 34.026 ± 0.103 % 76.578 ± 0.125 % + 452 3.3730 ± 0.0199 0.54266 ± 0.00413 0.59702 ± 0.00338 34.001 ± 0.103 % 76.576 ± 0.125 % + 453 3.3728 ± 0.0199 0.54301 ± 0.00413 0.59711 ± 0.00338 34.007 ± 0.103 % 76.577 ± 0.125 % + 454 3.3743 ± 0.0199 0.54315 ± 0.00412 0.59737 ± 0.00337 34.009 ± 0.103 % 76.572 ± 0.124 % + 455 3.3763 ± 0.0199 0.54253 ± 0.00412 0.59681 ± 0.00336 33.984 ± 0.103 % 76.569 ± 0.124 % + 456 3.3833 ± 0.0199 0.54180 ± 0.00411 0.59595 ± 0.00336 33.951 ± 0.103 % 76.576 ± 0.124 % + 457 3.3865 ± 0.0199 0.54121 ± 0.00410 0.59539 ± 0.00335 33.930 ± 0.102 % 76.577 ± 0.124 % + 458 3.3894 ± 0.0199 0.54062 ± 0.00410 0.59484 ± 0.00335 33.905 ± 0.102 % 76.579 ± 0.124 % + 459 3.3936 ± 0.0199 0.53983 ± 0.00409 0.59412 ± 0.00334 33.877 ± 0.102 % 76.583 ± 0.124 % + 460 3.3941 ± 0.0199 0.53893 ± 0.00408 0.59348 ± 0.00333 33.853 ± 0.102 % 76.597 ± 0.124 % + 461 3.3983 ± 0.0199 0.53788 ± 0.00408 0.59262 ± 0.00333 33.824 ± 0.102 % 76.617 ± 0.123 % + 462 3.4008 ± 0.0199 0.53706 ± 0.00407 0.59187 ± 0.00332 33.795 ± 0.102 % 76.623 ± 0.123 % + 463 3.4081 ± 0.0200 0.53615 ± 0.00406 0.59115 ± 0.00331 33.764 ± 0.102 % 76.635 ± 0.123 % + 464 3.4133 ± 0.0200 0.53525 ± 0.00405 0.59025 ± 0.00331 33.731 ± 0.102 % 76.646 ± 0.123 % + 465 3.4157 ± 0.0200 0.53447 ± 0.00405 0.58939 ± 0.00330 33.702 ± 0.102 % 76.659 ± 0.123 % + 466 3.4145 ± 0.0200 0.53414 ± 0.00404 0.58903 ± 0.00330 33.691 ± 0.101 % 76.676 ± 0.123 % + 467 3.4134 ± 0.0199 0.53383 ± 0.00404 0.58895 ± 0.00329 33.684 ± 0.101 % 76.678 ± 0.123 % + 468 3.4121 ± 0.0199 0.53380 ± 0.00404 0.58916 ± 0.00329 33.695 ± 0.101 % 76.674 ± 0.122 % + 469 3.4165 ± 0.0199 0.53346 ± 0.00403 0.58904 ± 0.00329 33.688 ± 0.101 % 76.675 ± 0.122 % + 470 3.4147 ± 0.0199 0.53350 ± 0.00403 0.58887 ± 0.00328 33.686 ± 0.101 % 76.683 ± 0.122 % + 471 3.4153 ± 0.0199 0.53439 ± 0.00402 0.58970 ± 0.00328 33.718 ± 0.101 % 76.673 ± 0.122 % + 472 3.4187 ± 0.0199 0.53491 ± 0.00402 0.59001 ± 0.00328 33.722 ± 0.101 % 76.653 ± 0.122 % + 473 3.4207 ± 0.0199 0.53502 ± 0.00402 0.59010 ± 0.00327 33.713 ± 0.101 % 76.647 ± 0.122 % + 474 3.4211 ± 0.0199 0.53469 ± 0.00401 0.58960 ± 0.00327 33.697 ± 0.101 % 76.646 ± 0.122 % + 475 3.4245 ± 0.0199 0.53441 ± 0.00401 0.58931 ± 0.00326 33.681 ± 0.100 % 76.641 ± 0.122 % + 476 3.4250 ± 0.0198 0.53416 ± 0.00400 0.58903 ± 0.00326 33.670 ± 0.100 % 76.643 ± 0.121 % + 477 3.4257 ± 0.0198 0.53392 ± 0.00400 0.58865 ± 0.00325 33.652 ± 0.100 % 76.649 ± 0.121 % + 478 3.4276 ± 0.0198 0.53366 ± 0.00399 0.58825 ± 0.00325 33.636 ± 0.100 % 76.657 ± 0.121 % + 479 3.4285 ± 0.0198 0.53341 ± 0.00399 0.58803 ± 0.00324 33.622 ± 0.100 % 76.664 ± 0.121 % + 480 3.4302 ± 0.0198 0.53290 ± 0.00398 0.58760 ± 0.00324 33.602 ± 0.100 % 76.676 ± 0.121 % + 481 3.4314 ± 0.0198 0.53277 ± 0.00398 0.58745 ± 0.00323 33.593 ± 0.100 % 76.670 ± 0.121 % + 482 3.4314 ± 0.0198 0.53234 ± 0.00397 0.58710 ± 0.00323 33.578 ± 0.100 % 76.677 ± 0.121 % + 483 3.4300 ± 0.0198 0.53254 ± 0.00397 0.58694 ± 0.00322 33.579 ± 0.100 % 76.682 ± 0.120 % + 484 3.4311 ± 0.0197 0.53252 ± 0.00396 0.58702 ± 0.00322 33.579 ± 0.099 % 76.672 ± 0.120 % + 485 3.4317 ± 0.0197 0.53212 ± 0.00396 0.58660 ± 0.00321 33.560 ± 0.099 % 76.680 ± 0.120 % + 486 3.4339 ± 0.0197 0.53208 ± 0.00395 0.58652 ± 0.00321 33.551 ± 0.099 % 76.678 ± 0.120 % + 487 3.4320 ± 0.0197 0.53216 ± 0.00395 0.58655 ± 0.00321 33.556 ± 0.099 % 76.681 ± 0.120 % + 488 3.4346 ± 0.0197 0.53172 ± 0.00394 0.58608 ± 0.00320 33.534 ± 0.099 % 76.685 ± 0.120 % + 489 3.4331 ± 0.0197 0.53125 ± 0.00394 0.58564 ± 0.00320 33.519 ± 0.099 % 76.703 ± 0.120 % + 490 3.4420 ± 0.0197 0.53058 ± 0.00393 0.58490 ± 0.00319 33.490 ± 0.099 % 76.697 ± 0.120 % + 491 3.4449 ± 0.0197 0.52974 ± 0.00393 0.58419 ± 0.00318 33.464 ± 0.099 % 76.709 ± 0.119 % + 492 3.4489 ± 0.0197 0.52890 ± 0.00392 0.58340 ± 0.00318 33.436 ± 0.099 % 76.718 ± 0.119 % + 493 3.4473 ± 0.0197 0.52900 ± 0.00392 0.58343 ± 0.00318 33.438 ± 0.099 % 76.711 ± 0.119 % + 494 3.4491 ± 0.0197 0.52832 ± 0.00391 0.58261 ± 0.00317 33.411 ± 0.098 % 76.721 ± 0.119 % + 495 3.4540 ± 0.0197 0.52779 ± 0.00390 0.58201 ± 0.00316 33.383 ± 0.098 % 76.730 ± 0.119 % + 496 3.4570 ± 0.0197 0.52723 ± 0.00390 0.58139 ± 0.00316 33.361 ± 0.098 % 76.733 ± 0.119 % + 497 3.4589 ± 0.0197 0.52694 ± 0.00389 0.58101 ± 0.00315 33.347 ± 0.098 % 76.740 ± 0.119 % + 498 3.4633 ± 0.0197 0.52668 ± 0.00389 0.58057 ± 0.00315 33.328 ± 0.098 % 76.735 ± 0.119 % + 499 3.4612 ± 0.0197 0.52679 ± 0.00388 0.58066 ± 0.00315 33.336 ± 0.098 % 76.732 ± 0.118 % + 500 3.4610 ± 0.0197 0.52682 ± 0.00388 0.58069 ± 0.00314 33.335 ± 0.098 % 76.721 ± 0.118 % + 501 3.4608 ± 0.0196 0.52647 ± 0.00387 0.58050 ± 0.00314 33.321 ± 0.098 % 76.726 ± 0.118 % + 502 3.4618 ± 0.0196 0.52615 ± 0.00387 0.58022 ± 0.00313 33.302 ± 0.098 % 76.724 ± 0.118 % + 503 3.4614 ± 0.0196 0.52567 ± 0.00386 0.57994 ± 0.00313 33.286 ± 0.097 % 76.726 ± 0.118 % + 504 3.4600 ± 0.0196 0.52500 ± 0.00386 0.57938 ± 0.00312 33.264 ± 0.097 % 76.734 ± 0.118 % + 505 3.4636 ± 0.0196 0.52462 ± 0.00385 0.57914 ± 0.00312 33.248 ± 0.097 % 76.735 ± 0.118 % + 506 3.4659 ± 0.0196 0.52366 ± 0.00385 0.57832 ± 0.00311 33.219 ± 0.097 % 76.753 ± 0.118 % + 507 3.4722 ± 0.0196 0.52277 ± 0.00384 0.57756 ± 0.00311 33.191 ± 0.097 % 76.768 ± 0.117 % + 508 3.4709 ± 0.0196 0.52203 ± 0.00384 0.57688 ± 0.00310 33.170 ± 0.097 % 76.782 ± 0.117 % + 509 3.4720 ± 0.0196 0.52158 ± 0.00383 0.57629 ± 0.00310 33.148 ± 0.097 % 76.792 ± 0.117 % + 510 3.4724 ± 0.0196 0.52093 ± 0.00382 0.57583 ± 0.00309 33.130 ± 0.097 % 76.792 ± 0.117 % + 511 3.4766 ± 0.0196 0.52014 ± 0.00382 0.57511 ± 0.00309 33.104 ± 0.097 % 76.801 ± 0.117 % + 512 3.4814 ± 0.0196 0.51955 ± 0.00381 0.57471 ± 0.00308 33.082 ± 0.097 % 76.805 ± 0.117 % + 513 3.4854 ± 0.0196 0.51867 ± 0.00381 0.57401 ± 0.00308 33.053 ± 0.097 % 76.822 ± 0.117 % + 514 3.4862 ± 0.0196 0.51781 ± 0.00380 0.57322 ± 0.00307 33.029 ± 0.096 % 76.843 ± 0.117 % + 515 3.4834 ± 0.0196 0.51802 ± 0.00380 0.57348 ± 0.00307 33.042 ± 0.096 % 76.850 ± 0.116 % + 516 3.4813 ± 0.0195 0.51851 ± 0.00380 0.57411 ± 0.00307 33.066 ± 0.096 % 76.847 ± 0.116 % + 517 3.4801 ± 0.0195 0.51913 ± 0.00380 0.57469 ± 0.00307 33.087 ± 0.096 % 76.838 ± 0.116 % + 518 3.4793 ± 0.0195 0.51980 ± 0.00379 0.57526 ± 0.00307 33.107 ± 0.096 % 76.838 ± 0.116 % + 519 3.4761 ± 0.0194 0.51974 ± 0.00379 0.57533 ± 0.00307 33.111 ± 0.096 % 76.846 ± 0.116 % + 520 3.4751 ± 0.0194 0.52009 ± 0.00379 0.57581 ± 0.00307 33.127 ± 0.096 % 76.839 ± 0.116 % + 521 3.4741 ± 0.0194 0.52056 ± 0.00379 0.57627 ± 0.00306 33.150 ± 0.096 % 76.830 ± 0.116 % + 522 3.4718 ± 0.0194 0.52092 ± 0.00378 0.57658 ± 0.00306 33.164 ± 0.096 % 76.830 ± 0.116 % + 523 3.4715 ± 0.0193 0.52145 ± 0.00378 0.57700 ± 0.00306 33.178 ± 0.096 % 76.822 ± 0.116 % + 524 3.4710 ± 0.0193 0.52188 ± 0.00378 0.57749 ± 0.00306 33.192 ± 0.096 % 76.822 ± 0.115 % + 525 3.4706 ± 0.0193 0.52241 ± 0.00378 0.57823 ± 0.00306 33.222 ± 0.095 % 76.799 ± 0.115 % + 526 3.4704 ± 0.0193 0.52347 ± 0.00378 0.57916 ± 0.00306 33.256 ± 0.095 % 76.784 ± 0.115 % + 527 3.4700 ± 0.0193 0.52316 ± 0.00377 0.57888 ± 0.00306 33.244 ± 0.095 % 76.793 ± 0.115 % + 528 3.4684 ± 0.0192 0.52308 ± 0.00377 0.57898 ± 0.00306 33.245 ± 0.095 % 76.801 ± 0.115 % + 529 3.4718 ± 0.0192 0.52379 ± 0.00377 0.57962 ± 0.00305 33.266 ± 0.095 % 76.777 ± 0.115 % + 530 3.4697 ± 0.0192 0.52410 ± 0.00377 0.57987 ± 0.00305 33.277 ± 0.095 % 76.778 ± 0.115 % + 531 3.4698 ± 0.0192 0.52422 ± 0.00377 0.58008 ± 0.00305 33.289 ± 0.095 % 76.779 ± 0.115 % + 532 3.4682 ± 0.0192 0.52459 ± 0.00376 0.58034 ± 0.00305 33.303 ± 0.095 % 76.776 ± 0.115 % + 533 3.4650 ± 0.0191 0.52410 ± 0.00376 0.57995 ± 0.00304 33.292 ± 0.095 % 76.788 ± 0.115 % + 534 3.4646 ± 0.0191 0.52432 ± 0.00376 0.58018 ± 0.00304 33.297 ± 0.095 % 76.778 ± 0.114 % + 535 3.4613 ± 0.0191 0.52382 ± 0.00375 0.57970 ± 0.00304 33.282 ± 0.095 % 76.781 ± 0.114 % + 536 3.4590 ± 0.0190 0.52349 ± 0.00375 0.57942 ± 0.00303 33.271 ± 0.094 % 76.794 ± 0.114 % + 537 3.4560 ± 0.0190 0.52315 ± 0.00374 0.57918 ± 0.00303 33.264 ± 0.094 % 76.800 ± 0.114 % + 538 3.4495 ± 0.0189 0.52224 ± 0.00374 0.57822 ± 0.00302 33.236 ± 0.094 % 76.834 ± 0.114 % + 539 3.4469 ± 0.0189 0.52229 ± 0.00373 0.57819 ± 0.00302 33.240 ± 0.094 % 76.842 ± 0.114 % + 540 3.4440 ± 0.0188 0.52238 ± 0.00373 0.57829 ± 0.00302 33.251 ± 0.094 % 76.852 ± 0.114 % + 541 3.4429 ± 0.0188 0.52305 ± 0.00373 0.57909 ± 0.00302 33.285 ± 0.094 % 76.841 ± 0.114 % + 542 3.4442 ± 0.0188 0.52358 ± 0.00373 0.57949 ± 0.00302 33.296 ± 0.094 % 76.825 ± 0.113 % + 543 3.4446 ± 0.0188 0.52417 ± 0.00372 0.57985 ± 0.00301 33.313 ± 0.094 % 76.815 ± 0.113 % + 544 3.4454 ± 0.0188 0.52448 ± 0.00372 0.58011 ± 0.00301 33.318 ± 0.094 % 76.802 ± 0.113 % + 545 3.4455 ± 0.0188 0.52509 ± 0.00372 0.58069 ± 0.00301 33.339 ± 0.094 % 76.792 ± 0.113 % + 546 3.4472 ± 0.0187 0.52606 ± 0.00372 0.58139 ± 0.00301 33.358 ± 0.094 % 76.774 ± 0.113 % + 547 3.4480 ± 0.0187 0.52653 ± 0.00372 0.58181 ± 0.00301 33.364 ± 0.093 % 76.765 ± 0.113 % + 548 3.4530 ± 0.0188 0.52686 ± 0.00371 0.58196 ± 0.00300 33.366 ± 0.093 % 76.750 ± 0.113 % + 549 3.4526 ± 0.0187 0.52748 ± 0.00371 0.58251 ± 0.00300 33.386 ± 0.093 % 76.738 ± 0.113 % + 550 3.4530 ± 0.0187 0.52765 ± 0.00371 0.58268 ± 0.00300 33.390 ± 0.093 % 76.734 ± 0.113 % + 551 3.4545 ± 0.0187 0.52838 ± 0.00371 0.58341 ± 0.00300 33.408 ± 0.093 % 76.720 ± 0.113 % + 552 3.4494 ± 0.0187 0.52805 ± 0.00370 0.58302 ± 0.00300 33.402 ± 0.093 % 76.741 ± 0.113 % + 553 3.4474 ± 0.0186 0.52858 ± 0.00370 0.58346 ± 0.00300 33.426 ± 0.093 % 76.738 ± 0.113 % + 554 3.4433 ± 0.0186 0.52863 ± 0.00370 0.58338 ± 0.00300 33.428 ± 0.093 % 76.757 ± 0.112 % + 555 3.4420 ± 0.0186 0.52933 ± 0.00370 0.58410 ± 0.00300 33.456 ± 0.093 % 76.746 ± 0.112 % + 556 3.4393 ± 0.0185 0.52961 ± 0.00370 0.58429 ± 0.00300 33.469 ± 0.093 % 76.756 ± 0.112 % + 557 3.4364 ± 0.0185 0.52981 ± 0.00369 0.58450 ± 0.00300 33.484 ± 0.093 % 76.758 ± 0.112 % + 558 3.4329 ± 0.0184 0.52999 ± 0.00369 0.58467 ± 0.00300 33.500 ± 0.093 % 76.764 ± 0.112 % + 559 3.4304 ± 0.0184 0.53025 ± 0.00369 0.58489 ± 0.00299 33.512 ± 0.093 % 76.764 ± 0.112 % + 560 3.4285 ± 0.0184 0.53083 ± 0.00368 0.58536 ± 0.00299 33.533 ± 0.093 % 76.763 ± 0.112 % + 561 3.4254 ± 0.0183 0.53062 ± 0.00368 0.58516 ± 0.00299 33.530 ± 0.092 % 76.775 ± 0.112 % + 562 3.4231 ± 0.0183 0.53103 ± 0.00368 0.58558 ± 0.00299 33.551 ± 0.092 % 76.773 ± 0.112 % + 563 3.4224 ± 0.0183 0.53160 ± 0.00368 0.58595 ± 0.00299 33.567 ± 0.092 % 76.765 ± 0.111 % + 564 3.4229 ± 0.0183 0.53230 ± 0.00367 0.58656 ± 0.00299 33.587 ± 0.092 % 76.751 ± 0.111 % + 565 3.4229 ± 0.0183 0.53282 ± 0.00367 0.58718 ± 0.00299 33.604 ± 0.092 % 76.740 ± 0.111 % + 566 3.4256 ± 0.0183 0.53379 ± 0.00367 0.58801 ± 0.00299 33.624 ± 0.092 % 76.720 ± 0.111 % + 567 3.4227 ± 0.0182 0.53337 ± 0.00367 0.58752 ± 0.00298 33.608 ± 0.092 % 76.739 ± 0.111 % + 568 3.4203 ± 0.0182 0.53328 ± 0.00366 0.58734 ± 0.00298 33.605 ± 0.092 % 76.750 ± 0.111 % + +====== Perplexity statistics ====== +Mean PPL(Q) : 3.420305 ± 0.018189 +Mean PPL(base) : 2.006614 ± 0.008848 +Cor(ln(PPL(Q)), ln(PPL(base))): 73.13% +Mean ln(PPL(Q)/PPL(base)) : 0.533281 ± 0.003664 +Mean PPL(Q)/PPL(base) : 1.704515 ± 0.006246 +Mean PPL(Q)-PPL(base) : 1.413690 ± 0.013181 + +====== KL divergence statistics ====== +Mean KLD: 0.587342 ± 0.002980 +Maximum KLD: 13.785138 +99.9% KLD: 8.786903 +99.0% KLD: 5.576927 +95.0% KLD: 2.964876 +90.0% KLD: 1.811997 +Median KLD: 0.113434 +10.0% KLD: 0.000257 + 5.0% KLD: 0.000053 + 1.0% KLD: 0.000004 + 0.1% KLD: 0.000000 +Minimum KLD: -0.000004 + +====== Token probability statistics ====== +Mean Δp: -16.259 ± 0.077 % +Maximum Δp: 98.825% +99.9% Δp: 75.965% +99.0% Δp: 36.094% +95.0% Δp: 8.193% +90.0% Δp: 1.166% +75.0% Δp: -0.021% +Median Δp: -2.389% +25.0% Δp: -23.795% +10.0% Δp: -67.528% + 5.0% Δp: -87.004% + 1.0% Δp: -98.330% + 0.1% Δp: -99.844% +Minimum Δp: -99.995% +RMS Δp : 33.605 ± 0.092 % +Same top p: 76.750 ± 0.111 % + +6.06.878.008 I llama_perf_context_print: load time = 131672.51 ms +6.06.878.010 I llama_perf_context_print: prompt eval time = 189688.42 ms / 290816 tokens ( 0.65 ms per token, 1533.12 tokens per second) +6.06.878.011 I llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) +6.06.878.012 I llama_perf_context_print: total time = 219354.63 ms / 290817 tokens +6.06.878.012 I llama_perf_context_print: graphs reused = 34 +6.06.878.232 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +6.06.878.239 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 58779 + (37258 = 32225 + 72 + 4960) + 1212 | +6.06.878.239 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 56691 + (39345 = 34525 + 72 + 4748) + 1212 | +6.06.878.240 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 56691 + (39345 = 34525 + 72 + 4748) + 1212 | +6.06.878.240 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 60679 + (35356 = 30545 + 63 + 4748) + 1213 | +6.06.878.241 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 55011 + (41025 = 36205 + 72 + 4748) + 1212 | +6.06.878.241 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 56355 + (39681 = 34861 + 72 + 4748) + 1212 | +6.06.878.241 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 56355 + (39681 = 34861 + 72 + 4748) + 1212 | +6.06.878.241 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 59113 + (36924 = 30149 + 54 + 6720) + 1211 | +6.06.878.241 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +``` diff --git a/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ3_S.md b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ3_S.md new file mode 100644 index 0000000000000000000000000000000000000000..017d658fbcff88794171abc8ac8a1258e75bbe82 --- /dev/null +++ b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-IQ3_S.md @@ -0,0 +1,874 @@ +### Kimi-K2.7-Code-IQ3_S (aes_sedai) + +```txt +/home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on -lv 4 --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Kimi-K2.7-Code-Q4_X-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ3_S.gguf --direct-io +0.01.570.181 I common_init_result: fitting params to device memory ... +0.01.570.189 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) +0.01.570.198 I common_params_fit_impl: getting device memory data for initial parameters: +0.10.918.543 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +0.10.918.551 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (52588 = 47555 + 72 + 4960) + -52025 | +0.10.918.552 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (56873 = 51157 + 72 + 5644) + -56311 | +0.10.918.552 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (56999 = 51283 + 72 + 5644) + -56437 | +0.10.918.552 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (49734 = 44027 + 63 + 5644) + -49172 | +0.10.918.552 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (55697 = 49981 + 72 + 5644) + -55135 | +0.10.918.552 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (55697 = 49981 + 72 + 5644) + -55135 | +0.10.918.553 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (55697 = 49981 + 72 + 5644) + -55135 | +0.10.918.553 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (49118 = 41447 + 54 + 7616) + -48556 | +0.10.918.553 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +0.10.944.853 I common_params_fit_impl: projected memory use with initial parameters [MiB]: +0.10.944.865 I common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 52588 used, 44099 free vs. target of 1024 +0.10.944.865 I common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 56873 used, 39814 free vs. target of 1024 +0.10.944.866 I common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 56999 used, 39688 free vs. target of 1024 +0.10.944.866 I common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 49734 used, 46952 free vs. target of 1024 +0.10.944.867 I common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 55697 used, 40990 free vs. target of 1024 +0.10.944.867 I common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 55697 used, 40990 free vs. target of 1024 +0.10.944.867 I common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 55697 used, 40990 free vs. target of 1024 +0.10.944.867 I common_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 49118 used, 47569 free vs. target of 1024 +0.10.944.868 I common_params_fit_impl: projected to use 432407 MiB of device memory vs. 773503 MiB of free device memory +0.10.944.868 I common_params_fit_impl: targets for free memory can be met on all devices, no changes needed +0.10.944.869 I common_fit_params: successfully fit params to free device memory +0.10.944.873 I common_fit_params: fitting params to free memory took 9.37 seconds +0.10.968.470 W llama_model_loader: direct I/O is enabled, disabling mmap +0.10.973.567 I llama_model_loader: loaded meta data with 54 key-value pairs and 1096 tensors from /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-IQ3_S.gguf (version GGUF V3 (latest)) +0.10.973.595 I llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output. +0.10.973.600 I llama_model_loader: - kv 0: general.architecture str = deepseek2 +0.10.973.600 I llama_model_loader: - kv 1: general.type str = model +0.10.973.601 I llama_model_loader: - kv 2: general.name str = Kimi K2.7 Code +0.10.973.601 I llama_model_loader: - kv 3: general.size_label str = 384x14B +0.10.973.601 I llama_model_loader: - kv 4: general.license str = other +0.10.973.602 I llama_model_loader: - kv 5: general.license.name str = modified-mit +0.10.973.613 I llama_model_loader: - kv 6: general.tags arr[str,2] = ["compressed-tensors", "image-text-to... +0.10.973.615 I llama_model_loader: - kv 7: deepseek2.block_count u32 = 61 +0.10.973.615 I llama_model_loader: - kv 8: deepseek2.context_length u32 = 262144 +0.10.973.615 I llama_model_loader: - kv 9: deepseek2.embedding_length u32 = 7168 +0.10.973.616 I llama_model_loader: - kv 10: deepseek2.feed_forward_length u32 = 18432 +0.10.973.616 I llama_model_loader: - kv 11: deepseek2.attention.head_count u32 = 64 +0.10.973.617 I llama_model_loader: - kv 12: deepseek2.attention.head_count_kv u32 = 1 +0.10.973.617 I llama_model_loader: - kv 13: deepseek2.rope.scaling.type str = yarn +0.10.973.623 I llama_model_loader: - kv 14: deepseek2.rope.scaling.factor f32 = 64.000000 +0.10.973.624 I llama_model_loader: - kv 15: deepseek2.rope.scaling.original_context_length u32 = 4096 +0.10.973.626 I llama_model_loader: - kv 16: deepseek2.rope.scaling.yarn_beta_fast f32 = 32.000000 +0.10.973.627 I llama_model_loader: - kv 17: deepseek2.rope.scaling.yarn_beta_slow f32 = 1.000000 +0.10.973.628 I llama_model_loader: - kv 18: deepseek2.rope.freq_base f32 = 50000.000000 +0.10.973.629 I llama_model_loader: - kv 19: deepseek2.attention.layer_norm_rms_epsilon f32 = 0.000010 +0.10.973.630 I llama_model_loader: - kv 20: deepseek2.expert_used_count u32 = 8 +0.10.973.631 I llama_model_loader: - kv 21: deepseek2.expert_group_count u32 = 1 +0.10.973.631 I llama_model_loader: - kv 22: deepseek2.expert_group_used_count u32 = 1 +0.10.973.632 I llama_model_loader: - kv 23: deepseek2.expert_gating_func u32 = 2 +0.10.973.632 I llama_model_loader: - kv 24: deepseek2.leading_dense_block_count u32 = 1 +0.10.973.633 I llama_model_loader: - kv 25: deepseek2.vocab_size u32 = 163840 +0.10.973.634 I llama_model_loader: - kv 26: deepseek2.attention.q_lora_rank u32 = 1536 +0.10.973.634 I llama_model_loader: - kv 27: deepseek2.attention.kv_lora_rank u32 = 512 +0.10.973.635 I llama_model_loader: - kv 28: deepseek2.attention.key_length u32 = 576 +0.10.973.636 I llama_model_loader: - kv 29: deepseek2.attention.value_length u32 = 512 +0.10.973.636 I llama_model_loader: - kv 30: deepseek2.attention.key_length_mla u32 = 192 +0.10.973.637 I llama_model_loader: - kv 31: deepseek2.attention.value_length_mla u32 = 128 +0.10.973.637 I llama_model_loader: - kv 32: deepseek2.expert_feed_forward_length u32 = 2048 +0.10.973.638 I llama_model_loader: - kv 33: deepseek2.expert_count u32 = 384 +0.10.973.638 I llama_model_loader: - kv 34: deepseek2.expert_shared_count u32 = 1 +0.10.973.640 I llama_model_loader: - kv 35: deepseek2.expert_weights_scale f32 = 2.827000 +0.10.973.641 I llama_model_loader: - kv 36: deepseek2.expert_weights_norm bool = true +0.10.973.641 I llama_model_loader: - kv 37: deepseek2.rope.dimension_count u32 = 64 +0.10.973.642 I llama_model_loader: - kv 38: deepseek2.rope.scaling.yarn_log_multiplier f32 = 0.100000 +0.10.973.643 I llama_model_loader: - kv 39: tokenizer.ggml.model str = gpt2 +0.10.973.643 I llama_model_loader: - kv 40: tokenizer.ggml.pre str = kimi-k2 +0.10.983.270 I llama_model_loader: - kv 41: tokenizer.ggml.tokens arr[str,163840] = ["!", "\"", "#", "$", "%", "&", "'", ... +0.10.985.651 I llama_model_loader: - kv 42: tokenizer.ggml.token_type arr[i32,163840] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... +0.10.995.157 I llama_model_loader: - kv 43: tokenizer.ggml.merges arr[str,163328] = ["Ġ Ġ", "ĠĠ ĠĠ", "Ġ t", "i n",... +0.10.995.167 I llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 163584 +0.10.995.168 I llama_model_loader: - kv 45: tokenizer.ggml.eos_token_id u32 = 163586 +0.10.995.168 I llama_model_loader: - kv 46: tokenizer.ggml.padding_token_id u32 = 163839 +0.10.995.171 I llama_model_loader: - kv 47: tokenizer.chat_template str = {%- macro render_content(msg) -%}\n ... +0.10.995.172 I llama_model_loader: - kv 48: general.quantization_version u32 = 2 +0.10.995.172 I llama_model_loader: - kv 49: general.file_type u32 = 12 +0.10.995.173 I llama_model_loader: - kv 50: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Kimi-K2.7-Cod... +0.10.995.174 I llama_model_loader: - kv 51: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/calibrati... +0.10.995.174 I llama_model_loader: - kv 52: quantize.imatrix.entries_count u32 = 789 +0.10.995.175 I llama_model_loader: - kv 53: quantize.imatrix.chunks_count u32 = 50 +0.10.995.176 I llama_model_loader: - type f32: 365 tensors +0.10.995.176 I llama_model_loader: - type q4_0: 7 tensors +0.10.995.176 I llama_model_loader: - type q8_0: 551 tensors +0.10.995.176 I llama_model_loader: - type q3_K: 41 tensors +0.10.995.177 I llama_model_loader: - type iq3_xxs: 52 tensors +0.10.995.177 I llama_model_loader: - type iq2_s: 68 tensors +0.10.995.177 I llama_model_loader: - type iq4_xs: 12 tensors +0.10.995.178 I print_info: file format = GGUF V3 (latest) +0.10.995.179 I print_info: file type = Q3_K - Medium +0.10.995.183 I print_info: file size = 377.54 GiB (3.16 BPW) +0.15.407.570 I llama_prepare_model_devices: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free +0.15.538.932 I llama_prepare_model_devices: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free +0.15.671.623 I llama_prepare_model_devices: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free +0.15.804.667 I llama_prepare_model_devices: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free +0.15.934.901 I llama_prepare_model_devices: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free +0.16.068.835 I llama_prepare_model_devices: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free +0.16.207.020 I llama_prepare_model_devices: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free +0.16.343.530 I llama_prepare_model_devices: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free +0.16.393.897 I load: 0 unused tokens +0.16.405.024 I load: printing all EOG tokens: +0.16.405.032 I load: - 163585 ('[EOS]') +0.16.405.032 I load: - 163586 ('<|im_end|>') +0.16.405.033 I load: - 163593 ('[EOT]') +0.16.405.033 I load: - 163839 ('[PAD]') +0.16.405.114 I load: special tokens cache size = 256 +0.16.432.095 I load: token to piece cache size = 1.0606 MB +0.16.432.114 I print_info: arch = deepseek2 +0.16.432.114 I print_info: vocab_only = 0 +0.16.432.115 I print_info: no_alloc = 0 +0.16.432.115 I print_info: n_ctx_train = 262144 +0.16.432.116 I print_info: n_embd_inp = 7168 +0.16.432.116 I print_info: n_embd = 7168 +0.16.432.116 I print_info: n_embd_out = 7168 +0.16.432.116 I print_info: n_layer = 61 +0.16.432.117 I print_info: n_layer_all = 61 +0.16.432.126 I print_info: n_head = 64 +0.16.432.126 I print_info: n_head_kv = 1 +0.16.432.126 I print_info: n_rot = 64 +0.16.432.127 I print_info: n_swa = 0 +0.16.432.127 I print_info: is_swa_any = 0 +0.16.432.127 I print_info: n_embd_head_k = 576 +0.16.432.127 I print_info: n_embd_head_v = 512 +0.16.432.128 I print_info: n_gqa = 64 +0.16.432.130 I print_info: n_embd_k_gqa = 576 +0.16.432.132 I print_info: n_embd_v_gqa = 512 +0.16.432.133 I print_info: f_norm_eps = 0.0e+00 +0.16.432.135 I print_info: f_norm_rms_eps = 1.0e-05 +0.16.432.135 I print_info: f_clamp_kqv = 0.0e+00 +0.16.432.135 I print_info: f_max_alibi_bias = 0.0e+00 +0.16.432.135 I print_info: f_logit_scale = 0.0e+00 +0.16.432.135 I print_info: f_attn_scale = 0.0e+00 +0.16.432.135 I print_info: f_attn_value_scale = 0.0000 +0.16.432.136 I print_info: n_ff = 18432 +0.16.432.137 I print_info: n_expert = 384 +0.16.432.137 I print_info: n_expert_used = 8 +0.16.432.137 I print_info: n_expert_groups = 1 +0.16.432.137 I print_info: n_group_used = 1 +0.16.432.137 I print_info: causal attn = 1 +0.16.432.137 I print_info: pooling type = -1 +0.16.432.137 I print_info: rope type = 0 +0.16.432.137 I print_info: rope scaling = yarn +0.16.432.138 I print_info: freq_base_train = 50000.0 +0.16.432.139 I print_info: freq_scale_train = 0.015625 +0.16.432.139 I print_info: n_ctx_orig_yarn = 4096 +0.16.432.139 I print_info: rope_yarn_log_mul = 1.0000 +0.16.432.140 I print_info: rope_finetuned = unknown +0.16.432.141 I print_info: model type = 671B +0.16.432.141 I print_info: model params = 1.03 T +0.16.432.142 I print_info: general.name = Kimi K2.7 Code +0.16.432.142 I print_info: n_layer_dense_lead = 1 +0.16.432.143 I print_info: n_lora_q = 1536 +0.16.432.144 I print_info: n_lora_kv = 512 +0.16.432.144 I print_info: n_embd_head_k_mla = 192 +0.16.432.144 I print_info: n_embd_head_v_mla = 128 +0.16.432.145 I print_info: n_ff_exp = 2048 +0.16.432.145 I print_info: n_expert_shared = 1 +0.16.432.146 I print_info: expert_weights_scale = 2.8 +0.16.432.147 I print_info: expert_weights_norm = 1 +0.16.432.147 I print_info: expert_gating_func = sigmoid +0.16.432.148 I print_info: vocab type = BPE +0.16.432.149 I print_info: n_vocab = 163840 +0.16.432.149 I print_info: n_merges = 163328 +0.16.432.150 I print_info: BOS token = 163584 '[BOS]' +0.16.432.151 I print_info: EOS token = 163586 '<|im_end|>' +0.16.432.152 I print_info: EOT token = 163586 '<|im_end|>' +0.16.432.152 I print_info: PAD token = 163839 '[PAD]' +0.16.432.152 I print_info: LF token = 198 'Ċ' +0.16.432.153 I print_info: FIM PAD token = 163839 '[PAD]' +0.16.432.154 I print_info: EOG token = 163585 '[EOS]' +0.16.432.154 I print_info: EOG token = 163586 '<|im_end|>' +0.16.432.155 I print_info: EOG token = 163593 '[EOT]' +0.16.432.156 I print_info: EOG token = 163839 '[PAD]' +0.16.432.157 I print_info: max token length = 512 +0.16.432.158 I load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) +0.19.495.226 I load_tensors: offloading output layer to GPU +0.19.495.235 I load_tensors: offloading 60 repeating layers to GPU +0.19.495.235 I load_tensors: offloaded 62/62 layers to GPU +0.19.495.241 I load_tensors: CUDA0 model buffer size = 47555.73 MiB +0.19.495.242 I load_tensors: CUDA1 model buffer size = 51157.23 MiB +0.19.495.242 I load_tensors: CUDA2 model buffer size = 51283.23 MiB +0.19.495.243 I load_tensors: CUDA3 model buffer size = 44027.58 MiB +0.19.495.243 I load_tensors: CUDA4 model buffer size = 49981.23 MiB +0.19.495.244 I load_tensors: CUDA5 model buffer size = 49981.23 MiB +0.19.495.244 I load_tensors: CUDA6 model buffer size = 49981.23 MiB +0.19.495.244 I load_tensors: CUDA7 model buffer size = 41447.95 MiB +0.19.495.245 I load_tensors: CUDA_Host model buffer size = 1190.00 MiB +.................................................................................................... +3.20.036.801 I common_init_result: added [EOS] logit bias = -inf +3.20.036.809 I common_init_result: added <|im_end|> logit bias = -inf +3.20.036.811 I common_init_result: added [EOT] logit bias = -inf +3.20.036.812 I common_init_result: added [PAD] logit bias = -inf +3.20.037.374 I llama_context: constructing llama_context +3.20.037.386 W llama_context: setting new yarn_attn_factor = 1.0000 (mscale == 1.0, mscale_all_dim = 1.0) +3.20.037.388 I llama_context: n_seq_max = 16 +3.20.037.388 I llama_context: n_ctx = 8192 +3.20.037.388 I llama_context: n_ctx_seq = 512 +3.20.037.389 I llama_context: n_batch = 8192 +3.20.037.389 I llama_context: n_ubatch = 8192 +3.20.037.389 I llama_context: causal_attn = 1 +3.20.037.390 I llama_context: flash_attn = enabled +3.20.037.390 I llama_context: kv_unified = false +3.20.037.392 I llama_context: freq_base = 50000.0 +3.20.037.392 I llama_context: freq_scale = 0.015625 +3.20.037.393 I llama_context: n_rs_seq = 0 +3.20.037.393 I llama_context: n_outputs_max = 8192 +3.20.037.393 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized +3.20.042.756 I llama_context: CUDA_Host output buffer size = 10.00 MiB +3.20.043.329 I llama_kv_cache: CUDA0 KV buffer size = 72.00 MiB +3.20.052.784 I llama_kv_cache: CUDA1 KV buffer size = 72.00 MiB +3.20.063.349 I llama_kv_cache: CUDA2 KV buffer size = 72.00 MiB +3.20.079.303 I llama_kv_cache: CUDA3 KV buffer size = 63.00 MiB +3.20.093.857 I llama_kv_cache: CUDA4 KV buffer size = 72.00 MiB +3.20.102.342 I llama_kv_cache: CUDA5 KV buffer size = 72.00 MiB +3.20.119.430 I llama_kv_cache: CUDA6 KV buffer size = 72.00 MiB +3.20.135.703 I llama_kv_cache: CUDA7 KV buffer size = 54.00 MiB +3.20.135.757 I llama_kv_cache: size = 549.00 MiB ( 512 cells, 61 layers, 16/16 seqs), K (f16): 549.00 MiB, V (f16): 0.00 MiB +3.20.135.761 I llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576 +3.20.135.761 I llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512 +3.20.135.854 I llama_context: pipeline parallelism enabled +3.20.135.859 I sched_reserve: reserving ... +3.20.137.856 I sched_reserve: resolving fused Gated Delta Net support: +3.20.138.872 I sched_reserve: fused Gated Delta Net (autoregressive) enabled +3.20.139.710 I sched_reserve: fused Gated Delta Net (chunked) enabled +3.20.244.572 I sched_reserve: CUDA0 compute buffer size = 4960.38 MiB +3.20.244.586 I sched_reserve: CUDA1 compute buffer size = 4748.38 MiB +3.20.244.586 I sched_reserve: CUDA2 compute buffer size = 4748.38 MiB +3.20.244.587 I sched_reserve: CUDA3 compute buffer size = 4748.38 MiB +3.20.244.587 I sched_reserve: CUDA4 compute buffer size = 4748.38 MiB +3.20.244.588 I sched_reserve: CUDA5 compute buffer size = 4748.38 MiB +3.20.244.588 I sched_reserve: CUDA6 compute buffer size = 4748.38 MiB +3.20.244.588 I sched_reserve: CUDA7 compute buffer size = 6720.50 MiB +3.20.244.589 I sched_reserve: CUDA_Host compute buffer size = 480.62 MiB +3.20.244.590 I sched_reserve: graph nodes = 4851 +3.20.244.590 I sched_reserve: graph splits = 9 +3.20.244.591 I sched_reserve: reserve took 108.73 ms, sched copies = 4 +3.20.244.641 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) +3.20.358.227 I +3.20.358.320 I 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 | +3.20.377.143 I kl_divergence: computing over 568 chunks, n_ctx=512, batch_size=8192, n_seq=16 +3.26.825.914 I kl_divergence: 6.45 seconds per pass - ETA 3.80 minutes + +chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p + 1 1.2410 ± 0.0658 0.11638 ± 0.03450 0.12307 ± 0.02877 17.578 ± 2.185 % 95.686 ± 1.275 % + 2 1.5580 ± 0.0911 0.21049 ± 0.03178 0.21859 ± 0.02835 21.390 ± 1.492 % 90.392 ± 1.306 % + 3 1.4861 ± 0.0769 0.16963 ± 0.02472 0.16311 ± 0.02006 18.325 ± 1.229 % 92.810 ± 0.935 % + 4 1.4173 ± 0.0589 0.15767 ± 0.02080 0.15607 ± 0.01778 18.253 ± 1.097 % 93.627 ± 0.765 % + 5 1.3738 ± 0.0474 0.16139 ± 0.01887 0.16074 ± 0.01660 18.978 ± 1.019 % 93.490 ± 0.691 % + 6 1.3742 ± 0.0420 0.17729 ± 0.01866 0.17806 ± 0.01689 19.980 ± 0.952 % 93.007 ± 0.652 % + 7 1.3532 ± 0.0368 0.16483 ± 0.01650 0.17235 ± 0.01509 19.682 ± 0.869 % 92.885 ± 0.609 % + 8 1.3393 ± 0.0326 0.16532 ± 0.01536 0.17407 ± 0.01398 20.077 ± 0.811 % 92.941 ± 0.567 % + 9 1.3191 ± 0.0292 0.16256 ± 0.01433 0.16963 ± 0.01304 19.869 ± 0.766 % 93.290 ± 0.522 % + 10 1.3208 ± 0.0280 0.17124 ± 0.01450 0.17401 ± 0.01311 20.063 ± 0.731 % 93.294 ± 0.495 % + 11 1.3185 ± 0.0261 0.16681 ± 0.01360 0.17348 ± 0.01226 20.154 ± 0.695 % 93.191 ± 0.476 % + 12 1.3473 ± 0.0262 0.17308 ± 0.01333 0.18166 ± 0.01175 20.576 ± 0.662 % 92.876 ± 0.465 % + 13 1.3577 ± 0.0262 0.17561 ± 0.01307 0.18670 ± 0.01130 20.714 ± 0.632 % 92.790 ± 0.449 % + 14 1.4235 ± 0.0288 0.17592 ± 0.01264 0.18667 ± 0.01068 20.402 ± 0.603 % 92.409 ± 0.443 % + 15 1.5240 ± 0.0327 0.16778 ± 0.01207 0.18333 ± 0.01003 20.106 ± 0.577 % 92.105 ± 0.436 % + 16 1.6262 ± 0.0360 0.16014 ± 0.01145 0.17651 ± 0.00944 19.567 ± 0.558 % 92.059 ± 0.423 % + 17 1.7505 ± 0.0413 0.15478 ± 0.01094 0.17028 ± 0.00890 19.108 ± 0.539 % 92.042 ± 0.411 % + 18 1.9161 ± 0.0479 0.14633 ± 0.01051 0.16553 ± 0.00843 18.677 ± 0.522 % 91.743 ± 0.406 % + 19 1.9247 ± 0.0473 0.14020 ± 0.01028 0.16347 ± 0.00809 18.519 ± 0.508 % 91.765 ± 0.395 % + 20 1.9091 ± 0.0452 0.14407 ± 0.01008 0.16587 ± 0.00790 18.662 ± 0.492 % 91.745 ± 0.385 % + 21 1.9635 ± 0.0463 0.13916 ± 0.00988 0.16716 ± 0.00763 18.673 ± 0.477 % 91.410 ± 0.383 % + 22 1.9794 ± 0.0456 0.13611 ± 0.00961 0.16538 ± 0.00735 18.438 ± 0.463 % 91.373 ± 0.375 % + 23 1.9683 ± 0.0444 0.13156 ± 0.00929 0.16297 ± 0.00708 18.194 ± 0.451 % 91.509 ± 0.364 % + 24 1.9544 ± 0.0428 0.12918 ± 0.00912 0.16163 ± 0.00686 18.076 ± 0.440 % 91.585 ± 0.355 % + 25 1.9429 ± 0.0417 0.12578 ± 0.00895 0.16022 ± 0.00668 17.990 ± 0.429 % 91.686 ± 0.346 % + 26 1.9365 ± 0.0405 0.12518 ± 0.00882 0.15952 ± 0.00647 17.960 ± 0.417 % 91.719 ± 0.338 % + 27 1.9340 ± 0.0396 0.12498 ± 0.00865 0.16010 ± 0.00633 17.959 ± 0.408 % 91.692 ± 0.333 % + 28 1.9534 ± 0.0394 0.12117 ± 0.00846 0.15919 ± 0.00612 17.821 ± 0.397 % 91.639 ± 0.328 % + 29 1.9490 ± 0.0385 0.12678 ± 0.00843 0.16308 ± 0.00608 17.926 ± 0.388 % 91.427 ± 0.326 % + 30 1.9923 ± 0.0392 0.12461 ± 0.00828 0.16334 ± 0.00594 17.872 ± 0.380 % 91.216 ± 0.324 % + 31 2.0433 ± 0.0403 0.12060 ± 0.00808 0.16205 ± 0.00577 17.687 ± 0.373 % 91.006 ± 0.322 % + 32 2.0755 ± 0.0405 0.11888 ± 0.00796 0.16248 ± 0.00563 17.596 ± 0.365 % 90.821 ± 0.320 % + 33 2.1222 ± 0.0411 0.12064 ± 0.00785 0.16401 ± 0.00552 17.587 ± 0.358 % 90.648 ± 0.317 % + 34 2.1528 ± 0.0412 0.11821 ± 0.00768 0.16365 ± 0.00539 17.459 ± 0.351 % 90.427 ± 0.316 % + 35 2.2120 ± 0.0426 0.11659 ± 0.00753 0.16182 ± 0.00524 17.280 ± 0.345 % 90.409 ± 0.312 % + 36 2.2624 ± 0.0433 0.11527 ± 0.00740 0.16054 ± 0.00511 17.122 ± 0.339 % 90.251 ± 0.310 % + 37 2.2590 ± 0.0424 0.11583 ± 0.00732 0.16205 ± 0.00507 17.165 ± 0.335 % 90.228 ± 0.306 % + 38 2.2780 ± 0.0422 0.11537 ± 0.00721 0.16205 ± 0.00496 17.087 ± 0.329 % 90.114 ± 0.303 % + 39 2.3037 ± 0.0422 0.11610 ± 0.00710 0.16121 ± 0.00485 16.980 ± 0.323 % 90.096 ± 0.300 % + 40 2.3393 ± 0.0424 0.11502 ± 0.00697 0.15941 ± 0.00474 16.836 ± 0.319 % 90.039 ± 0.297 % + 41 2.3818 ± 0.0429 0.11154 ± 0.00685 0.15862 ± 0.00465 16.730 ± 0.314 % 89.938 ± 0.294 % + 42 2.3976 ± 0.0427 0.11569 ± 0.00680 0.15976 ± 0.00457 16.800 ± 0.308 % 89.720 ± 0.293 % + 43 2.4131 ± 0.0425 0.11479 ± 0.00670 0.15907 ± 0.00448 16.707 ± 0.303 % 89.658 ± 0.291 % + 44 2.4395 ± 0.0427 0.11466 ± 0.00659 0.15868 ± 0.00440 16.584 ± 0.299 % 89.554 ± 0.289 % + 45 2.5115 ± 0.0440 0.11318 ± 0.00648 0.15712 ± 0.00431 16.429 ± 0.295 % 89.481 ± 0.286 % + 46 2.5677 ± 0.0450 0.11211 ± 0.00638 0.15578 ± 0.00422 16.293 ± 0.291 % 89.429 ± 0.284 % + 47 2.5305 ± 0.0436 0.11371 ± 0.00636 0.15663 ± 0.00428 16.398 ± 0.291 % 89.479 ± 0.280 % + 48 2.4912 ± 0.0422 0.11231 ± 0.00626 0.15529 ± 0.00423 16.324 ± 0.288 % 89.608 ± 0.276 % + 49 2.4643 ± 0.0411 0.11386 ± 0.00623 0.15540 ± 0.00421 16.377 ± 0.285 % 89.708 ± 0.272 % + 50 2.4536 ± 0.0404 0.11696 ± 0.00620 0.15750 ± 0.00419 16.564 ± 0.283 % 89.624 ± 0.270 % + 51 2.4648 ± 0.0401 0.12179 ± 0.00624 0.16136 ± 0.00419 16.761 ± 0.280 % 89.458 ± 0.269 % + 52 2.4836 ± 0.0401 0.12063 ± 0.00614 0.16041 ± 0.00411 16.684 ± 0.276 % 89.427 ± 0.267 % + 53 2.5111 ± 0.0403 0.12031 ± 0.00606 0.15973 ± 0.00404 16.606 ± 0.273 % 89.353 ± 0.265 % + 54 2.5112 ± 0.0399 0.12129 ± 0.00601 0.16133 ± 0.00403 16.681 ± 0.270 % 89.303 ± 0.263 % + 55 2.5146 ± 0.0397 0.12230 ± 0.00595 0.16216 ± 0.00399 16.737 ± 0.267 % 89.234 ± 0.262 % + 56 2.5235 ± 0.0394 0.12193 ± 0.00588 0.16218 ± 0.00393 16.704 ± 0.264 % 89.153 ± 0.260 % + 57 2.5098 ± 0.0387 0.12266 ± 0.00583 0.16281 ± 0.00390 16.788 ± 0.262 % 89.137 ± 0.258 % + 58 2.5141 ± 0.0384 0.12464 ± 0.00579 0.16389 ± 0.00386 16.880 ± 0.259 % 89.087 ± 0.256 % + 59 2.5287 ± 0.0384 0.12322 ± 0.00572 0.16317 ± 0.00381 16.821 ± 0.256 % 89.053 ± 0.255 % + 60 2.5534 ± 0.0385 0.12365 ± 0.00568 0.16435 ± 0.00376 16.839 ± 0.253 % 88.895 ± 0.254 % + 61 2.5760 ± 0.0387 0.12231 ± 0.00562 0.16397 ± 0.00371 16.760 ± 0.251 % 88.814 ± 0.253 % + 62 2.5832 ± 0.0384 0.12523 ± 0.00561 0.16556 ± 0.00369 16.846 ± 0.248 % 88.697 ± 0.252 % + 63 2.5961 ± 0.0384 0.12495 ± 0.00558 0.16594 ± 0.00365 16.859 ± 0.245 % 88.652 ± 0.250 % + 64 2.5892 ± 0.0379 0.12671 ± 0.00554 0.16723 ± 0.00362 16.939 ± 0.243 % 88.585 ± 0.249 % + 65 2.5893 ± 0.0375 0.12777 ± 0.00552 0.16857 ± 0.00360 17.008 ± 0.240 % 88.495 ± 0.248 % + 66 2.5721 ± 0.0369 0.12855 ± 0.00547 0.16885 ± 0.00358 17.076 ± 0.239 % 88.515 ± 0.246 % + 67 2.5612 ± 0.0364 0.12985 ± 0.00546 0.17006 ± 0.00357 17.136 ± 0.237 % 88.510 ± 0.244 % + 68 2.5442 ± 0.0358 0.13044 ± 0.00542 0.17042 ± 0.00355 17.191 ± 0.235 % 88.518 ± 0.242 % + 69 2.5385 ± 0.0353 0.13481 ± 0.00546 0.17466 ± 0.00361 17.487 ± 0.235 % 88.394 ± 0.241 % + 70 2.5290 ± 0.0349 0.13668 ± 0.00543 0.17550 ± 0.00358 17.597 ± 0.233 % 88.364 ± 0.240 % + 71 2.5070 ± 0.0342 0.13592 ± 0.00539 0.17487 ± 0.00356 17.596 ± 0.231 % 88.462 ± 0.237 % + 72 2.4894 ± 0.0336 0.13609 ± 0.00533 0.17503 ± 0.00354 17.634 ± 0.230 % 88.502 ± 0.235 % + 73 2.4776 ± 0.0332 0.13552 ± 0.00529 0.17532 ± 0.00352 17.627 ± 0.228 % 88.541 ± 0.233 % + 74 2.4907 ± 0.0332 0.13580 ± 0.00526 0.17535 ± 0.00349 17.629 ± 0.226 % 88.511 ± 0.232 % + 75 2.4929 ± 0.0331 0.13579 ± 0.00522 0.17495 ± 0.00345 17.597 ± 0.224 % 88.497 ± 0.231 % + 76 2.4814 ± 0.0328 0.13474 ± 0.00518 0.17405 ± 0.00341 17.558 ± 0.223 % 88.550 ± 0.229 % + 77 2.4569 ± 0.0321 0.13383 ± 0.00513 0.17281 ± 0.00339 17.524 ± 0.222 % 88.648 ± 0.226 % + 78 2.4330 ± 0.0315 0.13322 ± 0.00508 0.17175 ± 0.00336 17.493 ± 0.221 % 88.728 ± 0.224 % + 79 2.4209 ± 0.0310 0.13425 ± 0.00505 0.17287 ± 0.00335 17.572 ± 0.220 % 88.712 ± 0.223 % + 80 2.4057 ± 0.0305 0.13570 ± 0.00505 0.17398 ± 0.00337 17.645 ± 0.219 % 88.740 ± 0.221 % + 81 2.3930 ± 0.0301 0.13694 ± 0.00504 0.17449 ± 0.00337 17.687 ± 0.218 % 88.768 ± 0.220 % + 82 2.3770 ± 0.0296 0.13741 ± 0.00501 0.17471 ± 0.00335 17.734 ± 0.217 % 88.824 ± 0.218 % + 83 2.3967 ± 0.0298 0.13913 ± 0.00500 0.17617 ± 0.00334 17.789 ± 0.216 % 88.722 ± 0.217 % + 84 2.3912 ± 0.0296 0.14170 ± 0.00502 0.17820 ± 0.00335 17.934 ± 0.215 % 88.641 ± 0.217 % + 85 2.3761 ± 0.0291 0.14292 ± 0.00501 0.17960 ± 0.00338 17.987 ± 0.214 % 88.678 ± 0.215 % + 86 2.3706 ± 0.0288 0.14429 ± 0.00501 0.18113 ± 0.00338 18.049 ± 0.213 % 88.637 ± 0.214 % + 87 2.3552 ± 0.0284 0.14469 ± 0.00496 0.18120 ± 0.00336 18.096 ± 0.212 % 88.645 ± 0.213 % + 88 2.3449 ± 0.0280 0.14654 ± 0.00497 0.18286 ± 0.00338 18.207 ± 0.212 % 88.650 ± 0.212 % + 89 2.3308 ± 0.0276 0.14634 ± 0.00496 0.18283 ± 0.00337 18.219 ± 0.210 % 88.702 ± 0.210 % + 90 2.3210 ± 0.0273 0.14717 ± 0.00495 0.18323 ± 0.00337 18.260 ± 0.210 % 88.715 ± 0.209 % + 91 2.3111 ± 0.0269 0.14832 ± 0.00494 0.18461 ± 0.00337 18.370 ± 0.209 % 88.692 ± 0.208 % + 92 2.2962 ± 0.0265 0.14873 ± 0.00491 0.18502 ± 0.00336 18.434 ± 0.208 % 88.725 ± 0.206 % + 93 2.2875 ± 0.0262 0.14988 ± 0.00489 0.18528 ± 0.00334 18.474 ± 0.207 % 88.729 ± 0.205 % + 94 2.2732 ± 0.0258 0.14974 ± 0.00486 0.18503 ± 0.00332 18.482 ± 0.206 % 88.778 ± 0.204 % + 95 2.2606 ± 0.0254 0.15007 ± 0.00484 0.18516 ± 0.00331 18.526 ± 0.205 % 88.809 ± 0.203 % + 96 2.2491 ± 0.0251 0.15155 ± 0.00484 0.18596 ± 0.00333 18.577 ± 0.205 % 88.844 ± 0.201 % + 97 2.2439 ± 0.0249 0.15179 ± 0.00483 0.18700 ± 0.00332 18.643 ± 0.204 % 88.789 ± 0.201 % + 98 2.2362 ± 0.0246 0.15314 ± 0.00481 0.18777 ± 0.00332 18.714 ± 0.203 % 88.776 ± 0.200 % + 99 2.2260 ± 0.0244 0.15375 ± 0.00482 0.18849 ± 0.00333 18.755 ± 0.202 % 88.806 ± 0.198 % + 100 2.2192 ± 0.0242 0.15392 ± 0.00481 0.18878 ± 0.00332 18.796 ± 0.201 % 88.820 ± 0.197 % + 101 2.2158 ± 0.0240 0.15433 ± 0.00479 0.18898 ± 0.00330 18.809 ± 0.200 % 88.825 ± 0.196 % + 102 2.2119 ± 0.0238 0.15422 ± 0.00476 0.18851 ± 0.00328 18.772 ± 0.199 % 88.850 ± 0.195 % + 103 2.2168 ± 0.0238 0.15519 ± 0.00474 0.18942 ± 0.00327 18.814 ± 0.198 % 88.810 ± 0.195 % + 104 2.2359 ± 0.0240 0.15428 ± 0.00471 0.18895 ± 0.00324 18.762 ± 0.197 % 88.741 ± 0.194 % + 105 2.2644 ± 0.0244 0.15371 ± 0.00468 0.18839 ± 0.00321 18.721 ± 0.196 % 88.698 ± 0.193 % + 106 2.2675 ± 0.0243 0.15366 ± 0.00466 0.18854 ± 0.00319 18.730 ± 0.195 % 88.661 ± 0.193 % + 107 2.2932 ± 0.0247 0.15248 ± 0.00462 0.18775 ± 0.00317 18.665 ± 0.194 % 88.642 ± 0.192 % + 108 2.3178 ± 0.0250 0.15107 ± 0.00459 0.18680 ± 0.00314 18.597 ± 0.193 % 88.649 ± 0.191 % + 109 2.3352 ± 0.0252 0.14970 ± 0.00455 0.18579 ± 0.00311 18.528 ± 0.192 % 88.663 ± 0.190 % + 110 2.3667 ± 0.0257 0.14890 ± 0.00452 0.18490 ± 0.00309 18.464 ± 0.191 % 88.649 ± 0.189 % + 111 2.3970 ± 0.0261 0.14768 ± 0.00449 0.18387 ± 0.00306 18.391 ± 0.190 % 88.635 ± 0.189 % + 112 2.4165 ± 0.0263 0.14696 ± 0.00445 0.18311 ± 0.00304 18.357 ± 0.189 % 88.641 ± 0.188 % + 113 2.4019 ± 0.0260 0.14622 ± 0.00442 0.18238 ± 0.00302 18.337 ± 0.188 % 88.697 ± 0.187 % + 114 2.3878 ± 0.0257 0.14590 ± 0.00440 0.18191 ± 0.00301 18.321 ± 0.188 % 88.744 ± 0.185 % + 115 2.3782 ± 0.0254 0.14579 ± 0.00438 0.18227 ± 0.00300 18.343 ± 0.187 % 88.784 ± 0.184 % + 116 2.3698 ± 0.0252 0.14643 ± 0.00436 0.18282 ± 0.00299 18.420 ± 0.186 % 88.773 ± 0.184 % + 117 2.3617 ± 0.0249 0.14674 ± 0.00435 0.18342 ± 0.00298 18.479 ± 0.185 % 88.755 ± 0.183 % + 118 2.3535 ± 0.0247 0.14724 ± 0.00434 0.18448 ± 0.00299 18.516 ± 0.185 % 88.744 ± 0.182 % + 119 2.3439 ± 0.0244 0.14729 ± 0.00432 0.18506 ± 0.00299 18.549 ± 0.184 % 88.756 ± 0.181 % + 120 2.3367 ± 0.0242 0.14823 ± 0.00431 0.18536 ± 0.00298 18.587 ± 0.183 % 88.761 ± 0.181 % + 121 2.3268 ± 0.0239 0.14804 ± 0.00429 0.18535 ± 0.00297 18.610 ± 0.182 % 88.770 ± 0.180 % + 122 2.3160 ± 0.0237 0.14773 ± 0.00427 0.18510 ± 0.00295 18.614 ± 0.182 % 88.798 ± 0.179 % + 123 2.3079 ± 0.0234 0.14784 ± 0.00426 0.18565 ± 0.00295 18.631 ± 0.181 % 88.812 ± 0.178 % + 124 2.3021 ± 0.0233 0.14790 ± 0.00424 0.18560 ± 0.00294 18.632 ± 0.180 % 88.830 ± 0.177 % + 125 2.2929 ± 0.0230 0.14777 ± 0.00422 0.18548 ± 0.00293 18.637 ± 0.179 % 88.847 ± 0.176 % + 126 2.2824 ± 0.0228 0.14721 ± 0.00420 0.18501 ± 0.00291 18.623 ± 0.179 % 88.889 ± 0.175 % + 127 2.2760 ± 0.0226 0.14720 ± 0.00418 0.18498 ± 0.00290 18.631 ± 0.178 % 88.918 ± 0.174 % + 128 2.2733 ± 0.0224 0.14747 ± 0.00416 0.18488 ± 0.00288 18.631 ± 0.177 % 88.919 ± 0.174 % + 129 2.2697 ± 0.0223 0.14776 ± 0.00416 0.18578 ± 0.00289 18.655 ± 0.176 % 88.910 ± 0.173 % + 130 2.2662 ± 0.0221 0.14868 ± 0.00415 0.18679 ± 0.00288 18.706 ± 0.176 % 88.881 ± 0.173 % + 131 2.2623 ± 0.0220 0.14884 ± 0.00415 0.18749 ± 0.00288 18.754 ± 0.175 % 88.849 ± 0.172 % + 132 2.2612 ± 0.0219 0.15041 ± 0.00415 0.18865 ± 0.00287 18.818 ± 0.174 % 88.818 ± 0.172 % + 133 2.2541 ± 0.0217 0.15030 ± 0.00414 0.18904 ± 0.00287 18.846 ± 0.173 % 88.816 ± 0.171 % + 134 2.2604 ± 0.0216 0.14915 ± 0.00411 0.18813 ± 0.00285 18.789 ± 0.173 % 88.821 ± 0.170 % + 135 2.2781 ± 0.0218 0.14850 ± 0.00409 0.18719 ± 0.00283 18.733 ± 0.172 % 88.810 ± 0.170 % + 136 2.2700 ± 0.0217 0.14815 ± 0.00407 0.18687 ± 0.00281 18.726 ± 0.171 % 88.841 ± 0.169 % + 137 2.2653 ± 0.0215 0.14880 ± 0.00406 0.18722 ± 0.00281 18.754 ± 0.171 % 88.831 ± 0.169 % + 138 2.2610 ± 0.0214 0.14912 ± 0.00404 0.18734 ± 0.00280 18.782 ± 0.170 % 88.826 ± 0.168 % + 139 2.2585 ± 0.0212 0.15027 ± 0.00403 0.18805 ± 0.00279 18.822 ± 0.170 % 88.797 ± 0.168 % + 140 2.2659 ± 0.0213 0.15096 ± 0.00403 0.18863 ± 0.00278 18.838 ± 0.169 % 88.754 ± 0.167 % + 141 2.2643 ± 0.0212 0.15056 ± 0.00401 0.18824 ± 0.00276 18.818 ± 0.168 % 88.767 ± 0.167 % + 142 2.2633 ± 0.0211 0.15051 ± 0.00399 0.18779 ± 0.00275 18.797 ± 0.167 % 88.771 ± 0.166 % + 143 2.2648 ± 0.0210 0.14981 ± 0.00397 0.18700 ± 0.00273 18.751 ± 0.167 % 88.800 ± 0.165 % + 144 2.2645 ± 0.0210 0.14913 ± 0.00394 0.18598 ± 0.00272 18.696 ± 0.166 % 88.837 ± 0.164 % + 145 2.2677 ± 0.0209 0.14832 ± 0.00392 0.18503 ± 0.00270 18.638 ± 0.166 % 88.860 ± 0.164 % + 146 2.2677 ± 0.0209 0.14734 ± 0.00390 0.18432 ± 0.00269 18.600 ± 0.165 % 88.891 ± 0.163 % + 147 2.2589 ± 0.0207 0.14695 ± 0.00388 0.18355 ± 0.00267 18.573 ± 0.165 % 88.942 ± 0.162 % + 148 2.2535 ± 0.0205 0.14680 ± 0.00386 0.18344 ± 0.00266 18.573 ± 0.164 % 88.956 ± 0.161 % + 149 2.2488 ± 0.0204 0.14681 ± 0.00385 0.18355 ± 0.00266 18.590 ± 0.163 % 88.970 ± 0.161 % + 150 2.2497 ± 0.0203 0.14704 ± 0.00384 0.18371 ± 0.00264 18.597 ± 0.163 % 88.941 ± 0.160 % + 151 2.2509 ± 0.0202 0.14728 ± 0.00383 0.18352 ± 0.00263 18.572 ± 0.162 % 88.957 ± 0.160 % + 152 2.2485 ± 0.0201 0.14783 ± 0.00383 0.18343 ± 0.00262 18.567 ± 0.161 % 88.950 ± 0.159 % + 153 2.2469 ± 0.0200 0.14810 ± 0.00382 0.18355 ± 0.00261 18.573 ± 0.161 % 88.927 ± 0.159 % + 154 2.2438 ± 0.0199 0.14816 ± 0.00380 0.18335 ± 0.00260 18.563 ± 0.160 % 88.956 ± 0.158 % + 155 2.2414 ± 0.0198 0.14765 ± 0.00378 0.18300 ± 0.00258 18.541 ± 0.159 % 88.949 ± 0.158 % + 156 2.2438 ± 0.0197 0.14716 ± 0.00377 0.18271 ± 0.00257 18.517 ± 0.159 % 88.959 ± 0.157 % + 157 2.2477 ± 0.0197 0.14676 ± 0.00375 0.18215 ± 0.00256 18.483 ± 0.158 % 88.967 ± 0.157 % + 158 2.2461 ± 0.0196 0.14600 ± 0.00373 0.18168 ± 0.00254 18.461 ± 0.158 % 88.963 ± 0.156 % + 159 2.2496 ± 0.0196 0.14558 ± 0.00372 0.18148 ± 0.00253 18.448 ± 0.157 % 88.946 ± 0.156 % + 160 2.2497 ± 0.0195 0.14500 ± 0.00370 0.18100 ± 0.00252 18.414 ± 0.156 % 88.961 ± 0.155 % + 161 2.2483 ± 0.0195 0.14547 ± 0.00369 0.18124 ± 0.00251 18.438 ± 0.156 % 88.959 ± 0.155 % + 162 2.2526 ± 0.0195 0.14551 ± 0.00368 0.18132 ± 0.00250 18.433 ± 0.155 % 88.942 ± 0.154 % + 163 2.2545 ± 0.0194 0.14606 ± 0.00367 0.18140 ± 0.00250 18.444 ± 0.155 % 88.931 ± 0.154 % + 164 2.2680 ± 0.0196 0.14557 ± 0.00366 0.18094 ± 0.00248 18.402 ± 0.154 % 88.922 ± 0.153 % + 165 2.2614 ± 0.0194 0.14570 ± 0.00364 0.18113 ± 0.00248 18.424 ± 0.154 % 88.951 ± 0.153 % + 166 2.2681 ± 0.0194 0.14668 ± 0.00363 0.18179 ± 0.00247 18.448 ± 0.153 % 88.906 ± 0.153 % + 167 2.2697 ± 0.0194 0.14737 ± 0.00363 0.18233 ± 0.00247 18.477 ± 0.153 % 88.876 ± 0.152 % + 168 2.2722 ± 0.0194 0.14756 ± 0.00362 0.18288 ± 0.00246 18.496 ± 0.152 % 88.845 ± 0.152 % + 169 2.2793 ± 0.0194 0.14785 ± 0.00361 0.18311 ± 0.00245 18.502 ± 0.152 % 88.813 ± 0.152 % + 170 2.2902 ± 0.0195 0.14753 ± 0.00360 0.18278 ± 0.00244 18.476 ± 0.151 % 88.800 ± 0.151 % + 171 2.3008 ± 0.0196 0.14780 ± 0.00359 0.18261 ± 0.00242 18.452 ± 0.150 % 88.758 ± 0.151 % + 172 2.3161 ± 0.0197 0.14755 ± 0.00357 0.18241 ± 0.00241 18.415 ± 0.150 % 88.705 ± 0.151 % + 173 2.3291 ± 0.0198 0.14719 ± 0.00356 0.18187 ± 0.00240 18.372 ± 0.150 % 88.691 ± 0.151 % + 174 2.3195 ± 0.0197 0.14666 ± 0.00354 0.18125 ± 0.00239 18.346 ± 0.149 % 88.738 ± 0.150 % + 175 2.3116 ± 0.0195 0.14665 ± 0.00352 0.18105 ± 0.00238 18.349 ± 0.149 % 88.766 ± 0.149 % + 176 2.3095 ± 0.0194 0.14701 ± 0.00352 0.18129 ± 0.00238 18.353 ± 0.148 % 88.772 ± 0.149 % + 177 2.3073 ± 0.0194 0.14690 ± 0.00350 0.18107 ± 0.00237 18.344 ± 0.148 % 88.791 ± 0.148 % + 178 2.3054 ± 0.0193 0.14741 ± 0.00350 0.18140 ± 0.00237 18.359 ± 0.148 % 88.799 ± 0.148 % + 179 2.2995 ± 0.0192 0.14767 ± 0.00349 0.18159 ± 0.00236 18.385 ± 0.147 % 88.814 ± 0.148 % + 180 2.2927 ± 0.0190 0.14781 ± 0.00348 0.18147 ± 0.00236 18.390 ± 0.147 % 88.841 ± 0.147 % + 181 2.2877 ± 0.0189 0.14803 ± 0.00347 0.18176 ± 0.00236 18.414 ± 0.147 % 88.855 ± 0.146 % + 182 2.2843 ± 0.0188 0.14879 ± 0.00346 0.18233 ± 0.00236 18.459 ± 0.146 % 88.843 ± 0.146 % + 183 2.2988 ± 0.0189 0.14812 ± 0.00344 0.18164 ± 0.00234 18.418 ± 0.146 % 88.852 ± 0.146 % + 184 2.3109 ± 0.0190 0.14767 ± 0.00343 0.18102 ± 0.00233 18.375 ± 0.146 % 88.851 ± 0.145 % + 185 2.3257 ± 0.0192 0.14709 ± 0.00341 0.18049 ± 0.00232 18.332 ± 0.145 % 88.848 ± 0.145 % + 186 2.3386 ± 0.0193 0.14642 ± 0.00340 0.17989 ± 0.00231 18.292 ± 0.145 % 88.861 ± 0.144 % + 187 2.3499 ± 0.0194 0.14589 ± 0.00338 0.17937 ± 0.00230 18.254 ± 0.144 % 88.837 ± 0.144 % + 188 2.3664 ± 0.0196 0.14537 ± 0.00337 0.17890 ± 0.00229 18.216 ± 0.144 % 88.817 ± 0.144 % + 189 2.3816 ± 0.0197 0.14488 ± 0.00336 0.17833 ± 0.00227 18.176 ± 0.144 % 88.814 ± 0.144 % + 190 2.3950 ± 0.0199 0.14433 ± 0.00334 0.17775 ± 0.00226 18.136 ± 0.143 % 88.826 ± 0.143 % + 191 2.4037 ± 0.0199 0.14385 ± 0.00333 0.17727 ± 0.00225 18.098 ± 0.143 % 88.827 ± 0.143 % + 192 2.4078 ± 0.0199 0.14328 ± 0.00332 0.17667 ± 0.00224 18.060 ± 0.142 % 88.821 ± 0.142 % + 193 2.4162 ± 0.0200 0.14254 ± 0.00330 0.17610 ± 0.00223 18.021 ± 0.142 % 88.841 ± 0.142 % + 194 2.4208 ± 0.0200 0.14202 ± 0.00329 0.17548 ± 0.00222 17.982 ± 0.142 % 88.834 ± 0.142 % + 195 2.4158 ± 0.0198 0.14236 ± 0.00329 0.17563 ± 0.00221 17.994 ± 0.141 % 88.837 ± 0.141 % + 196 2.4181 ± 0.0198 0.14314 ± 0.00329 0.17627 ± 0.00221 18.016 ± 0.141 % 88.810 ± 0.141 % + 197 2.4214 ± 0.0198 0.14339 ± 0.00328 0.17647 ± 0.00221 18.017 ± 0.140 % 88.807 ± 0.141 % + 198 2.4313 ± 0.0199 0.14318 ± 0.00327 0.17624 ± 0.00220 17.993 ± 0.140 % 88.794 ± 0.140 % + 199 2.4398 ± 0.0199 0.14251 ± 0.00326 0.17593 ± 0.00219 17.966 ± 0.140 % 88.793 ± 0.140 % + 200 2.4423 ± 0.0199 0.14219 ± 0.00325 0.17569 ± 0.00218 17.940 ± 0.139 % 88.790 ± 0.140 % + 201 2.4461 ± 0.0199 0.14200 ± 0.00324 0.17553 ± 0.00218 17.926 ± 0.139 % 88.787 ± 0.139 % + 202 2.4477 ± 0.0199 0.14157 ± 0.00323 0.17496 ± 0.00217 17.891 ± 0.139 % 88.791 ± 0.139 % + 203 2.4581 ± 0.0200 0.14153 ± 0.00322 0.17481 ± 0.00216 17.875 ± 0.138 % 88.780 ± 0.139 % + 204 2.4520 ± 0.0198 0.14142 ± 0.00321 0.17462 ± 0.00215 17.861 ± 0.138 % 88.804 ± 0.138 % + 205 2.4577 ± 0.0198 0.14068 ± 0.00320 0.17418 ± 0.00215 17.835 ± 0.137 % 88.811 ± 0.138 % + 206 2.4575 ± 0.0198 0.14046 ± 0.00319 0.17384 ± 0.00214 17.812 ± 0.137 % 88.806 ± 0.138 % + 207 2.4601 ± 0.0198 0.14036 ± 0.00318 0.17373 ± 0.00213 17.795 ± 0.137 % 88.798 ± 0.137 % + 208 2.4632 ± 0.0197 0.14017 ± 0.00317 0.17335 ± 0.00212 17.768 ± 0.136 % 88.808 ± 0.137 % + 209 2.4619 ± 0.0197 0.14083 ± 0.00317 0.17387 ± 0.00212 17.796 ± 0.136 % 88.796 ± 0.137 % + 210 2.4665 ± 0.0197 0.14050 ± 0.00315 0.17346 ± 0.00211 17.767 ± 0.135 % 88.773 ± 0.136 % + 211 2.4656 ± 0.0196 0.14096 ± 0.00315 0.17376 ± 0.00210 17.785 ± 0.135 % 88.741 ± 0.136 % + 212 2.4657 ± 0.0195 0.14092 ± 0.00313 0.17349 ± 0.00210 17.758 ± 0.135 % 88.746 ± 0.136 % + 213 2.4656 ± 0.0195 0.14037 ± 0.00313 0.17327 ± 0.00209 17.748 ± 0.134 % 88.751 ± 0.136 % + 214 2.4684 ± 0.0195 0.14041 ± 0.00312 0.17341 ± 0.00208 17.753 ± 0.134 % 88.717 ± 0.135 % + 215 2.4647 ± 0.0194 0.14063 ± 0.00313 0.17398 ± 0.00209 17.777 ± 0.134 % 88.713 ± 0.135 % + 216 2.4644 ± 0.0194 0.14131 ± 0.00312 0.17441 ± 0.00209 17.790 ± 0.133 % 88.700 ± 0.135 % + 217 2.4632 ± 0.0193 0.14197 ± 0.00312 0.17496 ± 0.00208 17.824 ± 0.133 % 88.680 ± 0.135 % + 218 2.4602 ± 0.0192 0.14199 ± 0.00311 0.17482 ± 0.00208 17.819 ± 0.133 % 88.683 ± 0.134 % + 219 2.4569 ± 0.0191 0.14189 ± 0.00311 0.17508 ± 0.00207 17.825 ± 0.132 % 88.685 ± 0.134 % + 220 2.4565 ± 0.0191 0.14212 ± 0.00311 0.17511 ± 0.00207 17.819 ± 0.132 % 88.690 ± 0.134 % + 221 2.4576 ± 0.0190 0.14205 ± 0.00310 0.17479 ± 0.00206 17.796 ± 0.131 % 88.679 ± 0.133 % + 222 2.4589 ± 0.0190 0.14167 ± 0.00310 0.17434 ± 0.00205 17.769 ± 0.131 % 88.688 ± 0.133 % + 223 2.4583 ± 0.0189 0.14165 ± 0.00309 0.17423 ± 0.00204 17.761 ± 0.131 % 88.677 ± 0.133 % + 224 2.4582 ± 0.0189 0.14147 ± 0.00308 0.17399 ± 0.00204 17.745 ± 0.130 % 88.687 ± 0.133 % + 225 2.4549 ± 0.0188 0.14105 ± 0.00307 0.17424 ± 0.00203 17.759 ± 0.130 % 88.681 ± 0.132 % + 226 2.4603 ± 0.0188 0.14114 ± 0.00306 0.17391 ± 0.00203 17.730 ± 0.130 % 88.685 ± 0.132 % + 227 2.4660 ± 0.0188 0.14078 ± 0.00305 0.17347 ± 0.00202 17.699 ± 0.129 % 88.683 ± 0.132 % + 228 2.4583 ± 0.0187 0.14058 ± 0.00304 0.17305 ± 0.00201 17.686 ± 0.129 % 88.710 ± 0.131 % + 229 2.4578 ± 0.0187 0.14107 ± 0.00304 0.17329 ± 0.00201 17.703 ± 0.129 % 88.705 ± 0.131 % + 230 2.4582 ± 0.0187 0.14129 ± 0.00304 0.17334 ± 0.00200 17.703 ± 0.129 % 88.709 ± 0.131 % + 231 2.4580 ± 0.0186 0.14130 ± 0.00304 0.17347 ± 0.00200 17.710 ± 0.128 % 88.712 ± 0.130 % + 232 2.4640 ± 0.0187 0.14139 ± 0.00303 0.17344 ± 0.00199 17.695 ± 0.128 % 88.698 ± 0.130 % + 233 2.4710 ± 0.0187 0.14123 ± 0.00302 0.17323 ± 0.00199 17.671 ± 0.128 % 88.685 ± 0.130 % + 234 2.4717 ± 0.0187 0.14180 ± 0.00301 0.17369 ± 0.00198 17.696 ± 0.127 % 88.668 ± 0.130 % + 235 2.4638 ± 0.0185 0.14158 ± 0.00300 0.17334 ± 0.00198 17.690 ± 0.127 % 88.699 ± 0.129 % + 236 2.4609 ± 0.0185 0.14190 ± 0.00301 0.17394 ± 0.00198 17.728 ± 0.127 % 88.694 ± 0.129 % + 237 2.4582 ± 0.0184 0.14209 ± 0.00300 0.17429 ± 0.00198 17.754 ± 0.127 % 88.687 ± 0.129 % + 238 2.4559 ± 0.0183 0.14254 ± 0.00300 0.17485 ± 0.00198 17.783 ± 0.126 % 88.680 ± 0.129 % + 239 2.4548 ± 0.0183 0.14317 ± 0.00300 0.17536 ± 0.00198 17.818 ± 0.126 % 88.672 ± 0.128 % + 240 2.4528 ± 0.0182 0.14370 ± 0.00299 0.17586 ± 0.00197 17.844 ± 0.126 % 88.655 ± 0.128 % + 241 2.4534 ± 0.0182 0.14424 ± 0.00300 0.17652 ± 0.00197 17.882 ± 0.126 % 88.639 ± 0.128 % + 242 2.4565 ± 0.0182 0.14486 ± 0.00299 0.17711 ± 0.00197 17.900 ± 0.125 % 88.608 ± 0.128 % + 243 2.4539 ± 0.0181 0.14516 ± 0.00299 0.17767 ± 0.00197 17.941 ± 0.125 % 88.581 ± 0.128 % + 244 2.4590 ± 0.0181 0.14557 ± 0.00299 0.17819 ± 0.00197 17.962 ± 0.125 % 88.541 ± 0.128 % + 245 2.4642 ± 0.0181 0.14604 ± 0.00299 0.17860 ± 0.00196 17.974 ± 0.124 % 88.499 ± 0.128 % + 246 2.4673 ± 0.0181 0.14686 ± 0.00299 0.17955 ± 0.00197 18.017 ± 0.124 % 88.463 ± 0.128 % + 247 2.4722 ± 0.0181 0.14715 ± 0.00299 0.17967 ± 0.00196 18.013 ± 0.124 % 88.445 ± 0.127 % + 248 2.4819 ± 0.0182 0.14684 ± 0.00298 0.17942 ± 0.00195 17.985 ± 0.124 % 88.433 ± 0.127 % + 249 2.4851 ± 0.0182 0.14744 ± 0.00298 0.17999 ± 0.00195 18.008 ± 0.123 % 88.386 ± 0.127 % + 250 2.4864 ± 0.0182 0.14711 ± 0.00297 0.17971 ± 0.00194 17.986 ± 0.123 % 88.381 ± 0.127 % + 251 2.4811 ± 0.0181 0.14706 ± 0.00296 0.17952 ± 0.00194 17.983 ± 0.123 % 88.407 ± 0.127 % + 252 2.4751 ± 0.0180 0.14678 ± 0.00295 0.17921 ± 0.00194 17.978 ± 0.123 % 88.430 ± 0.126 % + 253 2.4683 ± 0.0179 0.14633 ± 0.00294 0.17876 ± 0.00193 17.957 ± 0.122 % 88.460 ± 0.126 % + 254 2.4647 ± 0.0178 0.14608 ± 0.00293 0.17845 ± 0.00192 17.950 ± 0.122 % 88.479 ± 0.125 % + 255 2.4626 ± 0.0177 0.14618 ± 0.00293 0.17860 ± 0.00192 17.956 ± 0.122 % 88.469 ± 0.125 % + 256 2.4627 ± 0.0177 0.14610 ± 0.00292 0.17862 ± 0.00192 17.949 ± 0.122 % 88.456 ± 0.125 % + 257 2.4639 ± 0.0177 0.14625 ± 0.00292 0.17894 ± 0.00191 17.958 ± 0.121 % 88.444 ± 0.125 % + 258 2.4643 ± 0.0176 0.14623 ± 0.00292 0.17882 ± 0.00191 17.950 ± 0.121 % 88.436 ± 0.125 % + 259 2.4634 ± 0.0176 0.14626 ± 0.00291 0.17896 ± 0.00191 17.952 ± 0.121 % 88.444 ± 0.124 % + 260 2.4597 ± 0.0175 0.14621 ± 0.00291 0.17904 ± 0.00190 17.960 ± 0.120 % 88.448 ± 0.124 % + 261 2.4581 ± 0.0175 0.14660 ± 0.00291 0.17920 ± 0.00190 17.971 ± 0.120 % 88.456 ± 0.124 % + 262 2.4540 ± 0.0174 0.14651 ± 0.00290 0.17910 ± 0.00190 17.967 ± 0.120 % 88.470 ± 0.124 % + 263 2.4508 ± 0.0173 0.14654 ± 0.00289 0.17913 ± 0.00189 17.975 ± 0.120 % 88.475 ± 0.123 % + 264 2.4477 ± 0.0173 0.14668 ± 0.00289 0.17917 ± 0.00189 17.984 ± 0.119 % 88.480 ± 0.123 % + 265 2.4457 ± 0.0172 0.14614 ± 0.00288 0.17913 ± 0.00188 17.981 ± 0.119 % 88.491 ± 0.123 % + 266 2.4442 ± 0.0172 0.14600 ± 0.00288 0.17921 ± 0.00188 17.993 ± 0.119 % 88.499 ± 0.122 % + 267 2.4411 ± 0.0171 0.14595 ± 0.00288 0.17921 ± 0.00188 17.999 ± 0.119 % 88.498 ± 0.122 % + 268 2.4388 ± 0.0170 0.14577 ± 0.00287 0.17911 ± 0.00187 17.998 ± 0.118 % 88.500 ± 0.122 % + 269 2.4371 ± 0.0170 0.14618 ± 0.00287 0.17971 ± 0.00187 18.043 ± 0.118 % 88.477 ± 0.122 % + 270 2.4366 ± 0.0169 0.14629 ± 0.00287 0.18005 ± 0.00187 18.059 ± 0.118 % 88.462 ± 0.122 % + 271 2.4345 ± 0.0169 0.14618 ± 0.00286 0.18015 ± 0.00187 18.062 ± 0.118 % 88.455 ± 0.122 % + 272 2.4341 ± 0.0168 0.14586 ± 0.00285 0.17984 ± 0.00186 18.046 ± 0.118 % 88.463 ± 0.121 % + 273 2.4324 ± 0.0168 0.14558 ± 0.00285 0.17979 ± 0.00186 18.047 ± 0.117 % 88.464 ± 0.121 % + 274 2.4317 ± 0.0168 0.14547 ± 0.00284 0.17957 ± 0.00185 18.034 ± 0.117 % 88.484 ± 0.121 % + 275 2.4273 ± 0.0167 0.14504 ± 0.00283 0.17934 ± 0.00185 18.021 ± 0.117 % 88.495 ± 0.120 % + 276 2.4249 ± 0.0166 0.14468 ± 0.00283 0.17940 ± 0.00185 18.026 ± 0.117 % 88.490 ± 0.120 % + 277 2.4204 ± 0.0166 0.14478 ± 0.00283 0.17956 ± 0.00185 18.041 ± 0.116 % 88.496 ± 0.120 % + 278 2.4164 ± 0.0165 0.14499 ± 0.00282 0.17979 ± 0.00184 18.057 ± 0.116 % 88.502 ± 0.120 % + 279 2.4126 ± 0.0164 0.14473 ± 0.00282 0.17997 ± 0.00185 18.068 ± 0.116 % 88.507 ± 0.120 % + 280 2.4124 ± 0.0164 0.14442 ± 0.00281 0.17971 ± 0.00184 18.058 ± 0.116 % 88.507 ± 0.119 % + 281 2.4159 ± 0.0164 0.14419 ± 0.00281 0.17952 ± 0.00184 18.044 ± 0.116 % 88.505 ± 0.119 % + 282 2.4213 ± 0.0164 0.14394 ± 0.00280 0.17923 ± 0.00183 18.021 ± 0.115 % 88.502 ± 0.119 % + 283 2.4285 ± 0.0165 0.14347 ± 0.00279 0.17904 ± 0.00182 18.000 ± 0.115 % 88.493 ± 0.119 % + 284 2.4375 ± 0.0165 0.14331 ± 0.00279 0.17876 ± 0.00182 17.980 ± 0.115 % 88.482 ± 0.119 % + 285 2.4430 ± 0.0166 0.14314 ± 0.00278 0.17875 ± 0.00181 17.970 ± 0.115 % 88.477 ± 0.118 % + 286 2.4491 ± 0.0166 0.14315 ± 0.00278 0.17866 ± 0.00181 17.956 ± 0.115 % 88.460 ± 0.118 % + 287 2.4560 ± 0.0166 0.14303 ± 0.00277 0.17848 ± 0.00180 17.934 ± 0.114 % 88.447 ± 0.118 % + 288 2.4619 ± 0.0167 0.14283 ± 0.00276 0.17823 ± 0.00180 17.918 ± 0.114 % 88.442 ± 0.118 % + 289 2.4685 ± 0.0167 0.14244 ± 0.00276 0.17786 ± 0.00179 17.894 ± 0.114 % 88.448 ± 0.118 % + 290 2.4655 ± 0.0167 0.14213 ± 0.00275 0.17775 ± 0.00179 17.893 ± 0.114 % 88.456 ± 0.118 % + 291 2.4662 ± 0.0166 0.14209 ± 0.00275 0.17761 ± 0.00178 17.884 ± 0.113 % 88.447 ± 0.117 % + 292 2.4685 ± 0.0166 0.14189 ± 0.00274 0.17743 ± 0.00178 17.868 ± 0.113 % 88.447 ± 0.117 % + 293 2.4713 ± 0.0166 0.14158 ± 0.00273 0.17715 ± 0.00177 17.848 ± 0.113 % 88.452 ± 0.117 % + 294 2.4657 ± 0.0165 0.14154 ± 0.00273 0.17714 ± 0.00177 17.855 ± 0.113 % 88.473 ± 0.117 % + 295 2.4643 ± 0.0165 0.14189 ± 0.00273 0.17758 ± 0.00177 17.870 ± 0.113 % 88.452 ± 0.117 % + 296 2.4676 ± 0.0165 0.14155 ± 0.00272 0.17773 ± 0.00177 17.870 ± 0.112 % 88.419 ± 0.116 % + 297 2.4678 ± 0.0165 0.14167 ± 0.00272 0.17786 ± 0.00176 17.873 ± 0.112 % 88.425 ± 0.116 % + 298 2.4695 ± 0.0164 0.14149 ± 0.00272 0.17787 ± 0.00176 17.866 ± 0.112 % 88.418 ± 0.116 % + 299 2.4727 ± 0.0164 0.14131 ± 0.00271 0.17776 ± 0.00176 17.853 ± 0.112 % 88.398 ± 0.116 % + 300 2.4724 ± 0.0164 0.14138 ± 0.00270 0.17787 ± 0.00175 17.849 ± 0.111 % 88.393 ± 0.116 % + 301 2.4737 ± 0.0164 0.14159 ± 0.00270 0.17793 ± 0.00175 17.844 ± 0.111 % 88.380 ± 0.116 % + 302 2.4769 ± 0.0164 0.14174 ± 0.00269 0.17787 ± 0.00174 17.838 ± 0.111 % 88.352 ± 0.116 % + 303 2.4738 ± 0.0163 0.14177 ± 0.00269 0.17809 ± 0.00174 17.851 ± 0.111 % 88.352 ± 0.115 % + 304 2.4714 ± 0.0163 0.14176 ± 0.00269 0.17810 ± 0.00174 17.855 ± 0.110 % 88.355 ± 0.115 % + 305 2.4714 ± 0.0162 0.14179 ± 0.00268 0.17813 ± 0.00174 17.847 ± 0.110 % 88.351 ± 0.115 % + 306 2.4709 ± 0.0162 0.14173 ± 0.00268 0.17818 ± 0.00173 17.843 ± 0.110 % 88.346 ± 0.115 % + 307 2.4733 ± 0.0162 0.14192 ± 0.00267 0.17824 ± 0.00173 17.845 ± 0.110 % 88.341 ± 0.115 % + 308 2.4708 ± 0.0161 0.14240 ± 0.00267 0.17870 ± 0.00173 17.889 ± 0.110 % 88.337 ± 0.115 % + 309 2.4733 ± 0.0161 0.14277 ± 0.00267 0.17867 ± 0.00172 17.885 ± 0.109 % 88.327 ± 0.114 % + 310 2.4738 ± 0.0161 0.14252 ± 0.00266 0.17876 ± 0.00173 17.883 ± 0.109 % 88.319 ± 0.114 % + 311 2.4736 ± 0.0161 0.14207 ± 0.00266 0.17832 ± 0.00172 17.858 ± 0.109 % 88.339 ± 0.114 % + 312 2.4694 ± 0.0160 0.14212 ± 0.00265 0.17814 ± 0.00172 17.857 ± 0.109 % 88.358 ± 0.114 % + 313 2.4661 ± 0.0160 0.14236 ± 0.00265 0.17844 ± 0.00172 17.870 ± 0.109 % 88.367 ± 0.113 % + 314 2.4630 ± 0.0159 0.14268 ± 0.00264 0.17879 ± 0.00172 17.895 ± 0.109 % 88.361 ± 0.113 % + 315 2.4595 ± 0.0159 0.14288 ± 0.00264 0.17897 ± 0.00172 17.905 ± 0.109 % 88.373 ± 0.113 % + 316 2.4589 ± 0.0158 0.14344 ± 0.00264 0.17954 ± 0.00172 17.930 ± 0.109 % 88.348 ± 0.113 % + 317 2.4561 ± 0.0158 0.14373 ± 0.00264 0.17983 ± 0.00172 17.949 ± 0.108 % 88.350 ± 0.113 % + 318 2.4534 ± 0.0157 0.14373 ± 0.00264 0.17996 ± 0.00172 17.954 ± 0.108 % 88.351 ± 0.113 % + 319 2.4537 ± 0.0157 0.14402 ± 0.00263 0.18038 ± 0.00171 17.976 ± 0.108 % 88.334 ± 0.113 % + 320 2.4541 ± 0.0157 0.14408 ± 0.00263 0.18051 ± 0.00171 17.972 ± 0.108 % 88.321 ± 0.112 % + 321 2.4508 ± 0.0156 0.14427 ± 0.00263 0.18072 ± 0.00171 17.993 ± 0.108 % 88.320 ± 0.112 % + 322 2.4474 ± 0.0156 0.14405 ± 0.00262 0.18073 ± 0.00171 17.991 ± 0.107 % 88.324 ± 0.112 % + 323 2.4472 ± 0.0155 0.14420 ± 0.00262 0.18111 ± 0.00171 17.996 ± 0.107 % 88.319 ± 0.112 % + 324 2.4446 ± 0.0155 0.14444 ± 0.00262 0.18148 ± 0.00171 18.010 ± 0.107 % 88.318 ± 0.112 % + 325 2.4464 ± 0.0155 0.14434 ± 0.00262 0.18192 ± 0.00171 18.016 ± 0.107 % 88.294 ± 0.112 % + 326 2.4438 ± 0.0154 0.14415 ± 0.00262 0.18204 ± 0.00171 18.022 ± 0.107 % 88.289 ± 0.112 % + 327 2.4433 ± 0.0154 0.14385 ± 0.00261 0.18215 ± 0.00171 18.018 ± 0.107 % 88.287 ± 0.111 % + 328 2.4423 ± 0.0154 0.14418 ± 0.00261 0.18241 ± 0.00170 18.032 ± 0.106 % 88.278 ± 0.111 % + 329 2.4415 ± 0.0153 0.14424 ± 0.00261 0.18259 ± 0.00170 18.041 ± 0.106 % 88.270 ± 0.111 % + 330 2.4401 ± 0.0153 0.14395 ± 0.00261 0.18260 ± 0.00170 18.037 ± 0.106 % 88.272 ± 0.111 % + 331 2.4427 ± 0.0153 0.14389 ± 0.00260 0.18246 ± 0.00169 18.027 ± 0.106 % 88.274 ± 0.111 % + 332 2.4374 ± 0.0152 0.14371 ± 0.00260 0.18234 ± 0.00169 18.026 ± 0.106 % 88.294 ± 0.110 % + 333 2.4387 ± 0.0152 0.14390 ± 0.00259 0.18252 ± 0.00169 18.038 ± 0.105 % 88.292 ± 0.110 % + 334 2.4410 ± 0.0152 0.14408 ± 0.00259 0.18247 ± 0.00169 18.035 ± 0.105 % 88.282 ± 0.110 % + 335 2.4429 ± 0.0152 0.14400 ± 0.00258 0.18235 ± 0.00168 18.025 ± 0.105 % 88.272 ± 0.110 % + 336 2.4464 ± 0.0152 0.14392 ± 0.00258 0.18215 ± 0.00168 18.010 ± 0.105 % 88.266 ± 0.110 % + 337 2.4462 ± 0.0152 0.14384 ± 0.00257 0.18205 ± 0.00168 18.012 ± 0.105 % 88.267 ± 0.110 % + 338 2.4470 ± 0.0152 0.14389 ± 0.00257 0.18205 ± 0.00167 18.012 ± 0.105 % 88.263 ± 0.110 % + 339 2.4475 ± 0.0151 0.14362 ± 0.00256 0.18170 ± 0.00167 17.992 ± 0.104 % 88.278 ± 0.109 % + 340 2.4483 ± 0.0151 0.14345 ± 0.00256 0.18145 ± 0.00167 17.977 ± 0.104 % 88.288 ± 0.109 % + 341 2.4481 ± 0.0151 0.14334 ± 0.00255 0.18127 ± 0.00166 17.966 ± 0.104 % 88.288 ± 0.109 % + 342 2.4537 ± 0.0151 0.14315 ± 0.00255 0.18109 ± 0.00166 17.948 ± 0.104 % 88.275 ± 0.109 % + 343 2.4551 ± 0.0151 0.14292 ± 0.00254 0.18085 ± 0.00165 17.931 ± 0.104 % 88.282 ± 0.109 % + 344 2.4558 ± 0.0151 0.14301 ± 0.00254 0.18077 ± 0.00165 17.931 ± 0.103 % 88.285 ± 0.109 % + 345 2.4591 ± 0.0151 0.14323 ± 0.00253 0.18098 ± 0.00165 17.938 ± 0.103 % 88.274 ± 0.108 % + 346 2.4640 ± 0.0151 0.14309 ± 0.00253 0.18076 ± 0.00164 17.923 ± 0.103 % 88.259 ± 0.108 % + 347 2.4678 ± 0.0151 0.14283 ± 0.00252 0.18053 ± 0.00164 17.908 ± 0.103 % 88.265 ± 0.108 % + 348 2.4656 ± 0.0151 0.14278 ± 0.00252 0.18034 ± 0.00164 17.904 ± 0.103 % 88.283 ± 0.108 % + 349 2.4657 ± 0.0151 0.14286 ± 0.00252 0.18095 ± 0.00164 17.927 ± 0.103 % 88.258 ± 0.108 % + 350 2.4654 ± 0.0150 0.14275 ± 0.00252 0.18116 ± 0.00163 17.936 ± 0.102 % 88.245 ± 0.108 % + 351 2.4632 ± 0.0150 0.14276 ± 0.00252 0.18132 ± 0.00163 17.948 ± 0.102 % 88.249 ± 0.108 % + 352 2.4592 ± 0.0149 0.14270 ± 0.00251 0.18124 ± 0.00163 17.951 ± 0.102 % 88.265 ± 0.107 % + 353 2.4552 ± 0.0149 0.14251 ± 0.00251 0.18105 ± 0.00163 17.946 ± 0.102 % 88.279 ± 0.107 % + 354 2.4523 ± 0.0148 0.14243 ± 0.00250 0.18108 ± 0.00162 17.953 ± 0.102 % 88.280 ± 0.107 % + 355 2.4481 ± 0.0148 0.14255 ± 0.00250 0.18111 ± 0.00163 17.959 ± 0.102 % 88.293 ± 0.107 % + 356 2.4453 ± 0.0147 0.14297 ± 0.00250 0.18148 ± 0.00163 17.983 ± 0.102 % 88.297 ± 0.107 % + 357 2.4432 ± 0.0147 0.14339 ± 0.00250 0.18173 ± 0.00163 17.996 ± 0.102 % 88.301 ± 0.107 % + 358 2.4410 ± 0.0146 0.14395 ± 0.00250 0.18231 ± 0.00163 18.027 ± 0.102 % 88.298 ± 0.106 % + 359 2.4385 ± 0.0146 0.14424 ± 0.00250 0.18276 ± 0.00164 18.055 ± 0.102 % 88.294 ± 0.106 % + 360 2.4353 ± 0.0146 0.14440 ± 0.00250 0.18288 ± 0.00164 18.067 ± 0.102 % 88.303 ± 0.106 % + 361 2.4328 ± 0.0145 0.14449 ± 0.00250 0.18322 ± 0.00164 18.070 ± 0.101 % 88.305 ± 0.106 % + 362 2.4289 ± 0.0145 0.14454 ± 0.00250 0.18334 ± 0.00164 18.085 ± 0.101 % 88.311 ± 0.106 % + 363 2.4261 ± 0.0144 0.14508 ± 0.00250 0.18369 ± 0.00164 18.114 ± 0.101 % 88.312 ± 0.106 % + 364 2.4236 ± 0.0144 0.14526 ± 0.00249 0.18395 ± 0.00164 18.127 ± 0.101 % 88.314 ± 0.105 % + 365 2.4205 ± 0.0143 0.14542 ± 0.00249 0.18436 ± 0.00165 18.148 ± 0.101 % 88.316 ± 0.105 % + 366 2.4168 ± 0.0143 0.14554 ± 0.00249 0.18453 ± 0.00165 18.162 ± 0.101 % 88.326 ± 0.105 % + 367 2.4126 ± 0.0142 0.14558 ± 0.00249 0.18435 ± 0.00164 18.158 ± 0.101 % 88.347 ± 0.105 % + 368 2.4101 ± 0.0142 0.14563 ± 0.00249 0.18470 ± 0.00165 18.180 ± 0.101 % 88.348 ± 0.105 % + 369 2.4071 ± 0.0141 0.14576 ± 0.00248 0.18488 ± 0.00165 18.193 ± 0.101 % 88.354 ± 0.105 % + 370 2.4035 ± 0.0141 0.14602 ± 0.00248 0.18499 ± 0.00165 18.207 ± 0.101 % 88.362 ± 0.104 % + 371 2.4009 ± 0.0140 0.14624 ± 0.00248 0.18534 ± 0.00165 18.228 ± 0.101 % 88.366 ± 0.104 % + 372 2.3979 ± 0.0140 0.14656 ± 0.00248 0.18560 ± 0.00165 18.246 ± 0.101 % 88.369 ± 0.104 % + 373 2.3949 ± 0.0140 0.14641 ± 0.00248 0.18565 ± 0.00165 18.259 ± 0.101 % 88.381 ± 0.104 % + 374 2.3931 ± 0.0139 0.14676 ± 0.00248 0.18607 ± 0.00165 18.290 ± 0.101 % 88.376 ± 0.104 % + 375 2.3901 ± 0.0139 0.14691 ± 0.00247 0.18633 ± 0.00165 18.306 ± 0.101 % 88.380 ± 0.104 % + 376 2.3880 ± 0.0138 0.14735 ± 0.00248 0.18664 ± 0.00165 18.322 ± 0.101 % 88.385 ± 0.103 % + 377 2.3845 ± 0.0138 0.14746 ± 0.00247 0.18675 ± 0.00165 18.335 ± 0.100 % 88.394 ± 0.103 % + 378 2.3814 ± 0.0138 0.14764 ± 0.00247 0.18691 ± 0.00165 18.350 ± 0.100 % 88.406 ± 0.103 % + 379 2.3798 ± 0.0137 0.14812 ± 0.00247 0.18711 ± 0.00165 18.365 ± 0.100 % 88.408 ± 0.103 % + 380 2.3777 ± 0.0137 0.14834 ± 0.00247 0.18751 ± 0.00165 18.383 ± 0.100 % 88.400 ± 0.103 % + 381 2.3779 ± 0.0137 0.14923 ± 0.00247 0.18819 ± 0.00166 18.410 ± 0.100 % 88.390 ± 0.103 % + 382 2.3742 ± 0.0136 0.14924 ± 0.00247 0.18820 ± 0.00165 18.415 ± 0.100 % 88.403 ± 0.103 % + 383 2.3721 ± 0.0136 0.14931 ± 0.00247 0.18822 ± 0.00165 18.419 ± 0.100 % 88.403 ± 0.102 % + 384 2.3697 ± 0.0136 0.14935 ± 0.00246 0.18825 ± 0.00165 18.429 ± 0.100 % 88.412 ± 0.102 % + 385 2.3714 ± 0.0136 0.14945 ± 0.00246 0.18827 ± 0.00165 18.427 ± 0.100 % 88.409 ± 0.102 % + 386 2.3750 ± 0.0136 0.14934 ± 0.00246 0.18812 ± 0.00164 18.414 ± 0.100 % 88.401 ± 0.102 % + 387 2.3788 ± 0.0136 0.14921 ± 0.00245 0.18791 ± 0.00164 18.400 ± 0.099 % 88.393 ± 0.102 % + 388 2.3834 ± 0.0136 0.14930 ± 0.00245 0.18779 ± 0.00164 18.392 ± 0.099 % 88.390 ± 0.102 % + 389 2.3857 ± 0.0136 0.14919 ± 0.00244 0.18761 ± 0.00163 18.380 ± 0.099 % 88.390 ± 0.102 % + 390 2.3887 ± 0.0136 0.14909 ± 0.00244 0.18742 ± 0.00163 18.365 ± 0.099 % 88.381 ± 0.102 % + 391 2.3934 ± 0.0136 0.14911 ± 0.00243 0.18728 ± 0.00163 18.355 ± 0.099 % 88.375 ± 0.102 % + 392 2.3957 ± 0.0136 0.14900 ± 0.00243 0.18709 ± 0.00162 18.344 ± 0.099 % 88.369 ± 0.101 % + 393 2.3907 ± 0.0136 0.14866 ± 0.00242 0.18670 ± 0.00162 18.327 ± 0.098 % 88.395 ± 0.101 % + 394 2.3869 ± 0.0135 0.14839 ± 0.00242 0.18659 ± 0.00162 18.325 ± 0.098 % 88.405 ± 0.101 % + 395 2.3828 ± 0.0135 0.14833 ± 0.00242 0.18640 ± 0.00162 18.320 ± 0.098 % 88.423 ± 0.101 % + 396 2.3803 ± 0.0134 0.14839 ± 0.00241 0.18648 ± 0.00161 18.322 ± 0.098 % 88.429 ± 0.101 % + 397 2.3765 ± 0.0134 0.14834 ± 0.00241 0.18635 ± 0.00161 18.317 ± 0.098 % 88.447 ± 0.100 % + 398 2.3731 ± 0.0133 0.14821 ± 0.00241 0.18613 ± 0.00161 18.309 ± 0.098 % 88.466 ± 0.100 % + 399 2.3694 ± 0.0133 0.14817 ± 0.00240 0.18604 ± 0.00161 18.303 ± 0.098 % 88.486 ± 0.100 % + 400 2.3652 ± 0.0132 0.14805 ± 0.00240 0.18595 ± 0.00161 18.304 ± 0.098 % 88.502 ± 0.100 % + 401 2.3609 ± 0.0132 0.14797 ± 0.00240 0.18576 ± 0.00161 18.296 ± 0.098 % 88.523 ± 0.100 % + 402 2.3566 ± 0.0131 0.14786 ± 0.00239 0.18552 ± 0.00161 18.291 ± 0.098 % 88.541 ± 0.099 % + 403 2.3532 ± 0.0131 0.14787 ± 0.00239 0.18542 ± 0.00160 18.285 ± 0.098 % 88.558 ± 0.099 % + 404 2.3486 ± 0.0130 0.14751 ± 0.00238 0.18505 ± 0.00160 18.269 ± 0.098 % 88.584 ± 0.099 % + 405 2.3441 ± 0.0130 0.14722 ± 0.00238 0.18478 ± 0.00160 18.257 ± 0.097 % 88.607 ± 0.099 % + 406 2.3400 ± 0.0129 0.14696 ± 0.00237 0.18448 ± 0.00160 18.242 ± 0.097 % 88.630 ± 0.099 % + 407 2.3358 ± 0.0129 0.14678 ± 0.00237 0.18419 ± 0.00159 18.234 ± 0.097 % 88.651 ± 0.098 % + 408 2.3315 ± 0.0128 0.14659 ± 0.00236 0.18394 ± 0.00159 18.227 ± 0.097 % 88.670 ± 0.098 % + 409 2.3274 ± 0.0128 0.14634 ± 0.00236 0.18364 ± 0.00159 18.216 ± 0.097 % 88.691 ± 0.098 % + 410 2.3236 ± 0.0127 0.14632 ± 0.00236 0.18356 ± 0.00159 18.216 ± 0.097 % 88.708 ± 0.098 % + 411 2.3203 ± 0.0127 0.14633 ± 0.00236 0.18354 ± 0.00159 18.218 ± 0.097 % 88.723 ± 0.098 % + 412 2.3172 ± 0.0127 0.14621 ± 0.00235 0.18337 ± 0.00159 18.213 ± 0.097 % 88.740 ± 0.098 % + 413 2.3135 ± 0.0126 0.14600 ± 0.00235 0.18307 ± 0.00158 18.199 ± 0.097 % 88.761 ± 0.097 % + 414 2.3096 ± 0.0126 0.14578 ± 0.00234 0.18282 ± 0.00158 18.190 ± 0.097 % 88.780 ± 0.097 % + 415 2.3094 ± 0.0126 0.14550 ± 0.00234 0.18272 ± 0.00158 18.186 ± 0.097 % 88.785 ± 0.097 % + 416 2.3095 ± 0.0126 0.14568 ± 0.00234 0.18279 ± 0.00158 18.192 ± 0.096 % 88.780 ± 0.097 % + 417 2.3081 ± 0.0125 0.14583 ± 0.00234 0.18286 ± 0.00158 18.197 ± 0.096 % 88.786 ± 0.097 % + 418 2.3076 ± 0.0125 0.14586 ± 0.00234 0.18290 ± 0.00157 18.204 ± 0.096 % 88.782 ± 0.097 % + 419 2.3047 ± 0.0125 0.14580 ± 0.00233 0.18284 ± 0.00157 18.210 ± 0.096 % 88.787 ± 0.097 % + 420 2.3017 ± 0.0124 0.14573 ± 0.00233 0.18274 ± 0.00157 18.213 ± 0.096 % 88.798 ± 0.096 % + 421 2.2982 ± 0.0124 0.14565 ± 0.00233 0.18265 ± 0.00157 18.214 ± 0.096 % 88.814 ± 0.096 % + 422 2.2988 ± 0.0124 0.14545 ± 0.00232 0.18252 ± 0.00157 18.210 ± 0.096 % 88.810 ± 0.096 % + 423 2.2966 ± 0.0124 0.14535 ± 0.00232 0.18252 ± 0.00157 18.210 ± 0.096 % 88.818 ± 0.096 % + 424 2.2960 ± 0.0123 0.14523 ± 0.00232 0.18240 ± 0.00156 18.202 ± 0.096 % 88.825 ± 0.096 % + 425 2.2934 ± 0.0123 0.14512 ± 0.00231 0.18231 ± 0.00156 18.200 ± 0.096 % 88.838 ± 0.096 % + 426 2.2916 ± 0.0123 0.14490 ± 0.00231 0.18216 ± 0.00156 18.194 ± 0.095 % 88.847 ± 0.096 % + 427 2.2892 ± 0.0122 0.14497 ± 0.00231 0.18206 ± 0.00156 18.191 ± 0.095 % 88.861 ± 0.095 % + 428 2.2854 ± 0.0122 0.14482 ± 0.00230 0.18185 ± 0.00155 18.190 ± 0.095 % 88.876 ± 0.095 % + 429 2.2827 ± 0.0122 0.14467 ± 0.00230 0.18183 ± 0.00155 18.190 ± 0.095 % 88.889 ± 0.095 % + 430 2.2802 ± 0.0121 0.14481 ± 0.00230 0.18185 ± 0.00155 18.200 ± 0.095 % 88.901 ± 0.095 % + 431 2.2774 ± 0.0121 0.14482 ± 0.00229 0.18176 ± 0.00155 18.201 ± 0.095 % 88.913 ± 0.095 % + 432 2.2739 ± 0.0121 0.14465 ± 0.00229 0.18166 ± 0.00155 18.196 ± 0.095 % 88.930 ± 0.095 % + 433 2.2710 ± 0.0120 0.14458 ± 0.00229 0.18153 ± 0.00155 18.193 ± 0.095 % 88.943 ± 0.094 % + 434 2.2685 ± 0.0120 0.14479 ± 0.00228 0.18155 ± 0.00155 18.203 ± 0.095 % 88.951 ± 0.094 % + 435 2.2659 ± 0.0119 0.14461 ± 0.00228 0.18137 ± 0.00154 18.192 ± 0.095 % 88.966 ± 0.094 % + 436 2.2631 ± 0.0119 0.14447 ± 0.00228 0.18122 ± 0.00154 18.186 ± 0.095 % 88.981 ± 0.094 % + 437 2.2597 ± 0.0119 0.14439 ± 0.00227 0.18103 ± 0.00154 18.177 ± 0.095 % 88.998 ± 0.094 % + 438 2.2565 ± 0.0118 0.14424 ± 0.00227 0.18087 ± 0.00154 18.171 ± 0.094 % 89.013 ± 0.094 % + 439 2.2543 ± 0.0118 0.14428 ± 0.00227 0.18071 ± 0.00153 18.167 ± 0.094 % 89.027 ± 0.093 % + 440 2.2523 ± 0.0118 0.14421 ± 0.00226 0.18071 ± 0.00153 18.166 ± 0.094 % 89.037 ± 0.093 % + 441 2.2504 ± 0.0117 0.14397 ± 0.00226 0.18075 ± 0.00153 18.167 ± 0.094 % 89.044 ± 0.093 % + 442 2.2505 ± 0.0117 0.14387 ± 0.00226 0.18077 ± 0.00153 18.170 ± 0.094 % 89.030 ± 0.093 % + 443 2.2496 ± 0.0117 0.14377 ± 0.00226 0.18075 ± 0.00153 18.168 ± 0.094 % 89.028 ± 0.093 % + 444 2.2496 ± 0.0117 0.14398 ± 0.00226 0.18100 ± 0.00153 18.182 ± 0.094 % 89.017 ± 0.093 % + 445 2.2509 ± 0.0117 0.14384 ± 0.00225 0.18107 ± 0.00152 18.183 ± 0.094 % 89.008 ± 0.093 % + 446 2.2553 ± 0.0117 0.14357 ± 0.00225 0.18078 ± 0.00152 18.165 ± 0.094 % 89.012 ± 0.093 % + 447 2.2613 ± 0.0118 0.14331 ± 0.00225 0.18065 ± 0.00152 18.150 ± 0.093 % 89.003 ± 0.093 % + 448 2.2578 ± 0.0117 0.14306 ± 0.00224 0.18045 ± 0.00152 18.145 ± 0.093 % 89.017 ± 0.093 % + 449 2.2554 ± 0.0117 0.14299 ± 0.00224 0.18044 ± 0.00151 18.148 ± 0.093 % 89.027 ± 0.092 % + 450 2.2558 ± 0.0117 0.14321 ± 0.00224 0.18065 ± 0.00151 18.158 ± 0.093 % 89.013 ± 0.092 % + 451 2.2581 ± 0.0117 0.14326 ± 0.00224 0.18065 ± 0.00151 18.152 ± 0.093 % 89.007 ± 0.092 % + 452 2.2621 ± 0.0117 0.14318 ± 0.00223 0.18051 ± 0.00151 18.141 ± 0.093 % 89.001 ± 0.092 % + 453 2.2617 ± 0.0117 0.14339 ± 0.00223 0.18063 ± 0.00151 18.152 ± 0.093 % 88.998 ± 0.092 % + 454 2.2629 ± 0.0117 0.14362 ± 0.00223 0.18078 ± 0.00150 18.161 ± 0.093 % 88.987 ± 0.092 % + 455 2.2652 ± 0.0117 0.14339 ± 0.00223 0.18061 ± 0.00150 18.150 ± 0.092 % 88.978 ± 0.092 % + 456 2.2712 ± 0.0117 0.14326 ± 0.00222 0.18036 ± 0.00150 18.134 ± 0.092 % 88.980 ± 0.092 % + 457 2.2743 ± 0.0117 0.14311 ± 0.00222 0.18022 ± 0.00149 18.124 ± 0.092 % 88.972 ± 0.092 % + 458 2.2773 ± 0.0117 0.14298 ± 0.00221 0.18004 ± 0.00149 18.110 ± 0.092 % 88.973 ± 0.092 % + 459 2.2815 ± 0.0118 0.14277 ± 0.00221 0.17985 ± 0.00149 18.096 ± 0.092 % 88.970 ± 0.092 % + 460 2.2836 ± 0.0118 0.14262 ± 0.00221 0.17969 ± 0.00149 18.086 ± 0.092 % 88.974 ± 0.091 % + 461 2.2881 ± 0.0118 0.14233 ± 0.00220 0.17943 ± 0.00148 18.072 ± 0.092 % 88.981 ± 0.091 % + 462 2.2911 ± 0.0118 0.14207 ± 0.00220 0.17919 ± 0.00148 18.055 ± 0.092 % 88.978 ± 0.091 % + 463 2.2973 ± 0.0118 0.14176 ± 0.00220 0.17898 ± 0.00148 18.038 ± 0.092 % 88.975 ± 0.091 % + 464 2.3023 ± 0.0119 0.14145 ± 0.00219 0.17872 ± 0.00147 18.021 ± 0.091 % 88.979 ± 0.091 % + 465 2.3050 ± 0.0119 0.14120 ± 0.00219 0.17849 ± 0.00147 18.007 ± 0.091 % 88.983 ± 0.091 % + 466 2.3047 ± 0.0119 0.14109 ± 0.00218 0.17835 ± 0.00147 18.001 ± 0.091 % 88.988 ± 0.091 % + 467 2.3049 ± 0.0119 0.14117 ± 0.00218 0.17836 ± 0.00147 18.002 ± 0.091 % 88.989 ± 0.091 % + 468 2.3043 ± 0.0118 0.14127 ± 0.00218 0.17842 ± 0.00147 18.008 ± 0.091 % 88.993 ± 0.091 % + 469 2.3080 ± 0.0119 0.14121 ± 0.00218 0.17834 ± 0.00146 17.999 ± 0.091 % 88.990 ± 0.091 % + 470 2.3064 ± 0.0118 0.14108 ± 0.00217 0.17819 ± 0.00146 17.991 ± 0.091 % 89.003 ± 0.090 % + 471 2.3053 ± 0.0118 0.14133 ± 0.00217 0.17839 ± 0.00146 18.006 ± 0.091 % 89.005 ± 0.090 % + 472 2.3073 ± 0.0118 0.14172 ± 0.00217 0.17861 ± 0.00146 18.014 ± 0.091 % 88.986 ± 0.090 % + 473 2.3084 ± 0.0118 0.14173 ± 0.00217 0.17871 ± 0.00146 18.015 ± 0.091 % 88.978 ± 0.090 % + 474 2.3091 ± 0.0118 0.14157 ± 0.00217 0.17862 ± 0.00145 18.008 ± 0.090 % 88.971 ± 0.090 % + 475 2.3118 ± 0.0118 0.14147 ± 0.00216 0.17860 ± 0.00145 18.003 ± 0.090 % 88.958 ± 0.090 % + 476 2.3125 ± 0.0118 0.14139 ± 0.00216 0.17862 ± 0.00145 18.002 ± 0.090 % 88.953 ± 0.090 % + 477 2.3138 ± 0.0118 0.14149 ± 0.00216 0.17864 ± 0.00145 17.997 ± 0.090 % 88.951 ± 0.090 % + 478 2.3156 ± 0.0118 0.14148 ± 0.00216 0.17862 ± 0.00145 17.993 ± 0.090 % 88.952 ± 0.090 % + 479 2.3168 ± 0.0118 0.14145 ± 0.00216 0.17862 ± 0.00144 17.987 ± 0.090 % 88.949 ± 0.090 % + 480 2.3189 ± 0.0118 0.14136 ± 0.00215 0.17858 ± 0.00144 17.980 ± 0.090 % 88.941 ± 0.090 % + 481 2.3197 ± 0.0118 0.14122 ± 0.00215 0.17858 ± 0.00144 17.979 ± 0.090 % 88.933 ± 0.090 % + 482 2.3202 ± 0.0118 0.14103 ± 0.00215 0.17845 ± 0.00144 17.970 ± 0.090 % 88.936 ± 0.089 % + 483 2.3191 ± 0.0118 0.14116 ± 0.00214 0.17838 ± 0.00143 17.970 ± 0.089 % 88.942 ± 0.089 % + 484 2.3200 ± 0.0118 0.14123 ± 0.00214 0.17843 ± 0.00143 17.975 ± 0.089 % 88.927 ± 0.089 % + 485 2.3212 ± 0.0118 0.14115 ± 0.00214 0.17833 ± 0.00143 17.964 ± 0.089 % 88.931 ± 0.089 % + 486 2.3230 ± 0.0118 0.14124 ± 0.00214 0.17840 ± 0.00143 17.966 ± 0.089 % 88.920 ± 0.089 % + 487 2.3213 ± 0.0117 0.14114 ± 0.00213 0.17832 ± 0.00143 17.963 ± 0.089 % 88.927 ± 0.089 % + 488 2.3236 ± 0.0117 0.14093 ± 0.00213 0.17816 ± 0.00142 17.950 ± 0.089 % 88.932 ± 0.089 % + 489 2.3232 ± 0.0117 0.14072 ± 0.00213 0.17802 ± 0.00142 17.943 ± 0.089 % 88.941 ± 0.089 % + 490 2.3302 ± 0.0118 0.14049 ± 0.00212 0.17780 ± 0.00142 17.927 ± 0.089 % 88.937 ± 0.089 % + 491 2.3336 ± 0.0118 0.14026 ± 0.00212 0.17760 ± 0.00141 17.913 ± 0.089 % 88.939 ± 0.089 % + 492 2.3376 ± 0.0118 0.14000 ± 0.00212 0.17734 ± 0.00141 17.896 ± 0.088 % 88.944 ± 0.089 % + 493 2.3363 ± 0.0118 0.13999 ± 0.00211 0.17734 ± 0.00141 17.897 ± 0.088 % 88.942 ± 0.088 % + 494 2.3388 ± 0.0118 0.13985 ± 0.00211 0.17716 ± 0.00141 17.885 ± 0.088 % 88.945 ± 0.088 % + 495 2.3429 ± 0.0118 0.13966 ± 0.00211 0.17692 ± 0.00141 17.869 ± 0.088 % 88.944 ± 0.088 % + 496 2.3460 ± 0.0118 0.13951 ± 0.00210 0.17671 ± 0.00140 17.854 ± 0.088 % 88.948 ± 0.088 % + 497 2.3477 ± 0.0118 0.13943 ± 0.00210 0.17658 ± 0.00140 17.848 ± 0.088 % 88.946 ± 0.088 % + 498 2.3512 ± 0.0118 0.13938 ± 0.00210 0.17644 ± 0.00140 17.838 ± 0.088 % 88.942 ± 0.088 % + 499 2.3499 ± 0.0118 0.13953 ± 0.00209 0.17649 ± 0.00140 17.844 ± 0.088 % 88.947 ± 0.088 % + 500 2.3496 ± 0.0118 0.13947 ± 0.00209 0.17658 ± 0.00139 17.848 ± 0.088 % 88.933 ± 0.088 % + 501 2.3501 ± 0.0118 0.13940 ± 0.00209 0.17661 ± 0.00139 17.847 ± 0.088 % 88.919 ± 0.088 % + 502 2.3514 ± 0.0118 0.13939 ± 0.00209 0.17665 ± 0.00139 17.840 ± 0.087 % 88.913 ± 0.088 % + 503 2.3521 ± 0.0118 0.13931 ± 0.00208 0.17659 ± 0.00139 17.832 ± 0.087 % 88.907 ± 0.088 % + 504 2.3525 ± 0.0118 0.13921 ± 0.00208 0.17655 ± 0.00139 17.826 ± 0.087 % 88.897 ± 0.088 % + 505 2.3557 ± 0.0118 0.13914 ± 0.00208 0.17650 ± 0.00138 17.820 ± 0.087 % 88.894 ± 0.088 % + 506 2.3590 ± 0.0118 0.13893 ± 0.00208 0.17625 ± 0.00138 17.805 ± 0.087 % 88.895 ± 0.087 % + 507 2.3649 ± 0.0118 0.13873 ± 0.00207 0.17600 ± 0.00138 17.789 ± 0.087 % 88.900 ± 0.087 % + 508 2.3652 ± 0.0118 0.13847 ± 0.00207 0.17578 ± 0.00138 17.778 ± 0.087 % 88.904 ± 0.087 % + 509 2.3670 ± 0.0118 0.13848 ± 0.00207 0.17562 ± 0.00137 17.766 ± 0.087 % 88.902 ± 0.087 % + 510 2.3684 ± 0.0118 0.13829 ± 0.00207 0.17556 ± 0.00137 17.761 ± 0.087 % 88.898 ± 0.087 % + 511 2.3728 ± 0.0119 0.13815 ± 0.00206 0.17536 ± 0.00137 17.748 ± 0.087 % 88.901 ± 0.087 % + 512 2.3773 ± 0.0119 0.13806 ± 0.00206 0.17533 ± 0.00137 17.740 ± 0.086 % 88.898 ± 0.087 % + 513 2.3813 ± 0.0119 0.13775 ± 0.00206 0.17514 ± 0.00137 17.725 ± 0.086 % 88.903 ± 0.087 % + 514 2.3833 ± 0.0119 0.13749 ± 0.00205 0.17493 ± 0.00136 17.713 ± 0.086 % 88.906 ± 0.087 % + 515 2.3807 ± 0.0119 0.13743 ± 0.00205 0.17483 ± 0.00136 17.712 ± 0.086 % 88.918 ± 0.087 % + 516 2.3782 ± 0.0119 0.13745 ± 0.00205 0.17497 ± 0.00136 17.721 ± 0.086 % 88.927 ± 0.087 % + 517 2.3761 ± 0.0118 0.13753 ± 0.00205 0.17512 ± 0.00136 17.732 ± 0.086 % 88.926 ± 0.086 % + 518 2.3745 ± 0.0118 0.13776 ± 0.00205 0.17524 ± 0.00136 17.742 ± 0.086 % 88.925 ± 0.086 % + 519 2.3726 ± 0.0118 0.13782 ± 0.00205 0.17528 ± 0.00136 17.749 ± 0.086 % 88.930 ± 0.086 % + 520 2.3712 ± 0.0118 0.13788 ± 0.00204 0.17537 ± 0.00136 17.757 ± 0.086 % 88.933 ± 0.086 % + 521 2.3694 ± 0.0117 0.13789 ± 0.00204 0.17551 ± 0.00136 17.769 ± 0.086 % 88.933 ± 0.086 % + 522 2.3672 ± 0.0117 0.13795 ± 0.00204 0.17558 ± 0.00136 17.774 ± 0.086 % 88.939 ± 0.086 % + 523 2.3662 ± 0.0117 0.13814 ± 0.00204 0.17577 ± 0.00136 17.786 ± 0.086 % 88.938 ± 0.086 % + 524 2.3653 ± 0.0117 0.13835 ± 0.00204 0.17588 ± 0.00136 17.798 ± 0.086 % 88.942 ± 0.086 % + 525 2.3639 ± 0.0117 0.13838 ± 0.00204 0.17610 ± 0.00136 17.813 ± 0.086 % 88.937 ± 0.086 % + 526 2.3619 ± 0.0116 0.13866 ± 0.00204 0.17644 ± 0.00136 17.842 ± 0.086 % 88.931 ± 0.086 % + 527 2.3621 ± 0.0116 0.13856 ± 0.00204 0.17640 ± 0.00136 17.835 ± 0.085 % 88.934 ± 0.086 % + 528 2.3617 ± 0.0116 0.13874 ± 0.00204 0.17654 ± 0.00136 17.844 ± 0.085 % 88.936 ± 0.085 % + 529 2.3630 ± 0.0116 0.13902 ± 0.00204 0.17681 ± 0.00136 17.859 ± 0.085 % 88.922 ± 0.085 % + 530 2.3613 ± 0.0116 0.13926 ± 0.00204 0.17683 ± 0.00136 17.861 ± 0.085 % 88.933 ± 0.085 % + 531 2.3611 ± 0.0116 0.13928 ± 0.00204 0.17680 ± 0.00135 17.866 ± 0.085 % 88.938 ± 0.085 % + 532 2.3597 ± 0.0116 0.13947 ± 0.00203 0.17705 ± 0.00135 17.886 ± 0.085 % 88.935 ± 0.085 % + 533 2.3584 ± 0.0115 0.13940 ± 0.00203 0.17697 ± 0.00135 17.882 ± 0.085 % 88.936 ± 0.085 % + 534 2.3579 ± 0.0115 0.13951 ± 0.00203 0.17714 ± 0.00135 17.895 ± 0.085 % 88.926 ± 0.085 % + 535 2.3568 ± 0.0115 0.13951 ± 0.00203 0.17705 ± 0.00135 17.891 ± 0.085 % 88.928 ± 0.085 % + 536 2.3557 ± 0.0115 0.13934 ± 0.00203 0.17699 ± 0.00135 17.885 ± 0.085 % 88.930 ± 0.085 % + 537 2.3545 ± 0.0115 0.13936 ± 0.00202 0.17694 ± 0.00134 17.882 ± 0.085 % 88.933 ± 0.085 % + 538 2.3516 ± 0.0114 0.13911 ± 0.00202 0.17666 ± 0.00134 17.867 ± 0.084 % 88.949 ± 0.085 % + 539 2.3494 ± 0.0114 0.13897 ± 0.00202 0.17649 ± 0.00134 17.861 ± 0.084 % 88.959 ± 0.085 % + 540 2.3472 ± 0.0114 0.13898 ± 0.00202 0.17646 ± 0.00134 17.864 ± 0.084 % 88.967 ± 0.084 % + 541 2.3451 ± 0.0113 0.13904 ± 0.00201 0.17665 ± 0.00134 17.881 ± 0.084 % 88.968 ± 0.084 % + 542 2.3449 ± 0.0113 0.13912 ± 0.00201 0.17683 ± 0.00134 17.889 ± 0.084 % 88.957 ± 0.084 % + 543 2.3442 ± 0.0113 0.13930 ± 0.00201 0.17693 ± 0.00134 17.899 ± 0.084 % 88.952 ± 0.084 % + 544 2.3442 ± 0.0113 0.13939 ± 0.00201 0.17700 ± 0.00134 17.902 ± 0.084 % 88.943 ± 0.084 % + 545 2.3433 ± 0.0113 0.13957 ± 0.00201 0.17726 ± 0.00134 17.914 ± 0.084 % 88.938 ± 0.084 % + 546 2.3427 ± 0.0113 0.13983 ± 0.00201 0.17755 ± 0.00134 17.931 ± 0.084 % 88.928 ± 0.084 % + 547 2.3424 ± 0.0113 0.13992 ± 0.00201 0.17784 ± 0.00134 17.949 ± 0.084 % 88.921 ± 0.084 % + 548 2.3454 ± 0.0113 0.14005 ± 0.00201 0.17789 ± 0.00133 17.945 ± 0.084 % 88.902 ± 0.084 % + 549 2.3439 ± 0.0112 0.14019 ± 0.00201 0.17798 ± 0.00133 17.954 ± 0.084 % 88.900 ± 0.084 % + 550 2.3443 ± 0.0112 0.14038 ± 0.00200 0.17805 ± 0.00133 17.955 ± 0.084 % 88.900 ± 0.084 % + 551 2.3439 ± 0.0112 0.14053 ± 0.00200 0.17830 ± 0.00133 17.966 ± 0.084 % 88.894 ± 0.084 % + 552 2.3407 ± 0.0112 0.14032 ± 0.00200 0.17804 ± 0.00133 17.955 ± 0.083 % 88.912 ± 0.084 % + 553 2.3383 ± 0.0112 0.14038 ± 0.00200 0.17796 ± 0.00133 17.955 ± 0.083 % 88.924 ± 0.084 % + 554 2.3353 ± 0.0111 0.14033 ± 0.00200 0.17782 ± 0.00133 17.948 ± 0.083 % 88.938 ± 0.083 % + 555 2.3327 ± 0.0111 0.14033 ± 0.00200 0.17794 ± 0.00133 17.954 ± 0.083 % 88.945 ± 0.083 % + 556 2.3299 ± 0.0111 0.14018 ± 0.00200 0.17784 ± 0.00133 17.951 ± 0.083 % 88.958 ± 0.083 % + 557 2.3274 ± 0.0111 0.14011 ± 0.00199 0.17774 ± 0.00133 17.951 ± 0.083 % 88.968 ± 0.083 % + 558 2.3244 ± 0.0110 0.14003 ± 0.00199 0.17765 ± 0.00133 17.951 ± 0.083 % 88.978 ± 0.083 % + 559 2.3220 ± 0.0110 0.14000 ± 0.00199 0.17768 ± 0.00133 17.956 ± 0.083 % 88.985 ± 0.083 % + 560 2.3196 ± 0.0110 0.14012 ± 0.00199 0.17771 ± 0.00133 17.966 ± 0.083 % 88.988 ± 0.083 % + 561 2.3180 ± 0.0109 0.14012 ± 0.00199 0.17769 ± 0.00133 17.967 ± 0.083 % 88.997 ± 0.083 % + 562 2.3157 ± 0.0109 0.14020 ± 0.00198 0.17768 ± 0.00133 17.969 ± 0.083 % 89.004 ± 0.083 % + 563 2.3147 ± 0.0109 0.14052 ± 0.00198 0.17794 ± 0.00133 17.982 ± 0.083 % 88.999 ± 0.083 % + 564 2.3140 ± 0.0109 0.14079 ± 0.00198 0.17822 ± 0.00133 17.997 ± 0.083 % 88.996 ± 0.083 % + 565 2.3130 ± 0.0109 0.14086 ± 0.00198 0.17844 ± 0.00133 18.011 ± 0.083 % 88.994 ± 0.082 % + 566 2.3132 ± 0.0109 0.14117 ± 0.00198 0.17879 ± 0.00133 18.026 ± 0.083 % 88.983 ± 0.082 % + 567 2.3121 ± 0.0108 0.14112 ± 0.00198 0.17871 ± 0.00133 18.022 ± 0.083 % 88.984 ± 0.082 % + 568 2.3103 ± 0.0108 0.14094 ± 0.00198 0.17867 ± 0.00133 18.022 ± 0.083 % 88.989 ± 0.082 % + +====== Perplexity statistics ====== +Mean PPL(Q) : 2.310321 ± 0.010823 +Mean PPL(base) : 2.006614 ± 0.008848 +Cor(ln(PPL(Q)), ln(PPL(base))): 90.69% +Mean ln(PPL(Q)/PPL(base)) : 0.140937 ± 0.001981 +Mean PPL(Q)/PPL(base) : 1.151353 ± 0.002280 +Mean PPL(Q)-PPL(base) : 0.303706 ± 0.004662 + +====== KL divergence statistics ====== +Mean KLD: 0.178673 ± 0.001326 +Maximum KLD: 11.121311 +99.9% KLD: 5.341341 +99.0% KLD: 2.588020 +95.0% KLD: 0.932069 +90.0% KLD: 0.458083 +Median KLD: 0.012305 +10.0% KLD: 0.000017 + 5.0% KLD: 0.000004 + 1.0% KLD: 0.000000 + 0.1% KLD: -0.000002 +Minimum KLD: -0.000045 + +====== Token probability statistics ====== +Mean Δp: -4.614 ± 0.046 % +Maximum Δp: 97.977% +99.9% Δp: 75.715% +99.0% Δp: 36.012% +95.0% Δp: 9.365% +90.0% Δp: 2.703% +75.0% Δp: 0.001% +Median Δp: -0.057% +25.0% Δp: -3.228% +10.0% Δp: -19.979% + 5.0% Δp: -40.181% + 1.0% Δp: -80.558% + 0.1% Δp: -97.541% +Minimum Δp: -99.969% +RMS Δp : 18.022 ± 0.083 % +Same top p: 88.989 ± 0.082 % + +7.11.082.685 I llama_perf_context_print: load time = 184014.54 ms +7.11.082.687 I llama_perf_context_print: prompt eval time = 202225.19 ms / 290816 tokens ( 0.70 ms per token, 1438.08 tokens per second) +7.11.082.689 I llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) +7.11.082.690 I llama_perf_context_print: total time = 230724.60 ms / 290817 tokens +7.11.082.690 I llama_perf_context_print: graphs reused = 34 +7.11.082.900 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +7.11.082.907 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 43449 + (52588 = 47555 + 72 + 4960) + 1212 | +7.11.082.908 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 40059 + (55977 = 51157 + 72 + 4748) + 1212 | +7.11.082.908 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 39933 + (56103 = 51283 + 72 + 4748) + 1212 | +7.11.082.908 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 47197 + (48838 = 44027 + 63 + 4748) + 1213 | +7.11.082.908 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 41235 + (54801 = 49981 + 72 + 4748) + 1212 | +7.11.082.909 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 41235 + (54801 = 49981 + 72 + 4748) + 1212 | +7.11.082.909 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 41235 + (54801 = 49981 + 72 + 4748) + 1212 | +7.11.082.909 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 47815 + (48222 = 41447 + 54 + 6720) + 1211 | +7.11.082.909 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +``` diff --git a/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q3_K_L.md b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q3_K_L.md new file mode 100644 index 0000000000000000000000000000000000000000..3d7d2f8d9963048e26d7dd64971483055bca0ab9 --- /dev/null +++ b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q3_K_L.md @@ -0,0 +1,875 @@ +### Kimi-K2.7-Code-Q3_K_L (aes_sedai) + +```txt +/home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on -lv 4 --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Kimi-K2.7-Code-Q4_X-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-Q3_K_L.gguf --direct-io +0.00.666.978 I common_init_result: fitting params to device memory ... +0.00.666.986 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) +0.00.666.996 I common_params_fit_impl: getting device memory data for initial parameters: +0.09.702.295 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +0.09.702.304 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (60148 = 55115 + 72 + 4960) + -59585 | +0.09.702.304 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68129 = 62413 + 72 + 5644) + -67567 | +0.09.702.304 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68129 = 62413 + 72 + 5644) + -67567 | +0.09.702.304 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (60318 = 54611 + 63 + 5644) + -59756 | +0.09.702.305 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68129 = 62413 + 72 + 5644) + -67567 | +0.09.702.305 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68129 = 62413 + 72 + 5644) + -67567 | +0.09.702.305 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (68129 = 62413 + 72 + 5644) + -67567 | +0.09.702.305 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (55670 = 47999 + 54 + 7616) + -55108 | +0.09.702.305 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +0.09.729.363 I common_params_fit_impl: projected memory use with initial parameters [MiB]: +0.09.729.377 I common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 60148 used, 36539 free vs. target of 1024 +0.09.729.378 I common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68129 used, 28558 free vs. target of 1024 +0.09.729.378 I common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68129 used, 28558 free vs. target of 1024 +0.09.729.379 I common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 60318 used, 36368 free vs. target of 1024 +0.09.729.379 I common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68129 used, 28558 free vs. target of 1024 +0.09.729.379 I common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68129 used, 28558 free vs. target of 1024 +0.09.729.380 I common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 68129 used, 28558 free vs. target of 1024 +0.09.729.380 I common_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 55670 used, 41017 free vs. target of 1024 +0.09.729.380 I common_params_fit_impl: projected to use 516785 MiB of device memory vs. 773503 MiB of free device memory +0.09.729.380 I common_params_fit_impl: targets for free memory can be met on all devices, no changes needed +0.09.729.381 I common_fit_params: successfully fit params to free device memory +0.09.729.385 I common_fit_params: fitting params to free memory took 9.06 seconds +0.09.753.130 W llama_model_loader: direct I/O is enabled, disabling mmap +0.09.758.141 I llama_model_loader: loaded meta data with 58 key-value pairs and 1096 tensors from /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-Q3_K_L.gguf (version GGUF V3 (latest)) +0.09.758.166 I llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output. +0.09.758.171 I llama_model_loader: - kv 0: general.architecture str = deepseek2 +0.09.758.171 I llama_model_loader: - kv 1: general.type str = model +0.09.758.172 I llama_model_loader: - kv 2: general.name str = Kimi K2.7 Code +0.09.758.172 I llama_model_loader: - kv 3: general.size_label str = 384x14B +0.09.758.172 I llama_model_loader: - kv 4: general.license str = other +0.09.758.173 I llama_model_loader: - kv 5: general.license.name str = modified-mit +0.09.758.184 I llama_model_loader: - kv 6: general.tags arr[str,2] = ["compressed-tensors", "image-text-to... +0.09.758.187 I llama_model_loader: - kv 7: deepseek2.block_count u32 = 61 +0.09.758.188 I llama_model_loader: - kv 8: deepseek2.context_length u32 = 262144 +0.09.758.188 I llama_model_loader: - kv 9: deepseek2.embedding_length u32 = 7168 +0.09.758.189 I llama_model_loader: - kv 10: deepseek2.feed_forward_length u32 = 18432 +0.09.758.189 I llama_model_loader: - kv 11: deepseek2.attention.head_count u32 = 64 +0.09.758.190 I llama_model_loader: - kv 12: deepseek2.attention.head_count_kv u32 = 1 +0.09.758.190 I llama_model_loader: - kv 13: deepseek2.rope.scaling.type str = yarn +0.09.758.195 I llama_model_loader: - kv 14: deepseek2.rope.scaling.factor f32 = 64.000000 +0.09.758.196 I llama_model_loader: - kv 15: deepseek2.rope.scaling.original_context_length u32 = 4096 +0.09.758.196 I llama_model_loader: - kv 16: deepseek2.rope.scaling.yarn_beta_fast f32 = 32.000000 +0.09.758.197 I llama_model_loader: - kv 17: deepseek2.rope.scaling.yarn_beta_slow f32 = 1.000000 +0.09.758.198 I llama_model_loader: - kv 18: deepseek2.rope.freq_base f32 = 50000.000000 +0.09.758.199 I llama_model_loader: - kv 19: deepseek2.attention.layer_norm_rms_epsilon f32 = 0.000010 +0.09.758.201 I llama_model_loader: - kv 20: deepseek2.expert_used_count u32 = 8 +0.09.758.201 I llama_model_loader: - kv 21: deepseek2.expert_group_count u32 = 1 +0.09.758.202 I llama_model_loader: - kv 22: deepseek2.expert_group_used_count u32 = 1 +0.09.758.202 I llama_model_loader: - kv 23: deepseek2.expert_gating_func u32 = 2 +0.09.758.204 I llama_model_loader: - kv 24: deepseek2.leading_dense_block_count u32 = 1 +0.09.758.204 I llama_model_loader: - kv 25: deepseek2.vocab_size u32 = 163840 +0.09.758.205 I llama_model_loader: - kv 26: deepseek2.attention.q_lora_rank u32 = 1536 +0.09.758.205 I llama_model_loader: - kv 27: deepseek2.attention.kv_lora_rank u32 = 512 +0.09.758.206 I llama_model_loader: - kv 28: deepseek2.attention.key_length u32 = 576 +0.09.758.206 I llama_model_loader: - kv 29: deepseek2.attention.value_length u32 = 512 +0.09.758.206 I llama_model_loader: - kv 30: deepseek2.attention.key_length_mla u32 = 192 +0.09.758.207 I llama_model_loader: - kv 31: deepseek2.attention.value_length_mla u32 = 128 +0.09.758.207 I llama_model_loader: - kv 32: deepseek2.expert_feed_forward_length u32 = 2048 +0.09.758.208 I llama_model_loader: - kv 33: deepseek2.expert_count u32 = 384 +0.09.758.208 I llama_model_loader: - kv 34: deepseek2.expert_shared_count u32 = 1 +0.09.758.209 I llama_model_loader: - kv 35: deepseek2.expert_weights_scale f32 = 2.827000 +0.09.758.210 I llama_model_loader: - kv 36: deepseek2.expert_weights_norm bool = true +0.09.758.210 I llama_model_loader: - kv 37: deepseek2.rope.dimension_count u32 = 64 +0.09.758.211 I llama_model_loader: - kv 38: deepseek2.rope.scaling.yarn_log_multiplier f32 = 0.100000 +0.09.758.211 I llama_model_loader: - kv 39: tokenizer.ggml.model str = gpt2 +0.09.758.212 I llama_model_loader: - kv 40: tokenizer.ggml.pre str = kimi-k2 +0.09.767.399 I llama_model_loader: - kv 41: tokenizer.ggml.tokens arr[str,163840] = ["!", "\"", "#", "$", "%", "&", "'", ... +0.09.769.771 I llama_model_loader: - kv 42: tokenizer.ggml.token_type arr[i32,163840] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... +0.09.778.836 I llama_model_loader: - kv 43: tokenizer.ggml.merges arr[str,163328] = ["Ġ Ġ", "ĠĠ ĠĠ", "Ġ t", "i n",... +0.09.778.846 I llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 163584 +0.09.778.847 I llama_model_loader: - kv 45: tokenizer.ggml.eos_token_id u32 = 163586 +0.09.778.847 I llama_model_loader: - kv 46: tokenizer.ggml.padding_token_id u32 = 163839 +0.09.778.850 I llama_model_loader: - kv 47: tokenizer.chat_template str = {%- macro render_content(msg) -%}\n ... +0.09.778.850 I llama_model_loader: - kv 48: general.quantization_version u32 = 2 +0.09.778.851 I llama_model_loader: - kv 49: general.file_type u32 = 7 +0.09.778.851 I llama_model_loader: - kv 50: MoE_Quantization.ffn_up_exps str = Q3_K +0.09.778.852 I llama_model_loader: - kv 51: MoE_Quantization.ffn_gate_exps str = Q3_K +0.09.778.852 I llama_model_loader: - kv 52: MoE_Quantization.ffn_down_exps str = Q4_0 +0.09.778.852 I llama_model_loader: - kv 53: MoE_Quantization.type_default str = Q8_0 +0.09.778.853 I llama_model_loader: - kv 54: quantize.imatrix.file str = /mnt/srv/snowdrift/fp16/Kimi-K2.7-Cod... +0.09.778.853 I llama_model_loader: - kv 55: quantize.imatrix.dataset str = /mnt/srv/host/resources/KLD/calibrati... +0.09.778.854 I llama_model_loader: - kv 56: quantize.imatrix.entries_count u32 = 789 +0.09.778.854 I llama_model_loader: - kv 57: quantize.imatrix.chunks_count u32 = 50 +0.09.778.855 I llama_model_loader: - type f32: 365 tensors +0.09.778.855 I llama_model_loader: - type q4_0: 60 tensors +0.09.778.856 I llama_model_loader: - type q8_0: 551 tensors +0.09.778.856 I llama_model_loader: - type q3_K: 120 tensors +0.09.778.857 I print_info: file format = GGUF V3 (latest) +0.09.778.858 I print_info: file type = Q8_0 +0.09.778.862 I print_info: file size = 459.94 GiB (3.85 BPW) +0.14.128.025 I llama_prepare_model_devices: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free +0.14.259.783 I llama_prepare_model_devices: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free +0.14.388.022 I llama_prepare_model_devices: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free +0.14.518.204 I llama_prepare_model_devices: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free +0.14.647.475 I llama_prepare_model_devices: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free +0.14.780.313 I llama_prepare_model_devices: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free +0.14.911.392 I llama_prepare_model_devices: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free +0.15.054.691 I llama_prepare_model_devices: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free +0.15.111.134 I load: 0 unused tokens +0.15.122.548 I load: printing all EOG tokens: +0.15.122.555 I load: - 163585 ('[EOS]') +0.15.122.556 I load: - 163586 ('<|im_end|>') +0.15.122.556 I load: - 163593 ('[EOT]') +0.15.122.556 I load: - 163839 ('[PAD]') +0.15.122.637 I load: special tokens cache size = 256 +0.15.149.487 I load: token to piece cache size = 1.0606 MB +0.15.149.505 I print_info: arch = deepseek2 +0.15.149.506 I print_info: vocab_only = 0 +0.15.149.506 I print_info: no_alloc = 0 +0.15.149.506 I print_info: n_ctx_train = 262144 +0.15.149.507 I print_info: n_embd_inp = 7168 +0.15.149.507 I print_info: n_embd = 7168 +0.15.149.507 I print_info: n_embd_out = 7168 +0.15.149.507 I print_info: n_layer = 61 +0.15.149.507 I print_info: n_layer_all = 61 +0.15.149.516 I print_info: n_head = 64 +0.15.149.517 I print_info: n_head_kv = 1 +0.15.149.517 I print_info: n_rot = 64 +0.15.149.517 I print_info: n_swa = 0 +0.15.149.518 I print_info: is_swa_any = 0 +0.15.149.518 I print_info: n_embd_head_k = 576 +0.15.149.518 I print_info: n_embd_head_v = 512 +0.15.149.519 I print_info: n_gqa = 64 +0.15.149.520 I print_info: n_embd_k_gqa = 576 +0.15.149.521 I print_info: n_embd_v_gqa = 512 +0.15.149.521 I print_info: f_norm_eps = 0.0e+00 +0.15.149.524 I print_info: f_norm_rms_eps = 1.0e-05 +0.15.149.524 I print_info: f_clamp_kqv = 0.0e+00 +0.15.149.524 I print_info: f_max_alibi_bias = 0.0e+00 +0.15.149.525 I print_info: f_logit_scale = 0.0e+00 +0.15.149.525 I print_info: f_attn_scale = 0.0e+00 +0.15.149.525 I print_info: f_attn_value_scale = 0.0000 +0.15.149.526 I print_info: n_ff = 18432 +0.15.149.526 I print_info: n_expert = 384 +0.15.149.526 I print_info: n_expert_used = 8 +0.15.149.526 I print_info: n_expert_groups = 1 +0.15.149.526 I print_info: n_group_used = 1 +0.15.149.527 I print_info: causal attn = 1 +0.15.149.527 I print_info: pooling type = -1 +0.15.149.527 I print_info: rope type = 0 +0.15.149.527 I print_info: rope scaling = yarn +0.15.149.528 I print_info: freq_base_train = 50000.0 +0.15.149.529 I print_info: freq_scale_train = 0.015625 +0.15.149.529 I print_info: n_ctx_orig_yarn = 4096 +0.15.149.529 I print_info: rope_yarn_log_mul = 1.0000 +0.15.149.529 I print_info: rope_finetuned = unknown +0.15.149.530 I print_info: model type = 671B +0.15.149.531 I print_info: model params = 1.03 T +0.15.149.531 I print_info: general.name = Kimi K2.7 Code +0.15.149.531 I print_info: n_layer_dense_lead = 1 +0.15.149.531 I print_info: n_lora_q = 1536 +0.15.149.532 I print_info: n_lora_kv = 512 +0.15.149.532 I print_info: n_embd_head_k_mla = 192 +0.15.149.532 I print_info: n_embd_head_v_mla = 128 +0.15.149.533 I print_info: n_ff_exp = 2048 +0.15.149.533 I print_info: n_expert_shared = 1 +0.15.149.533 I print_info: expert_weights_scale = 2.8 +0.15.149.533 I print_info: expert_weights_norm = 1 +0.15.149.533 I print_info: expert_gating_func = sigmoid +0.15.149.534 I print_info: vocab type = BPE +0.15.149.535 I print_info: n_vocab = 163840 +0.15.149.535 I print_info: n_merges = 163328 +0.15.149.535 I print_info: BOS token = 163584 '[BOS]' +0.15.149.535 I print_info: EOS token = 163586 '<|im_end|>' +0.15.149.536 I print_info: EOT token = 163586 '<|im_end|>' +0.15.149.536 I print_info: PAD token = 163839 '[PAD]' +0.15.149.536 I print_info: LF token = 198 'Ċ' +0.15.149.536 I print_info: FIM PAD token = 163839 '[PAD]' +0.15.149.536 I print_info: EOG token = 163585 '[EOS]' +0.15.149.537 I print_info: EOG token = 163586 '<|im_end|>' +0.15.149.537 I print_info: EOG token = 163593 '[EOT]' +0.15.149.537 I print_info: EOG token = 163839 '[PAD]' +0.15.149.537 I print_info: max token length = 512 +0.15.149.538 I load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) +0.18.142.301 I load_tensors: offloading output layer to GPU +0.18.142.315 I load_tensors: offloading 60 repeating layers to GPU +0.18.142.315 I load_tensors: offloaded 62/62 layers to GPU +0.18.142.321 I load_tensors: CUDA0 model buffer size = 55115.73 MiB +0.18.142.321 I load_tensors: CUDA1 model buffer size = 62413.23 MiB +0.18.142.322 I load_tensors: CUDA2 model buffer size = 62413.23 MiB +0.18.142.323 I load_tensors: CUDA3 model buffer size = 54611.58 MiB +0.18.142.323 I load_tensors: CUDA4 model buffer size = 62413.23 MiB +0.18.142.323 I load_tensors: CUDA5 model buffer size = 62413.23 MiB +0.18.142.324 I load_tensors: CUDA6 model buffer size = 62413.23 MiB +0.18.142.324 I load_tensors: CUDA7 model buffer size = 47999.95 MiB +0.18.142.325 I load_tensors: CUDA_Host model buffer size = 1190.00 MiB +.................................................................................................... +3.43.479.391 I common_init_result: added [EOS] logit bias = -inf +3.43.479.399 I common_init_result: added <|im_end|> logit bias = -inf +3.43.479.400 I common_init_result: added [EOT] logit bias = -inf +3.43.479.402 I common_init_result: added [PAD] logit bias = -inf +3.43.479.660 I llama_context: constructing llama_context +3.43.479.672 W llama_context: setting new yarn_attn_factor = 1.0000 (mscale == 1.0, mscale_all_dim = 1.0) +3.43.479.674 I llama_context: n_seq_max = 16 +3.43.479.674 I llama_context: n_ctx = 8192 +3.43.479.674 I llama_context: n_ctx_seq = 512 +3.43.479.675 I llama_context: n_batch = 8192 +3.43.479.675 I llama_context: n_ubatch = 8192 +3.43.479.675 I llama_context: causal_attn = 1 +3.43.479.676 I llama_context: flash_attn = enabled +3.43.479.676 I llama_context: kv_unified = false +3.43.479.677 I llama_context: freq_base = 50000.0 +3.43.479.678 I llama_context: freq_scale = 0.015625 +3.43.479.678 I llama_context: n_rs_seq = 0 +3.43.479.679 I llama_context: n_outputs_max = 8192 +3.43.479.679 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized +3.43.484.878 I llama_context: CUDA_Host output buffer size = 10.00 MiB +3.43.485.454 I llama_kv_cache: CUDA0 KV buffer size = 72.00 MiB +3.43.496.166 I llama_kv_cache: CUDA1 KV buffer size = 72.00 MiB +3.43.512.214 I llama_kv_cache: CUDA2 KV buffer size = 72.00 MiB +3.43.522.836 I llama_kv_cache: CUDA3 KV buffer size = 63.00 MiB +3.43.535.938 I llama_kv_cache: CUDA4 KV buffer size = 72.00 MiB +3.43.548.141 I llama_kv_cache: CUDA5 KV buffer size = 72.00 MiB +3.43.562.003 I llama_kv_cache: CUDA6 KV buffer size = 72.00 MiB +3.43.571.662 I llama_kv_cache: CUDA7 KV buffer size = 54.00 MiB +3.43.571.718 I llama_kv_cache: size = 549.00 MiB ( 512 cells, 61 layers, 16/16 seqs), K (f16): 549.00 MiB, V (f16): 0.00 MiB +3.43.571.726 I llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576 +3.43.571.726 I llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512 +3.43.571.811 I llama_context: pipeline parallelism enabled +3.43.571.818 I sched_reserve: reserving ... +3.43.573.599 I sched_reserve: resolving fused Gated Delta Net support: +3.43.574.610 I sched_reserve: fused Gated Delta Net (autoregressive) enabled +3.43.575.460 I sched_reserve: fused Gated Delta Net (chunked) enabled +3.43.680.628 I sched_reserve: CUDA0 compute buffer size = 4960.38 MiB +3.43.680.640 I sched_reserve: CUDA1 compute buffer size = 4748.38 MiB +3.43.680.641 I sched_reserve: CUDA2 compute buffer size = 4748.38 MiB +3.43.680.641 I sched_reserve: CUDA3 compute buffer size = 4748.38 MiB +3.43.680.642 I sched_reserve: CUDA4 compute buffer size = 4748.38 MiB +3.43.680.642 I sched_reserve: CUDA5 compute buffer size = 4748.38 MiB +3.43.680.642 I sched_reserve: CUDA6 compute buffer size = 4748.38 MiB +3.43.680.643 I sched_reserve: CUDA7 compute buffer size = 6720.50 MiB +3.43.680.643 I sched_reserve: CUDA_Host compute buffer size = 480.62 MiB +3.43.680.644 I sched_reserve: graph nodes = 4851 +3.43.680.644 I sched_reserve: graph splits = 9 +3.43.680.645 I sched_reserve: reserve took 108.83 ms, sched copies = 4 +3.43.680.698 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) +3.43.776.347 I +3.43.776.454 I 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 | +3.45.829.218 I kl_divergence: computing over 568 chunks, n_ctx=512, batch_size=8192, n_seq=16 +3.52.231.193 I kl_divergence: 6.40 seconds per pass - ETA 3.78 minutes + +chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p + 1 1.1349 ± 0.0438 0.02698 ± 0.01444 0.03431 ± 0.00952 9.389 ± 1.645 % 97.647 ± 0.951 % + 2 1.3105 ± 0.0624 0.03749 ± 0.01509 0.06207 ± 0.01020 11.188 ± 1.039 % 96.471 ± 0.818 % + 3 1.2982 ± 0.0625 0.03442 ± 0.01637 0.04743 ± 0.00717 9.509 ± 0.834 % 97.124 ± 0.605 % + 4 1.2499 ± 0.0481 0.03201 ± 0.01266 0.04123 ± 0.00572 9.160 ± 0.757 % 97.451 ± 0.494 % + 5 1.2081 ± 0.0377 0.03283 ± 0.01067 0.04212 ± 0.00544 9.238 ± 0.717 % 97.725 ± 0.418 % + 6 1.1917 ± 0.0314 0.03483 ± 0.00936 0.04566 ± 0.00540 9.816 ± 0.674 % 97.516 ± 0.398 % + 7 1.1868 ± 0.0280 0.03359 ± 0.00832 0.04467 ± 0.00490 9.561 ± 0.611 % 97.423 ± 0.375 % + 8 1.1725 ± 0.0245 0.03230 ± 0.00742 0.04222 ± 0.00435 9.346 ± 0.558 % 97.549 ± 0.342 % + 9 1.1587 ± 0.0217 0.03291 ± 0.00691 0.04089 ± 0.00398 9.236 ± 0.524 % 97.734 ± 0.311 % + 10 1.1463 ± 0.0194 0.02958 ± 0.00649 0.04068 ± 0.00377 9.392 ± 0.511 % 97.686 ± 0.298 % + 11 1.1530 ± 0.0187 0.03270 ± 0.00658 0.04202 ± 0.00366 9.583 ± 0.494 % 97.576 ± 0.290 % + 12 1.1747 ± 0.0187 0.03596 ± 0.00651 0.04746 ± 0.00365 10.154 ± 0.462 % 97.092 ± 0.304 % + 13 1.1827 ± 0.0186 0.03759 ± 0.00646 0.05139 ± 0.00373 10.538 ± 0.450 % 96.923 ± 0.300 % + 14 1.2397 ± 0.0208 0.03762 ± 0.00654 0.05236 ± 0.00354 10.519 ± 0.427 % 96.667 ± 0.300 % + 15 1.3359 ± 0.0250 0.03605 ± 0.00637 0.05271 ± 0.00336 10.486 ± 0.408 % 96.392 ± 0.302 % + 16 1.4328 ± 0.0284 0.03357 ± 0.00607 0.05156 ± 0.00316 10.229 ± 0.393 % 96.127 ± 0.302 % + 17 1.5530 ± 0.0340 0.03504 ± 0.00588 0.05052 ± 0.00299 10.050 ± 0.378 % 96.055 ± 0.296 % + 18 1.7132 ± 0.0407 0.03441 ± 0.00566 0.04942 ± 0.00283 9.828 ± 0.366 % 95.882 ± 0.293 % + 19 1.7255 ± 0.0403 0.03096 ± 0.00575 0.04878 ± 0.00271 9.702 ± 0.352 % 95.810 ± 0.288 % + 20 1.7067 ± 0.0383 0.03203 ± 0.00561 0.05025 ± 0.00269 9.950 ± 0.350 % 95.784 ± 0.281 % + 21 1.7621 ± 0.0397 0.03094 ± 0.00549 0.05191 ± 0.00263 10.036 ± 0.340 % 95.406 ± 0.286 % + 22 1.7836 ± 0.0396 0.03190 ± 0.00540 0.05195 ± 0.00261 9.970 ± 0.338 % 95.401 ± 0.280 % + 23 1.7814 ± 0.0389 0.03180 ± 0.00533 0.05117 ± 0.00251 9.836 ± 0.329 % 95.499 ± 0.271 % + 24 1.7737 ± 0.0377 0.03221 ± 0.00530 0.05064 ± 0.00242 9.822 ± 0.319 % 95.572 ± 0.263 % + 25 1.7670 ± 0.0370 0.03090 ± 0.00520 0.04999 ± 0.00234 9.804 ± 0.312 % 95.655 ± 0.255 % + 26 1.7570 ± 0.0357 0.02791 ± 0.00513 0.05089 ± 0.00231 9.914 ± 0.308 % 95.581 ± 0.252 % + 27 1.7533 ± 0.0348 0.02686 ± 0.00504 0.05144 ± 0.00226 9.934 ± 0.300 % 95.570 ± 0.248 % + 28 1.7757 ± 0.0348 0.02575 ± 0.00494 0.05131 ± 0.00220 9.894 ± 0.292 % 95.392 ± 0.248 % + 29 1.7680 ± 0.0337 0.02930 ± 0.00491 0.05301 ± 0.00221 10.023 ± 0.285 % 95.294 ± 0.246 % + 30 1.8106 ± 0.0346 0.02899 ± 0.00485 0.05330 ± 0.00215 9.957 ± 0.279 % 95.190 ± 0.245 % + 31 1.8651 ± 0.0359 0.02933 ± 0.00474 0.05317 ± 0.00209 9.875 ± 0.273 % 95.079 ± 0.243 % + 32 1.9007 ± 0.0363 0.03087 ± 0.00472 0.05378 ± 0.00205 9.876 ± 0.266 % 94.914 ± 0.243 % + 33 1.9408 ± 0.0368 0.03132 ± 0.00463 0.05422 ± 0.00200 9.851 ± 0.260 % 94.759 ± 0.243 % + 34 1.9729 ± 0.0370 0.03092 ± 0.00452 0.05384 ± 0.00194 9.760 ± 0.255 % 94.637 ± 0.242 % + 35 2.0291 ± 0.0382 0.03029 ± 0.00445 0.05355 ± 0.00189 9.675 ± 0.250 % 94.454 ± 0.242 % + 36 2.0789 ± 0.0390 0.03068 ± 0.00439 0.05333 ± 0.00185 9.607 ± 0.246 % 94.336 ± 0.241 % + 37 2.0750 ± 0.0382 0.03087 ± 0.00434 0.05395 ± 0.00184 9.653 ± 0.241 % 94.319 ± 0.238 % + 38 2.0944 ± 0.0381 0.03134 ± 0.00431 0.05452 ± 0.00180 9.661 ± 0.236 % 94.252 ± 0.236 % + 39 2.1159 ± 0.0380 0.03102 ± 0.00425 0.05469 ± 0.00177 9.623 ± 0.232 % 94.178 ± 0.235 % + 40 2.1500 ± 0.0382 0.03064 ± 0.00416 0.05411 ± 0.00173 9.550 ± 0.228 % 94.118 ± 0.233 % + 41 2.1968 ± 0.0389 0.03069 ± 0.00409 0.05371 ± 0.00169 9.490 ± 0.224 % 94.012 ± 0.232 % + 42 2.2054 ± 0.0385 0.03211 ± 0.00408 0.05454 ± 0.00168 9.576 ± 0.221 % 93.894 ± 0.231 % + 43 2.2222 ± 0.0384 0.03235 ± 0.00402 0.05420 ± 0.00164 9.528 ± 0.217 % 93.871 ± 0.229 % + 44 2.2468 ± 0.0385 0.03241 ± 0.00397 0.05428 ± 0.00161 9.494 ± 0.214 % 93.734 ± 0.229 % + 45 2.3169 ± 0.0399 0.03253 ± 0.00391 0.05401 ± 0.00159 9.432 ± 0.212 % 93.656 ± 0.228 % + 46 2.3706 ± 0.0408 0.03222 ± 0.00384 0.05349 ± 0.00155 9.351 ± 0.209 % 93.606 ± 0.226 % + 47 2.3317 ± 0.0393 0.03187 ± 0.00379 0.05356 ± 0.00157 9.420 ± 0.210 % 93.684 ± 0.222 % + 48 2.2993 ± 0.0382 0.03218 ± 0.00378 0.05353 ± 0.00160 9.432 ± 0.211 % 93.783 ± 0.218 % + 49 2.2708 ± 0.0371 0.03212 ± 0.00375 0.05352 ± 0.00162 9.459 ± 0.211 % 93.854 ± 0.215 % + 50 2.2549 ± 0.0363 0.03253 ± 0.00372 0.05441 ± 0.00162 9.600 ± 0.211 % 93.804 ± 0.214 % + 51 2.2581 ± 0.0359 0.03419 ± 0.00373 0.05582 ± 0.00161 9.727 ± 0.207 % 93.710 ± 0.213 % + 52 2.2765 ± 0.0359 0.03357 ± 0.00368 0.05546 ± 0.00158 9.674 ± 0.205 % 93.741 ± 0.210 % + 53 2.3029 ± 0.0361 0.03377 ± 0.00363 0.05528 ± 0.00156 9.629 ± 0.202 % 93.718 ± 0.209 % + 54 2.2999 ± 0.0357 0.03340 ± 0.00359 0.05581 ± 0.00155 9.651 ± 0.199 % 93.725 ± 0.207 % + 55 2.3009 ± 0.0355 0.03347 ± 0.00355 0.05617 ± 0.00153 9.639 ± 0.197 % 93.690 ± 0.205 % + 56 2.3102 ± 0.0352 0.03361 ± 0.00352 0.05636 ± 0.00151 9.631 ± 0.194 % 93.627 ± 0.204 % + 57 2.2975 ± 0.0346 0.03431 ± 0.00351 0.05688 ± 0.00153 9.712 ± 0.195 % 93.602 ± 0.203 % + 58 2.2977 ± 0.0343 0.03462 ± 0.00347 0.05743 ± 0.00153 9.773 ± 0.194 % 93.556 ± 0.202 % + 59 2.3151 ± 0.0344 0.03495 ± 0.00344 0.05724 ± 0.00150 9.735 ± 0.192 % 93.553 ± 0.200 % + 60 2.3366 ± 0.0345 0.03490 ± 0.00342 0.05775 ± 0.00149 9.768 ± 0.189 % 93.464 ± 0.200 % + 61 2.3597 ± 0.0347 0.03463 ± 0.00339 0.05770 ± 0.00147 9.737 ± 0.187 % 93.404 ± 0.199 % + 62 2.3626 ± 0.0344 0.03595 ± 0.00337 0.05840 ± 0.00146 9.797 ± 0.186 % 93.359 ± 0.198 % + 63 2.3770 ± 0.0344 0.03676 ± 0.00335 0.05872 ± 0.00145 9.852 ± 0.185 % 93.302 ± 0.197 % + 64 2.3684 ± 0.0339 0.03757 ± 0.00333 0.05943 ± 0.00145 9.894 ± 0.183 % 93.217 ± 0.197 % + 65 2.3650 ± 0.0335 0.03717 ± 0.00332 0.05983 ± 0.00143 9.934 ± 0.180 % 93.189 ± 0.196 % + 66 2.3485 ± 0.0330 0.03757 ± 0.00329 0.06004 ± 0.00143 9.991 ± 0.180 % 93.203 ± 0.194 % + 67 2.3362 ± 0.0325 0.03786 ± 0.00326 0.06044 ± 0.00143 10.016 ± 0.178 % 93.234 ± 0.192 % + 68 2.3203 ± 0.0319 0.03831 ± 0.00324 0.06072 ± 0.00143 10.075 ± 0.178 % 93.241 ± 0.191 % + 69 2.3078 ± 0.0314 0.03950 ± 0.00324 0.06233 ± 0.00147 10.290 ± 0.180 % 93.203 ± 0.190 % + 70 2.2957 ± 0.0309 0.03987 ± 0.00322 0.06247 ± 0.00146 10.306 ± 0.178 % 93.244 ± 0.188 % + 71 2.2774 ± 0.0303 0.03987 ± 0.00321 0.06219 ± 0.00145 10.301 ± 0.177 % 93.289 ± 0.186 % + 72 2.2615 ± 0.0298 0.04009 ± 0.00320 0.06222 ± 0.00144 10.302 ± 0.176 % 93.344 ± 0.184 % + 73 2.2528 ± 0.0294 0.04038 ± 0.00317 0.06234 ± 0.00144 10.312 ± 0.175 % 93.382 ± 0.182 % + 74 2.2653 ± 0.0295 0.04092 ± 0.00316 0.06256 ± 0.00143 10.302 ± 0.174 % 93.349 ± 0.181 % + 75 2.2669 ± 0.0294 0.04078 ± 0.00313 0.06252 ± 0.00141 10.303 ± 0.172 % 93.375 ± 0.180 % + 76 2.2591 ± 0.0292 0.04085 ± 0.00314 0.06208 ± 0.00140 10.254 ± 0.171 % 93.411 ± 0.178 % + 77 2.2384 ± 0.0286 0.04069 ± 0.00311 0.06166 ± 0.00139 10.217 ± 0.170 % 93.476 ± 0.176 % + 78 2.2169 ± 0.0280 0.04021 ± 0.00308 0.06111 ± 0.00137 10.181 ± 0.168 % 93.544 ± 0.174 % + 79 2.2048 ± 0.0276 0.04073 ± 0.00306 0.06141 ± 0.00137 10.241 ± 0.169 % 93.572 ± 0.173 % + 80 2.1881 ± 0.0271 0.04092 ± 0.00305 0.06152 ± 0.00137 10.261 ± 0.167 % 93.588 ± 0.172 % + 81 2.1750 ± 0.0267 0.04139 ± 0.00305 0.06168 ± 0.00137 10.288 ± 0.166 % 93.619 ± 0.170 % + 82 2.1592 ± 0.0262 0.04131 ± 0.00303 0.06184 ± 0.00137 10.314 ± 0.166 % 93.659 ± 0.169 % + 83 2.1724 ± 0.0263 0.04087 ± 0.00302 0.06282 ± 0.00139 10.380 ± 0.166 % 93.607 ± 0.168 % + 84 2.1609 ± 0.0259 0.04042 ± 0.00303 0.06324 ± 0.00139 10.438 ± 0.165 % 93.604 ± 0.167 % + 85 2.1446 ± 0.0254 0.04040 ± 0.00301 0.06337 ± 0.00139 10.462 ± 0.164 % 93.642 ± 0.166 % + 86 2.1383 ± 0.0252 0.04114 ± 0.00301 0.06388 ± 0.00139 10.505 ± 0.163 % 93.639 ± 0.165 % + 87 2.1237 ± 0.0247 0.04120 ± 0.00300 0.06409 ± 0.00139 10.557 ± 0.163 % 93.653 ± 0.164 % + 88 2.1101 ± 0.0243 0.04103 ± 0.00298 0.06430 ± 0.00139 10.599 ± 0.163 % 93.668 ± 0.163 % + 89 2.0984 ± 0.0240 0.04128 ± 0.00297 0.06439 ± 0.00139 10.640 ± 0.163 % 93.681 ± 0.162 % + 90 2.0887 ± 0.0237 0.04171 ± 0.00297 0.06454 ± 0.00139 10.671 ± 0.162 % 93.699 ± 0.160 % + 91 2.0771 ± 0.0233 0.04161 ± 0.00296 0.06477 ± 0.00139 10.714 ± 0.162 % 93.704 ± 0.159 % + 92 2.0644 ± 0.0230 0.04232 ± 0.00295 0.06493 ± 0.00139 10.756 ± 0.162 % 93.717 ± 0.158 % + 93 2.0548 ± 0.0227 0.04262 ± 0.00294 0.06522 ± 0.00138 10.805 ± 0.161 % 93.717 ± 0.158 % + 94 2.0426 ± 0.0223 0.04276 ± 0.00293 0.06524 ± 0.00138 10.825 ± 0.161 % 93.738 ± 0.156 % + 95 2.0298 ± 0.0220 0.04234 ± 0.00292 0.06503 ± 0.00137 10.819 ± 0.160 % 93.775 ± 0.155 % + 96 2.0160 ± 0.0216 0.04214 ± 0.00289 0.06488 ± 0.00137 10.808 ± 0.160 % 93.824 ± 0.154 % + 97 2.0107 ± 0.0214 0.04206 ± 0.00290 0.06541 ± 0.00137 10.855 ± 0.159 % 93.798 ± 0.153 % + 98 2.0013 ± 0.0211 0.04216 ± 0.00288 0.06581 ± 0.00137 10.925 ± 0.159 % 93.806 ± 0.152 % + 99 1.9909 ± 0.0208 0.04213 ± 0.00286 0.06591 ± 0.00137 10.958 ± 0.159 % 93.817 ± 0.152 % + 100 1.9842 ± 0.0207 0.04200 ± 0.00284 0.06572 ± 0.00136 10.942 ± 0.158 % 93.855 ± 0.150 % + 101 1.9811 ± 0.0205 0.04234 ± 0.00283 0.06581 ± 0.00135 10.958 ± 0.157 % 93.854 ± 0.150 % + 102 1.9776 ± 0.0204 0.04226 ± 0.00281 0.06567 ± 0.00134 10.923 ± 0.156 % 93.856 ± 0.149 % + 103 1.9818 ± 0.0203 0.04315 ± 0.00281 0.06623 ± 0.00134 10.968 ± 0.155 % 93.824 ± 0.149 % + 104 2.0007 ± 0.0205 0.04312 ± 0.00280 0.06613 ± 0.00133 10.944 ± 0.154 % 93.790 ± 0.148 % + 105 2.0265 ± 0.0210 0.04274 ± 0.00278 0.06600 ± 0.00132 10.923 ± 0.154 % 93.755 ± 0.148 % + 106 2.0295 ± 0.0209 0.04274 ± 0.00277 0.06589 ± 0.00131 10.911 ± 0.153 % 93.748 ± 0.147 % + 107 2.0536 ± 0.0212 0.04213 ± 0.00275 0.06573 ± 0.00130 10.877 ± 0.152 % 93.714 ± 0.147 % + 108 2.0773 ± 0.0215 0.04150 ± 0.00272 0.06542 ± 0.00129 10.836 ± 0.151 % 93.707 ± 0.146 % + 109 2.0945 ± 0.0217 0.04093 ± 0.00271 0.06512 ± 0.00128 10.797 ± 0.150 % 93.708 ± 0.146 % + 110 2.1237 ± 0.0222 0.04054 ± 0.00269 0.06486 ± 0.00127 10.757 ± 0.149 % 93.697 ± 0.145 % + 111 2.1533 ± 0.0226 0.04045 ± 0.00267 0.06456 ± 0.00126 10.717 ± 0.149 % 93.648 ± 0.145 % + 112 2.1722 ± 0.0229 0.04039 ± 0.00265 0.06431 ± 0.00125 10.691 ± 0.148 % 93.655 ± 0.144 % + 113 2.1606 ± 0.0226 0.04035 ± 0.00265 0.06405 ± 0.00124 10.670 ± 0.147 % 93.691 ± 0.143 % + 114 2.1487 ± 0.0223 0.04036 ± 0.00263 0.06394 ± 0.00124 10.685 ± 0.147 % 93.708 ± 0.142 % + 115 2.1398 ± 0.0221 0.04012 ± 0.00262 0.06387 ± 0.00123 10.677 ± 0.147 % 93.743 ± 0.141 % + 116 2.1320 ± 0.0219 0.04067 ± 0.00261 0.06394 ± 0.00123 10.700 ± 0.146 % 93.759 ± 0.141 % + 117 2.1234 ± 0.0216 0.04037 ± 0.00261 0.06439 ± 0.00123 10.770 ± 0.146 % 93.749 ± 0.140 % + 118 2.1147 ± 0.0214 0.04025 ± 0.00260 0.06468 ± 0.00123 10.784 ± 0.146 % 93.742 ± 0.140 % + 119 2.1064 ± 0.0212 0.04048 ± 0.00260 0.06492 ± 0.00123 10.815 ± 0.145 % 93.745 ± 0.139 % + 120 2.0988 ± 0.0210 0.04083 ± 0.00258 0.06513 ± 0.00123 10.863 ± 0.145 % 93.735 ± 0.139 % + 121 2.0896 ± 0.0207 0.04051 ± 0.00258 0.06524 ± 0.00124 10.879 ± 0.145 % 93.755 ± 0.138 % + 122 2.0808 ± 0.0205 0.04068 ± 0.00257 0.06526 ± 0.00124 10.902 ± 0.144 % 93.758 ± 0.137 % + 123 2.0738 ± 0.0203 0.04090 ± 0.00255 0.06527 ± 0.00123 10.921 ± 0.144 % 93.773 ± 0.136 % + 124 2.0692 ± 0.0201 0.04127 ± 0.00255 0.06535 ± 0.00123 10.922 ± 0.143 % 93.789 ± 0.136 % + 125 2.0614 ± 0.0199 0.04134 ± 0.00254 0.06530 ± 0.00122 10.923 ± 0.143 % 93.795 ± 0.135 % + 126 2.0525 ± 0.0197 0.04103 ± 0.00252 0.06526 ± 0.00122 10.925 ± 0.142 % 93.822 ± 0.134 % + 127 2.0464 ± 0.0195 0.04086 ± 0.00251 0.06513 ± 0.00121 10.923 ± 0.141 % 93.830 ± 0.134 % + 128 2.0438 ± 0.0194 0.04102 ± 0.00250 0.06507 ± 0.00120 10.909 ± 0.140 % 93.842 ± 0.133 % + 129 2.0391 ± 0.0192 0.04061 ± 0.00249 0.06521 ± 0.00120 10.914 ± 0.140 % 93.853 ± 0.132 % + 130 2.0354 ± 0.0191 0.04126 ± 0.00249 0.06579 ± 0.00122 10.949 ± 0.140 % 93.846 ± 0.132 % + 131 2.0321 ± 0.0190 0.04152 ± 0.00249 0.06643 ± 0.00122 11.018 ± 0.140 % 93.812 ± 0.132 % + 132 2.0284 ± 0.0188 0.04174 ± 0.00249 0.06715 ± 0.00123 11.083 ± 0.139 % 93.785 ± 0.132 % + 133 2.0223 ± 0.0187 0.04181 ± 0.00248 0.06729 ± 0.00123 11.108 ± 0.139 % 93.796 ± 0.131 % + 134 2.0298 ± 0.0187 0.04157 ± 0.00247 0.06698 ± 0.00122 11.078 ± 0.139 % 93.813 ± 0.130 % + 135 2.0468 ± 0.0189 0.04142 ± 0.00245 0.06666 ± 0.00121 11.048 ± 0.138 % 93.795 ± 0.130 % + 136 2.0399 ± 0.0187 0.04127 ± 0.00244 0.06644 ± 0.00120 11.032 ± 0.137 % 93.821 ± 0.129 % + 137 2.0354 ± 0.0186 0.04176 ± 0.00244 0.06654 ± 0.00120 11.060 ± 0.137 % 93.806 ± 0.129 % + 138 2.0311 ± 0.0184 0.04189 ± 0.00243 0.06662 ± 0.00119 11.074 ± 0.136 % 93.802 ± 0.129 % + 139 2.0264 ± 0.0183 0.04181 ± 0.00242 0.06693 ± 0.00119 11.109 ± 0.136 % 93.785 ± 0.128 % + 140 2.0319 ± 0.0183 0.04197 ± 0.00241 0.06729 ± 0.00119 11.140 ± 0.135 % 93.765 ± 0.128 % + 141 2.0310 ± 0.0182 0.04180 ± 0.00240 0.06731 ± 0.00119 11.137 ± 0.135 % 93.767 ± 0.127 % + 142 2.0305 ± 0.0182 0.04195 ± 0.00240 0.06712 ± 0.00118 11.118 ± 0.134 % 93.772 ± 0.127 % + 143 2.0326 ± 0.0181 0.04164 ± 0.00238 0.06684 ± 0.00117 11.092 ± 0.133 % 93.778 ± 0.127 % + 144 2.0336 ± 0.0181 0.04158 ± 0.00237 0.06651 ± 0.00116 11.065 ± 0.133 % 93.785 ± 0.126 % + 145 2.0376 ± 0.0180 0.04132 ± 0.00235 0.06618 ± 0.00116 11.034 ± 0.132 % 93.769 ± 0.126 % + 146 2.0389 ± 0.0180 0.04099 ± 0.00234 0.06593 ± 0.00115 11.011 ± 0.132 % 93.801 ± 0.125 % + 147 2.0312 ± 0.0178 0.04072 ± 0.00233 0.06554 ± 0.00114 10.978 ± 0.131 % 93.840 ± 0.124 % + 148 2.0268 ± 0.0177 0.04078 ± 0.00232 0.06555 ± 0.00114 10.986 ± 0.131 % 93.847 ± 0.124 % + 149 2.0231 ± 0.0176 0.04103 ± 0.00231 0.06559 ± 0.00114 11.003 ± 0.131 % 93.862 ± 0.123 % + 150 2.0239 ± 0.0175 0.04130 ± 0.00231 0.06580 ± 0.00113 11.016 ± 0.130 % 93.833 ± 0.123 % + 151 2.0244 ± 0.0175 0.04123 ± 0.00231 0.06591 ± 0.00113 11.017 ± 0.130 % 93.814 ± 0.123 % + 152 2.0218 ± 0.0174 0.04152 ± 0.00231 0.06601 ± 0.00113 11.025 ± 0.129 % 93.808 ± 0.122 % + 153 2.0205 ± 0.0173 0.04189 ± 0.00230 0.06604 ± 0.00112 11.025 ± 0.129 % 93.802 ± 0.122 % + 154 2.0177 ± 0.0172 0.04192 ± 0.00229 0.06603 ± 0.00112 11.023 ± 0.128 % 93.784 ± 0.122 % + 155 2.0161 ± 0.0171 0.04174 ± 0.00228 0.06589 ± 0.00111 11.011 ± 0.127 % 93.766 ± 0.122 % + 156 2.0187 ± 0.0170 0.04145 ± 0.00227 0.06587 ± 0.00110 11.002 ± 0.127 % 93.766 ± 0.121 % + 157 2.0226 ± 0.0170 0.04123 ± 0.00227 0.06577 ± 0.00110 10.986 ± 0.126 % 93.750 ± 0.121 % + 158 2.0222 ± 0.0169 0.04098 ± 0.00225 0.06577 ± 0.00110 10.980 ± 0.126 % 93.748 ± 0.121 % + 159 2.0253 ± 0.0169 0.04057 ± 0.00224 0.06565 ± 0.00109 10.966 ± 0.125 % 93.743 ± 0.120 % + 160 2.0262 ± 0.0169 0.04040 ± 0.00224 0.06558 ± 0.00109 10.956 ± 0.125 % 93.752 ± 0.120 % + 161 2.0238 ± 0.0168 0.04027 ± 0.00223 0.06563 ± 0.00108 10.976 ± 0.124 % 93.743 ± 0.120 % + 162 2.0276 ± 0.0168 0.04030 ± 0.00223 0.06559 ± 0.00108 10.963 ± 0.124 % 93.725 ± 0.119 % + 163 2.0280 ± 0.0168 0.04019 ± 0.00222 0.06548 ± 0.00107 10.951 ± 0.123 % 93.733 ± 0.119 % + 164 2.0406 ± 0.0169 0.03988 ± 0.00221 0.06533 ± 0.00107 10.929 ± 0.123 % 93.716 ± 0.119 % + 165 2.0346 ± 0.0167 0.04004 ± 0.00220 0.06534 ± 0.00106 10.946 ± 0.123 % 93.723 ± 0.118 % + 166 2.0403 ± 0.0168 0.04085 ± 0.00220 0.06558 ± 0.00106 10.960 ± 0.122 % 93.688 ± 0.118 % + 167 2.0416 ± 0.0167 0.04147 ± 0.00220 0.06587 ± 0.00107 10.985 ± 0.122 % 93.667 ± 0.118 % + 168 2.0438 ± 0.0167 0.04160 ± 0.00219 0.06605 ± 0.00106 11.003 ± 0.122 % 93.646 ± 0.118 % + 169 2.0491 ± 0.0167 0.04138 ± 0.00219 0.06620 ± 0.00106 11.009 ± 0.121 % 93.614 ± 0.118 % + 170 2.0592 ± 0.0168 0.04122 ± 0.00218 0.06610 ± 0.00105 10.995 ± 0.121 % 93.603 ± 0.118 % + 171 2.0683 ± 0.0169 0.04130 ± 0.00218 0.06610 ± 0.00105 10.982 ± 0.121 % 93.574 ± 0.117 % + 172 2.0825 ± 0.0171 0.04124 ± 0.00217 0.06610 ± 0.00104 10.962 ± 0.120 % 93.541 ± 0.117 % + 173 2.0945 ± 0.0172 0.04105 ± 0.00216 0.06595 ± 0.00104 10.940 ± 0.120 % 93.542 ± 0.117 % + 174 2.0866 ± 0.0170 0.04083 ± 0.00215 0.06576 ± 0.00104 10.921 ± 0.119 % 93.577 ± 0.116 % + 175 2.0792 ± 0.0169 0.04066 ± 0.00214 0.06565 ± 0.00104 10.920 ± 0.119 % 93.604 ± 0.116 % + 176 2.0769 ± 0.0168 0.04088 ± 0.00213 0.06586 ± 0.00104 10.930 ± 0.119 % 93.607 ± 0.115 % + 177 2.0752 ± 0.0167 0.04088 ± 0.00213 0.06574 ± 0.00103 10.916 ± 0.118 % 93.626 ± 0.115 % + 178 2.0730 ± 0.0167 0.04117 ± 0.00212 0.06581 ± 0.00103 10.916 ± 0.118 % 93.633 ± 0.115 % + 179 2.0674 ± 0.0166 0.04125 ± 0.00212 0.06591 ± 0.00103 10.924 ± 0.118 % 93.644 ± 0.114 % + 180 2.0610 ± 0.0165 0.04129 ± 0.00211 0.06585 ± 0.00103 10.926 ± 0.118 % 93.654 ± 0.114 % + 181 2.0563 ± 0.0164 0.04138 ± 0.00210 0.06595 ± 0.00103 10.938 ± 0.117 % 93.658 ± 0.113 % + 182 2.0519 ± 0.0163 0.04149 ± 0.00210 0.06610 ± 0.00103 10.964 ± 0.117 % 93.657 ± 0.113 % + 183 2.0658 ± 0.0164 0.04124 ± 0.00209 0.06582 ± 0.00102 10.936 ± 0.117 % 93.670 ± 0.113 % + 184 2.0776 ± 0.0165 0.04125 ± 0.00208 0.06563 ± 0.00102 10.911 ± 0.116 % 93.657 ± 0.113 % + 185 2.0918 ± 0.0166 0.04108 ± 0.00207 0.06544 ± 0.00101 10.885 ± 0.116 % 93.649 ± 0.112 % + 186 2.1046 ± 0.0168 0.04099 ± 0.00206 0.06526 ± 0.00101 10.861 ± 0.116 % 93.641 ± 0.112 % + 187 2.1152 ± 0.0169 0.04068 ± 0.00205 0.06509 ± 0.00100 10.838 ± 0.115 % 93.629 ± 0.112 % + 188 2.1308 ± 0.0170 0.04051 ± 0.00204 0.06494 ± 0.00100 10.813 ± 0.115 % 93.623 ± 0.112 % + 189 2.1449 ± 0.0172 0.04022 ± 0.00203 0.06475 ± 0.00099 10.789 ± 0.115 % 93.620 ± 0.111 % + 190 2.1578 ± 0.0173 0.04005 ± 0.00203 0.06458 ± 0.00099 10.767 ± 0.114 % 93.614 ± 0.111 % + 191 2.1664 ± 0.0173 0.03990 ± 0.00202 0.06440 ± 0.00098 10.746 ± 0.114 % 93.617 ± 0.111 % + 192 2.1708 ± 0.0173 0.03967 ± 0.00201 0.06419 ± 0.00098 10.722 ± 0.114 % 93.619 ± 0.110 % + 193 2.1795 ± 0.0174 0.03947 ± 0.00200 0.06402 ± 0.00097 10.702 ± 0.113 % 93.612 ± 0.110 % + 194 2.1844 ± 0.0174 0.03926 ± 0.00199 0.06382 ± 0.00097 10.680 ± 0.113 % 93.620 ± 0.110 % + 195 2.1796 ± 0.0173 0.03947 ± 0.00199 0.06390 ± 0.00097 10.688 ± 0.113 % 93.617 ± 0.110 % + 196 2.1801 ± 0.0173 0.03957 ± 0.00199 0.06422 ± 0.00096 10.707 ± 0.112 % 93.597 ± 0.110 % + 197 2.1824 ± 0.0172 0.03947 ± 0.00198 0.06418 ± 0.00096 10.701 ± 0.112 % 93.592 ± 0.109 % + 198 2.1916 ± 0.0173 0.03940 ± 0.00197 0.06413 ± 0.00096 10.688 ± 0.112 % 93.575 ± 0.109 % + 199 2.2006 ± 0.0174 0.03930 ± 0.00197 0.06396 ± 0.00095 10.667 ± 0.111 % 93.578 ± 0.109 % + 200 2.2029 ± 0.0173 0.03903 ± 0.00196 0.06390 ± 0.00095 10.655 ± 0.111 % 93.576 ± 0.109 % + 201 2.2067 ± 0.0173 0.03901 ± 0.00195 0.06381 ± 0.00094 10.643 ± 0.111 % 93.577 ± 0.108 % + 202 2.2086 ± 0.0173 0.03878 ± 0.00195 0.06360 ± 0.00094 10.621 ± 0.110 % 93.582 ± 0.108 % + 203 2.2184 ± 0.0174 0.03892 ± 0.00194 0.06353 ± 0.00094 10.611 ± 0.110 % 93.569 ± 0.108 % + 204 2.2133 ± 0.0173 0.03896 ± 0.00193 0.06347 ± 0.00093 10.604 ± 0.109 % 93.589 ± 0.107 % + 205 2.2197 ± 0.0173 0.03884 ± 0.00193 0.06328 ± 0.00093 10.584 ± 0.109 % 93.592 ± 0.107 % + 206 2.2202 ± 0.0173 0.03891 ± 0.00192 0.06316 ± 0.00092 10.570 ± 0.109 % 93.592 ± 0.107 % + 207 2.2223 ± 0.0173 0.03871 ± 0.00191 0.06315 ± 0.00092 10.560 ± 0.108 % 93.585 ± 0.107 % + 208 2.2251 ± 0.0173 0.03851 ± 0.00191 0.06300 ± 0.00092 10.541 ± 0.108 % 93.590 ± 0.106 % + 209 2.2228 ± 0.0172 0.03868 ± 0.00191 0.06328 ± 0.00092 10.576 ± 0.108 % 93.577 ± 0.106 % + 210 2.2280 ± 0.0172 0.03881 ± 0.00190 0.06315 ± 0.00091 10.563 ± 0.108 % 93.559 ± 0.106 % + 211 2.2263 ± 0.0171 0.03887 ± 0.00190 0.06328 ± 0.00091 10.575 ± 0.107 % 93.547 ± 0.106 % + 212 2.2266 ± 0.0171 0.03892 ± 0.00189 0.06321 ± 0.00091 10.564 ± 0.107 % 93.541 ± 0.106 % + 213 2.2276 ± 0.0170 0.03886 ± 0.00189 0.06307 ± 0.00090 10.549 ± 0.106 % 93.551 ± 0.105 % + 214 2.2297 ± 0.0170 0.03873 ± 0.00188 0.06315 ± 0.00090 10.544 ± 0.106 % 93.550 ± 0.105 % + 215 2.2258 ± 0.0169 0.03866 ± 0.00188 0.06314 ± 0.00090 10.548 ± 0.106 % 93.561 ± 0.105 % + 216 2.2252 ± 0.0169 0.03921 ± 0.00188 0.06337 ± 0.00090 10.561 ± 0.106 % 93.542 ± 0.105 % + 217 2.2227 ± 0.0168 0.03924 ± 0.00188 0.06383 ± 0.00091 10.602 ± 0.106 % 93.518 ± 0.105 % + 218 2.2195 ± 0.0167 0.03902 ± 0.00188 0.06377 ± 0.00090 10.598 ± 0.105 % 93.517 ± 0.104 % + 219 2.2165 ± 0.0167 0.03894 ± 0.00187 0.06393 ± 0.00090 10.605 ± 0.105 % 93.511 ± 0.104 % + 220 2.2154 ± 0.0166 0.03882 ± 0.00187 0.06401 ± 0.00090 10.612 ± 0.105 % 93.506 ± 0.104 % + 221 2.2165 ± 0.0166 0.03882 ± 0.00186 0.06388 ± 0.00090 10.596 ± 0.104 % 93.505 ± 0.104 % + 222 2.2182 ± 0.0165 0.03867 ± 0.00186 0.06378 ± 0.00089 10.586 ± 0.104 % 93.503 ± 0.104 % + 223 2.2176 ± 0.0165 0.03863 ± 0.00185 0.06375 ± 0.00089 10.580 ± 0.104 % 93.493 ± 0.103 % + 224 2.2176 ± 0.0164 0.03848 ± 0.00185 0.06367 ± 0.00089 10.571 ± 0.104 % 93.500 ± 0.103 % + 225 2.2156 ± 0.0164 0.03853 ± 0.00185 0.06369 ± 0.00088 10.574 ± 0.103 % 93.494 ± 0.103 % + 226 2.2202 ± 0.0164 0.03850 ± 0.00184 0.06358 ± 0.00088 10.560 ± 0.103 % 93.486 ± 0.103 % + 227 2.2263 ± 0.0164 0.03851 ± 0.00183 0.06345 ± 0.00088 10.542 ± 0.103 % 93.477 ± 0.103 % + 228 2.2194 ± 0.0163 0.03835 ± 0.00183 0.06324 ± 0.00087 10.526 ± 0.102 % 93.498 ± 0.102 % + 229 2.2183 ± 0.0163 0.03852 ± 0.00183 0.06331 ± 0.00087 10.528 ± 0.102 % 93.503 ± 0.102 % + 230 2.2182 ± 0.0162 0.03856 ± 0.00183 0.06335 ± 0.00087 10.534 ± 0.102 % 93.495 ± 0.102 % + 231 2.2185 ± 0.0162 0.03877 ± 0.00182 0.06339 ± 0.00087 10.538 ± 0.102 % 93.503 ± 0.102 % + 232 2.2236 ± 0.0163 0.03876 ± 0.00182 0.06346 ± 0.00087 10.538 ± 0.102 % 93.485 ± 0.101 % + 233 2.2308 ± 0.0163 0.03893 ± 0.00182 0.06341 ± 0.00086 10.525 ± 0.101 % 93.473 ± 0.101 % + 234 2.2308 ± 0.0163 0.03925 ± 0.00181 0.06351 ± 0.00086 10.531 ± 0.101 % 93.472 ± 0.101 % + 235 2.2239 ± 0.0162 0.03915 ± 0.00181 0.06330 ± 0.00086 10.514 ± 0.101 % 93.497 ± 0.101 % + 236 2.2208 ± 0.0161 0.03924 ± 0.00181 0.06337 ± 0.00086 10.515 ± 0.100 % 93.491 ± 0.101 % + 237 2.2181 ± 0.0160 0.03930 ± 0.00181 0.06355 ± 0.00086 10.529 ± 0.100 % 93.484 ± 0.100 % + 238 2.2152 ± 0.0160 0.03940 ± 0.00180 0.06373 ± 0.00086 10.548 ± 0.100 % 93.472 ± 0.100 % + 239 2.2124 ± 0.0159 0.03923 ± 0.00180 0.06383 ± 0.00086 10.558 ± 0.100 % 93.471 ± 0.100 % + 240 2.2103 ± 0.0158 0.03959 ± 0.00180 0.06411 ± 0.00086 10.589 ± 0.100 % 93.459 ± 0.100 % + 241 2.2101 ± 0.0158 0.03982 ± 0.00180 0.06428 ± 0.00086 10.597 ± 0.099 % 93.459 ± 0.100 % + 242 2.2122 ± 0.0158 0.04014 ± 0.00180 0.06455 ± 0.00085 10.613 ± 0.099 % 93.435 ± 0.100 % + 243 2.2092 ± 0.0157 0.04010 ± 0.00180 0.06472 ± 0.00086 10.631 ± 0.099 % 93.430 ± 0.100 % + 244 2.2132 ± 0.0157 0.04026 ± 0.00180 0.06496 ± 0.00085 10.648 ± 0.099 % 93.406 ± 0.099 % + 245 2.2173 ± 0.0157 0.04047 ± 0.00179 0.06506 ± 0.00085 10.645 ± 0.098 % 93.385 ± 0.099 % + 246 2.2186 ± 0.0157 0.04061 ± 0.00179 0.06535 ± 0.00085 10.669 ± 0.098 % 93.362 ± 0.099 % + 247 2.2229 ± 0.0157 0.04086 ± 0.00179 0.06549 ± 0.00085 10.675 ± 0.098 % 93.349 ± 0.099 % + 248 2.2322 ± 0.0158 0.04082 ± 0.00178 0.06543 ± 0.00085 10.663 ± 0.098 % 93.340 ± 0.099 % + 249 2.2341 ± 0.0158 0.04095 ± 0.00179 0.06574 ± 0.00085 10.684 ± 0.097 % 93.313 ± 0.099 % + 250 2.2360 ± 0.0158 0.04096 ± 0.00178 0.06565 ± 0.00084 10.672 ± 0.097 % 93.311 ± 0.099 % + 251 2.2313 ± 0.0157 0.04095 ± 0.00177 0.06548 ± 0.00084 10.660 ± 0.097 % 93.332 ± 0.099 % + 252 2.2264 ± 0.0156 0.04091 ± 0.00177 0.06532 ± 0.00084 10.649 ± 0.097 % 93.352 ± 0.098 % + 253 2.2212 ± 0.0155 0.04085 ± 0.00176 0.06514 ± 0.00083 10.637 ± 0.096 % 93.371 ± 0.098 % + 254 2.2184 ± 0.0155 0.04079 ± 0.00176 0.06505 ± 0.00083 10.631 ± 0.096 % 93.384 ± 0.098 % + 255 2.2163 ± 0.0154 0.04079 ± 0.00175 0.06509 ± 0.00083 10.638 ± 0.096 % 93.372 ± 0.098 % + 256 2.2165 ± 0.0154 0.04079 ± 0.00175 0.06513 ± 0.00083 10.636 ± 0.096 % 93.369 ± 0.097 % + 257 2.2173 ± 0.0154 0.04078 ± 0.00175 0.06516 ± 0.00083 10.638 ± 0.095 % 93.356 ± 0.097 % + 258 2.2175 ± 0.0153 0.04071 ± 0.00175 0.06525 ± 0.00082 10.643 ± 0.095 % 93.353 ± 0.097 % + 259 2.2167 ± 0.0153 0.04073 ± 0.00174 0.06532 ± 0.00082 10.651 ± 0.095 % 93.348 ± 0.097 % + 260 2.2131 ± 0.0152 0.04056 ± 0.00174 0.06536 ± 0.00082 10.656 ± 0.095 % 93.356 ± 0.097 % + 261 2.2116 ± 0.0152 0.04091 ± 0.00174 0.06543 ± 0.00082 10.670 ± 0.095 % 93.363 ± 0.096 % + 262 2.2079 ± 0.0151 0.04085 ± 0.00174 0.06541 ± 0.00082 10.670 ± 0.094 % 93.372 ± 0.096 % + 263 2.2053 ± 0.0150 0.04098 ± 0.00173 0.06549 ± 0.00082 10.686 ± 0.094 % 93.369 ± 0.096 % + 264 2.2021 ± 0.0150 0.04095 ± 0.00173 0.06550 ± 0.00082 10.688 ± 0.094 % 93.378 ± 0.096 % + 265 2.2013 ± 0.0149 0.04089 ± 0.00173 0.06544 ± 0.00081 10.684 ± 0.094 % 93.378 ± 0.096 % + 266 2.2001 ± 0.0149 0.04078 ± 0.00172 0.06538 ± 0.00081 10.682 ± 0.094 % 93.385 ± 0.095 % + 267 2.1974 ± 0.0148 0.04078 ± 0.00172 0.06538 ± 0.00081 10.682 ± 0.093 % 93.385 ± 0.095 % + 268 2.1958 ± 0.0148 0.04079 ± 0.00172 0.06536 ± 0.00081 10.682 ± 0.093 % 93.395 ± 0.095 % + 269 2.1933 ± 0.0147 0.04077 ± 0.00171 0.06552 ± 0.00081 10.703 ± 0.093 % 93.377 ± 0.095 % + 270 2.1927 ± 0.0147 0.04082 ± 0.00171 0.06564 ± 0.00081 10.714 ± 0.093 % 93.365 ± 0.095 % + 271 2.1915 ± 0.0147 0.04105 ± 0.00171 0.06567 ± 0.00080 10.725 ± 0.093 % 93.365 ± 0.095 % + 272 2.1914 ± 0.0146 0.04086 ± 0.00171 0.06564 ± 0.00080 10.725 ± 0.093 % 93.364 ± 0.095 % + 273 2.1905 ± 0.0146 0.04081 ± 0.00170 0.06554 ± 0.00080 10.717 ± 0.092 % 93.369 ± 0.094 % + 274 2.1901 ± 0.0146 0.04080 ± 0.00170 0.06547 ± 0.00080 10.712 ± 0.092 % 93.378 ± 0.094 % + 275 2.1866 ± 0.0145 0.04060 ± 0.00169 0.06538 ± 0.00079 10.708 ± 0.092 % 93.386 ± 0.094 % + 276 2.1848 ± 0.0145 0.04042 ± 0.00169 0.06526 ± 0.00079 10.694 ± 0.092 % 93.399 ± 0.094 % + 277 2.1808 ± 0.0144 0.04055 ± 0.00169 0.06536 ± 0.00079 10.713 ± 0.092 % 93.406 ± 0.093 % + 278 2.1770 ± 0.0143 0.04064 ± 0.00168 0.06545 ± 0.00079 10.717 ± 0.092 % 93.408 ± 0.093 % + 279 2.1737 ± 0.0143 0.04043 ± 0.00168 0.06553 ± 0.00079 10.728 ± 0.092 % 93.409 ± 0.093 % + 280 2.1740 ± 0.0142 0.04036 ± 0.00168 0.06542 ± 0.00079 10.717 ± 0.091 % 93.415 ± 0.093 % + 281 2.1773 ± 0.0143 0.04018 ± 0.00168 0.06538 ± 0.00079 10.710 ± 0.091 % 93.407 ± 0.093 % + 282 2.1826 ± 0.0143 0.04018 ± 0.00167 0.06529 ± 0.00079 10.699 ± 0.091 % 93.404 ± 0.093 % + 283 2.1899 ± 0.0143 0.04006 ± 0.00167 0.06521 ± 0.00078 10.683 ± 0.091 % 93.403 ± 0.092 % + 284 2.1983 ± 0.0144 0.04003 ± 0.00166 0.06515 ± 0.00078 10.672 ± 0.091 % 93.395 ± 0.092 % + 285 2.2035 ± 0.0144 0.04000 ± 0.00166 0.06515 ± 0.00078 10.668 ± 0.090 % 93.383 ± 0.092 % + 286 2.2088 ± 0.0145 0.03988 ± 0.00166 0.06512 ± 0.00078 10.659 ± 0.090 % 93.373 ± 0.092 % + 287 2.2153 ± 0.0145 0.03987 ± 0.00165 0.06505 ± 0.00078 10.646 ± 0.090 % 93.370 ± 0.092 % + 288 2.2209 ± 0.0145 0.03982 ± 0.00165 0.06496 ± 0.00077 10.637 ± 0.090 % 93.371 ± 0.092 % + 289 2.2275 ± 0.0146 0.03970 ± 0.00164 0.06482 ± 0.00077 10.621 ± 0.090 % 93.373 ± 0.092 % + 290 2.2255 ± 0.0145 0.03971 ± 0.00164 0.06483 ± 0.00077 10.628 ± 0.090 % 93.378 ± 0.091 % + 291 2.2260 ± 0.0145 0.03961 ± 0.00164 0.06483 ± 0.00077 10.628 ± 0.089 % 93.375 ± 0.091 % + 292 2.2284 ± 0.0145 0.03956 ± 0.00164 0.06475 ± 0.00077 10.618 ± 0.089 % 93.376 ± 0.091 % + 293 2.2314 ± 0.0145 0.03945 ± 0.00163 0.06466 ± 0.00076 10.608 ± 0.089 % 93.380 ± 0.091 % + 294 2.2262 ± 0.0144 0.03940 ± 0.00163 0.06455 ± 0.00076 10.604 ± 0.089 % 93.395 ± 0.091 % + 295 2.2245 ± 0.0144 0.03951 ± 0.00163 0.06474 ± 0.00076 10.622 ± 0.089 % 93.383 ± 0.091 % + 296 2.2282 ± 0.0144 0.03953 ± 0.00163 0.06483 ± 0.00076 10.623 ± 0.089 % 93.362 ± 0.091 % + 297 2.2288 ± 0.0144 0.03978 ± 0.00163 0.06500 ± 0.00076 10.643 ± 0.089 % 93.341 ± 0.091 % + 298 2.2309 ± 0.0144 0.03988 ± 0.00162 0.06510 ± 0.00076 10.644 ± 0.088 % 93.337 ± 0.090 % + 299 2.2340 ± 0.0144 0.03978 ± 0.00162 0.06508 ± 0.00076 10.637 ± 0.088 % 93.323 ± 0.090 % + 300 2.2334 ± 0.0143 0.03971 ± 0.00162 0.06513 ± 0.00076 10.636 ± 0.088 % 93.327 ± 0.090 % + 301 2.2339 ± 0.0143 0.03963 ± 0.00162 0.06515 ± 0.00075 10.632 ± 0.088 % 93.326 ± 0.090 % + 302 2.2363 ± 0.0143 0.03958 ± 0.00161 0.06514 ± 0.00075 10.624 ± 0.087 % 93.303 ± 0.090 % + 303 2.2334 ± 0.0142 0.03954 ± 0.00161 0.06515 ± 0.00075 10.629 ± 0.087 % 93.295 ± 0.090 % + 304 2.2314 ± 0.0142 0.03958 ± 0.00161 0.06520 ± 0.00075 10.635 ± 0.087 % 93.297 ± 0.090 % + 305 2.2314 ± 0.0142 0.03965 ± 0.00160 0.06529 ± 0.00075 10.640 ± 0.087 % 93.283 ± 0.090 % + 306 2.2306 ± 0.0141 0.03945 ± 0.00160 0.06528 ± 0.00074 10.637 ± 0.087 % 93.276 ± 0.090 % + 307 2.2323 ± 0.0141 0.03936 ± 0.00160 0.06527 ± 0.00074 10.633 ± 0.086 % 93.275 ± 0.090 % + 308 2.2290 ± 0.0141 0.03943 ± 0.00160 0.06543 ± 0.00074 10.651 ± 0.086 % 93.275 ± 0.089 % + 309 2.2311 ± 0.0141 0.03967 ± 0.00159 0.06542 ± 0.00074 10.648 ± 0.086 % 93.261 ± 0.089 % + 310 2.2318 ± 0.0140 0.03958 ± 0.00159 0.06542 ± 0.00074 10.644 ± 0.086 % 93.251 ± 0.089 % + 311 2.2324 ± 0.0140 0.03946 ± 0.00159 0.06526 ± 0.00074 10.630 ± 0.086 % 93.265 ± 0.089 % + 312 2.2287 ± 0.0140 0.03957 ± 0.00158 0.06522 ± 0.00074 10.628 ± 0.086 % 93.277 ± 0.089 % + 313 2.2254 ± 0.0139 0.03968 ± 0.00158 0.06530 ± 0.00074 10.634 ± 0.085 % 93.284 ± 0.089 % + 314 2.2222 ± 0.0139 0.03980 ± 0.00158 0.06552 ± 0.00074 10.666 ± 0.086 % 93.280 ± 0.088 % + 315 2.2189 ± 0.0138 0.03992 ± 0.00158 0.06548 ± 0.00074 10.666 ± 0.085 % 93.285 ± 0.088 % + 316 2.2174 ± 0.0138 0.04008 ± 0.00158 0.06568 ± 0.00074 10.677 ± 0.085 % 93.271 ± 0.088 % + 317 2.2143 ± 0.0137 0.04008 ± 0.00158 0.06576 ± 0.00074 10.683 ± 0.085 % 93.280 ± 0.088 % + 318 2.2120 ± 0.0137 0.04013 ± 0.00158 0.06592 ± 0.00074 10.699 ± 0.085 % 93.274 ± 0.088 % + 319 2.2117 ± 0.0137 0.04020 ± 0.00158 0.06610 ± 0.00074 10.710 ± 0.085 % 93.263 ± 0.088 % + 320 2.2117 ± 0.0136 0.04006 ± 0.00158 0.06613 ± 0.00073 10.710 ± 0.085 % 93.259 ± 0.088 % + 321 2.2083 ± 0.0136 0.04005 ± 0.00158 0.06628 ± 0.00074 10.735 ± 0.085 % 93.256 ± 0.088 % + 322 2.2058 ± 0.0135 0.04008 ± 0.00157 0.06632 ± 0.00073 10.741 ± 0.085 % 93.254 ± 0.088 % + 323 2.2050 ± 0.0135 0.03999 ± 0.00157 0.06652 ± 0.00074 10.750 ± 0.084 % 93.248 ± 0.087 % + 324 2.2023 ± 0.0135 0.04003 ± 0.00157 0.06663 ± 0.00074 10.761 ± 0.084 % 93.243 ± 0.087 % + 325 2.2039 ± 0.0135 0.03997 ± 0.00157 0.06681 ± 0.00074 10.774 ± 0.084 % 93.227 ± 0.087 % + 326 2.2025 ± 0.0134 0.04019 ± 0.00157 0.06692 ± 0.00074 10.793 ± 0.084 % 93.221 ± 0.087 % + 327 2.2024 ± 0.0134 0.04005 ± 0.00157 0.06698 ± 0.00073 10.795 ± 0.084 % 93.217 ± 0.087 % + 328 2.2009 ± 0.0134 0.04011 ± 0.00157 0.06708 ± 0.00073 10.802 ± 0.084 % 93.216 ± 0.087 % + 329 2.2003 ± 0.0133 0.04022 ± 0.00157 0.06713 ± 0.00073 10.804 ± 0.084 % 93.215 ± 0.087 % + 330 2.1995 ± 0.0133 0.04015 ± 0.00157 0.06716 ± 0.00073 10.809 ± 0.084 % 93.213 ± 0.087 % + 331 2.2019 ± 0.0133 0.04010 ± 0.00156 0.06714 ± 0.00073 10.805 ± 0.083 % 93.216 ± 0.087 % + 332 2.1975 ± 0.0133 0.04008 ± 0.00156 0.06704 ± 0.00073 10.800 ± 0.083 % 93.232 ± 0.086 % + 333 2.1983 ± 0.0133 0.04009 ± 0.00156 0.06707 ± 0.00073 10.806 ± 0.083 % 93.230 ± 0.086 % + 334 2.1998 ± 0.0132 0.04002 ± 0.00155 0.06704 ± 0.00072 10.801 ± 0.083 % 93.232 ± 0.086 % + 335 2.2018 ± 0.0132 0.04011 ± 0.00155 0.06702 ± 0.00072 10.799 ± 0.083 % 93.230 ± 0.086 % + 336 2.2054 ± 0.0132 0.04021 ± 0.00155 0.06695 ± 0.00072 10.796 ± 0.083 % 93.229 ± 0.086 % + 337 2.2057 ± 0.0132 0.04035 ± 0.00154 0.06690 ± 0.00072 10.792 ± 0.083 % 93.236 ± 0.086 % + 338 2.2062 ± 0.0132 0.04031 ± 0.00154 0.06680 ± 0.00072 10.785 ± 0.082 % 93.238 ± 0.086 % + 339 2.2071 ± 0.0132 0.04023 ± 0.00154 0.06669 ± 0.00072 10.775 ± 0.082 % 93.244 ± 0.085 % + 340 2.2081 ± 0.0132 0.04020 ± 0.00153 0.06660 ± 0.00071 10.767 ± 0.082 % 93.246 ± 0.085 % + 341 2.2083 ± 0.0131 0.04027 ± 0.00153 0.06655 ± 0.00071 10.761 ± 0.082 % 93.247 ± 0.085 % + 342 2.2135 ± 0.0132 0.04014 ± 0.00153 0.06650 ± 0.00071 10.755 ± 0.082 % 93.235 ± 0.085 % + 343 2.2150 ± 0.0132 0.03999 ± 0.00152 0.06642 ± 0.00071 10.746 ± 0.082 % 93.235 ± 0.085 % + 344 2.2152 ± 0.0131 0.03988 ± 0.00152 0.06641 ± 0.00071 10.745 ± 0.082 % 93.238 ± 0.085 % + 345 2.2176 ± 0.0131 0.03987 ± 0.00152 0.06650 ± 0.00071 10.751 ± 0.081 % 93.230 ± 0.085 % + 346 2.2223 ± 0.0132 0.03983 ± 0.00152 0.06644 ± 0.00070 10.743 ± 0.081 % 93.226 ± 0.085 % + 347 2.2263 ± 0.0132 0.03985 ± 0.00151 0.06638 ± 0.00070 10.737 ± 0.081 % 93.228 ± 0.084 % + 348 2.2245 ± 0.0132 0.03989 ± 0.00152 0.06627 ± 0.00070 10.729 ± 0.081 % 93.240 ± 0.084 % + 349 2.2248 ± 0.0131 0.04002 ± 0.00152 0.06658 ± 0.00070 10.743 ± 0.081 % 93.223 ± 0.084 % + 350 2.2248 ± 0.0131 0.04009 ± 0.00152 0.06663 ± 0.00070 10.746 ± 0.081 % 93.219 ± 0.084 % + 351 2.2228 ± 0.0131 0.04004 ± 0.00152 0.06669 ± 0.00070 10.754 ± 0.081 % 93.216 ± 0.084 % + 352 2.2192 ± 0.0130 0.04000 ± 0.00151 0.06659 ± 0.00070 10.749 ± 0.081 % 93.230 ± 0.084 % + 353 2.2157 ± 0.0130 0.03986 ± 0.00151 0.06656 ± 0.00070 10.752 ± 0.081 % 93.229 ± 0.084 % + 354 2.2134 ± 0.0129 0.03993 ± 0.00151 0.06659 ± 0.00070 10.756 ± 0.081 % 93.235 ± 0.084 % + 355 2.2091 ± 0.0129 0.03986 ± 0.00151 0.06652 ± 0.00070 10.754 ± 0.081 % 93.246 ± 0.083 % + 356 2.2061 ± 0.0128 0.04002 ± 0.00151 0.06655 ± 0.00070 10.757 ± 0.080 % 93.253 ± 0.083 % + 357 2.2036 ± 0.0128 0.04020 ± 0.00151 0.06666 ± 0.00070 10.770 ± 0.080 % 93.251 ± 0.083 % + 358 2.2008 ± 0.0127 0.04034 ± 0.00150 0.06680 ± 0.00070 10.780 ± 0.080 % 93.249 ± 0.083 % + 359 2.1980 ± 0.0127 0.04041 ± 0.00150 0.06692 ± 0.00070 10.800 ± 0.080 % 93.249 ± 0.083 % + 360 2.1950 ± 0.0127 0.04051 ± 0.00150 0.06698 ± 0.00070 10.811 ± 0.080 % 93.253 ± 0.083 % + 361 2.1925 ± 0.0126 0.04049 ± 0.00150 0.06702 ± 0.00070 10.818 ± 0.080 % 93.255 ± 0.083 % + 362 2.1888 ± 0.0126 0.04048 ± 0.00150 0.06702 ± 0.00070 10.817 ± 0.080 % 93.264 ± 0.082 % + 363 2.1854 ± 0.0125 0.04059 ± 0.00150 0.06704 ± 0.00070 10.824 ± 0.080 % 93.272 ± 0.082 % + 364 2.1828 ± 0.0125 0.04058 ± 0.00149 0.06704 ± 0.00070 10.826 ± 0.080 % 93.277 ± 0.082 % + 365 2.1795 ± 0.0124 0.04057 ± 0.00149 0.06711 ± 0.00070 10.840 ± 0.080 % 93.282 ± 0.082 % + 366 2.1760 ± 0.0124 0.04059 ± 0.00149 0.06711 ± 0.00070 10.847 ± 0.080 % 93.293 ± 0.082 % + 367 2.1719 ± 0.0123 0.04049 ± 0.00149 0.06705 ± 0.00070 10.841 ± 0.080 % 93.306 ± 0.082 % + 368 2.1695 ± 0.0123 0.04045 ± 0.00149 0.06702 ± 0.00069 10.841 ± 0.080 % 93.309 ± 0.082 % + 369 2.1668 ± 0.0123 0.04056 ± 0.00148 0.06709 ± 0.00070 10.839 ± 0.080 % 93.318 ± 0.081 % + 370 2.1630 ± 0.0122 0.04059 ± 0.00148 0.06704 ± 0.00070 10.841 ± 0.080 % 93.326 ± 0.081 % + 371 2.1610 ± 0.0122 0.04097 ± 0.00148 0.06718 ± 0.00070 10.861 ± 0.080 % 93.327 ± 0.081 % + 372 2.1576 ± 0.0121 0.04099 ± 0.00148 0.06720 ± 0.00070 10.865 ± 0.080 % 93.338 ± 0.081 % + 373 2.1549 ± 0.0121 0.04083 ± 0.00148 0.06716 ± 0.00070 10.865 ± 0.080 % 93.348 ± 0.081 % + 374 2.1530 ± 0.0121 0.04104 ± 0.00148 0.06736 ± 0.00070 10.887 ± 0.080 % 93.345 ± 0.081 % + 375 2.1502 ± 0.0120 0.04114 ± 0.00148 0.06744 ± 0.00070 10.898 ± 0.080 % 93.349 ± 0.081 % + 376 2.1473 ± 0.0120 0.04111 ± 0.00148 0.06745 ± 0.00070 10.901 ± 0.079 % 93.354 ± 0.080 % + 377 2.1439 ± 0.0120 0.04111 ± 0.00147 0.06746 ± 0.00070 10.908 ± 0.079 % 93.365 ± 0.080 % + 378 2.1407 ± 0.0119 0.04109 ± 0.00147 0.06747 ± 0.00070 10.909 ± 0.079 % 93.370 ± 0.080 % + 379 2.1382 ± 0.0119 0.04109 ± 0.00147 0.06744 ± 0.00070 10.906 ± 0.079 % 93.377 ± 0.080 % + 380 2.1361 ± 0.0118 0.04117 ± 0.00147 0.06759 ± 0.00070 10.923 ± 0.079 % 93.378 ± 0.080 % + 381 2.1345 ± 0.0118 0.04123 ± 0.00147 0.06781 ± 0.00070 10.939 ± 0.079 % 93.371 ± 0.080 % + 382 2.1309 ± 0.0118 0.04113 ± 0.00147 0.06775 ± 0.00070 10.935 ± 0.079 % 93.383 ± 0.080 % + 383 2.1289 ± 0.0117 0.04116 ± 0.00146 0.06773 ± 0.00070 10.934 ± 0.079 % 93.386 ± 0.080 % + 384 2.1265 ± 0.0117 0.04110 ± 0.00146 0.06769 ± 0.00069 10.932 ± 0.079 % 93.394 ± 0.079 % + 385 2.1279 ± 0.0117 0.04109 ± 0.00146 0.06771 ± 0.00069 10.933 ± 0.079 % 93.393 ± 0.079 % + 386 2.1314 ± 0.0117 0.04111 ± 0.00146 0.06764 ± 0.00069 10.923 ± 0.079 % 93.394 ± 0.079 % + 387 2.1351 ± 0.0117 0.04111 ± 0.00145 0.06756 ± 0.00069 10.913 ± 0.078 % 93.393 ± 0.079 % + 388 2.1393 ± 0.0117 0.04121 ± 0.00145 0.06752 ± 0.00069 10.905 ± 0.078 % 93.388 ± 0.079 % + 389 2.1415 ± 0.0117 0.04120 ± 0.00145 0.06743 ± 0.00069 10.896 ± 0.078 % 93.390 ± 0.079 % + 390 2.1444 ± 0.0117 0.04120 ± 0.00145 0.06739 ± 0.00069 10.890 ± 0.078 % 93.383 ± 0.079 % + 391 2.1487 ± 0.0118 0.04124 ± 0.00144 0.06734 ± 0.00068 10.883 ± 0.078 % 93.377 ± 0.079 % + 392 2.1507 ± 0.0118 0.04110 ± 0.00144 0.06727 ± 0.00068 10.875 ± 0.078 % 93.373 ± 0.079 % + 393 2.1467 ± 0.0117 0.04102 ± 0.00144 0.06712 ± 0.00068 10.865 ± 0.078 % 93.388 ± 0.078 % + 394 2.1440 ± 0.0117 0.04104 ± 0.00143 0.06705 ± 0.00068 10.860 ± 0.078 % 93.398 ± 0.078 % + 395 2.1402 ± 0.0116 0.04097 ± 0.00143 0.06694 ± 0.00068 10.855 ± 0.078 % 93.412 ± 0.078 % + 396 2.1381 ± 0.0116 0.04112 ± 0.00143 0.06696 ± 0.00068 10.858 ± 0.078 % 93.417 ± 0.078 % + 397 2.1349 ± 0.0116 0.04113 ± 0.00143 0.06691 ± 0.00068 10.852 ± 0.078 % 93.428 ± 0.078 % + 398 2.1320 ± 0.0115 0.04106 ± 0.00143 0.06681 ± 0.00068 10.845 ± 0.077 % 93.439 ± 0.078 % + 399 2.1287 ± 0.0115 0.04104 ± 0.00143 0.06681 ± 0.00068 10.849 ± 0.077 % 93.447 ± 0.078 % + 400 2.1252 ± 0.0115 0.04105 ± 0.00142 0.06677 ± 0.00068 10.850 ± 0.077 % 93.459 ± 0.077 % + 401 2.1214 ± 0.0114 0.04101 ± 0.00142 0.06666 ± 0.00068 10.844 ± 0.077 % 93.472 ± 0.077 % + 402 2.1178 ± 0.0114 0.04098 ± 0.00142 0.06661 ± 0.00068 10.843 ± 0.077 % 93.484 ± 0.077 % + 403 2.1146 ± 0.0113 0.04095 ± 0.00142 0.06651 ± 0.00068 10.833 ± 0.077 % 93.497 ± 0.077 % + 404 2.1111 ± 0.0113 0.04091 ± 0.00141 0.06638 ± 0.00068 10.823 ± 0.077 % 93.512 ± 0.077 % + 405 2.1075 ± 0.0112 0.04082 ± 0.00141 0.06626 ± 0.00067 10.814 ± 0.077 % 93.524 ± 0.077 % + 406 2.1041 ± 0.0112 0.04071 ± 0.00141 0.06614 ± 0.00067 10.806 ± 0.077 % 93.538 ± 0.076 % + 407 2.1007 ± 0.0112 0.04066 ± 0.00140 0.06604 ± 0.00067 10.798 ± 0.077 % 93.552 ± 0.076 % + 408 2.0971 ± 0.0111 0.04062 ± 0.00140 0.06596 ± 0.00067 10.795 ± 0.077 % 93.564 ± 0.076 % + 409 2.0937 ± 0.0111 0.04053 ± 0.00140 0.06582 ± 0.00067 10.784 ± 0.077 % 93.577 ± 0.076 % + 410 2.0902 ± 0.0110 0.04044 ± 0.00139 0.06571 ± 0.00067 10.774 ± 0.077 % 93.592 ± 0.076 % + 411 2.0871 ± 0.0110 0.04038 ± 0.00139 0.06560 ± 0.00067 10.764 ± 0.077 % 93.605 ± 0.076 % + 412 2.0842 ± 0.0110 0.04026 ± 0.00139 0.06552 ± 0.00067 10.759 ± 0.077 % 93.616 ± 0.075 % + 413 2.0811 ± 0.0109 0.04015 ± 0.00139 0.06539 ± 0.00066 10.747 ± 0.077 % 93.631 ± 0.075 % + 414 2.0780 ± 0.0109 0.04011 ± 0.00138 0.06526 ± 0.00066 10.736 ± 0.076 % 93.646 ± 0.075 % + 415 2.0783 ± 0.0109 0.04004 ± 0.00138 0.06522 ± 0.00066 10.732 ± 0.076 % 93.650 ± 0.075 % + 416 2.0779 ± 0.0109 0.04002 ± 0.00138 0.06522 ± 0.00066 10.733 ± 0.076 % 93.646 ± 0.075 % + 417 2.0764 ± 0.0108 0.04008 ± 0.00138 0.06518 ± 0.00066 10.729 ± 0.076 % 93.657 ± 0.075 % + 418 2.0760 ± 0.0108 0.04008 ± 0.00138 0.06514 ± 0.00066 10.726 ± 0.076 % 93.664 ± 0.075 % + 419 2.0734 ± 0.0108 0.04004 ± 0.00138 0.06511 ± 0.00066 10.727 ± 0.076 % 93.671 ± 0.074 % + 420 2.0708 ± 0.0108 0.04003 ± 0.00137 0.06506 ± 0.00066 10.725 ± 0.076 % 93.682 ± 0.074 % + 421 2.0680 ± 0.0107 0.04011 ± 0.00137 0.06499 ± 0.00066 10.725 ± 0.076 % 93.692 ± 0.074 % + 422 2.0686 ± 0.0107 0.03995 ± 0.00137 0.06497 ± 0.00066 10.724 ± 0.076 % 93.694 ± 0.074 % + 423 2.0669 ± 0.0107 0.03995 ± 0.00137 0.06490 ± 0.00065 10.717 ± 0.076 % 93.705 ± 0.074 % + 424 2.0666 ± 0.0107 0.03994 ± 0.00137 0.06487 ± 0.00065 10.714 ± 0.076 % 93.707 ± 0.074 % + 425 2.0642 ± 0.0106 0.03984 ± 0.00136 0.06480 ± 0.00065 10.709 ± 0.075 % 93.715 ± 0.074 % + 426 2.0630 ± 0.0106 0.03981 ± 0.00136 0.06476 ± 0.00065 10.703 ± 0.075 % 93.717 ± 0.074 % + 427 2.0606 ± 0.0106 0.03978 ± 0.00136 0.06469 ± 0.00065 10.695 ± 0.075 % 93.729 ± 0.073 % + 428 2.0573 ± 0.0106 0.03970 ± 0.00136 0.06457 ± 0.00065 10.687 ± 0.075 % 93.741 ± 0.073 % + 429 2.0549 ± 0.0105 0.03956 ± 0.00135 0.06453 ± 0.00065 10.686 ± 0.075 % 93.746 ± 0.073 % + 430 2.0524 ± 0.0105 0.03956 ± 0.00135 0.06445 ± 0.00065 10.682 ± 0.075 % 93.755 ± 0.073 % + 431 2.0498 ± 0.0105 0.03952 ± 0.00135 0.06441 ± 0.00065 10.685 ± 0.075 % 93.760 ± 0.073 % + 432 2.0469 ± 0.0104 0.03946 ± 0.00135 0.06433 ± 0.00064 10.680 ± 0.075 % 93.770 ± 0.073 % + 433 2.0444 ± 0.0104 0.03943 ± 0.00134 0.06426 ± 0.00064 10.676 ± 0.075 % 93.779 ± 0.073 % + 434 2.0417 ± 0.0104 0.03946 ± 0.00134 0.06419 ± 0.00064 10.673 ± 0.075 % 93.790 ± 0.073 % + 435 2.0396 ± 0.0103 0.03941 ± 0.00134 0.06414 ± 0.00064 10.669 ± 0.075 % 93.799 ± 0.072 % + 436 2.0372 ± 0.0103 0.03932 ± 0.00134 0.06405 ± 0.00064 10.660 ± 0.074 % 93.808 ± 0.072 % + 437 2.0343 ± 0.0103 0.03931 ± 0.00133 0.06395 ± 0.00064 10.653 ± 0.074 % 93.820 ± 0.072 % + 438 2.0316 ± 0.0102 0.03923 ± 0.00133 0.06387 ± 0.00064 10.647 ± 0.074 % 93.828 ± 0.072 % + 439 2.0293 ± 0.0102 0.03914 ± 0.00133 0.06379 ± 0.00064 10.641 ± 0.074 % 93.835 ± 0.072 % + 440 2.0277 ± 0.0102 0.03912 ± 0.00133 0.06383 ± 0.00064 10.643 ± 0.074 % 93.840 ± 0.072 % + 441 2.0264 ± 0.0102 0.03912 ± 0.00133 0.06383 ± 0.00064 10.646 ± 0.074 % 93.836 ± 0.072 % + 442 2.0267 ± 0.0101 0.03910 ± 0.00133 0.06383 ± 0.00064 10.646 ± 0.074 % 93.834 ± 0.072 % + 443 2.0258 ± 0.0101 0.03896 ± 0.00133 0.06385 ± 0.00063 10.650 ± 0.074 % 93.833 ± 0.072 % + 444 2.0257 ± 0.0101 0.03917 ± 0.00133 0.06397 ± 0.00063 10.665 ± 0.074 % 93.823 ± 0.072 % + 445 2.0270 ± 0.0101 0.03907 ± 0.00133 0.06401 ± 0.00063 10.664 ± 0.074 % 93.809 ± 0.072 % + 446 2.0314 ± 0.0101 0.03900 ± 0.00132 0.06392 ± 0.00063 10.654 ± 0.073 % 93.807 ± 0.071 % + 447 2.0371 ± 0.0102 0.03891 ± 0.00132 0.06386 ± 0.00063 10.645 ± 0.073 % 93.798 ± 0.071 % + 448 2.0343 ± 0.0101 0.03882 ± 0.00132 0.06376 ± 0.00063 10.638 ± 0.073 % 93.808 ± 0.071 % + 449 2.0323 ± 0.0101 0.03882 ± 0.00132 0.06380 ± 0.00063 10.648 ± 0.073 % 93.810 ± 0.071 % + 450 2.0322 ± 0.0101 0.03884 ± 0.00132 0.06386 ± 0.00063 10.652 ± 0.073 % 93.802 ± 0.071 % + 451 2.0341 ± 0.0101 0.03878 ± 0.00131 0.06388 ± 0.00063 10.651 ± 0.073 % 93.794 ± 0.071 % + 452 2.0379 ± 0.0101 0.03878 ± 0.00131 0.06383 ± 0.00063 10.643 ± 0.073 % 93.789 ± 0.071 % + 453 2.0374 ± 0.0101 0.03896 ± 0.00131 0.06382 ± 0.00062 10.645 ± 0.073 % 93.793 ± 0.071 % + 454 2.0383 ± 0.0101 0.03905 ± 0.00131 0.06393 ± 0.00062 10.653 ± 0.073 % 93.791 ± 0.071 % + 455 2.0406 ± 0.0101 0.03900 ± 0.00131 0.06387 ± 0.00062 10.645 ± 0.073 % 93.788 ± 0.071 % + 456 2.0463 ± 0.0101 0.03895 ± 0.00131 0.06378 ± 0.00062 10.635 ± 0.073 % 93.789 ± 0.071 % + 457 2.0492 ± 0.0102 0.03888 ± 0.00130 0.06373 ± 0.00062 10.630 ± 0.073 % 93.784 ± 0.071 % + 458 2.0521 ± 0.0102 0.03883 ± 0.00130 0.06368 ± 0.00062 10.623 ± 0.072 % 93.783 ± 0.071 % + 459 2.0562 ± 0.0102 0.03880 ± 0.00130 0.06363 ± 0.00062 10.616 ± 0.072 % 93.775 ± 0.071 % + 460 2.0582 ± 0.0102 0.03871 ± 0.00130 0.06358 ± 0.00062 10.612 ± 0.072 % 93.776 ± 0.071 % + 461 2.0626 ± 0.0102 0.03858 ± 0.00130 0.06349 ± 0.00062 10.602 ± 0.072 % 93.783 ± 0.070 % + 462 2.0656 ± 0.0102 0.03849 ± 0.00129 0.06340 ± 0.00061 10.592 ± 0.072 % 93.776 ± 0.070 % + 463 2.0717 ± 0.0103 0.03837 ± 0.00129 0.06333 ± 0.00061 10.583 ± 0.072 % 93.772 ± 0.070 % + 464 2.0767 ± 0.0103 0.03833 ± 0.00129 0.06324 ± 0.00061 10.573 ± 0.072 % 93.770 ± 0.070 % + 465 2.0796 ± 0.0103 0.03826 ± 0.00129 0.06315 ± 0.00061 10.565 ± 0.072 % 93.774 ± 0.070 % + 466 2.0794 ± 0.0103 0.03821 ± 0.00129 0.06311 ± 0.00061 10.561 ± 0.072 % 93.779 ± 0.070 % + 467 2.0795 ± 0.0103 0.03825 ± 0.00128 0.06311 ± 0.00061 10.559 ± 0.072 % 93.780 ± 0.070 % + 468 2.0787 ± 0.0103 0.03821 ± 0.00128 0.06313 ± 0.00061 10.566 ± 0.072 % 93.779 ± 0.070 % + 469 2.0820 ± 0.0103 0.03819 ± 0.00128 0.06312 ± 0.00061 10.562 ± 0.071 % 93.777 ± 0.070 % + 470 2.0811 ± 0.0103 0.03829 ± 0.00128 0.06311 ± 0.00061 10.558 ± 0.071 % 93.784 ± 0.070 % + 471 2.0795 ± 0.0103 0.03827 ± 0.00128 0.06314 ± 0.00061 10.558 ± 0.071 % 93.787 ± 0.070 % + 472 2.0808 ± 0.0103 0.03840 ± 0.00128 0.06330 ± 0.00061 10.570 ± 0.071 % 93.770 ± 0.070 % + 473 2.0817 ± 0.0102 0.03833 ± 0.00128 0.06333 ± 0.00060 10.572 ± 0.071 % 93.763 ± 0.070 % + 474 2.0827 ± 0.0102 0.03839 ± 0.00128 0.06332 ± 0.00060 10.571 ± 0.071 % 93.754 ± 0.070 % + 475 2.0852 ± 0.0102 0.03835 ± 0.00127 0.06331 ± 0.00060 10.569 ± 0.071 % 93.745 ± 0.070 % + 476 2.0859 ± 0.0102 0.03823 ± 0.00127 0.06329 ± 0.00060 10.565 ± 0.071 % 93.746 ± 0.069 % + 477 2.0868 ± 0.0102 0.03826 ± 0.00127 0.06331 ± 0.00060 10.566 ± 0.071 % 93.742 ± 0.069 % + 478 2.0886 ± 0.0102 0.03828 ± 0.00127 0.06333 ± 0.00060 10.566 ± 0.071 % 93.735 ± 0.069 % + 479 2.0898 ± 0.0102 0.03834 ± 0.00127 0.06335 ± 0.00060 10.567 ± 0.070 % 93.732 ± 0.069 % + 480 2.0918 ± 0.0102 0.03831 ± 0.00127 0.06334 ± 0.00060 10.562 ± 0.070 % 93.722 ± 0.069 % + 481 2.0928 ± 0.0102 0.03831 ± 0.00127 0.06335 ± 0.00060 10.563 ± 0.070 % 93.717 ± 0.069 % + 482 2.0937 ± 0.0102 0.03829 ± 0.00126 0.06328 ± 0.00060 10.556 ± 0.070 % 93.721 ± 0.069 % + 483 2.0925 ± 0.0102 0.03834 ± 0.00126 0.06328 ± 0.00060 10.557 ± 0.070 % 93.725 ± 0.069 % + 484 2.0932 ± 0.0102 0.03833 ± 0.00126 0.06327 ± 0.00059 10.553 ± 0.070 % 93.721 ± 0.069 % + 485 2.0944 ± 0.0102 0.03833 ± 0.00126 0.06323 ± 0.00059 10.546 ± 0.070 % 93.722 ± 0.069 % + 486 2.0961 ± 0.0102 0.03844 ± 0.00126 0.06327 ± 0.00059 10.549 ± 0.070 % 93.706 ± 0.069 % + 487 2.0948 ± 0.0102 0.03851 ± 0.00126 0.06329 ± 0.00059 10.556 ± 0.070 % 93.708 ± 0.069 % + 488 2.0974 ± 0.0102 0.03851 ± 0.00125 0.06325 ± 0.00059 10.551 ± 0.070 % 93.708 ± 0.069 % + 489 2.0974 ± 0.0102 0.03847 ± 0.00125 0.06320 ± 0.00059 10.546 ± 0.070 % 93.711 ± 0.069 % + 490 2.1040 ± 0.0102 0.03837 ± 0.00125 0.06313 ± 0.00059 10.537 ± 0.070 % 93.705 ± 0.069 % + 491 2.1074 ± 0.0103 0.03829 ± 0.00125 0.06307 ± 0.00059 10.528 ± 0.069 % 93.708 ± 0.069 % + 492 2.1114 ± 0.0103 0.03822 ± 0.00125 0.06299 ± 0.00059 10.519 ± 0.069 % 93.706 ± 0.069 % + 493 2.1103 ± 0.0103 0.03823 ± 0.00125 0.06304 ± 0.00059 10.526 ± 0.069 % 93.701 ± 0.069 % + 494 2.1127 ± 0.0103 0.03815 ± 0.00124 0.06297 ± 0.00059 10.518 ± 0.069 % 93.702 ± 0.068 % + 495 2.1166 ± 0.0103 0.03809 ± 0.00124 0.06290 ± 0.00058 10.509 ± 0.069 % 93.701 ± 0.068 % + 496 2.1197 ± 0.0103 0.03807 ± 0.00124 0.06282 ± 0.00058 10.501 ± 0.069 % 93.704 ± 0.068 % + 497 2.1212 ± 0.0103 0.03799 ± 0.00124 0.06281 ± 0.00058 10.500 ± 0.069 % 93.702 ± 0.068 % + 498 2.1243 ± 0.0103 0.03793 ± 0.00124 0.06278 ± 0.00058 10.495 ± 0.069 % 93.696 ± 0.068 % + 499 2.1229 ± 0.0103 0.03796 ± 0.00124 0.06277 ± 0.00058 10.494 ± 0.069 % 93.701 ± 0.068 % + 500 2.1227 ± 0.0103 0.03792 ± 0.00124 0.06284 ± 0.00058 10.500 ± 0.069 % 93.689 ± 0.068 % + 501 2.1233 ± 0.0103 0.03792 ± 0.00124 0.06286 ± 0.00058 10.501 ± 0.069 % 93.687 ± 0.068 % + 502 2.1244 ± 0.0103 0.03786 ± 0.00123 0.06289 ± 0.00058 10.498 ± 0.069 % 93.680 ± 0.068 % + 503 2.1253 ± 0.0103 0.03789 ± 0.00123 0.06287 ± 0.00058 10.495 ± 0.068 % 93.672 ± 0.068 % + 504 2.1258 ± 0.0102 0.03788 ± 0.00123 0.06286 ± 0.00058 10.493 ± 0.068 % 93.669 ± 0.068 % + 505 2.1290 ± 0.0103 0.03797 ± 0.00123 0.06284 ± 0.00058 10.489 ± 0.068 % 93.666 ± 0.068 % + 506 2.1324 ± 0.0103 0.03792 ± 0.00123 0.06275 ± 0.00057 10.480 ± 0.068 % 93.664 ± 0.068 % + 507 2.1381 ± 0.0103 0.03792 ± 0.00123 0.06267 ± 0.00057 10.470 ± 0.068 % 93.665 ± 0.068 % + 508 2.1387 ± 0.0103 0.03782 ± 0.00123 0.06261 ± 0.00057 10.464 ± 0.068 % 93.668 ± 0.068 % + 509 2.1404 ± 0.0103 0.03781 ± 0.00122 0.06255 ± 0.00057 10.458 ± 0.068 % 93.668 ± 0.068 % + 510 2.1418 ± 0.0103 0.03775 ± 0.00122 0.06252 ± 0.00057 10.454 ± 0.068 % 93.666 ± 0.068 % + 511 2.1460 ± 0.0103 0.03766 ± 0.00122 0.06246 ± 0.00057 10.446 ± 0.068 % 93.669 ± 0.067 % + 512 2.1502 ± 0.0104 0.03765 ± 0.00122 0.06248 ± 0.00057 10.446 ± 0.068 % 93.663 ± 0.067 % + 513 2.1544 ± 0.0104 0.03762 ± 0.00122 0.06241 ± 0.00057 10.437 ± 0.068 % 93.663 ± 0.067 % + 514 2.1566 ± 0.0104 0.03755 ± 0.00122 0.06233 ± 0.00057 10.431 ± 0.068 % 93.662 ± 0.067 % + 515 2.1543 ± 0.0104 0.03751 ± 0.00121 0.06231 ± 0.00057 10.430 ± 0.068 % 93.670 ± 0.067 % + 516 2.1519 ± 0.0104 0.03748 ± 0.00121 0.06231 ± 0.00057 10.434 ± 0.068 % 93.674 ± 0.067 % + 517 2.1499 ± 0.0103 0.03749 ± 0.00121 0.06233 ± 0.00057 10.439 ± 0.067 % 93.673 ± 0.067 % + 518 2.1479 ± 0.0103 0.03747 ± 0.00121 0.06236 ± 0.00057 10.440 ± 0.067 % 93.675 ± 0.067 % + 519 2.1462 ± 0.0103 0.03754 ± 0.00121 0.06235 ± 0.00056 10.441 ± 0.067 % 93.680 ± 0.067 % + 520 2.1448 ± 0.0103 0.03752 ± 0.00121 0.06242 ± 0.00057 10.448 ± 0.067 % 93.683 ± 0.067 % + 521 2.1431 ± 0.0102 0.03751 ± 0.00121 0.06245 ± 0.00056 10.455 ± 0.067 % 93.685 ± 0.067 % + 522 2.1411 ± 0.0102 0.03758 ± 0.00121 0.06252 ± 0.00056 10.464 ± 0.067 % 93.684 ± 0.067 % + 523 2.1402 ± 0.0102 0.03776 ± 0.00121 0.06258 ± 0.00056 10.473 ± 0.067 % 93.683 ± 0.067 % + 524 2.1391 ± 0.0102 0.03783 ± 0.00121 0.06260 ± 0.00056 10.477 ± 0.067 % 93.683 ± 0.067 % + 525 2.1377 ± 0.0102 0.03783 ± 0.00121 0.06266 ± 0.00056 10.482 ± 0.067 % 93.685 ± 0.066 % + 526 2.1352 ± 0.0101 0.03776 ± 0.00121 0.06275 ± 0.00057 10.497 ± 0.067 % 93.687 ± 0.066 % + 527 2.1355 ± 0.0101 0.03772 ± 0.00121 0.06273 ± 0.00056 10.495 ± 0.067 % 93.682 ± 0.066 % + 528 2.1348 ± 0.0101 0.03774 ± 0.00121 0.06278 ± 0.00056 10.497 ± 0.067 % 93.683 ± 0.066 % + 529 2.1353 ± 0.0101 0.03772 ± 0.00121 0.06284 ± 0.00056 10.500 ± 0.067 % 93.680 ± 0.066 % + 530 2.1335 ± 0.0101 0.03778 ± 0.00120 0.06286 ± 0.00056 10.505 ± 0.067 % 93.683 ± 0.066 % + 531 2.1331 ± 0.0101 0.03771 ± 0.00120 0.06281 ± 0.00056 10.501 ± 0.067 % 93.692 ± 0.066 % + 532 2.1314 ± 0.0101 0.03774 ± 0.00120 0.06281 ± 0.00056 10.505 ± 0.067 % 93.694 ± 0.066 % + 533 2.1304 ± 0.0100 0.03771 ± 0.00120 0.06279 ± 0.00056 10.506 ± 0.067 % 93.695 ± 0.066 % + 534 2.1299 ± 0.0100 0.03781 ± 0.00120 0.06283 ± 0.00056 10.512 ± 0.067 % 93.693 ± 0.066 % + 535 2.1290 ± 0.0100 0.03782 ± 0.00120 0.06281 ± 0.00056 10.507 ± 0.066 % 93.692 ± 0.066 % + 536 2.1283 ± 0.0100 0.03784 ± 0.00120 0.06279 ± 0.00056 10.505 ± 0.066 % 93.690 ± 0.066 % + 537 2.1273 ± 0.0100 0.03788 ± 0.00119 0.06275 ± 0.00056 10.502 ± 0.066 % 93.689 ± 0.066 % + 538 2.1251 ± 0.0100 0.03783 ± 0.00119 0.06264 ± 0.00056 10.493 ± 0.066 % 93.700 ± 0.066 % + 539 2.1232 ± 0.0099 0.03771 ± 0.00119 0.06260 ± 0.00056 10.492 ± 0.066 % 93.704 ± 0.066 % + 540 2.1212 ± 0.0099 0.03771 ± 0.00119 0.06257 ± 0.00056 10.491 ± 0.066 % 93.712 ± 0.065 % + 541 2.1190 ± 0.0099 0.03767 ± 0.00119 0.06256 ± 0.00055 10.493 ± 0.066 % 93.718 ± 0.065 % + 542 2.1188 ± 0.0099 0.03775 ± 0.00119 0.06265 ± 0.00055 10.497 ± 0.066 % 93.715 ± 0.065 % + 543 2.1181 ± 0.0099 0.03785 ± 0.00119 0.06272 ± 0.00055 10.506 ± 0.066 % 93.707 ± 0.065 % + 544 2.1177 ± 0.0098 0.03778 ± 0.00119 0.06274 ± 0.00055 10.507 ± 0.066 % 93.701 ± 0.065 % + 545 2.1168 ± 0.0098 0.03792 ± 0.00119 0.06280 ± 0.00055 10.516 ± 0.066 % 93.702 ± 0.065 % + 546 2.1157 ± 0.0098 0.03792 ± 0.00118 0.06289 ± 0.00055 10.523 ± 0.066 % 93.693 ± 0.065 % + 547 2.1157 ± 0.0098 0.03815 ± 0.00118 0.06298 ± 0.00055 10.530 ± 0.066 % 93.690 ± 0.065 % + 548 2.1183 ± 0.0098 0.03824 ± 0.00118 0.06304 ± 0.00055 10.532 ± 0.066 % 93.679 ± 0.065 % + 549 2.1170 ± 0.0098 0.03836 ± 0.00118 0.06311 ± 0.00055 10.541 ± 0.066 % 93.676 ± 0.065 % + 550 2.1171 ± 0.0098 0.03846 ± 0.00118 0.06319 ± 0.00055 10.548 ± 0.065 % 93.673 ± 0.065 % + 551 2.1164 ± 0.0098 0.03839 ± 0.00118 0.06321 ± 0.00055 10.548 ± 0.065 % 93.671 ± 0.065 % + 552 2.1137 ± 0.0097 0.03829 ± 0.00118 0.06313 ± 0.00055 10.542 ± 0.065 % 93.680 ± 0.065 % + 553 2.1114 ± 0.0097 0.03831 ± 0.00118 0.06310 ± 0.00055 10.539 ± 0.065 % 93.687 ± 0.065 % + 554 2.1088 ± 0.0097 0.03830 ± 0.00118 0.06303 ± 0.00055 10.535 ± 0.065 % 93.697 ± 0.065 % + 555 2.1064 ± 0.0097 0.03827 ± 0.00118 0.06304 ± 0.00055 10.534 ± 0.065 % 93.704 ± 0.065 % + 556 2.1042 ± 0.0096 0.03826 ± 0.00118 0.06297 ± 0.00055 10.530 ± 0.065 % 93.713 ± 0.064 % + 557 2.1020 ± 0.0096 0.03828 ± 0.00117 0.06291 ± 0.00055 10.526 ± 0.065 % 93.719 ± 0.064 % + 558 2.0994 ± 0.0096 0.03824 ± 0.00117 0.06286 ± 0.00055 10.523 ± 0.065 % 93.729 ± 0.064 % + 559 2.0973 ± 0.0096 0.03822 ± 0.00117 0.06280 ± 0.00055 10.517 ± 0.065 % 93.737 ± 0.064 % + 560 2.0950 ± 0.0095 0.03826 ± 0.00117 0.06278 ± 0.00055 10.519 ± 0.065 % 93.739 ± 0.064 % + 561 2.0935 ± 0.0095 0.03824 ± 0.00117 0.06271 ± 0.00055 10.513 ± 0.065 % 93.746 ± 0.064 % + 562 2.0912 ± 0.0095 0.03824 ± 0.00116 0.06268 ± 0.00054 10.511 ± 0.065 % 93.753 ± 0.064 % + 563 2.0896 ± 0.0095 0.03823 ± 0.00116 0.06270 ± 0.00054 10.512 ± 0.065 % 93.753 ± 0.064 % + 564 2.0885 ± 0.0095 0.03825 ± 0.00116 0.06275 ± 0.00054 10.518 ± 0.065 % 93.749 ± 0.064 % + 565 2.0874 ± 0.0094 0.03825 ± 0.00116 0.06288 ± 0.00054 10.527 ± 0.065 % 93.747 ± 0.064 % + 566 2.0873 ± 0.0094 0.03840 ± 0.00116 0.06300 ± 0.00054 10.535 ± 0.065 % 93.746 ± 0.064 % + 567 2.0865 ± 0.0094 0.03843 ± 0.00116 0.06299 ± 0.00054 10.535 ± 0.065 % 93.741 ± 0.064 % + 568 2.0852 ± 0.0094 0.03842 ± 0.00116 0.06301 ± 0.00054 10.537 ± 0.065 % 93.747 ± 0.064 % + +====== Perplexity statistics ====== +Mean PPL(Q) : 2.085207 ± 0.009398 +Mean PPL(base) : 2.006614 ± 0.008848 +Cor(ln(PPL(Q)), ln(PPL(base))): 96.63% +Mean ln(PPL(Q)/PPL(base)) : 0.038419 ± 0.001161 +Mean PPL(Q)/PPL(base) : 1.039167 ± 0.001206 +Mean PPL(Q)-PPL(base) : 0.078592 ± 0.002429 + +====== KL divergence statistics ====== +Mean KLD: 0.063007 ± 0.000544 +Maximum KLD: 7.631331 +99.9% KLD: 2.447730 +99.0% KLD: 0.956739 +95.0% KLD: 0.313028 +90.0% KLD: 0.149634 +Median KLD: 0.003014 +10.0% KLD: 0.000004 + 5.0% KLD: 0.000001 + 1.0% KLD: -0.000000 + 0.1% KLD: -0.000003 +Minimum KLD: -0.000063 + +====== Token probability statistics ====== +Mean Δp: -1.307 ± 0.027 % +Maximum Δp: 96.511% +99.9% Δp: 63.101% +99.0% Δp: 28.236% +95.0% Δp: 8.141% +90.0% Δp: 2.812% +75.0% Δp: 0.043% +Median Δp: -0.002% +25.0% Δp: -0.698% +10.0% Δp: -7.093% + 5.0% Δp: -16.313% + 1.0% Δp: -46.147% + 0.1% Δp: -80.157% +Minimum Δp: -98.430% +RMS Δp : 10.537 ± 0.065 % +Same top p: 93.747 ± 0.064 % + +7.35.094.567 I llama_perf_context_print: load time = 208721.47 ms +7.35.094.569 I llama_perf_context_print: prompt eval time = 200817.81 ms / 290816 tokens ( 0.69 ms per token, 1448.16 tokens per second) +7.35.094.570 I llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) +7.35.094.570 I llama_perf_context_print: total time = 231318.38 ms / 290817 tokens +7.35.094.571 I llama_perf_context_print: graphs reused = 34 +7.35.094.799 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +7.35.094.805 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 35889 + (60148 = 55115 + 72 + 4960) + 1212 | +7.35.094.806 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 28803 + (67233 = 62413 + 72 + 4748) + 1212 | +7.35.094.806 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 28803 + (67233 = 62413 + 72 + 4748) + 1212 | +7.35.094.807 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 36613 + (59422 = 54611 + 63 + 4748) + 1213 | +7.35.094.807 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 28803 + (67233 = 62413 + 72 + 4748) + 1212 | +7.35.094.807 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 28803 + (67233 = 62413 + 72 + 4748) + 1212 | +7.35.094.807 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 28803 + (67233 = 62413 + 72 + 4748) + 1212 | +7.35.094.807 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 41263 + (54774 = 47999 + 54 + 6720) + 1211 | +7.35.094.807 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +``` diff --git a/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q4_X.md b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q4_X.md new file mode 100644 index 0000000000000000000000000000000000000000..584ef7c1115f8b94a7f5649651983b9c05c64c6a --- /dev/null +++ b/kld_data/wiki-test-raw/aes_sedai/Kimi-K2.7-Code-Q4_X.md @@ -0,0 +1,870 @@ +### Kimi-K2.7-Code-Q4_X (aes_sedai) + +```txt +/home/jarvis/development/llama.cpp/build/bin/llama-perplexity --threads 48 --flash-attn on -lv 4 --file /mnt/srv/host/resources/KLD/wiki.test.raw --kl-divergence-base /mnt/srv/snowdrift/ref-logits/Kimi-K2.7-Code-Q4_X-512ctx-wiki.test.raw.bin --kl-divergence --batch-size 8192 --ubatch-size 8192 --model /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-Q4_X.gguf --direct-io +0.00.876.914 I common_init_result: fitting params to device memory ... +0.00.876.922 I common_init_result: (for bugs during this step try to reproduce them with -fit off, or provide --verbose logs if the bug only occurs with -fit on) +0.00.876.933 I common_params_fit_impl: getting device memory data for initial parameters: +0.10.138.966 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +0.10.138.974 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (70144 = 65111 + 72 + 4960) + -69581 | +0.10.138.974 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (79553 = 73837 + 72 + 5644) + -78991 | +0.10.138.975 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (79553 = 73837 + 72 + 5644) + -78991 | +0.10.138.975 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (70314 = 64607 + 63 + 5644) + -69752 | +0.10.138.975 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (79553 = 73837 + 72 + 5644) + -78991 | +0.10.138.975 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (79553 = 73837 + 72 + 5644) + -78991 | +0.10.138.976 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (79553 = 73837 + 72 + 5644) + -78991 | +0.10.138.976 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 96687 + (64238 = 56567 + 54 + 7616) + -63676 | +0.10.138.976 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +0.10.167.243 I common_params_fit_impl: projected memory use with initial parameters [MiB]: +0.10.167.257 I common_params_fit_impl: - CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 70144 used, 26543 free vs. target of 1024 +0.10.167.258 I common_params_fit_impl: - CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 79553 used, 17134 free vs. target of 1024 +0.10.167.258 I common_params_fit_impl: - CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 79553 used, 17134 free vs. target of 1024 +0.10.167.259 I common_params_fit_impl: - CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 70314 used, 26372 free vs. target of 1024 +0.10.167.259 I common_params_fit_impl: - CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 79553 used, 17134 free vs. target of 1024 +0.10.167.259 I common_params_fit_impl: - CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 79553 used, 17134 free vs. target of 1024 +0.10.167.259 I common_params_fit_impl: - CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 79553 used, 17134 free vs. target of 1024 +0.10.167.260 I common_params_fit_impl: - CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition): 97250 total, 64238 used, 32449 free vs. target of 1024 +0.10.167.260 I common_params_fit_impl: projected to use 602465 MiB of device memory vs. 773503 MiB of free device memory +0.10.167.260 I common_params_fit_impl: targets for free memory can be met on all devices, no changes needed +0.10.167.261 I common_fit_params: successfully fit params to free device memory +0.10.167.268 I common_fit_params: fitting params to free memory took 9.29 seconds +0.10.194.627 W llama_model_loader: direct I/O is enabled, disabling mmap +0.10.199.830 I llama_model_loader: loaded meta data with 54 key-value pairs and 1096 tensors from /mnt/srv/snowdrift/gguf/Kimi-K2.7-Code-GGUF/aes_sedai/Kimi-K2.7-Code-Q4_X.gguf (version GGUF V3 (latest)) +0.10.199.856 I llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output. +0.10.199.860 I llama_model_loader: - kv 0: general.architecture str = deepseek2 +0.10.199.861 I llama_model_loader: - kv 1: general.type str = model +0.10.199.861 I llama_model_loader: - kv 2: general.name str = Kimi K2.7 Code +0.10.199.861 I llama_model_loader: - kv 3: general.size_label str = 384x14B +0.10.199.862 I llama_model_loader: - kv 4: general.license str = other +0.10.199.862 I llama_model_loader: - kv 5: general.license.name str = modified-mit +0.10.199.881 I llama_model_loader: - kv 6: general.tags arr[str,2] = ["compressed-tensors", "image-text-to... +0.10.199.884 I llama_model_loader: - kv 7: deepseek2.block_count u32 = 61 +0.10.199.884 I llama_model_loader: - kv 8: deepseek2.context_length u32 = 262144 +0.10.199.885 I llama_model_loader: - kv 9: deepseek2.embedding_length u32 = 7168 +0.10.199.885 I llama_model_loader: - kv 10: deepseek2.feed_forward_length u32 = 18432 +0.10.199.885 I llama_model_loader: - kv 11: deepseek2.attention.head_count u32 = 64 +0.10.199.886 I llama_model_loader: - kv 12: deepseek2.attention.head_count_kv u32 = 1 +0.10.199.886 I llama_model_loader: - kv 13: deepseek2.rope.scaling.type str = yarn +0.10.199.891 I llama_model_loader: - kv 14: deepseek2.rope.scaling.factor f32 = 64.000000 +0.10.199.893 I llama_model_loader: - kv 15: deepseek2.rope.scaling.original_context_length u32 = 4096 +0.10.199.894 I llama_model_loader: - kv 16: deepseek2.rope.scaling.yarn_beta_fast f32 = 32.000000 +0.10.199.894 I llama_model_loader: - kv 17: deepseek2.rope.scaling.yarn_beta_slow f32 = 1.000000 +0.10.199.895 I llama_model_loader: - kv 18: deepseek2.rope.freq_base f32 = 50000.000000 +0.10.199.896 I llama_model_loader: - kv 19: deepseek2.attention.layer_norm_rms_epsilon f32 = 0.000010 +0.10.199.897 I llama_model_loader: - kv 20: deepseek2.expert_used_count u32 = 8 +0.10.199.897 I llama_model_loader: - kv 21: deepseek2.expert_group_count u32 = 1 +0.10.199.898 I llama_model_loader: - kv 22: deepseek2.expert_group_used_count u32 = 1 +0.10.199.898 I llama_model_loader: - kv 23: deepseek2.expert_gating_func u32 = 2 +0.10.199.898 I llama_model_loader: - kv 24: deepseek2.leading_dense_block_count u32 = 1 +0.10.199.899 I llama_model_loader: - kv 25: deepseek2.vocab_size u32 = 163840 +0.10.199.899 I llama_model_loader: - kv 26: deepseek2.attention.q_lora_rank u32 = 1536 +0.10.199.900 I llama_model_loader: - kv 27: deepseek2.attention.kv_lora_rank u32 = 512 +0.10.199.900 I llama_model_loader: - kv 28: deepseek2.attention.key_length u32 = 576 +0.10.199.900 I llama_model_loader: - kv 29: deepseek2.attention.value_length u32 = 512 +0.10.199.901 I llama_model_loader: - kv 30: deepseek2.attention.key_length_mla u32 = 192 +0.10.199.901 I llama_model_loader: - kv 31: deepseek2.attention.value_length_mla u32 = 128 +0.10.199.901 I llama_model_loader: - kv 32: deepseek2.expert_feed_forward_length u32 = 2048 +0.10.199.901 I llama_model_loader: - kv 33: deepseek2.expert_count u32 = 384 +0.10.199.902 I llama_model_loader: - kv 34: deepseek2.expert_shared_count u32 = 1 +0.10.199.902 I llama_model_loader: - kv 35: deepseek2.expert_weights_scale f32 = 2.827000 +0.10.199.903 I llama_model_loader: - kv 36: deepseek2.expert_weights_norm bool = true +0.10.199.903 I llama_model_loader: - kv 37: deepseek2.rope.dimension_count u32 = 64 +0.10.199.904 I llama_model_loader: - kv 38: deepseek2.rope.scaling.yarn_log_multiplier f32 = 0.100000 +0.10.199.904 I llama_model_loader: - kv 39: tokenizer.ggml.model str = gpt2 +0.10.199.905 I llama_model_loader: - kv 40: tokenizer.ggml.pre str = kimi-k2 +0.10.209.202 I llama_model_loader: - kv 41: tokenizer.ggml.tokens arr[str,163840] = ["!", "\"", "#", "$", "%", "&", "'", ... +0.10.211.530 I llama_model_loader: - kv 42: tokenizer.ggml.token_type arr[i32,163840] = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ... +0.10.220.561 I llama_model_loader: - kv 43: tokenizer.ggml.merges arr[str,163328] = ["Ġ Ġ", "ĠĠ ĠĠ", "Ġ t", "i n",... +0.10.220.570 I llama_model_loader: - kv 44: tokenizer.ggml.bos_token_id u32 = 163584 +0.10.220.571 I llama_model_loader: - kv 45: tokenizer.ggml.eos_token_id u32 = 163586 +0.10.220.572 I llama_model_loader: - kv 46: tokenizer.ggml.padding_token_id u32 = 163839 +0.10.220.575 I llama_model_loader: - kv 47: tokenizer.chat_template str = {%- macro render_content(msg) -%}\n ... +0.10.220.576 I llama_model_loader: - kv 48: general.quantization_version u32 = 2 +0.10.220.576 I llama_model_loader: - kv 49: general.file_type u32 = 7 +0.10.220.577 I llama_model_loader: - kv 50: MoE_Quantization.ffn_up_exps str = Q4_0 +0.10.220.577 I llama_model_loader: - kv 51: MoE_Quantization.ffn_gate_exps str = Q4_0 +0.10.220.578 I llama_model_loader: - kv 52: MoE_Quantization.ffn_down_exps str = Q4_0 +0.10.220.578 I llama_model_loader: - kv 53: MoE_Quantization.type_default str = Q8_0 +0.10.220.578 I llama_model_loader: - type f32: 365 tensors +0.10.220.579 I llama_model_loader: - type q4_0: 180 tensors +0.10.220.579 I llama_model_loader: - type q8_0: 551 tensors +0.10.220.581 I print_info: file format = GGUF V3 (latest) +0.10.220.582 I print_info: file type = Q8_0 +0.10.220.586 I print_info: file size = 543.62 GiB (4.55 BPW) +0.14.666.288 I llama_prepare_model_devices: using device CUDA0 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:01:00.0) - 96687 MiB free +0.14.801.288 I llama_prepare_model_devices: using device CUDA1 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:02:00.0) - 96687 MiB free +0.14.933.532 I llama_prepare_model_devices: using device CUDA2 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:03:00.0) - 96687 MiB free +0.15.065.198 I llama_prepare_model_devices: using device CUDA3 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:04:00.0) - 96687 MiB free +0.15.196.099 I llama_prepare_model_devices: using device CUDA4 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:05:00.0) - 96687 MiB free +0.15.327.554 I llama_prepare_model_devices: using device CUDA5 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:06:00.0) - 96687 MiB free +0.15.457.911 I llama_prepare_model_devices: using device CUDA6 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:07:00.0) - 96687 MiB free +0.15.595.155 I llama_prepare_model_devices: using device CUDA7 (NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition) (0000:08:00.0) - 96687 MiB free +0.15.651.259 I load: 0 unused tokens +0.15.663.765 I load: printing all EOG tokens: +0.15.663.774 I load: - 163585 ('[EOS]') +0.15.663.775 I load: - 163586 ('<|im_end|>') +0.15.663.775 I load: - 163593 ('[EOT]') +0.15.663.775 I load: - 163839 ('[PAD]') +0.15.663.929 I load: special tokens cache size = 256 +0.15.691.158 I load: token to piece cache size = 1.0606 MB +0.15.691.180 I print_info: arch = deepseek2 +0.15.691.181 I print_info: vocab_only = 0 +0.15.691.181 I print_info: no_alloc = 0 +0.15.691.182 I print_info: n_ctx_train = 262144 +0.15.691.182 I print_info: n_embd_inp = 7168 +0.15.691.183 I print_info: n_embd = 7168 +0.15.691.183 I print_info: n_embd_out = 7168 +0.15.691.183 I print_info: n_layer = 61 +0.15.691.183 I print_info: n_layer_all = 61 +0.15.691.193 I print_info: n_head = 64 +0.15.691.194 I print_info: n_head_kv = 1 +0.15.691.194 I print_info: n_rot = 64 +0.15.691.194 I print_info: n_swa = 0 +0.15.691.195 I print_info: is_swa_any = 0 +0.15.691.195 I print_info: n_embd_head_k = 576 +0.15.691.195 I print_info: n_embd_head_v = 512 +0.15.691.197 I print_info: n_gqa = 64 +0.15.691.199 I print_info: n_embd_k_gqa = 576 +0.15.691.200 I print_info: n_embd_v_gqa = 512 +0.15.691.201 I print_info: f_norm_eps = 0.0e+00 +0.15.691.202 I print_info: f_norm_rms_eps = 1.0e-05 +0.15.691.202 I print_info: f_clamp_kqv = 0.0e+00 +0.15.691.202 I print_info: f_max_alibi_bias = 0.0e+00 +0.15.691.203 I print_info: f_logit_scale = 0.0e+00 +0.15.691.203 I print_info: f_attn_scale = 0.0e+00 +0.15.691.203 I print_info: f_attn_value_scale = 0.0000 +0.15.691.204 I print_info: n_ff = 18432 +0.15.691.204 I print_info: n_expert = 384 +0.15.691.204 I print_info: n_expert_used = 8 +0.15.691.204 I print_info: n_expert_groups = 1 +0.15.691.204 I print_info: n_group_used = 1 +0.15.691.204 I print_info: causal attn = 1 +0.15.691.205 I print_info: pooling type = -1 +0.15.691.205 I print_info: rope type = 0 +0.15.691.205 I print_info: rope scaling = yarn +0.15.691.206 I print_info: freq_base_train = 50000.0 +0.15.691.207 I print_info: freq_scale_train = 0.015625 +0.15.691.207 I print_info: n_ctx_orig_yarn = 4096 +0.15.691.208 I print_info: rope_yarn_log_mul = 1.0000 +0.15.691.208 I print_info: rope_finetuned = unknown +0.15.691.210 I print_info: model type = 671B +0.15.691.211 I print_info: model params = 1.03 T +0.15.691.211 I print_info: general.name = Kimi K2.7 Code +0.15.691.238 I print_info: n_layer_dense_lead = 1 +0.15.691.240 I print_info: n_lora_q = 1536 +0.15.691.241 I print_info: n_lora_kv = 512 +0.15.691.243 I print_info: n_embd_head_k_mla = 192 +0.15.691.244 I print_info: n_embd_head_v_mla = 128 +0.15.691.245 I print_info: n_ff_exp = 2048 +0.15.691.246 I print_info: n_expert_shared = 1 +0.15.691.247 I print_info: expert_weights_scale = 2.8 +0.15.691.248 I print_info: expert_weights_norm = 1 +0.15.691.248 I print_info: expert_gating_func = sigmoid +0.15.691.250 I print_info: vocab type = BPE +0.15.691.251 I print_info: n_vocab = 163840 +0.15.691.251 I print_info: n_merges = 163328 +0.15.691.253 I print_info: BOS token = 163584 '[BOS]' +0.15.691.253 I print_info: EOS token = 163586 '<|im_end|>' +0.15.691.254 I print_info: EOT token = 163586 '<|im_end|>' +0.15.691.254 I print_info: PAD token = 163839 '[PAD]' +0.15.691.255 I print_info: LF token = 198 'Ċ' +0.15.691.256 I print_info: FIM PAD token = 163839 '[PAD]' +0.15.691.256 I print_info: EOG token = 163585 '[EOS]' +0.15.691.257 I print_info: EOG token = 163586 '<|im_end|>' +0.15.691.257 I print_info: EOG token = 163593 '[EOT]' +0.15.691.258 I print_info: EOG token = 163839 '[PAD]' +0.15.691.258 I print_info: max token length = 512 +0.15.691.260 I load_tensors: loading model tensors, this can take a while... (mmap = false, direct_io = true) +0.18.800.657 I load_tensors: offloading output layer to GPU +0.18.800.668 I load_tensors: offloading 60 repeating layers to GPU +0.18.800.669 I load_tensors: offloaded 62/62 layers to GPU +0.18.800.676 I load_tensors: CUDA0 model buffer size = 65111.73 MiB +0.18.800.677 I load_tensors: CUDA1 model buffer size = 73837.23 MiB +0.18.800.677 I load_tensors: CUDA2 model buffer size = 73837.23 MiB +0.18.800.678 I load_tensors: CUDA3 model buffer size = 64607.58 MiB +0.18.800.678 I load_tensors: CUDA4 model buffer size = 73837.23 MiB +0.18.800.679 I load_tensors: CUDA5 model buffer size = 73837.23 MiB +0.18.800.679 I load_tensors: CUDA6 model buffer size = 73837.23 MiB +0.18.800.680 I load_tensors: CUDA7 model buffer size = 56567.95 MiB +0.18.800.681 I load_tensors: CUDA_Host model buffer size = 1190.00 MiB +.................................................................................................... +5.01.792.802 I common_init_result: added [EOS] logit bias = -inf +5.01.792.809 I common_init_result: added <|im_end|> logit bias = -inf +5.01.792.810 I common_init_result: added [EOT] logit bias = -inf +5.01.792.812 I common_init_result: added [PAD] logit bias = -inf +5.01.793.073 I llama_context: constructing llama_context +5.01.793.084 W llama_context: setting new yarn_attn_factor = 1.0000 (mscale == 1.0, mscale_all_dim = 1.0) +5.01.793.086 I llama_context: n_seq_max = 16 +5.01.793.087 I llama_context: n_ctx = 8192 +5.01.793.087 I llama_context: n_ctx_seq = 512 +5.01.793.087 I llama_context: n_batch = 8192 +5.01.793.087 I llama_context: n_ubatch = 8192 +5.01.793.087 I llama_context: causal_attn = 1 +5.01.793.088 I llama_context: flash_attn = enabled +5.01.793.088 I llama_context: kv_unified = false +5.01.793.090 I llama_context: freq_base = 50000.0 +5.01.793.091 I llama_context: freq_scale = 0.015625 +5.01.793.091 I llama_context: n_rs_seq = 0 +5.01.793.091 I llama_context: n_outputs_max = 8192 +5.01.793.092 W llama_context: n_ctx_seq (512) < n_ctx_train (262144) -- the full capacity of the model will not be utilized +5.01.797.928 I llama_context: CUDA_Host output buffer size = 10.00 MiB +5.01.798.334 I llama_kv_cache: CUDA0 KV buffer size = 72.00 MiB +5.01.809.190 I llama_kv_cache: CUDA1 KV buffer size = 72.00 MiB +5.01.823.990 I llama_kv_cache: CUDA2 KV buffer size = 72.00 MiB +5.01.840.302 I llama_kv_cache: CUDA3 KV buffer size = 63.00 MiB +5.01.861.252 I llama_kv_cache: CUDA4 KV buffer size = 72.00 MiB +5.01.871.731 I llama_kv_cache: CUDA5 KV buffer size = 72.00 MiB +5.01.888.373 I llama_kv_cache: CUDA6 KV buffer size = 72.00 MiB +5.01.897.421 I llama_kv_cache: CUDA7 KV buffer size = 54.00 MiB +5.01.897.478 I llama_kv_cache: size = 549.00 MiB ( 512 cells, 61 layers, 16/16 seqs), K (f16): 549.00 MiB, V (f16): 0.00 MiB +5.01.897.486 I llama_kv_cache: attn_rot_k = 0, n_embd_head_k_all = 576 +5.01.897.486 I llama_kv_cache: attn_rot_v = 0, n_embd_head_k_all = 512 +5.01.897.582 I llama_context: pipeline parallelism enabled +5.01.897.589 I sched_reserve: reserving ... +5.01.899.476 I sched_reserve: resolving fused Gated Delta Net support: +5.01.900.479 I sched_reserve: fused Gated Delta Net (autoregressive) enabled +5.01.901.302 I sched_reserve: fused Gated Delta Net (chunked) enabled +5.02.012.094 I sched_reserve: CUDA0 compute buffer size = 4960.38 MiB +5.02.012.106 I sched_reserve: CUDA1 compute buffer size = 4748.38 MiB +5.02.012.107 I sched_reserve: CUDA2 compute buffer size = 4748.38 MiB +5.02.012.108 I sched_reserve: CUDA3 compute buffer size = 4748.38 MiB +5.02.012.108 I sched_reserve: CUDA4 compute buffer size = 4748.38 MiB +5.02.012.108 I sched_reserve: CUDA5 compute buffer size = 4748.38 MiB +5.02.012.108 I sched_reserve: CUDA6 compute buffer size = 4748.38 MiB +5.02.012.109 I sched_reserve: CUDA7 compute buffer size = 6720.50 MiB +5.02.012.109 I sched_reserve: CUDA_Host compute buffer size = 480.62 MiB +5.02.012.110 I sched_reserve: graph nodes = 4851 +5.02.012.110 I sched_reserve: graph splits = 9 +5.02.012.111 I sched_reserve: reserve took 114.52 ms, sched copies = 4 +5.02.012.157 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable) +5.02.113.462 I +5.02.113.565 I 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 | +5.05.018.943 I kl_divergence: computing over 568 chunks, n_ctx=512, batch_size=8192, n_seq=16 +5.11.191.778 I kl_divergence: 6.17 seconds per pass - ETA 3.65 minutes + +chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p + 1 1.1047 ± 0.0443 -0.00000 ± 0.00001 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 2 1.2623 ± 0.0562 -0.00000 ± 0.00001 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 3 1.2664 ± 0.0570 0.00966 ± 0.00966 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 4 1.2194 ± 0.0441 0.00725 ± 0.00725 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 5 1.1759 ± 0.0341 0.00580 ± 0.00580 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 6 1.1565 ± 0.0283 0.00483 ± 0.00483 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 7 1.1523 ± 0.0252 0.00414 ± 0.00414 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 8 1.1393 ± 0.0221 0.00362 ± 0.00362 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 9 1.1248 ± 0.0194 0.00322 ± 0.00322 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 10 1.1162 ± 0.0175 0.00290 ± 0.00290 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 11 1.1189 ± 0.0165 0.00264 ± 0.00264 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 12 1.1359 ± 0.0166 0.00242 ± 0.00242 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 13 1.1427 ± 0.0170 0.00318 ± 0.00242 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 14 1.1974 ± 0.0191 0.00296 ± 0.00225 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 15 1.2921 ± 0.0234 0.00276 ± 0.00210 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 16 1.3891 ± 0.0269 0.00259 ± 0.00197 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 17 1.5031 ± 0.0322 0.00243 ± 0.00185 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 18 1.6591 ± 0.0387 0.00230 ± 0.00175 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 19 1.6765 ± 0.0387 0.00218 ± 0.00166 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 20 1.6564 ± 0.0367 0.00207 ± 0.00158 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 21 1.7118 ± 0.0381 0.00200 ± 0.00150 0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 22 1.7309 ± 0.0378 0.00191 ± 0.00143 0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 23 1.7288 ± 0.0371 0.00183 ± 0.00137 0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 24 1.7205 ± 0.0359 0.00175 ± 0.00131 0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 25 1.7169 ± 0.0354 0.00211 ± 0.00130 0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 % + 26 1.7121 ± 0.0343 0.00203 ± 0.00125 -0.00000 ± 0.00000 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0.0098 0.00124 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 521 2.0668 ± 0.0098 0.00124 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 522 2.0647 ± 0.0097 0.00124 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 523 2.0635 ± 0.0097 0.00126 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 524 2.0623 ± 0.0097 0.00127 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 525 2.0610 ± 0.0097 0.00127 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 526 2.0587 ± 0.0096 0.00127 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 527 2.0591 ± 0.0096 0.00127 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 528 2.0583 ± 0.0096 0.00126 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.999 ± 0.001 % + 529 2.0589 ± 0.0096 0.00130 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 530 2.0570 ± 0.0096 0.00130 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 531 2.0569 ± 0.0096 0.00134 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 532 2.0552 ± 0.0096 0.00133 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 533 2.0543 ± 0.0096 0.00133 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 534 2.0536 ± 0.0096 0.00133 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 535 2.0527 ± 0.0095 0.00133 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 536 2.0520 ± 0.0095 0.00132 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 537 2.0509 ± 0.0095 0.00132 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 538 2.0489 ± 0.0095 0.00132 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 539 2.0473 ± 0.0095 0.00132 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 540 2.0454 ± 0.0094 0.00131 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 541 2.0433 ± 0.0094 0.00131 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 542 2.0430 ± 0.0094 0.00131 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 543 2.0421 ± 0.0094 0.00131 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 544 2.0418 ± 0.0094 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 545 2.0407 ± 0.0094 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 546 2.0397 ± 0.0093 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 547 2.0392 ± 0.0093 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 548 2.0415 ± 0.0093 0.00130 ± 0.00023 0.00000 ± 0.00000 0.001 ± 0.000 % 99.998 ± 0.001 % + 549 2.0400 ± 0.0093 0.00129 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 550 2.0399 ± 0.0093 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 551 2.0393 ± 0.0093 0.00130 ± 0.00023 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 552 2.0369 ± 0.0093 0.00130 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 553 2.0347 ± 0.0092 0.00130 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 554 2.0322 ± 0.0092 0.00129 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 555 2.0299 ± 0.0092 0.00129 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 556 2.0278 ± 0.0092 0.00129 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 557 2.0257 ± 0.0091 0.00129 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 558 2.0233 ± 0.0091 0.00128 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 559 2.0212 ± 0.0091 0.00128 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 560 2.0189 ± 0.0091 0.00128 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 561 2.0175 ± 0.0091 0.00128 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 562 2.0153 ± 0.0090 0.00128 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 563 2.0138 ± 0.0090 0.00127 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 564 2.0126 ± 0.0090 0.00127 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 565 2.0116 ± 0.0090 0.00127 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 566 2.0112 ± 0.0090 0.00127 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 567 2.0104 ± 0.0089 0.00126 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + 568 2.0092 ± 0.0089 0.00127 ± 0.00022 0.00000 ± 0.00000 0.000 ± 0.000 % 99.998 ± 0.001 % + +====== Perplexity statistics ====== +Mean PPL(Q) : 2.009155 ± 0.008931 +Mean PPL(base) : 2.006614 ± 0.008848 +Cor(ln(PPL(Q)), ln(PPL(base))): 99.88% +Mean ln(PPL(Q)/PPL(base)) : 0.001265 ± 0.000219 +Mean PPL(Q)/PPL(base) : 1.001266 ± 0.000219 +Mean PPL(Q)-PPL(base) : 0.002540 ± 0.000441 + +====== KL divergence statistics ====== +Mean KLD: 0.000000 ± 0.000000 +Maximum KLD: 0.000068 +99.9% KLD: 0.000051 +99.0% KLD: 0.000035 +95.0% KLD: 0.000016 +90.0% KLD: 0.000007 +Median KLD: 0.000000 +10.0% KLD: -0.000007 + 5.0% KLD: -0.000016 + 1.0% KLD: -0.000034 + 0.1% KLD: -0.000051 +Minimum KLD: -0.000064 + +====== Token probability statistics ====== +Mean Δp: 0.000 ± 0.000 % +Maximum Δp: 0.006% +99.9% Δp: 0.004% +99.0% Δp: 0.002% +95.0% Δp: 0.000% +90.0% Δp: 0.000% +75.0% Δp: 0.000% +Median Δp: 0.000% +25.0% Δp: 0.000% +10.0% Δp: 0.000% + 5.0% Δp: -0.000% + 1.0% Δp: -0.002% + 0.1% Δp: -0.004% +Minimum Δp: -0.006% +RMS Δp : 0.000 ± 0.000 % +Same top p: 99.998 ± 0.001 % + +8.46.290.734 I llama_perf_context_print: load time = 286518.15 ms +8.46.290.736 I llama_perf_context_print: prompt eval time = 183159.17 ms / 290816 tokens ( 0.63 ms per token, 1587.78 tokens per second) +8.46.290.737 I llama_perf_context_print: eval time = 0.00 ms / 1 runs ( 0.00 ms per token, inf tokens per second) +8.46.290.740 I llama_perf_context_print: total time = 224177.41 ms / 290817 tokens +8.46.290.740 I llama_perf_context_print: graphs reused = 34 +8.46.290.979 I common_memory_breakdown_print: | memory breakdown [MiB] | total free self model context compute unaccounted | +8.46.290.987 I common_memory_breakdown_print: | - CUDA0 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 25893 + (70144 = 65111 + 72 + 4960) + 1212 | +8.46.290.988 I common_memory_breakdown_print: | - CUDA1 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 17379 + (78657 = 73837 + 72 + 4748) + 1212 | +8.46.290.989 I common_memory_breakdown_print: | - CUDA2 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 17379 + (78657 = 73837 + 72 + 4748) + 1212 | +8.46.290.990 I common_memory_breakdown_print: | - CUDA3 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 26617 + (69418 = 64607 + 63 + 4748) + 1213 | +8.46.290.990 I common_memory_breakdown_print: | - CUDA4 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 17379 + (78657 = 73837 + 72 + 4748) + 1212 | +8.46.290.991 I common_memory_breakdown_print: | - CUDA5 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 17379 + (78657 = 73837 + 72 + 4748) + 1212 | +8.46.290.991 I common_memory_breakdown_print: | - CUDA6 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 17379 + (78657 = 73837 + 72 + 4748) + 1212 | +8.46.290.991 I common_memory_breakdown_print: | - CUDA7 (RTX PRO 6000 Blackwell Max-Q Workstation Edition) | 97250 = 32695 + (63342 = 56567 + 54 + 6720) + 1211 | +8.46.290.992 I common_memory_breakdown_print: | - Host | 1670 = 1190 + 0 + 480 | +``` diff --git a/mmproj-Kimi-K2.7-Code-BF16.gguf b/mmproj-Kimi-K2.7-Code-BF16.gguf new file mode 100644 index 0000000000000000000000000000000000000000..4318035868f24700ac0791d75bae7eab31113f21 --- /dev/null +++ b/mmproj-Kimi-K2.7-Code-BF16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2137a57b40f914ede64e252a8e521c3d18bd066724918bd02f9e55121e61c9c1 +size 953926912 diff --git a/mmproj-Kimi-K2.7-Code-F16.gguf b/mmproj-Kimi-K2.7-Code-F16.gguf new file mode 100644 index 0000000000000000000000000000000000000000..2a36f788cd4bb2aa8c0dd6f5173e1842cdbb3f52 --- 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