w-ahmad/LFM2.5-8B-A1B-GGUF-MoQ-COMPARISON-C

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[2026-06-06 14:07:18]
=== GGUF Model Evaluation ===
[2026-06-06 14:07:18] Config : /kaggle/working/MoQ/config/quantization_pipeline.yaml.example
[2026-06-06 14:07:18] Timestamp : 20260606_140718
[2026-06-06 14:07:18] Eval dir : /tmp/llama_eval/evaluation
[2026-06-06 14:07:18] Temp dir : /kaggle/working/quants_for_model
[2026-06-06 14:07:18] DAT dir : /tmp/llama_dat
[2026-06-06 14:07:18] Binary dir: /workspace/llama_bins/cuda-12.8
[2026-06-06 14:07:18] Binary : /workspace/llama_bins/cuda-12.8/llama-perplexity
[2026-06-06 14:07:18] Target models to evaluate: 6
[2026-06-06 14:07:18] ℹ️ Dataset repo_id or split is empty — skipping dataset download.
[2026-06-06 14:07:18] Using default test file: /tmp/wiki_test.raw
[2026-06-06 14:07:18] Test files: 1
[2026-06-06 14:07:18]
📥 Downloading base model: w-ahmad/experimental / fp16/LFM2.5-8B-A1B-F16.gguf
[2026-06-06 14:08:19] ✅ Base model downloaded: /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf
[2026-06-06 14:08:19]
============================================================
[2026-06-06 14:08:19] PHASE 1: Generating base logits for all files
[2026-06-06 14:08:19] ============================================================
[2026-06-06 14:08:19] [1/1] Base model on /tmp/wiki_test.raw → /tmp/llama_dat/base_logits_0.dat
[2026-06-06 14:08:19] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --seed 1337 -ngl 99 --chunks 50
[2026-06-06 14:08:21] 0.00.323.582 I common_init_result: fitting params to device memory ...
[2026-06-06 14:08:21] 0.00.323.591 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)
[2026-06-06 14:09:35] 1.15.081.120 W llama_context: n_ctx_seq (512) < n_ctx_train (128000) -- the full capacity of the model will not be utilized
[2026-06-06 14:09:36] 1.15.113.935 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
[2026-06-06 14:10:19] 1.59.142.141 I
[2026-06-06 14:10:20] 1.59.142.314 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 \| CUDA : ARCHS = 750,800,860,890,900,1000,1200 \| USE_GRAPHS = 1 \| PEER_MAX_BATCH_SIZE = 128 \| CPU : SSE3 = 1 \| SSSE3 = 1 \| AVX = 1 \| AVX2 = 1 \| F16C = 1 \| FMA = 1 \| BMI2 = 1 \| LLAMAFILE = 1 \| OPENMP = 1 \| REPACK = 1 \|
[2026-06-06 14:10:20] 1.59.142.448 I perplexity: saving all logits to /tmp/llama_dat/base_logits_0.dat
[2026-06-06 14:10:20] 1.59.142.465 I perplexity: tokenizing the input ..
[2026-06-06 14:10:20] 1.59.412.425 I perplexity: tokenization took 269.949 ms
[2026-06-06 14:10:20] 1.59.412.871 I perplexity: calculating perplexity over 50 chunks, n_ctx=512, batch_size=512, n_seq=1
[2026-06-06 14:10:33] 2.13.089.114 I perplexity: 13.59 seconds per pass - ETA 11.32 minutes
[2026-06-06 14:10:55] [1]27.5563,[2]40.7209,[3]36.4856,[4]36.9008,[5]35.2910,[6]34.0793,[7]34.7933,[8]36.2789,[9]38.5441,[10]39.6389,[11]38.7928,[12]38.7725,[13]40.9197,[14]39.1060,[15]37.5449,[16]38.4677,[17]36.7323,[18]38.1161,[19]38.3669,[20]37.4322,[21]36.0011,[22]35.6876,[23]34.7522,[24]33.5442,[25]32.5985,[26]31....
[2026-06-06 14:10:55] 2.34.597.007 I Final estimate: PPL = 32.5951 +/- 1.05967
[2026-06-06 14:10:55]
[2026-06-06 14:10:56]
Phase 1 complete. Valid files: 1 / 1

[2026-06-06 14:10:58] 🗑️ Deleted /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf to free disk space
[2026-06-06 14:10:58] ============================================================
[2026-06-06 14:10:58] PHASE 2: Running KL divergence for each target model
[2026-06-06 14:10:58] ============================================================
[2026-06-06 14:10:58]
============================================================
[2026-06-06 14:10:58] TARGET MODEL 1/6: w-ahmad/water / MoQ-Quants/MoQ-3.0.gguf
[2026-06-06 14:10:58] ============================================================
[2026-06-06 14:11:10]
[1/1] MoQ-Quants/MoQ-3.0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat)
[2026-06-06 14:11:10] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/quants_for_model/MoQ-Quants/MoQ-3.0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50
[2026-06-06 14:11:11] 0.00.282.583 I common_init_result: fitting params to device memory ...
[2026-06-06 14:11:11] 0.00.282.592 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)
[2026-06-06 14:11:13] 0.02.958.014 W llama_context: n_ctx_seq (512) < n_ctx_train (128000) -- the full capacity of the model will not be utilized
[2026-06-06 14:11:14] 0.02.990.269 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
[2026-06-06 14:11:27] 0.16.497.335 I
[2026-06-06 14:11:27] 0.16.497.445 I system_info: n_threads = 2 (n_threads_batch = 2) / 4 \| CUDA : ARCHS = 750,800,860,890,900,1000,1200 \| USE_GRAPHS = 1 \| PEER_MAX_BATCH_SIZE = 128 \| CPU : SSE3 = 1 \| SSSE3 = 1 \| AVX = 1 \| AVX2 = 1 \| F16C = 1 \| FMA = 1 \| BMI2 = 1 \| LLAMAFILE = 1 \| OPENMP = 1 \| REPACK = 1 \|
[2026-06-06 14:11:27] 0.16.541.133 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1
[2026-06-06 14:12:45] 1.34.442.932 I kl_divergence: 77.90 seconds per pass - ETA 1 hours 4.92 minutes
[2026-06-06 14:12:45]
[2026-06-06 14:12:45] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
[2026-06-06 14:12:45] 1 24.6084 ± 5.9807 -0.10503 ± 0.08206 0.42715 ± 0.04324 14.453 ± 1.546 % 72.549 ± 2.800 %
[2026-06-06 14:12:46] 2 33.6788 ± 5.6719 -0.18449 ± 0.06040 0.48191 ± 0.03349 13.777 ± 1.088 % 69.608 ± 2.039 %
[2026-06-06 14:12:46] 3 34.9253 ± 4.7657 -0.03450 ± 0.04765 0.47770 ± 0.02444 14.679 ± 0.847 % 69.281 ± 1.669 %
[2026-06-06 14:12:47] 4 36.3928 ± 4.1802 -0.00696 ± 0.04117 0.47588 ± 0.02121 14.014 ± 0.706 % 69.118 ± 1.447 %
[2026-06-06 14:12:47] 5 34.8404 ± 3.4942 -0.00734 ± 0.03533 0.45581 ± 0.01763 13.475 ± 0.619 % 69.176 ± 1.294 %
[2026-06-06 14:12:47] 6 34.3309 ± 3.0998 0.01195 ± 0.03100 0.43978 ± 0.01527 13.250 ± 0.556 % 69.216 ± 1.180 %
[2026-06-06 14:12:48] 7 34.5857 ± 2.8903 -0.00205 ± 0.02878 0.44175 ± 0.01497 13.187 ± 0.518 % 69.692 ± 1.088 %
[2026-06-06 14:12:48] 8 36.4403 ± 2.8697 0.00788 ± 0.02756 0.43989 ± 0.01368 13.140 ± 0.481 % 69.167 ± 1.023 %
[2026-06-06 14:12:49] 9 39.0210 ± 2.9271 0.01535 ± 0.02569 0.42714 ± 0.01238 12.696 ± 0.449 % 69.020 ± 0.965 %
[2026-06-06 14:12:49] 10 40.3744 ± 2.8539 0.02113 ± 0.02463 0.42913 ± 0.01150 12.567 ± 0.426 % 68.157 ± 0.923 %
[2026-06-06 14:12:49] 11 39.6333 ± 2.6541 0.02393 ± 0.02320 0.42364 ± 0.01081 12.561 ± 0.403 % 68.235 ± 0.879 %
[2026-06-06 14:12:50] 12 39.4919 ± 2.5383 0.02067 ± 0.02214 0.42433 ± 0.01015 12.663 ± 0.380 % 68.072 ± 0.843 %
[2026-06-06 14:12:50] 13 41.8716 ± 2.6148 0.02535 ± 0.02108 0.41992 ± 0.00966 12.713 ± 0.393 % 68.175 ± 0.809 %
[2026-06-06 14:12:50] 14 39.7291 ± 2.3716 0.01799 ± 0.02001 0.40760 ± 0.00906 12.662 ± 0.372 % 68.739 ± 0.776 %
[2026-06-06 14:12:51] 15 38.4289 ± 2.1981 0.02531 ± 0.01930 0.40585 ± 0.00866 12.753 ± 0.371 % 68.915 ± 0.748 %
[2026-06-06 14:12:51] 16 39.1101 ± 2.1707 0.01847 ± 0.01874 0.40624 ± 0.00833 12.736 ± 0.359 % 68.725 ± 0.726 %
[2026-06-06 14:12:52] 17 37.3839 ± 2.0130 0.02014 ± 0.01800 0.40230 ± 0.00811 12.833 ± 0.348 % 69.227 ± 0.701 %
[2026-06-06 14:12:52] 18 38.6892 ± 2.0293 0.01734 ± 0.01742 0.40347 ± 0.00781 12.810 ± 0.335 % 69.172 ± 0.682 %
[2026-06-06 14:12:52] 19 39.5619 ± 2.0390 0.03393 ± 0.01722 0.41525 ± 0.00782 13.047 ± 0.326 % 68.896 ± 0.665 %
[2026-06-06 14:12:53] 20 39.0271 ± 1.9522 0.04482 ± 0.01673 0.41211 ± 0.00756 13.078 ± 0.320 % 69.196 ± 0.647 %
[2026-06-06 14:12:53] 21 37.4328 ± 1.8183 0.04194 ± 0.01625 0.40927 ± 0.00731 13.120 ± 0.309 % 69.300 ± 0.630 %
[2026-06-06 14:12:54] 22 37.3294 ± 1.7709 0.04779 ± 0.01592 0.41136 ± 0.00714 13.227 ± 0.302 % 69.251 ± 0.616 %
[2026-06-06 14:12:54] 23 36.1160 ± 1.6773 0.04203 ± 0.01554 0.41273 ± 0.00699 13.254 ± 0.296 % 69.429 ± 0.602 %
[2026-06-06 14:12:54] 24 34.8757 ± 1.5798 0.04232 ± 0.01512 0.40862 ± 0.00678 13.233 ± 0.288 % 69.526 ± 0.588 %
[2026-06-06 14:12:55] 25 33.9379 ± 1.5016 0.04352 ± 0.01470 0.40648 ± 0.00659 13.218 ± 0.281 % 69.678 ± 0.576 %
[2026-06-06 14:12:55] 26 32.7612 ± 1.4164 0.04809 ± 0.01436 0.40411 ± 0.00643 13.221 ± 0.275 % 69.955 ± 0.563 %
[2026-06-06 14:12:56] 27 32.7762 ± 1.3904 0.04499 ± 0.01413 0.40459 ± 0.00633 13.203 ± 0.268 % 69.891 ± 0.553 %
[2026-06-06 14:12:56] 28 32.9227 ± 1.3760 0.03908 ± 0.01391 0.40592 ± 0.00628 13.314 ± 0.264 % 70.014 ± 0.542 %
[2026-06-06 14:12:56] 29 33.6208 ± 1.3876 0.04404 ± 0.01375 0.41157 ± 0.00625 13.409 ± 0.259 % 69.669 ± 0.535 %
[2026-06-06 14:12:57] 30 33.7942 ± 1.3711 0.04156 ± 0.01351 0.41318 ± 0.00614 13.379 ± 0.254 % 69.739 ± 0.525 %
[2026-06-06 14:12:57] 31 33.0496 ± 1.3167 0.04094 ± 0.01320 0.41157 ± 0.00604 13.337 ± 0.249 % 69.804 ± 0.516 %
[2026-06-06 14:12:58] 32 32.5854 ± 1.2780 0.04456 ± 0.01301 0.41243 ± 0.00595 13.406 ± 0.245 % 69.755 ± 0.509 %
[2026-06-06 14:12:58] 33 32.6095 ± 1.2614 0.04313 ± 0.01285 0.41343 ± 0.00587 13.461 ± 0.242 % 69.792 ± 0.501 %
[2026-06-06 14:12:58] 34 32.9600 ± 1.2566 0.03952 ± 0.01273 0.41690 ± 0.00580 13.551 ± 0.240 % 69.585 ± 0.494 %
[2026-06-06 14:12:59] 35 33.1451 ± 1.2464 0.02715 ± 0.01259 0.41995 ± 0.00574 13.517 ± 0.235 % 69.468 ± 0.488 %
[2026-06-06 14:12:59] 36 33.8114 ± 1.2542 0.03034 ± 0.01239 0.41856 ± 0.00563 13.420 ± 0.231 % 69.444 ± 0.481 %
[2026-06-06 14:13:00] 37 33.8802 ± 1.2392 0.03178 ± 0.01228 0.41964 ± 0.00555 13.484 ± 0.229 % 69.412 ± 0.474 %
[2026-06-06 14:13:00] 38 33.5957 ± 1.2113 0.03344 ± 0.01207 0.41844 ± 0.00545 13.482 ± 0.226 % 69.422 ± 0.468 %
[2026-06-06 14:13:00] 39 33.7834 ± 1.2036 0.02924 ± 0.01191 0.41832 ± 0.00537 13.478 ± 0.222 % 69.372 ± 0.462 %
[2026-06-06 14:13:01] 40 33.6630 ± 1.1843 0.02648 ± 0.01174 0.41800 ± 0.00528 13.484 ± 0.219 % 69.304 ± 0.457 %

[2026-06-06 14:07:18]

=== GGUF Model Evaluation ===

[2026-06-06 14:07:18] Config : /kaggle/working/MoQ/config/quantization_pipeline.yaml.example

[2026-06-06 14:07:18] Timestamp : 20260606_140718

[2026-06-06 14:07:18] Eval dir : /tmp/llama_eval/evaluation

[2026-06-06 14:07:18] Temp dir : /kaggle/working/quants_for_model

[2026-06-06 14:07:18] DAT dir : /tmp/llama_dat

[2026-06-06 14:07:18] Binary dir: /workspace/llama_bins/cuda-12.8

[2026-06-06 14:07:18] Binary : /workspace/llama_bins/cuda-12.8/llama-perplexity

[2026-06-06 14:07:18] Target models to evaluate: 6

[2026-06-06 14:07:18] ℹ️ Dataset repo_id or split is empty — skipping dataset download.

[2026-06-06 14:07:18] Using default test file: /tmp/wiki_test.raw

[2026-06-06 14:07:18] Test files: 1

[2026-06-06 14:07:18]

📥 Downloading base model: w-ahmad/experimental / fp16/LFM2.5-8B-A1B-F16.gguf

[2026-06-06 14:08:19] ✅ Base model downloaded: /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf

[2026-06-06 14:08:19]

============================================================

[2026-06-06 14:08:19] PHASE 1: Generating base logits for all files

[2026-06-06 14:08:19] ============================================================

[2026-06-06 14:08:19] [1/1] Base model on /tmp/wiki_test.raw → /tmp/llama_dat/base_logits_0.dat

[2026-06-06 14:08:19] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --seed 1337 -ngl 99 --chunks 50

[2026-06-06 14:08:21] 0.00.323.582 I common_init_result: fitting params to device memory ...

[2026-06-06 14:08:21] 0.00.323.591 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)

[2026-06-06 14:09:35] 1.15.081.120 W llama_context: n_ctx_seq (512) < n_ctx_train (128000) -- the full capacity of the model will not be utilized

[2026-06-06 14:09:36] 1.15.113.935 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)

[2026-06-06 14:10:19] 1.59.142.141 I

[2026-06-06 14:10:20] 1.59.142.448 I perplexity: saving all logits to /tmp/llama_dat/base_logits_0.dat

[2026-06-06 14:10:20] 1.59.142.465 I perplexity: tokenizing the input ..

[2026-06-06 14:10:20] 1.59.412.425 I perplexity: tokenization took 269.949 ms

[2026-06-06 14:10:20] 1.59.412.871 I perplexity: calculating perplexity over 50 chunks, n_ctx=512, batch_size=512, n_seq=1

[2026-06-06 14:10:33] 2.13.089.114 I perplexity: 13.59 seconds per pass - ETA 11.32 minutes

[2026-06-06 14:10:55] [1]27.5563,[2]40.7209,[3]36.4856,[4]36.9008,[5]35.2910,[6]34.0793,[7]34.7933,[8]36.2789,[9]38.5441,[10]39.6389,[11]38.7928,[12]38.7725,[13]40.9197,[14]39.1060,[15]37.5449,[16]38.4677,[17]36.7323,[18]38.1161,[19]38.3669,[20]37.4322,[21]36.0011,[22]35.6876,[23]34.7522,[24]33.5442,[25]32.5985,[26]31....

[2026-06-06 14:10:55] 2.34.597.007 I Final estimate: PPL = 32.5951 +/- 1.05967

[2026-06-06 14:10:55]

[2026-06-06 14:10:56]

Phase 1 complete. Valid files: 1 / 1

[2026-06-06 14:10:58] 🗑️ Deleted /kaggle/working/quants_for_model/fp16/LFM2.5-8B-A1B-F16.gguf to free disk space

[2026-06-06 14:10:58] ============================================================

[2026-06-06 14:10:58] PHASE 2: Running KL divergence for each target model

[2026-06-06 14:10:58] ============================================================

[2026-06-06 14:10:58]

============================================================

[2026-06-06 14:10:58] TARGET MODEL 1/6: w-ahmad/water / MoQ-Quants/MoQ-3.0.gguf

[2026-06-06 14:10:58] ============================================================

[2026-06-06 14:11:10]

[1/1] MoQ-Quants/MoQ-3.0.gguf vs /tmp/wiki_test.raw (base: /tmp/llama_dat/base_logits_0.dat)

[2026-06-06 14:11:10] Running: /workspace/llama_bins/cuda-12.8/llama-perplexity -m /kaggle/working/quants_for_model/MoQ-Quants/MoQ-3.0.gguf -f /tmp/wiki_test.raw -c 512 -b 512 -np 1 --kl-divergence-base /tmp/llama_dat/base_logits_0.dat --kl-divergence --seed 1337 -ngl 99 --chunks 50

[2026-06-06 14:11:11] 0.00.282.583 I common_init_result: fitting params to device memory ...

[2026-06-06 14:11:11] 0.00.282.592 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)

[2026-06-06 14:11:13] 0.02.958.014 W llama_context: n_ctx_seq (512) < n_ctx_train (128000) -- the full capacity of the model will not be utilized

[2026-06-06 14:11:14] 0.02.990.269 I common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)

[2026-06-06 14:11:27] 0.16.497.335 I

[2026-06-06 14:11:27] 0.16.541.133 I kl_divergence: computing over 50 chunks, n_ctx=512, batch_size=512, n_seq=1

[2026-06-06 14:12:45] 1.34.442.932 I kl_divergence: 77.90 seconds per pass - ETA 1 hours 4.92 minutes

[2026-06-06 14:12:45]

[2026-06-06 14:12:45] chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p

[2026-06-06 14:12:45] 1 24.6084 ± 5.9807 -0.10503 ± 0.08206 0.42715 ± 0.04324 14.453 ± 1.546 % 72.549 ± 2.800 %

[2026-06-06 14:12:46] 2 33.6788 ± 5.6719 -0.18449 ± 0.06040 0.48191 ± 0.03349 13.777 ± 1.088 % 69.608 ± 2.039 %

[2026-06-06 14:12:46] 3 34.9253 ± 4.7657 -0.03450 ± 0.04765 0.47770 ± 0.02444 14.679 ± 0.847 % 69.281 ± 1.669 %

[2026-06-06 14:12:47] 4 36.3928 ± 4.1802 -0.00696 ± 0.04117 0.47588 ± 0.02121 14.014 ± 0.706 % 69.118 ± 1.447 %

[2026-06-06 14:12:47] 5 34.8404 ± 3.4942 -0.00734 ± 0.03533 0.45581 ± 0.01763 13.475 ± 0.619 % 69.176 ± 1.294 %

[2026-06-06 14:12:47] 6 34.3309 ± 3.0998 0.01195 ± 0.03100 0.43978 ± 0.01527 13.250 ± 0.556 % 69.216 ± 1.180 %

[2026-06-06 14:12:48] 7 34.5857 ± 2.8903 -0.00205 ± 0.02878 0.44175 ± 0.01497 13.187 ± 0.518 % 69.692 ± 1.088 %

[2026-06-06 14:12:48] 8 36.4403 ± 2.8697 0.00788 ± 0.02756 0.43989 ± 0.01368 13.140 ± 0.481 % 69.167 ± 1.023 %

[2026-06-06 14:12:49] 9 39.0210 ± 2.9271 0.01535 ± 0.02569 0.42714 ± 0.01238 12.696 ± 0.449 % 69.020 ± 0.965 %

[2026-06-06 14:12:49] 10 40.3744 ± 2.8539 0.02113 ± 0.02463 0.42913 ± 0.01150 12.567 ± 0.426 % 68.157 ± 0.923 %

[2026-06-06 14:12:49] 11 39.6333 ± 2.6541 0.02393 ± 0.02320 0.42364 ± 0.01081 12.561 ± 0.403 % 68.235 ± 0.879 %

[2026-06-06 14:12:50] 12 39.4919 ± 2.5383 0.02067 ± 0.02214 0.42433 ± 0.01015 12.663 ± 0.380 % 68.072 ± 0.843 %

[2026-06-06 14:12:50] 13 41.8716 ± 2.6148 0.02535 ± 0.02108 0.41992 ± 0.00966 12.713 ± 0.393 % 68.175 ± 0.809 %

[2026-06-06 14:12:50] 14 39.7291 ± 2.3716 0.01799 ± 0.02001 0.40760 ± 0.00906 12.662 ± 0.372 % 68.739 ± 0.776 %

[2026-06-06 14:12:51] 15 38.4289 ± 2.1981 0.02531 ± 0.01930 0.40585 ± 0.00866 12.753 ± 0.371 % 68.915 ± 0.748 %

[2026-06-06 14:12:51] 16 39.1101 ± 2.1707 0.01847 ± 0.01874 0.40624 ± 0.00833 12.736 ± 0.359 % 68.725 ± 0.726 %

[2026-06-06 14:12:52] 17 37.3839 ± 2.0130 0.02014 ± 0.01800 0.40230 ± 0.00811 12.833 ± 0.348 % 69.227 ± 0.701 %

[2026-06-06 14:12:52] 18 38.6892 ± 2.0293 0.01734 ± 0.01742 0.40347 ± 0.00781 12.810 ± 0.335 % 69.172 ± 0.682 %

[2026-06-06 14:12:52] 19 39.5619 ± 2.0390 0.03393 ± 0.01722 0.41525 ± 0.00782 13.047 ± 0.326 % 68.896 ± 0.665 %

[2026-06-06 14:12:53] 20 39.0271 ± 1.9522 0.04482 ± 0.01673 0.41211 ± 0.00756 13.078 ± 0.320 % 69.196 ± 0.647 %

[2026-06-06 14:12:53] 21 37.4328 ± 1.8183 0.04194 ± 0.01625 0.40927 ± 0.00731 13.120 ± 0.309 % 69.300 ± 0.630 %

[2026-06-06 14:12:54] 22 37.3294 ± 1.7709 0.04779 ± 0.01592 0.41136 ± 0.00714 13.227 ± 0.302 % 69.251 ± 0.616 %

[2026-06-06 14:12:54] 23 36.1160 ± 1.6773 0.04203 ± 0.01554 0.41273 ± 0.00699 13.254 ± 0.296 % 69.429 ± 0.602 %

[2026-06-06 14:12:54] 24 34.8757 ± 1.5798 0.04232 ± 0.01512 0.40862 ± 0.00678 13.233 ± 0.288 % 69.526 ± 0.588 %

[2026-06-06 14:12:55] 25 33.9379 ± 1.5016 0.04352 ± 0.01470 0.40648 ± 0.00659 13.218 ± 0.281 % 69.678 ± 0.576 %

[2026-06-06 14:12:55] 26 32.7612 ± 1.4164 0.04809 ± 0.01436 0.40411 ± 0.00643 13.221 ± 0.275 % 69.955 ± 0.563 %

[2026-06-06 14:12:56] 27 32.7762 ± 1.3904 0.04499 ± 0.01413 0.40459 ± 0.00633 13.203 ± 0.268 % 69.891 ± 0.553 %

[2026-06-06 14:12:56] 28 32.9227 ± 1.3760 0.03908 ± 0.01391 0.40592 ± 0.00628 13.314 ± 0.264 % 70.014 ± 0.542 %

[2026-06-06 14:12:56] 29 33.6208 ± 1.3876 0.04404 ± 0.01375 0.41157 ± 0.00625 13.409 ± 0.259 % 69.669 ± 0.535 %

[2026-06-06 14:12:57] 30 33.7942 ± 1.3711 0.04156 ± 0.01351 0.41318 ± 0.00614 13.379 ± 0.254 % 69.739 ± 0.525 %

[2026-06-06 14:12:57] 31 33.0496 ± 1.3167 0.04094 ± 0.01320 0.41157 ± 0.00604 13.337 ± 0.249 % 69.804 ± 0.516 %

[2026-06-06 14:12:58] 32 32.5854 ± 1.2780 0.04456 ± 0.01301 0.41243 ± 0.00595 13.406 ± 0.245 % 69.755 ± 0.509 %

[2026-06-06 14:12:58] 33 32.6095 ± 1.2614 0.04313 ± 0.01285 0.41343 ± 0.00587 13.461 ± 0.242 % 69.792 ± 0.501 %

[2026-06-06 14:12:58] 34 32.9600 ± 1.2566 0.03952 ± 0.01273 0.41690 ± 0.00580 13.551 ± 0.240 % 69.585 ± 0.494 %

[2026-06-06 14:12:59] 35 33.1451 ± 1.2464 0.02715 ± 0.01259 0.41995 ± 0.00574 13.517 ± 0.235 % 69.468 ± 0.488 %

[2026-06-06 14:12:59] 36 33.8114 ± 1.2542 0.03034 ± 0.01239 0.41856 ± 0.00563 13.420 ± 0.231 % 69.444 ± 0.481 %

[2026-06-06 14:13:00] 37 33.8802 ± 1.2392 0.03178 ± 0.01228 0.41964 ± 0.00555 13.484 ± 0.229 % 69.412 ± 0.474 %

[2026-06-06 14:13:00] 38 33.5957 ± 1.2113 0.03344 ± 0.01207 0.41844 ± 0.00545 13.482 ± 0.226 % 69.422 ± 0.468 %

[2026-06-06 14:13:00] 39 33.7834 ± 1.2036 0.02924 ± 0.01191 0.41832 ± 0.00537 13.478 ± 0.222 % 69.372 ± 0.462 %

[2026-06-06 14:13:01] 40 33.6630 ± 1.1843 0.02648 ± 0.01174 0.41800 ± 0.00528 13.484 ± 0.219 % 69.304 ± 0.457 %