Experimental v0.1: sanitized Q6_K, Q8_0 and reproducibility artifacts

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+artifacts/imatrix/Spark-X2.5-4B-imatrix-4k-16k.gguf filter=lfs diff=lfs merge=lfs -text
+Spark-X2.5-4B-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+Spark-X2.5-4B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text

LICENSE

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README.md

@@ -0,0 +1,159 @@
+---
+base_model:
+  - XHToken/Spark-X2.5-4B
+base_model_relation: quantized
+library_name: gguf
+pipeline_tag: text-generation
+tags:
+  - gguf
+  - llama.cpp
+  - imatrix
+  - quantization
+license: apache-2.0
+---
+
+# Spark-X2.5-4B GGUF — experimental v0.1
+
+GGUF quantizations of [XHToken/Spark-X2.5-4B](https://huggingface.co/XHToken/Spark-X2.5-4B), pinned to source revision [`1e4c2477f330d1f11304d0dc092a9dbf4075f470`](https://huggingface.co/XHToken/Spark-X2.5-4B/tree/1e4c2477f330d1f11304d0dc092a9dbf4075f470).
+
+This is an experimental v0.1 release built with Spark2.5 support from llama.cpp commit [`fe158c6c4db8b0cb8d74c7cfe23401f7c21a45fe`](https://github.com/ggml-org/llama.cpp/commit/fe158c6c4db8b0cb8d74c7cfe23401f7c21a45fe) (build 10668). Use a llama.cpp build containing compatible `spark2_5` support.
+
+## Files
+
+| File | Quantization | Size | SHA256 | Recommendation |
+|---|---|---:|---|---|
+| `Spark-X2.5-4B-Q6_K.gguf` | Q6_K with mixed 4K+16K iMatrix | 3.147 GiB | `107F0E30E317B4FFFF3DD63CC30F1945C161E82B31EF7BC73187941D3EA71E42` | Default balance for an 8 GB GPU |
+| `Spark-X2.5-4B-Q8_0.gguf` | Q8_0 | 4.075 GiB | `5C2C3C190E4337E1016B8593CA8E26E8B18C972200B107385D4EC61A25D9DEA2` | Highest fidelity of this release |
+
+The published `Q6_K` is the mixed-context iMatrix candidate. Compared with the 4K-only iMatrix candidate, it was directionally better on most 16K metrics, but the difference is small and the quick-run uncertainty overlaps. The clear result is that either iMatrix build substantially improves Q6_K over the no-iMatrix ablation.
+
+## Quick use
+
+```powershell
+llama-cli.exe `
+  -m .\Spark-X2.5-4B-Q6_K.gguf `
+  -ngl 99 `
+  -fa on `
+  -c 16384
+```
+
+This llama.cpp build selects the embedded chat template without the obsolete `-cnv` flag. Reduce `-ngl` if another application is using VRAM. The 16K passkey checks below used `-ngl 28` so the same compute path could also be used for the BF16 reference.
+
+## Fidelity results
+
+All candidates were compared token-by-token against the same converted BF16 GGUF. Lower KLD/RMS is better; higher Same top p is better. “Same top p” is llama.cpp's name for top-1 agreement, not nucleus-sampling top-p.
+
+### Neutral held-out evaluation at 4K
+
+| Model | Mean KLD ↓ | q99 KLD ↓ | q99.9 KLD ↓ | RMS Δp ↓ | Same top p ↑ | PPL(Q) |
+|---|---:|---:|---:|---:|---:|---:|
+| BF16 self-check | 0.000000 ± 0.000000 | 0.000036 | 0.000049 | 0.001 ± 0.000% | 100.000 ± 0.000% | 6.910707 ± 0.268179 |
+| Q8_0 | 0.001354 ± 0.000096 | 0.011297 | 0.073939 | 1.275 ± 0.106% | 98.192 ± 0.208% | 6.906721 ± 0.267697 |
+| Q6_K, no iMatrix | 0.013738 ± 0.001238 | 0.105705 | 1.387995 | 4.127 ± 0.338% | 94.919 ± 0.343% | 7.035107 ± 0.273836 |
+| Q6_K, 4K iMatrix | 0.010021 ± 0.001285 | 0.064892 | 1.252379 | 3.950 ± 0.424% | 95.896 ± 0.310% | 6.977921 ± 0.271801 |
+| **Q6_K, mixed 4K+16K iMatrix** | **0.008930 ± 0.000969** | 0.070500 | **0.778783** | **3.599 ± 0.382%** | 95.774 ± 0.314% | **6.975759 ± 0.271574** |
+
+Protocol: AtomicChat `eval_neutral`, 2 chunks, 4,096 scored positions, context 4,096, `-ngl 28`, batch 2,048, micro-batch 512, 8 threads and Flash Attention enabled. The BF16 KLD base is 1,073,283,076 bytes with SHA256 `712B7248BCC72D0057EC56F61AF838D251A83EDA3F938DDD5E54FA03BFFCE322`.
+
+### The same evaluation at 16K
+
+| Model | Mean KLD ↓ | q99 KLD ↓ | q99.9 KLD ↓ | Max KLD ↓ | RMS Δp ↓ | Same top p ↑ | PPL(Q) |
+|---|---:|---:|---:|---:|---:|---:|---:|
+| BF16 self-check | 0.000000 ± 0.000000 | 0.000035 | 0.000050 | 0.000063 | 0.001 ± 0.000% | 100.000 ± 0.000% | 8.565097 ± 0.173169 |
+| Q8_0 | 0.002709 ± 0.000307 | 0.015888 | 0.217027 | 3.244917 | 1.703 ± 0.152% | 98.089 ± 0.107% | 8.550264 ± 0.172665 |
+| Q6_K, no iMatrix | 0.021932 ± 0.000852 | 0.178709 | 1.397083 | 5.835053 | 4.680 ± 0.164% | 93.926 ± 0.187% | 8.918584 ± 0.182141 |
+| Q6_K, 4K iMatrix | 0.010021 ± 0.000345 | 0.074524 | 0.468998 | 2.875325 | **3.012 ± 0.120%** | 95.483 ± 0.162% | 8.666384 ± 0.175889 |
+| **Q6_K, mixed 4K+16K iMatrix** | **0.009891 ± 0.000325** | **0.074419** | **0.451430** | **2.363686** | 3.035 ± 0.124% | **95.660 ± 0.159%** | **8.660181 ± 0.175757** |
+
+Protocol: the same held-out corpus and compute path, 2 chunks, 16,384 scored positions, context 16,384. The BF16 KLD base is 4,294,705,156 bytes with SHA256 `CB3BDBC2088CD3399ABCFD5D35B427B9F5C0463EFBF8FE4C9F1D68B28804AB52`.
+
+These are deliberately labelled **quick2** measurements. They are useful for selecting a v0.1 candidate, not a substitute for a full benchmark suite.
+
+## iMatrix and calibration
+
+Q6_K was quantized directly from the BF16 GGUF; it was never requantized from Q8_0.
+
+- BF16 reference SHA256: `8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14`
+- iMatrix SHA256: `696688C6E4CB5AD6B1A2F4E3F460BBDCA50C2AC3CDBB7BC13C0455CA9F4BE489`
+- Main calibration: 2,022,075 Spark tokens, context 4,096
+- Long-context calibration: 279,736 Spark tokens, context 16,384
+- Observations merged per tensor: 2,019,328 from the 4K pass and 278,528 from the 16K pass, approximately 88% / 12%
+- Batch size: 2,048; `--parse-special` enabled
+- Calibration corpus SHA256: `DD4DADD436A3AB9329C2EE98000CC2FF6540E9C190400292A99EB736AA9E8796`
+- Long-context corpus SHA256: `219DF033B7F9B30787C6DEC452FA16967A7C6FD4C0F2E42D84282E26C2AF940B`
+- Corpus source: AtomicChat `calib-corpora` commit `814d662f6c94d207fc8f38545a1b4abea11484b5`
+
+Calibration and evaluation inputs are disjoint. The calibration manifests and the 3.4 MiB mixed-context iMatrix are included under `artifacts/`; the full text corpora are not redistributed in this model repository.
+
+Reproduction of the selected quantization:
+
+```powershell
+llama-quantize.exe `
+  --imatrix .\artifacts\imatrix\Spark-X2.5-4B-imatrix-4k-16k.gguf `
+  .\Spark-X2.5-4B-BF16.gguf `
+  .\Spark-X2.5-4B-Q6_K-raw.gguf `
+  Q6_K
+
+python <LLAMA_CPP>\gguf-py\gguf\scripts\gguf_new_metadata.py `
+  .\Spark-X2.5-4B-Q6_K-raw.gguf `
+  .\Spark-X2.5-4B-Q6_K-reproduced.gguf `
+  --remove-metadata quantize.imatrix.file `
+  --force
+```
+
+The BF16 input is intentionally not included in this repository. Convert the pinned upstream revision with the same llama.cpp commit before reproducing the quantization.
+
+The raw evaluated Q6_K container had SHA256 `162985111D4DD15DA0FF2AD111965CABCF60690C40A52D53D2CB3640483DE51D`. Before publication, the non-functional `quantize.imatrix.file` metadata key was removed because llama.cpp had stored its local absolute path. `gguf_hash.py --no-layer` gives the same tensor-data SHA256 before and after sanitization: `f70482cf653bc90d935ab68ab83202d2a02c260699c5213d188d736c469bd1ae`. The published container therefore has exactly the evaluated weights despite its different whole-file hash.
+
+## 16K functional check
+
+A deterministic synthetic passkey was inserted near 10%, 50% and 90% of a 14,997-token prompt. BF16, Q8_0, Q6_K without iMatrix, Q6_K with 4K iMatrix and Q6_K with mixed 4K+16K iMatrix all passed exact-match retrieval at all three depths: **15/15 runs**.
+
+This test is saturated and should only be read as a functional 16K smoke test. It does not distinguish the quantizations and does not establish general long-horizon reasoning quality. Prompts, manifests and result JSON files are included under `artifacts/passkey_16k/`.
+
+## RTX 4060 Laptop observations
+
+`llama-bench`, CUDA, full GPU offload (`-ngl 99`), Flash Attention enabled:
+
+| File | pp512 | tg128 |
+|---|---:|---:|
+| Q8_0 | 4153.21 ± 224.67 tok/s | 51.74 ± 0.25 tok/s |
+| Q6_K, mixed iMatrix | 3678.87 ± 101.74 tok/s | 64.74 ± 0.20 tok/s |
+
+At context 16K, the reported VRAM figures were approximately 4.5 GB total for Q8_0 and 3.5 GB total for Q6_K. They include roughly 0.4–0.5 GB already allocated to the Windows/display system because this laptop setup has no iGPU handling the display. The model-run increments were therefore approximately 4.0–4.1 GB for Q8_0 and 3.0–3.1 GB for Q6_K. These were manual observations; treat VRAM and speed values as hardware- and runtime-dependent, not universal requirements.
+
+## Reproducibility artifacts
+
+The `artifacts/` directory contains:
+
+- parsed metrics in `results.json`;
+- source, model, iMatrix, evaluation-base and release hashes in `audit-manifest.json` and `SHA256SUMS.txt`;
+- raw KLD, quantization, iMatrix, tokenizer and speed logs;
+- the Q6_K public-container metadata sanitization and tensor-identity proof;
+- calibration manifests;
+- the exact benchmark and quantization scripts used locally (paths must be adapted before reuse);
+- the 16K passkey prompts and result JSON files.
+
+The approximately 1 GiB and 4 GiB KLD base files are not uploaded in v0.1. Their SHA256 values, exact protocols and raw comparison logs are preserved so they can be regenerated and checked.
+
+## Next steps
+
+The next experimental phase will explore mixed-context iMatrices more systematically. In particular:
+
+- vary the share of 4K and long-context calibration observations instead of testing only the current approximately 88% / 12% mix;
+- test additional long-context calibration lengths and task families, rather than relying on a single 16K corpus recipe;
+- evaluate each recipe at matching long contexts with the same BF16 reference and compute path;
+- retain a new recipe only when the improvement is repeatable across KLD, tail KLD and functional long-context checks.
+
+The present 4K+16K result is therefore a useful first data point, not a claim that this mixture is optimal.
+
+## Validation status and limitations
+
+- HF/llama.cpp tokenizer parity passed 10/10 fixed cases, including multilingual text and special-token/chat-template cases.
+- GGUF architecture, tokenizer metadata and embedded chat template checks passed.
+- A direct Transformers-vs-GGUF **logit parity comparison was not completed for v0.1**. Consequently, KLD results establish fidelity to the converted BF16 GGUF; they do not independently prove that the experimental conversion is numerically identical to the upstream Transformers implementation.
+- Q8_0 has strong local provenance: the quantization command was recovered and metadata match the current BF16. However, the BF16 hash was not recorded at the exact time of the original Q8_0 run, so this is not a complete cryptographic chain of custody.
+- Spark2.5 support was experimental at the pinned llama.cpp commit. Compatibility with older releases is not expected.
+- No benchmark here validates the upstream maximum-context claim. Only 4K distributional checks and a 16K distributional/functional check were run.
+
+See the [upstream model card](https://huggingface.co/XHToken/Spark-X2.5-4B) for architecture, intended use and model-level limitations. The upstream Apache-2.0 license is included as `LICENSE`.

SHA256SUMS.txt

@@ -0,0 +1,65 @@
+d7592eda215f4f894f2dd8893dcb15311ba8bc9581c62865512a3c8874972b15 *artifacts/audit-manifest.json
+6f515562b23916afc1a0fbfda437e2a9b561a2b65beb1444e08e124d4317bdcd *artifacts/build-info.txt
+cdc0cfd8f3051f9208963b087da2cdf28075d56150fb056294890989f7079ffd *artifacts/calibration/atomicchat-build-manifest.json
+aa09a985a2c88824e9c01f2c824228e3068b1602b498362c34c09f712786a401 *artifacts/calibration/atomicchat-longctx-build-manifest.json
+2537da9fd05eea6a2b2a9758587a853cf552760f7e884cd0635c7420befa20a4 *artifacts/calibration/spark_calib_longctx.manifest.jsonl
+54dfdcdb373d73b314b74f30006292139665a9ec0011af767bec241a4c1664b7 *artifacts/calibration/spark_calib_train.manifest.jsonl
+696688c6e4cb5ad6b1a2f4e3f460bbdca50c2ac3cdbb7bc13c0455ca9f4be489 *artifacts/imatrix/Spark-X2.5-4B-imatrix-4k-16k.gguf
+c65bfa89227a9a338591a69789efecaa4d11b99c553985a5ec54cc0bff2c69b6 *artifacts/logs/atomicchat-commit.txt
+ca1fb40ecf06d6ae225288122da6a01717e96187fbf3ef396a9fd0b00a4b1c85 *artifacts/logs/bench-q6-speed.log
+2e1c0abbfde9fed5e8b2edcc1d654d1df888e7c8420ddb5c513828444d3cbb23 *artifacts/logs/bench-q8-ngl20-vs-99.log
+3b09676de4791b894ccc1217f051e0c89fefa3e85905ec8ad9f30ee1fed69474 *artifacts/logs/imatrix-4k-16k.log
+24d62bf8df049a2bab90dc2a4cc13cf0a8f67865fa54d82f2ecab203eeb0b1e6 *artifacts/logs/imatrix-4k-16k-statistics.log
+1d0b9560a0e0297f4d388b028c37594154958258f5333c83065efa98d1253cef *artifacts/logs/imatrix-comparison.txt
+1a345d3dd8fe4de06740ee9531dc8a91d6701c702d62c39d7eed28af76691e26 *artifacts/logs/imatrix-statistics.log
+7edd35b0f6702d309af81daf90d101c14e781f4a01a524c5e2632f1558cdd760 *artifacts/logs/kld-base-bf16-neutral-ctx16k-quick2.log
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artifacts/imatrix/Spark-X2.5-4B-imatrix-4k-16k.gguf

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artifacts/logs/bench-q6-speed.log

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+llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 8187 MiB):
+Au caractère <WORK_ROOT>\scripts\bench_q6_variants.ps1:64 : 1
++ & $Bench @BenchArgs 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 8187 MiB)::String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+  Device 0: NVIDIA GeForce RTX 4060 Laptop GPU, compute capability 8.9, VMM: yes, VRAM: 8187 MiB
+llama-bench: benchmark 1/6: starting
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+| model                          |       size |     params | backend    | ngl |  fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
+| spark2_5 ?B Q6_K               |   3.14 GiB |     4.11 B | CUDA       |  99 |   1 |           pp512 |      3684.27 ┬▒ 95.61 |
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+llama-bench: benchmark 3/6: starting
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+llama-bench: benchmark 3/6: prompt run 5/5
+| spark2_5 ?B Q6_K               |   3.14 GiB |     4.11 B | CUDA       |  99 |   1 |           pp512 |     3620.83 ┬▒ 210.15 |
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+llama-bench: benchmark 4/6: generation run 5/5
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+llama-bench: benchmark 5/6: starting
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+| spark2_5 ?B Q6_K               |   3.14 GiB |     4.11 B | CUDA       |  99 |   1 |           pp512 |     3678.87 ┬▒ 101.74 |
+llama-bench: benchmark 6/6: starting
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+llama-bench: benchmark 6/6: generation run 5/5
+| spark2_5 ?B Q6_K               |   3.14 GiB |     4.11 B | CUDA       |  99 |   1 |           tg128 |         64.74 ┬▒ 0.20 |
+
+build: fe158c6c4 (10668)

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+llama-bench.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 8187 MiB):
+Au caractère Ligne:1 : 1
++ & $Bench `
++ ~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 8187 MiB)::String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
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+| model                          |       size |     params | backend    | ngl |  fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | --: | --------------: | -------------------: |
+| spark2_5 ?B Q8_0               |   4.07 GiB |     4.11 B | CUDA       |  20 |   1 |           pp512 |      1651.30 ┬▒ 49.39 |
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+llama-bench: benchmark 4/4: starting
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+llama-bench: benchmark 4/4: generation run 5/5
+| spark2_5 ?B Q8_0               |   4.07 GiB |     4.11 B | CUDA       |  99 |   1 |           tg128 |         51.74 ┬▒ 0.25 |
+
+build: fe158c6c4 (10668)

artifacts/logs/imatrix-4k-16k-statistics.log

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+llama-imatrix.exe : 0.00.042.786 I 
+Au caractère Ligne:1 : 1
++ & $Imatrix `
++ ~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (0.00.042.786 I :String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+Computing statistics for .\imatrix\Spark-X2.5-4B-imatrix-4k-16k.gguf (216 tensors)
+0.00.042.795 I 
+ Layer	       Tensor	          ╬ú(Act┬▓)	  Min	            Max	           ╬╝	   ¤â	 % Active	N	   Entropy	E (norm)	ZD	  CosSim
+0.00.042.796 I ============================================================================================================================================
+=============================
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+0.00.042.834 I    11	attn_gate           	    322.00	  0.0173	     0.3864	  0.13	  0.03	  100.00%	  2560	   11.2699	 99.54%	     12.19%	  0.9709
+0.00.042.837 I    15	attn_gate           	    320.44	  0.0136	     0.3798	  0.13	  0.03	  100.00%	  2560	   11.2717	 99.56%	     12.42%	  0.9733
+0.00.042.840 I    19	attn_gate           	    319.44	  0.0319	     0.3185	  0.12	  0.03	  100.00%	  2560	   11.2801	 99.63%	     13.87%	  0.9686
+0.00.042.843 I    28	attn_gate           	    316.14	  0.0770	     0.9744	  0.12	  0.04	  100.00%	  2560	   11.2757	 99.59%	     10.47%	  0.9690
+0.00.042.846 I    32	attn_gate           	    296.78	  0.0729	     1.2499	  0.12	  0.04	  100.00%	  2560	   11.2586	 99.44%	      9.30%	  0.9828
+0.00.042.849 I     7	attn_gate           	    281.54	  0.0606	     0.3702	  0.11	  0.03	  100.00%	  2560	   11.2673	 99.52%	     13.16%	  0.9273
+0.00.042.852 I    24	attn_gate           	    280.28	  0.0576	     0.7173	  0.11	  0.03	  100.00%	  2560	   11.2811	 99.64%	     11.21%	  0.9787
+0.00.042.855 I    22	attn_gate           	    262.22	  0.0544	     0.5584	  0.10	  0.03	  100.00%	  2560	   11.2827	 99.65%	     11.09%	  0.9901
+0.00.042.858 I    33	attn_gate           	    257.20	  0.0562	     2.0585	  0.10	  0.05	  100.00%	  2560	   11.2291	 99.18%	      6.13%	  0.9786
+0.00.042.861 I    13	attn_gate           	    245.49	  0.0119	     0.3290	  0.10	  0.03	  100.00%	  2560	   11.2654	 99.50%	     12.19%	  0.9887
+0.00.042.864 I    12	attn_gate           	    240.13	  0.0080	     0.2710	  0.09	  0.03	  100.00%	  2560	   11.2572	 99.43%	     11.48%	  0.9731
+0.00.042.867 I    21	attn_gate           	    236.51	  0.0512	     0.5518	  0.09	  0.02	  100.00%	  2560	   11.2837	 99.66%	     10.43%	  0.9795
+0.00.042.870 I    20	attn_gate           	    228.01	  0.0534	     0.3589	  0.09	  0.02	  100.00%	  2560	   11.2771	 99.60%	     11.80%	  0.9587
+0.00.042.873 I    34	attn_gate           	    227.46	  0.0422	     1.6529	  0.09	  0.05	  100.00%	  2560	   11.2274	 99.17%	      6.48%	  0.9885
+0.00.042.875 I    18	attn_gate           	    223.39	  0.0313	     0.3229	  0.09	  0.02	  100.00%	  2560	   11.2783	 99.61%	     12.19%	  0.9767
+0.00.042.878 I    16	attn_gate           	    216.59	  0.0137	     0.3059	  0.08	  0.02	  100.00%	  2560	   11.2682	 99.53%	     11.76%	  0.9735
+0.00.042.881 I     9	attn_gate           	    205.40	  0.0118	     0.3068	  0.08	  0.03	  100.00%	  2560	   11.2498	 99.36%	     11.60%	  0.9428
+0.00.042.884 I     3	attn_gate           	    198.83	  0.0388	     0.6413	  0.08	  0.03	  100.00%	  2560	   11.2296	 99.18%	      8.44%	  0.7461
+0.00.042.886 I    17	attn_gate           	    196.05	  0.0274	     0.3346	  0.08	  0.02	  100.00%	  2560	   11.2694	 99.54%	     12.27%	  0.9829
+0.00.042.889 I    14	attn_gate           	    192.27	  0.0081	     0.2671	  0.08	  0.02	  100.00%	  2560	   11.2582	 99.44%	     12.46%	  0.9904
+0.00.042.892 I    10	attn_gate           	    181.38	  0.0145	     0.2319	  0.07	  0.02	  100.00%	  2560	   11.2673	 99.52%	     11.80%	  0.9681
+0.00.042.895 I     5	attn_gate           	    172.72	  0.0364	     0.6158	  0.07	  0.03	  100.00%	  2560	   11.2293	 99.18%	      8.95%	  0.9099
+0.00.042.897 I     0	attn_gate           	    171.56	  0.0178	     0.6395	  0.07	  0.04	  100.00%	  2560	   11.1880	 98.82%	      6.48%	  0.0000
+0.00.042.900 I     1	attn_gate           	    148.76	  0.0294	     4.4476	  0.06	  0.12	  100.00%	  2560	   10.8584	 95.91%	      0.62%	  0.5190
+0.00.042.903 I     8	attn_gate           	    143.91	  0.0163	     0.3519	  0.06	  0.03	  100.00%	  2560	   11.2081	 98.99%	     10.20%	  0.9155
+0.00.042.906 I     4	attn_gate           	    134.03	  0.0259	     0.7770	  0.05	  0.03	  100.00%	  2560	   11.1843	 98.78%	      7.66%	  0.9044
+0.00.042.909 I     2	attn_gate           	    131.95	  0.0273	     2.6228	  0.05	  0.06	  100.00%	  2560	   11.1025	 98.06%	      1.56%	  0.6849
+0.00.042.912 I     6	attn_gate           	    122.67	  0.0223	     0.2468	  0.05	  0.02	  100.00%	  2560	   11.2161	 99.07%	     10.27%	  0.9507
+0.00.042.915 I    35	attn_output         	    195.74	  0.0094	     0.6342	  0.05	  0.04	  100.00%	  4096	   11.6486	 97.07%	      9.28%	  0.5684
+0.00.042.918 I    34	attn_output         	     82.70	  0.0027	     0.1392	  0.02	  0.01	  100.00%	  4096	   11.6948	 97.46%	     12.48%	  0.5795
+0.00.042.921 I    33	attn_output         	     73.48	  0.0008	     0.1481	  0.02	  0.01	  100.00%	  4096	   11.6625	 97.19%	      9.94%	  0.6145
+0.00.042.924 I    27	attn_output         	     43.94	  0.0018	     0.2247	  0.01	  0.01	  100.00%	  4096	   11.5871	 96.56%	      4.59%	  0.5730
+0.00.042.927 I    31	attn_output         	     41.87	  0.0009	     0.2723	  0.01	  0.01	  100.00%	  4096	   11.1261	 92.72%	     10.52%	  0.2728
+0.00.042.930 I    23	attn_output         	     31.19	  0.0006	     0.0810	  0.01	  0.01	  100.00%	  4096	   11.7331	 97.78%	     13.70%	  0.7485
+0.00.042.933 I    19	attn_output         	     26.54	  0.0012	     0.0493	  0.01	  0.00	  100.00%	  4096	   11.8455	 98.71%	     11.04%	  0.7547
+0.00.042.936 I    32	attn_output         	     26.26	  0.0002	     0.0373	  0.01	  0.00	  100.00%	  4096	   11.6863	 97.39%	     18.19%	  0.4546
+0.00.042.939 I    15	attn_output         	     23.33	  0.0010	     0.0253	  0.01	  0.00	  100.00%	  4096	   11.8388	 98.66%	     13.31%	  0.8340
+0.00.042.942 I    20	attn_output         	     20.46	  0.0015	     0.0371	  0.00	  0.00	  100.00%	  4096	   11.7605	 98.00%	     14.58%	  0.7639
+0.00.042.945 I    11	attn_output         	     15.74	  0.0005	     0.0258	  0.00	  0.00	  100.00%	  4096	   11.7992	 98.33%	     13.31%	  0.7649
+0.00.042.948 I    18	attn_output         	     15.19	  0.0007	     0.0271	  0.00	  0.00	  100.00%	  4096	   11.8008	 98.34%	     11.60%	  0.6892
+0.00.042.951 I    30	attn_output         	     13.92	  0.0001	     0.0279	  0.00	  0.00	  100.00%	  4096	   11.3480	 94.57%	     12.01%	  0.5148
+0.00.042.954 I    17	attn_output         	     12.85	  0.0009	     0.0263	  0.00	  0.00	  100.00%	  4096	   11.7029	 97.52%	     10.77%	  0.5624
+0.00.042.957 I    21	attn_output         	     12.77	  0.0003	     0.0307	  0.00	  0.00	  100.00%	  4096	   11.5980	 96.65%	     12.84%	  0.6403
+0.00.042.960 I    22	attn_output         	     11.91	  0.0005	     0.0269	  0.00	  0.00	  100.00%	  4096	   11.6715	 97.26%	     12.40%	  0.6155
+0.00.042.963 I    16	attn_output         	     10.00	  0.0007	     0.0258	  0.00	  0.00	  100.00%	  4096	   11.7433	 97.86%	     12.82%	  0.7617
+0.00.042.966 I    14	attn_output         	      8.44	  0.0007	     0.0110	  0.00	  0.00	  100.00%	  4096	   11.8944	 99.12%	     13.60%	  0.8153
+0.00.042.969 I    24	attn_output         	      8.13	  0.0000	     0.0161	  0.00	  0.00	  100.00%	  4096	   11.6642	 97.20%	     11.04%	  0.6153
+0.00.042.972 I    28	attn_output         	      7.31	  0.0001	     0.0121	  0.00	  0.00	  100.00%	  4096	   11.6100	 96.75%	     14.04%	  0.5724
+0.00.042.975 I    26	attn_output         	      6.83	  0.0001	     0.0124	  0.00	  0.00	  100.00%	  4096	   11.5955	 96.63%	     12.23%	  0.5812
+0.00.042.977 I    10	attn_output         	      6.78	  0.0006	     0.0064	  0.00	  0.00	  100.00%	  4096	   11.8767	 98.97%	     13.87%	  0.7694
+0.00.042.980 I    12	attn_output         	      5.51	  0.0004	     0.0088	  0.00	  0.00	  100.00%	  4096	   11.8489	 98.74%	     12.60%	  0.7762
+0.00.042.983 I    13	attn_output         	      5.47	  0.0005	     0.0088	  0.00	  0.00	  100.00%	  4096	   11.8206	 98.51%	     11.89%	  0.7446
+0.00.042.986 I     9	attn_output         	      4.66	  0.0004	     0.0066	  0.00	  0.00	  100.00%	  4096	   11.7633	 98.03%	     10.89%	  0.7323
+0.00.042.989 I     7	attn_output         	      4.29	  0.0002	     0.0061	  0.00	  0.00	  100.00%	  4096	   11.7967	 98.31%	     15.01%	  0.8001
+0.00.042.992 I    29	attn_output         	      4.22	  0.0000	     0.0050	  0.00	  0.00	  100.00%	  4096	   11.6631	 97.19%	     15.99%	  0.6219
+0.00.042.995 I    25	attn_output         	      4.21	  0.0001	     0.0076	  0.00	  0.00	  100.00%	  4096	   11.6190	 96.82%	     14.72%	  0.5374
+0.00.042.998 I     8	attn_output         	      3.98	  0.0002	     0.0058	  0.00	  0.00	  100.00%	  4096	   11.8152	 98.46%	     11.38%	  0.7348
+0.00.043.001 I     6	attn_output         	      1.86	  0.0001	     0.0028	  0.00	  0.00	  100.00%	  4096	   11.7802	 98.17%	     13.70%	  0.7661
+0.00.043.004 I     5	attn_output         	      0.94	  0.0001	     0.0011	  0.00	  0.00	  100.00%	  4096	   11.8624	 98.85%	     12.23%	  0.7670
+0.00.043.007 I     3	attn_output         	      0.63	  0.0000	     0.0016	  0.00	  0.00	   99.88%	  4096	   11.5718	 96.43%	     12.01%	  0.6496
+0.00.043.010 I     4	attn_output         	      0.61	  0.0000	     0.0012	  0.00	  0.00	  100.00%	  4096	   11.7905	 98.25%	     10.84%	  0.6373
+0.00.043.013 I     0	attn_output         	      0.28	  0.0000	     0.0006	  0.00	  0.00	   99.61%	  4096	   11.4982	 95.82%	     10.86%	  0.0000
+0.00.043.016 I     2	attn_output         	      0.27	  0.0000	     0.0004	  0.00	  0.00	  100.00%	  4096	   11.7824	 98.19%	     11.91%	  0.6690
+0.00.043.019 I     1	attn_output         	      0.22	  0.0000	     0.0005	  0.00	  0.00	   99.90%	  4096	   11.7064	 97.55%	     11.72%	  0.5878
+0.00.043.022 I    27	attn_qkv            	    450.90	  0.0918	     0.5230	  0.18	  0.04	  100.00%	  2560	   11.2802	 99.63%	     12.34%	  0.9843
+0.00.043.025 I    31	attn_qkv            	    411.93	  0.0836	     1.2473	  0.16	  0.05	  100.00%	  2560	   11.2731	 99.57%	     10.43%	  0.9856
+0.00.043.028 I    23	attn_qkv            	    367.36	  0.0691	     0.4070	  0.14	  0.03	  100.00%	  2560	   11.2844	 99.67%	     12.81%	  0.9853
+0.00.043.031 I    25	attn_qkv            	    347.40	  0.0743	     0.7721	  0.14	  0.03	  100.00%	  2560	   11.2830	 99.66%	     11.41%	  0.9949
+0.00.043.034 I    26	attn_qkv            	    347.09	  0.0764	     0.9143	  0.14	  0.04	  100.00%	  2560	   11.2816	 99.64%	     10.98%	  0.9969
+0.00.043.036 I    29	attn_qkv            	    345.84	  0.0822	     0.9294	  0.14	  0.04	  100.00%	  2560	   11.2795	 99.63%	     10.51%	  0.9976
+0.00.043.039 I    35	attn_qkv            	    332.86	  0.0572	     1.2246	  0.13	  0.05	  100.00%	  2560	   11.2395	 99.27%	      8.91%	  0.9320
+0.00.043.042 I    30	attn_qkv            	    330.53	  0.0809	     1.4808	  0.13	  0.04	  100.00%	  2560	   11.2713	 99.55%	      8.24%	  0.9939
+0.00.043.045 I    11	attn_qkv            	    322.00	  0.0173	     0.3864	  0.13	  0.03	  100.00%	  2560	   11.2699	 99.54%	     12.19%	  0.9709
+0.00.043.048 I    15	attn_qkv            	    320.44	  0.0136	     0.3798	  0.13	  0.03	  100.00%	  2560	   11.2717	 99.56%	     12.42%	  0.9733
+0.00.043.051 I    19	attn_qkv            	    319.44	  0.0319	     0.3185	  0.12	  0.03	  100.00%	  2560	   11.2801	 99.63%	     13.87%	  0.9686
+0.00.043.054 I    28	attn_qkv            	    316.14	  0.0770	     0.9744	  0.12	  0.04	  100.00%	  2560	   11.2757	 99.59%	     10.47%	  0.9690
+0.00.043.056 I    32	attn_qkv            	    296.78	  0.0729	     1.2499	  0.12	  0.04	  100.00%	  2560	   11.2586	 99.44%	      9.30%	  0.9828
+0.00.043.059 I     7	attn_qkv            	    281.54	  0.0606	     0.3702	  0.11	  0.03	  100.00%	  2560	   11.2673	 99.52%	     13.16%	  0.9273
+0.00.043.062 I    24	attn_qkv            	    280.28	  0.0576	     0.7173	  0.11	  0.03	  100.00%	  2560	   11.2811	 99.64%	     11.21%	  0.9787
+0.00.043.065 I    22	attn_qkv            	    262.22	  0.0544	     0.5584	  0.10	  0.03	  100.00%	  2560	   11.2827	 99.65%	     11.09%	  0.9901
+0.00.043.068 I    33	attn_qkv            	    257.20	  0.0562	     2.0585	  0.10	  0.05	  100.00%	  2560	   11.2291	 99.18%	      6.13%	  0.9786
+0.00.043.070 I    13	attn_qkv            	    245.49	  0.0119	     0.3290	  0.10	  0.03	  100.00%	  2560	   11.2654	 99.50%	     12.19%	  0.9887
+0.00.043.073 I    12	attn_qkv            	    240.13	  0.0080	     0.2710	  0.09	  0.03	  100.00%	  2560	   11.2572	 99.43%	     11.48%	  0.9731
+0.00.043.076 I    21	attn_qkv            	    236.51	  0.0512	     0.5518	  0.09	  0.02	  100.00%	  2560	   11.2837	 99.66%	     10.43%	  0.9795
+0.00.043.078 I    20	attn_qkv            	    228.01	  0.0534	     0.3589	  0.09	  0.02	  100.00%	  2560	   11.2771	 99.60%	     11.80%	  0.9587
+0.00.043.081 I    34	attn_qkv            	    227.46	  0.0422	     1.6529	  0.09	  0.05	  100.00%	  2560	   11.2274	 99.17%	      6.48%	  0.9885
+0.00.043.084 I    18	attn_qkv            	    223.39	  0.0313	     0.3229	  0.09	  0.02	  100.00%	  2560	   11.2783	 99.61%	     12.19%	  0.9767
+0.00.043.087 I    16	attn_qkv            	    216.59	  0.0137	     0.3059	  0.08	  0.02	  100.00%	  2560	   11.2682	 99.53%	     11.76%	  0.9735
+0.00.043.090 I     9	attn_qkv            	    205.40	  0.0118	     0.3068	  0.08	  0.03	  100.00%	  2560	   11.2498	 99.36%	     11.60%	  0.9428
+0.00.043.092 I     3	attn_qkv            	    198.83	  0.0388	     0.6413	  0.08	  0.03	  100.00%	  2560	   11.2296	 99.18%	      8.44%	  0.7461
+0.00.043.095 I    17	attn_qkv            	    196.05	  0.0274	     0.3346	  0.08	  0.02	  100.00%	  2560	   11.2694	 99.54%	     12.27%	  0.9829
+0.00.043.098 I    14	attn_qkv            	    192.27	  0.0081	     0.2671	  0.08	  0.02	  100.00%	  2560	   11.2582	 99.44%	     12.46%	  0.9904
+0.00.043.101 I    10	attn_qkv            	    181.38	  0.0145	     0.2319	  0.07	  0.02	  100.00%	  2560	   11.2673	 99.52%	     11.80%	  0.9681
+0.00.043.104 I     5	attn_qkv            	    172.72	  0.0364	     0.6158	  0.07	  0.03	  100.00%	  2560	   11.2293	 99.18%	      8.95%	  0.9099
+0.00.043.106 I     0	attn_qkv            	    171.56	  0.0178	     0.6395	  0.07	  0.04	  100.00%	  2560	   11.1880	 98.82%	      6.48%	  0.0000
+0.00.043.109 I     1	attn_qkv            	    148.76	  0.0294	     4.4476	  0.06	  0.12	  100.00%	  2560	   10.8584	 95.91%	      0.62%	  0.5190
+0.00.043.112 I     8	attn_qkv            	    143.91	  0.0163	     0.3519	  0.06	  0.03	  100.00%	  2560	   11.2081	 98.99%	     10.20%	  0.9155
+0.00.043.115 I     4	attn_qkv            	    134.03	  0.0259	     0.7770	  0.05	  0.03	  100.00%	  2560	   11.1843	 98.78%	      7.66%	  0.9044
+0.00.043.117 I     2	attn_qkv            	    131.95	  0.0273	     2.6228	  0.05	  0.06	  100.00%	  2560	   11.1025	 98.06%	      1.56%	  0.6849
+0.00.043.120 I     6	attn_qkv            	    122.67	  0.0223	     0.2468	  0.05	  0.02	  100.00%	  2560	   11.2161	 99.07%	     10.27%	  0.9507
+0.00.043.123 I    34	ffn_down            	    447.83	  0.0009	   265.3578	  0.04	  2.71	  100.00%	 10240	    3.7831	 28.40%	      0.07%	  0.0014
+0.00.043.126 I    35	ffn_down            	    357.94	  0.0009	     7.1864	  0.03	  0.21	  100.00%	 10240	   10.5550	 79.23%	      1.72%	  0.0010
+0.00.043.129 I    23	ffn_down            	    273.34	  0.0004	   142.6094	  0.03	  1.48	  100.00%	 10240	    3.6174	 27.15%	      0.12%	  0.0002
+0.00.043.131 I    33	ffn_down            	     50.14	  0.0006	     2.3435	  0.00	  0.03	  100.00%	 10240	   11.6963	 87.80%	      1.90%	  0.0436
+0.00.043.134 I    22	ffn_down            	     39.47	  0.0003	    17.5097	  0.00	  0.17	  100.00%	 10240	    7.5010	 56.31%	      0.05%	  0.0104
+0.00.043.137 I    32	ffn_down            	     36.19	  0.0011	     0.8260	  0.00	  0.01	  100.00%	 10240	   12.2657	 92.07%	      2.63%	  0.1055
+0.00.043.140 I    19	ffn_down            	     30.44	  0.0002	    12.4112	  0.00	  0.12	  100.00%	 10240	    7.8269	 58.75%	      0.05%	  0.0098
+0.00.043.143 I    30	ffn_down            	     29.92	  0.0009	     6.2936	  0.00	  0.06	  100.00%	 10240	   10.5886	 79.48%	      0.09%	  0.0174
+0.00.043.146 I    31	ffn_down            	     29.52	  0.0010	     0.2384	  0.00	  0.01	  100.00%	 10240	   12.4218	 93.24%	      2.41%	  0.0214
+0.00.043.148 I    27	ffn_down            	     25.94	  0.0006	     1.0508	  0.00	  0.01	  100.00%	 10240	   11.5533	 86.72%	      1.31%	  0.0106
+0.00.043.151 I    24	ffn_down            	     21.33	  0.0004	     3.6793	  0.00	  0.04	  100.00%	 10240	   10.5117	 78.90%	      0.19%	  0.0008
+0.00.043.154 I    29	ffn_down            	     20.40	  0.0009	     0.2787	  0.00	  0.00	  100.00%	 10240	   12.6721	 95.12%	      2.15%	  0.1404
+0.00.043.156 I    28	ffn_down            	     18.53	  0.0007	     0.3712	  0.00	  0.00	  100.00%	 10240	   12.7137	 95.43%	      1.84%	  0.0783
+0.00.043.159 I    26	ffn_down            	     17.86	  0.0005	     2.4158	  0.00	  0.02	  100.00%	 10240	   11.3222	 84.99%	      0.18%	  0.0324
+0.00.043.162 I    21	ffn_down            	     16.70	  0.0003	     0.1096	  0.00	  0.00	  100.00%	 10240	   12.6847	 95.22%	      5.58%	  0.1044
+0.00.043.165 I    20	ffn_down            	     16.21	  0.0003	     0.7269	  0.00	  0.01	  100.00%	 10240	   12.3274	 92.53%	      1.05%	  0.0040
+0.00.043.167 I    25	ffn_down            	     14.11	  0.0005	     0.1073	  0.00	  0.00	  100.00%	 10240	   12.7568	 95.76%	      3.05%	  0.0281
+0.00.043.170 I    18	ffn_down            	     10.36	  0.0002	     0.1098	  0.00	  0.00	  100.00%	 10240	   12.5938	 94.53%	      3.96%	  0.1927
+0.00.043.173 I    17	ffn_down            	      7.46	  0.0001	     0.0709	  0.00	  0.00	  100.00%	 10240	   12.5902	 94.51%	      3.76%	  0.2146
+0.00.043.176 I    16	ffn_down            	      6.82	  0.0001	     0.0665	  0.00	  0.00	  100.00%	 10240	   12.6917	 95.27%	      4.10%	  0.2814
+0.00.043.179 I    15	ffn_down            	      6.38	  0.0001	     0.0237	  0.00	  0.00	  100.00%	 10240	   12.7126	 95.43%	      5.47%	  0.2376
+0.00.043.181 I    11	ffn_down            	      5.57	  0.0001	     0.8257	  0.00	  0.01	  100.00%	 10240	   11.3355	 85.09%	      0.09%	  0.0285
+0.00.043.184 I    10	ffn_down            	      4.38	  0.0001	     0.0576	  0.00	  0.00	  100.00%	 10240	   12.6794	 95.18%	      3.55%	  0.2400
+0.00.043.187 I    14	ffn_down            	      4.27	  0.0001	     0.0742	  0.00	  0.00	  100.00%	 10240	   12.7045	 95.37%	      3.26%	  0.2802
+0.00.043.190 I    13	ffn_down            	      4.09	  0.0001	     0.0087	  0.00	  0.00	  100.00%	 10240	   12.8865	 96.73%	      6.37%	  0.4191
+0.00.043.193 I    12	ffn_down            	      3.92	  0.0001	     0.0246	  0.00	  0.00	  100.00%	 10240	   12.9199	 96.98%	      4.41%	  0.0407
+0.00.043.196 I     9	ffn_down            	      3.41	  0.0001	     0.0255	  0.00	  0.00	  100.00%	 10240	   12.7314	 95.57%	      4.41%	  0.2755
+0.00.043.199 I     8	ffn_down            	      3.29	  0.0001	     0.0228	  0.00	  0.00	  100.00%	 10240	   12.7399	 95.63%	      4.26%	  0.3109
+0.00.043.201 I     7	ffn_down            	      2.66	  0.0001	     0.0109	  0.00	  0.00	  100.00%	 10240	   12.7966	 96.06%	      5.90%	  0.3103
+0.00.043.204 I     6	ffn_down            	      1.55	  0.0000	     0.0093	  0.00	  0.00	  100.00%	 10240	   12.7277	 95.54%	      5.05%	  0.3340
+0.00.043.207 I     5	ffn_down            	      1.24	  0.0000	     0.0068	  0.00	  0.00	  100.00%	 10240	   12.9080	 96.89%	      6.01%	  0.3222
+0.00.043.210 I     4	ffn_down            	      0.85	  0.0000	     0.0082	  0.00	  0.00	  100.00%	 10240	   12.8227	 96.25%	      3.96%	  0.2863
+0.00.043.213 I     3	ffn_down            	      0.53	  0.0000	     0.0034	  0.00	  0.00	  100.00%	 10240	   12.7521	 95.72%	      5.30%	  0.1127
+0.00.043.216 I     2	ffn_down            	      0.31	  0.0000	     0.0069	  0.00	  0.00	   99.98%	 10240	   12.0850	 90.71%	      0.95%	  0.1174
+0.00.043.219 I     1	ffn_down            	      0.17	  0.0000	     0.0009	  0.00	  0.00	   70.78%	 10240	   12.8226	 96.25%	      4.68%	  0.1367
+0.00.043.222 I     0	ffn_down            	      0.14	  0.0000	     0.0052	  0.00	  0.00	   40.90%	 10240	   12.5443	 94.16%	      1.04%	  0.0000
+0.00.043.225 I    35	ffn_gate            	    156.68	  0.0237	    39.2576	  0.06	  0.78	  100.00%	  2560	    9.0562	 79.99%	      0.08%	  0.4390
+0.00.043.228 I    34	ffn_gate            	    143.13	  0.0294	     1.2708	  0.06	  0.04	  100.00%	  2560	   11.1733	 98.69%	      7.70%	  0.9716
+0.00.043.230 I    33	ffn_gate            	    135.49	  0.0311	     0.7849	  0.05	  0.03	  100.00%	  2560	   11.2178	 99.08%	      8.83%	  0.9775
+0.00.043.233 I    32	ffn_gate            	    126.29	  0.0299	     0.2993	  0.05	  0.02	  100.00%	  2560	   11.2581	 99.44%	     11.60%	  0.9965
+0.00.043.236 I    31	ffn_gate            	    117.01	  0.0291	     0.2021	  0.05	  0.01	  100.00%	  2560	   11.2705	 99.55%	     11.95%	  0.9908
+0.00.043.239 I    30	ffn_gate            	    106.89	  0.0285	     0.2798	  0.04	  0.01	  100.00%	  2560	   11.2819	 99.65%	     11.88%	  0.9903
+0.00.043.242 I    29	ffn_gate            	    101.79	  0.0270	     0.5420	  0.04	  0.01	  100.00%	  2560	   11.2735	 99.57%	      7.77%	  0.9942
+0.00.043.244 I    28	ffn_gate            	     96.98	  0.0255	     0.3195	  0.04	  0.01	  100.00%	  2560	   11.2795	 99.62%	     10.51%	  0.9928
+0.00.043.247 I    27	ffn_gate            	     90.73	  0.0241	     0.1523	  0.04	  0.01	  100.00%	  2560	   11.2857	 99.68%	     12.73%	  0.9917
+0.00.043.250 I    26	ffn_gate            	     90.23	  0.0246	     0.1203	  0.04	  0.01	  100.00%	  2560	   11.2908	 99.72%	     12.81%	  0.9978
+0.00.043.253 I    25	ffn_gate            	     87.44	  0.0230	     0.0987	  0.03	  0.01	  100.00%	  2560	   11.2902	 99.72%	     12.62%	  0.9971
+0.00.043.255 I    24	ffn_gate            	     85.69	  0.0222	     0.1134	  0.03	  0.01	  100.00%	  2560	   11.2850	 99.67%	     11.95%	  0.9859
+0.00.043.258 I    22	ffn_gate            	     80.56	  0.0189	     0.1074	  0.03	  0.01	  100.00%	  2560	   11.2615	 99.47%	     11.37%	  0.9763

artifacts/logs/imatrix-4k-16k.log

@@ -0,0 +1,27 @@
+llama-imatrix.exe : Read 927510 bytes from binary file .\data\calibration\spark_calib_longctx-lf.txt
+Au caractère Ligne:1 : 3
++   & $Imatrix @MergeArgs 2>&1 |
++   ~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 927510 byt..._longctx-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.00.030.212 W DEPRECATED: argument '--in-file' specified multiple times, use comma-separated values instead (only last value will be used)
+0.00.030.890 I main : loading imatrix from '.\imatrix\Spark-X2.5-4B-imatrix-final.gguf'
+0.00.036.603 I main : loading imatrix from '.\imatrix\Spark-X2.5-4B-imatrix-16k-pilot.gguf'
+0.00.324.162 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 28, abort
+0.03.341.502 I cmn          init: llama threadpool init, n_threads = 8
+0.03.341.521 I 
+0.03.341.552 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.03.341.559 I compute_imatrix: tokenizing the input ..
+0.03.666.407 I compute_imatrix: tokenization took 324.839 ms
+0.03.666.416 I compute_imatrix: removing initial 2 chunks (32768 tokens)
+0.03.666.802 I compute_imatrix: computing over 15 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+6.37 minutes
+[1]1.9630,[2]1.9762,[3]2.0565,[4]2.1697,
+[5]2.1192,[6]1.9879,[7]1.8418,[8]1.8198,[9]1.8136,[10]1.7830,[11]1.7429,[12]1.7893,[13]1.8290,[14]1.8864,
+[15]1.9423,
+Final estimate: PPL = 1.9423 +/- 0.00963
+
+
+0.29.164.971 I compute_imatrix: 25.50 seconds per pass - ETA 

artifacts/logs/imatrix-comparison.txt

@@ -0,0 +1,39 @@
+Spark-X2.5-4B iMatrix comparison
+Date: 2026-09-02
+llama.cpp: fe158c6c4db8b0cb8d74c7cfe23401f7c21a45fe
+
+4k baseline
+  file: imatrix/Spark-X2.5-4B-imatrix-final.gguf
+  sha256: 455E1AEBB442FB56A84CF4B1C33FBE76DEC32F24E8E5612B49389144545999E8
+  observations per tensor: 2,019,328 (493 x 4,096)
+
+4k + 16k merged
+  file: imatrix/Spark-X2.5-4B-imatrix-4k-16k.gguf
+  sha256: 696688C6E4CB5AD6B1A2F4E3F460BBDCA50C2AC3CDBB7BC13C0455CA9F4BE489
+  observations per tensor: 2,297,856
+  long-context contribution: 278,528 (17 x 16,384), 12.12%
+  statistic groups: 216
+
+Family comparison
+  family        merged rel-L2   cos(4k,long)   long/4k energy   largest per-layer change
+  attn_gate          1.66%          0.9909           1.001             2.10% (layer 35)
+  attn_output        4.16%          0.9651           1.119             7.39% (layer 28)
+  attn_qkv           1.66%          0.9909           1.001             2.10% (layer 35)
+  ffn_down           4.42%          0.9415           1.006            10.16% (layer 29)
+  ffn_gate           1.81%          0.9892           0.995             2.37% (layer 34)
+  ffn_up             1.81%          0.9892           0.995             2.37% (layer 34)
+
+Attention layer types
+  full attention:    merged rel-L2 2.79%, cos(4k,long) 0.9827, energy ratio 1.074
+  sliding attention: merged rel-L2 2.39%, cos(4k,long) 0.9822, energy ratio 1.029
+
+Definitions
+  Per-tensor importance vector = in_sum2 / count.
+  merged rel-L2 = ||importance_merged - importance_4k||2 / ||importance_4k||2.
+  cos(4k,long) compares the 4k importance vector with the isolated long-context
+  contribution reconstructed as (sum_merged - sum_4k) / (count_merged - count_4k).
+
+Interpretation caveat
+  The supplement uses long module/code documents that differ from the mixed 4k
+  corpus. The measured difference therefore combines a horizon effect with a
+  content-distribution effect; it must not be attributed solely to sequence length.

artifacts/logs/imatrix-statistics.log

@@ -0,0 +1,320 @@
+llama-imatrix.exe : 0.00.057.146 I 
+Au caractère Ligne:1 : 1
++ & $Imatrix `
++ ~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (0.00.057.146 I :String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+Computing statistics for .\imatrix\Spark-X2.5-4B-imatrix.gguf (216 tensors)
+0.00.057.154 I 
+ Layer	       Tensor	          ╬ú(Act┬▓)	  Min	            Max	           ╬╝	   ¤â	 % Active	N	   Entropy	E (norm)	ZD	 
+ CosSim
+0.00.057.155 I ========================================================================================================
+=================================================================
+0.00.057.166 I    27	attn_gate           	    450.45	  0.0916	     0.5305	  0.18	  0.04	  100.00%	  2560	   11.2803	 
+99.63%	     12.11%	  0.9841
+0.00.057.170 I    31	attn_gate           	    410.43	  0.0820	     1.2899	  0.16	  0.05	  100.00%	  2560	   11.2733	 
+99.57%	     10.27%	  0.9859
+0.00.057.174 I    23	attn_gate           	    366.59	  0.0692	     0.4080	  0.14	  0.03	  100.00%	  2560	   11.2850	 
+99.67%	     12.85%	  0.9853
+0.00.057.177 I    25	attn_gate           	    347.31	  0.0753	     0.7919	  0.14	  0.03	  100.00%	  2560	   11.2830	 
+99.66%	     11.41%	  0.9949
+0.00.057.180 I    26	attn_gate           	    347.07	  0.0766	     0.9365	  0.14	  0.04	  100.00%	  2560	   11.2815	 
+99.64%	     10.51%	  0.9969
+0.00.057.184 I    29	attn_gate           	    345.49	  0.0815	     0.9340	  0.13	  0.04	  100.00%	  2560	   11.2800	 
+99.63%	     10.55%	  0.9976
+0.00.057.187 I    35	attn_gate           	    332.83	  0.0581	     1.1894	  0.13	  0.05	  100.00%	  2560	   11.2411	 
+99.29%	      8.87%	  0.9319
+0.00.057.190 I    30	attn_gate           	    330.32	  0.0813	     1.4865	  0.13	  0.04	  100.00%	  2560	   11.2716	 
+99.56%	      7.81%	  0.9939
+0.00.057.194 I    11	attn_gate           	    321.60	  0.0176	     0.3848	  0.13	  0.03	  100.00%	  2560	   11.2707	 
+99.55%	     12.38%	  0.9713
+0.00.057.197 I    15	attn_gate           	    319.78	  0.0145	     0.3755	  0.12	  0.03	  100.00%	  2560	   11.2724	 
+99.56%	     12.27%	  0.9737
+0.00.057.201 I    19	attn_gate           	    318.89	  0.0339	     0.3123	  0.12	  0.03	  100.00%	  2560	   11.2807	 
+99.64%	     14.10%	  0.9689
+0.00.057.204 I    28	attn_gate           	    315.83	  0.0771	     0.9791	  0.12	  0.04	  100.00%	  2560	   11.2760	 
+99.59%	     10.47%	  0.9693
+0.00.057.207 I    32	attn_gate           	    296.55	  0.0735	     1.2578	  0.12	  0.04	  100.00%	  2560	   11.2595	 
+99.45%	      9.10%	  0.9833
+0.00.057.211 I     7	attn_gate           	    281.53	  0.0609	     0.3806	  0.11	  0.03	  100.00%	  2560	   11.2684	 
+99.53%	     13.12%	  0.9286
+0.00.057.214 I    24	attn_gate           	    280.28	  0.0577	     0.7360	  0.11	  0.03	  100.00%	  2560	   11.2812	 
+99.64%	     11.09%	  0.9790
+0.00.057.217 I    22	attn_gate           	    262.05	  0.0541	     0.5736	  0.10	  0.03	  100.00%	  2560	   11.2828	 
+99.65%	     11.13%	  0.9902
+0.00.057.220 I    33	attn_gate           	    257.12	  0.0557	     2.0721	  0.10	  0.05	  100.00%	  2560	   11.2297	 
+99.18%	      6.13%	  0.9784
+0.00.057.223 I    13	attn_gate           	    245.42	  0.0121	     0.3242	  0.10	  0.03	  100.00%	  2560	   11.2660	 
+99.51%	     12.42%	  0.9887
+0.00.057.227 I    12	attn_gate           	    240.13	  0.0081	     0.2721	  0.09	  0.03	  100.00%	  2560	   11.2578	 
+99.43%	     11.72%	  0.9735
+0.00.057.229 I    21	attn_gate           	    236.39	  0.0516	     0.5639	  0.09	  0.02	  100.00%	  2560	   11.2838	 
+99.66%	     10.39%	  0.9796
+0.00.057.232 I    20	attn_gate           	    227.98	  0.0531	     0.3688	  0.09	  0.02	  100.00%	  2560	   11.2770	 
+99.60%	     11.64%	  0.9590
+0.00.057.235 I    34	attn_gate           	    227.60	  0.0425	     1.6608	  0.09	  0.05	  100.00%	  2560	   11.2287	 
+99.18%	      6.33%	  0.9886
+0.00.057.238 I    18	attn_gate           	    223.29	  0.0323	     0.3244	  0.09	  0.02	  100.00%	  2560	   11.2786	 
+99.62%	     12.30%	  0.9767
+0.00.057.241 I    16	attn_gate           	    216.61	  0.0139	     0.3048	  0.08	  0.02	  100.00%	  2560	   11.2686	 
+99.53%	     11.68%	  0.9738
+0.00.057.244 I     9	attn_gate           	    205.47	  0.0118	     0.3066	  0.08	  0.03	  100.00%	  2560	   11.2504	 
+99.37%	     11.68%	  0.9434
+0.00.057.247 I     3	attn_gate           	    198.88	  0.0392	     0.6325	  0.08	  0.03	  100.00%	  2560	   11.2306	 
+99.19%	      8.32%	  0.7514
+0.00.057.249 I    17	attn_gate           	    196.05	  0.0275	     0.3336	  0.08	  0.02	  100.00%	  2560	   11.2700	 
+99.54%	     12.30%	  0.9830
+0.00.057.252 I    14	attn_gate           	    192.19	  0.0083	     0.2643	  0.08	  0.02	  100.00%	  2560	   11.2587	 
+99.44%	     12.38%	  0.9904
+0.00.057.255 I    10	attn_gate           	    181.37	  0.0146	     0.2304	  0.07	  0.02	  100.00%	  2560	   11.2680	 
+99.52%	     11.84%	  0.9687
+0.00.057.258 I     5	attn_gate           	    173.01	  0.0362	     0.6078	  0.07	  0.03	  100.00%	  2560	   11.2300	 
+99.19%	      8.87%	  0.9104
+0.00.057.261 I     0	attn_gate           	    171.56	  0.0178	     0.6505	  0.07	  0.04	  100.00%	  2560	   11.1853	 
+98.79%	      6.37%	  0.0000
+0.00.057.264 I     1	attn_gate           	    148.84	  0.0292	     4.4493	  0.06	  0.12	  100.00%	  2560	   10.8585	 
+95.91%	      0.62%	  0.5208
+0.00.057.267 I     8	attn_gate           	    144.01	  0.0162	     0.3478	  0.06	  0.03	  100.00%	  2560	   11.2092	 
+99.00%	     10.27%	  0.9169
+0.00.057.271 I     4	attn_gate           	    134.34	  0.0259	     0.7563	  0.05	  0.03	  100.00%	  2560	   11.1854	 
+98.79%	      7.62%	  0.9065
+0.00.057.274 I     2	attn_gate           	    132.29	  0.0273	     2.5856	  0.05	  0.06	  100.00%	  2560	   11.1050	 
+98.08%	      1.56%	  0.6864
+0.00.057.277 I     6	attn_gate           	    122.82	  0.0221	     0.2451	  0.05	  0.02	  100.00%	  2560	   11.2171	 
+99.07%	     10.20%	  0.9506
+0.00.057.280 I    35	attn_output         	    197.13	  0.0093	     0.6251	  0.05	  0.04	  100.00%	  4096	   11.6585	 
+97.15%	      9.45%	  0.5792
+0.00.057.283 I    34	attn_output         	     81.77	  0.0026	     0.1410	  0.02	  0.01	  100.00%	  4096	   11.7025	 
+97.52%	     12.30%	  0.5853
+0.00.057.286 I    33	attn_output         	     72.43	  0.0008	     0.1460	  0.02	  0.01	  100.00%	  4096	   11.6651	 
+97.21%	     10.21%	  0.6303
+0.00.057.289 I    27	attn_output         	     43.14	  0.0019	     0.2265	  0.01	  0.01	  100.00%	  4096	   11.5758	 
+96.47%	      4.57%	  0.5700
+0.00.057.292 I    31	attn_output         	     39.93	  0.0009	     0.2554	  0.01	  0.01	  100.00%	  4096	   11.1491	 
+92.91%	     10.47%	  0.2842
+0.00.057.295 I    23	attn_output         	     30.55	  0.0006	     0.0757	  0.01	  0.00	  100.00%	  4096	   11.7531	 
+97.94%	     12.84%	  0.7556
+0.00.057.298 I    19	attn_output         	     26.12	  0.0012	     0.0484	  0.01	  0.00	  100.00%	  4096	   11.8460	 
+98.72%	     11.06%	  0.7568
+0.00.057.301 I    32	attn_output         	     26.11	  0.0002	     0.0361	  0.01	  0.00	  100.00%	  4096	   11.6993	 
+97.49%	     18.14%	  0.4628
+0.00.057.304 I    15	attn_output         	     22.87	  0.0011	     0.0252	  0.01	  0.00	  100.00%	  4096	   11.8398	 
+98.67%	     13.50%	  0.8347
+0.00.057.307 I    20	attn_output         	     20.16	  0.0015	     0.0378	  0.00	  0.00	  100.00%	  4096	   11.7594	 
+97.99%	     14.70%	  0.7616
+0.00.057.310 I    11	attn_output         	     15.59	  0.0005	     0.0229	  0.00	  0.00	  100.00%	  4096	   11.8043	 
+98.37%	     13.45%	  0.7684
+0.00.057.313 I    18	attn_output         	     14.94	  0.0007	     0.0267	  0.00	  0.00	  100.00%	  4096	   11.8010	 
+98.34%	     11.67%	  0.6862
+0.00.057.315 I    30	attn_output         	     13.62	  0.0001	     0.0265	  0.00	  0.00	  100.00%	  4096	   11.3794	 
+94.83%	     12.72%	  0.5272
+0.00.057.318 I    17	attn_output         	     12.72	  0.0009	     0.0274	  0.00	  0.00	  100.00%	  4096	   11.6990	 
+97.49%	     10.74%	  0.5577
+0.00.057.321 I    21	attn_output         	     12.56	  0.0003	     0.0297	  0.00	  0.00	  100.00%	  4096	   11.6044	 
+96.70%	     12.89%	  0.6436
+0.00.057.324 I    22	attn_output         	     11.74	  0.0005	     0.0260	  0.00	  0.00	  100.00%	  4096	   11.6759	 
+97.30%	     12.16%	  0.6194
+0.00.057.327 I    16	attn_output         	      9.90	  0.0007	     0.0248	  0.00	  0.00	  100.00%	  4096	   11.7406	 
+97.84%	     12.87%	  0.7649
+0.00.057.330 I    14	attn_output         	      8.30	  0.0007	     0.0107	  0.00	  0.00	  100.00%	  4096	   11.8937	 
+99.11%	     13.65%	  0.8140
+0.00.057.333 I    24	attn_output         	      8.14	  0.0000	     0.0157	  0.00	  0.00	  100.00%	  4096	   11.6698	 
+97.25%	     11.01%	  0.6303
+0.00.057.336 I    28	attn_output         	      7.42	  0.0001	     0.0136	  0.00	  0.00	  100.00%	  4096	   11.6006	 
+96.67%	     13.16%	  0.5534
+0.00.057.339 I    26	attn_output         	      6.65	  0.0001	     0.0122	  0.00	  0.00	  100.00%	  4096	   11.6036	 
+96.70%	     12.87%	  0.5971
+0.00.057.342 I    10	attn_output         	      6.64	  0.0006	     0.0064	  0.00	  0.00	  100.00%	  4096	   11.8765	 
+98.97%	     13.94%	  0.7685
+0.00.057.344 I    12	attn_output         	      5.45	  0.0004	     0.0087	  0.00	  0.00	  100.00%	  4096	   11.8475	 
+98.73%	     12.60%	  0.7774
+0.00.057.347 I    13	attn_output         	      5.40	  0.0004	     0.0086	  0.00	  0.00	  100.00%	  4096	   11.8194	 
+98.50%	     11.99%	  0.7431
+0.00.057.350 I     9	attn_output         	      4.61	  0.0004	     0.0064	  0.00	  0.00	  100.00%	  4096	   11.7620	 
+98.02%	     10.69%	  0.7334
+0.00.057.353 I     7	attn_output         	      4.21	  0.0002	     0.0056	  0.00	  0.00	  100.00%	  4096	   11.8037	 
+98.36%	     14.79%	  0.7994
+0.00.057.356 I    29	attn_output         	      4.21	  0.0000	     0.0048	  0.00	  0.00	  100.00%	  4096	   11.6793	 
+97.33%	     16.11%	  0.6084
+0.00.057.359 I    25	attn_output         	      4.14	  0.0001	     0.0075	  0.00	  0.00	  100.00%	  4096	   11.6353	 
+96.96%	     14.82%	  0.5458
+0.00.057.362 I     8	attn_output         	      3.94	  0.0002	     0.0057	  0.00	  0.00	  100.00%	  4096	   11.8199	 
+98.50%	     11.30%	  0.7408
+0.00.057.365 I     6	attn_output         	      1.86	  0.0001	     0.0028	  0.00	  0.00	  100.00%	  4096	   11.7828	 
+98.19%	     13.79%	  0.7710
+0.00.057.368 I     5	attn_output         	      0.93	  0.0001	     0.0011	  0.00	  0.00	  100.00%	  4096	   11.8645	 
+98.87%	     12.11%	  0.7695
+0.00.057.371 I     3	attn_output         	      0.63	  0.0000	     0.0016	  0.00	  0.00	   99.93%	  4096	   11.5828	 
+96.52%	     11.69%	  0.6529
+0.00.057.373 I     4	attn_output         	      0.62	  0.0000	     0.0012	  0.00	  0.00	  100.00%	  4096	   11.7934	 
+98.28%	     11.11%	  0.6404
+0.00.057.376 I     0	attn_output         	      0.27	  0.0000	     0.0006	  0.00	  0.00	   99.66%	  4096	   11.5045	 
+95.87%	     10.74%	  0.0000
+0.00.057.379 I     2	attn_output         	      0.27	  0.0000	     0.0004	  0.00	  0.00	  100.00%	  4096	   11.7864	 
+98.22%	     11.94%	  0.6765
+0.00.057.382 I     1	attn_output         	      0.22	  0.0000	     0.0005	  0.00	  0.00	   99.95%	  4096	   11.7123	 
+97.60%	     11.89%	  0.5932
+0.00.057.385 I    27	attn_qkv            	    450.45	  0.0916	     0.5305	  0.18	  0.04	  100.00%	  2560	   11.2803	 
+99.63%	     12.11%	  0.9841
+0.00.057.388 I    31	attn_qkv            	    410.43	  0.0820	     1.2899	  0.16	  0.05	  100.00%	  2560	   11.2733	 
+99.57%	     10.27%	  0.9859
+0.00.057.391 I    23	attn_qkv            	    366.59	  0.0692	     0.4080	  0.14	  0.03	  100.00%	  2560	   11.2850	 
+99.67%	     12.85%	  0.9853
+0.00.057.394 I    25	attn_qkv            	    347.31	  0.0753	     0.7919	  0.14	  0.03	  100.00%	  2560	   11.2830	 
+99.66%	     11.41%	  0.9949
+0.00.057.397 I    26	attn_qkv            	    347.07	  0.0766	     0.9365	  0.14	  0.04	  100.00%	  2560	   11.2815	 
+99.64%	     10.51%	  0.9969
+0.00.057.399 I    29	attn_qkv            	    345.49	  0.0815	     0.9340	  0.13	  0.04	  100.00%	  2560	   11.2800	 
+99.63%	     10.55%	  0.9976
+0.00.057.402 I    35	attn_qkv            	    332.83	  0.0581	     1.1894	  0.13	  0.05	  100.00%	  2560	   11.2411	 
+99.29%	      8.87%	  0.9319
+0.00.057.405 I    30	attn_qkv            	    330.32	  0.0813	     1.4865	  0.13	  0.04	  100.00%	  2560	   11.2716	 
+99.56%	      7.81%	  0.9939
+0.00.057.408 I    11	attn_qkv            	    321.60	  0.0176	     0.3848	  0.13	  0.03	  100.00%	  2560	   11.2707	 
+99.55%	     12.38%	  0.9713
+0.00.057.411 I    15	attn_qkv            	    319.78	  0.0145	     0.3755	  0.12	  0.03	  100.00%	  2560	   11.2724	 
+99.56%	     12.27%	  0.9737
+0.00.057.413 I    19	attn_qkv            	    318.89	  0.0339	     0.3123	  0.12	  0.03	  100.00%	  2560	   11.2807	 
+99.64%	     14.10%	  0.9689
+0.00.057.416 I    28	attn_qkv            	    315.83	  0.0771	     0.9791	  0.12	  0.04	  100.00%	  2560	   11.2760	 
+99.59%	     10.47%	  0.9693
+0.00.057.419 I    32	attn_qkv            	    296.55	  0.0735	     1.2578	  0.12	  0.04	  100.00%	  2560	   11.2595	 
+99.45%	      9.10%	  0.9833
+0.00.057.422 I     7	attn_qkv            	    281.53	  0.0609	     0.3806	  0.11	  0.03	  100.00%	  2560	   11.2684	 
+99.53%	     13.12%	  0.9286
+0.00.057.425 I    24	attn_qkv            	    280.28	  0.0577	     0.7360	  0.11	  0.03	  100.00%	  2560	   11.2812	 
+99.64%	     11.09%	  0.9790
+0.00.057.428 I    22	attn_qkv            	    262.05	  0.0541	     0.5736	  0.10	  0.03	  100.00%	  2560	   11.2828	 
+99.65%	     11.13%	  0.9902
+0.00.057.431 I    33	attn_qkv            	    257.12	  0.0557	     2.0721	  0.10	  0.05	  100.00%	  2560	   11.2297	 
+99.18%	      6.13%	  0.9784
+0.00.057.433 I    13	attn_qkv            	    245.42	  0.0121	     0.3242	  0.10	  0.03	  100.00%	  2560	   11.2660	 
+99.51%	     12.42%	  0.9887
+0.00.057.436 I    12	attn_qkv            	    240.13	  0.0081	     0.2721	  0.09	  0.03	  100.00%	  2560	   11.2578	 
+99.43%	     11.72%	  0.9735
+0.00.057.439 I    21	attn_qkv            	    236.39	  0.0516	     0.5639	  0.09	  0.02	  100.00%	  2560	   11.2838	 
+99.66%	     10.39%	  0.9796
+0.00.057.442 I    20	attn_qkv            	    227.98	  0.0531	     0.3688	  0.09	  0.02	  100.00%	  2560	   11.2770	 
+99.60%	     11.64%	  0.9590
+0.00.057.444 I    34	attn_qkv            	    227.60	  0.0425	     1.6608	  0.09	  0.05	  100.00%	  2560	   11.2287	 
+99.18%	      6.33%	  0.9886
+0.00.057.447 I    18	attn_qkv            	    223.29	  0.0323	     0.3244	  0.09	  0.02	  100.00%	  2560	   11.2786	 
+99.62%	     12.30%	  0.9767
+0.00.057.450 I    16	attn_qkv            	    216.61	  0.0139	     0.3048	  0.08	  0.02	  100.00%	  2560	   11.2686	 
+99.53%	     11.68%	  0.9738
+0.00.057.453 I     9	attn_qkv            	    205.47	  0.0118	     0.3066	  0.08	  0.03	  100.00%	  2560	   11.2504	 
+99.37%	     11.68%	  0.9434
+0.00.057.455 I     3	attn_qkv            	    198.88	  0.0392	     0.6325	  0.08	  0.03	  100.00%	  2560	   11.2306	 
+99.19%	      8.32%	  0.7514
+0.00.057.458 I    17	attn_qkv            	    196.05	  0.0275	     0.3336	  0.08	  0.02	  100.00%	  2560	   11.2700	 
+99.54%	     12.30%	  0.9830
+0.00.057.461 I    14	attn_qkv            	    192.19	  0.0083	     0.2643	  0.08	  0.02	  100.00%	  2560	   11.2587	 
+99.44%	     12.38%	  0.9904
+0.00.057.464 I    10	attn_qkv            	    181.37	  0.0146	     0.2304	  0.07	  0.02	  100.00%	  2560	   11.2680	 
+99.52%	     11.84%	  0.9687
+0.00.057.467 I     5	attn_qkv            	    173.01	  0.0362	     0.6078	  0.07	  0.03	  100.00%	  2560	   11.2300	 
+99.19%	      8.87%	  0.9104
+0.00.057.469 I     0	attn_qkv            	    171.56	  0.0178	     0.6505	  0.07	  0.04	  100.00%	  2560	   11.1853	 
+98.79%	      6.37%	  0.0000
+0.00.057.472 I     1	attn_qkv            	    148.84	  0.0292	     4.4493	  0.06	  0.12	  100.00%	  2560	   10.8585	 
+95.91%	      0.62%	  0.5208
+0.00.057.475 I     8	attn_qkv            	    144.01	  0.0162	     0.3478	  0.06	  0.03	  100.00%	  2560	   11.2092	 
+99.00%	     10.27%	  0.9169
+0.00.057.478 I     4	attn_qkv            	    134.34	  0.0259	     0.7563	  0.05	  0.03	  100.00%	  2560	   11.1854	 
+98.79%	      7.62%	  0.9065
+0.00.057.480 I     2	attn_qkv            	    132.29	  0.0273	     2.5856	  0.05	  0.06	  100.00%	  2560	   11.1050	 
+98.08%	      1.56%	  0.6864
+0.00.057.483 I     6	attn_qkv            	    122.82	  0.0221	     0.2451	  0.05	  0.02	  100.00%	  2560	   11.2171	 
+99.07%	     10.20%	  0.9506
+0.00.057.486 I    34	ffn_down            	    444.27	  0.0010	   263.1766	  0.04	  2.68	  100.00%	 10240	    3.7985	 
+28.51%	      0.07%	  0.0015
+0.00.057.489 I    35	ffn_down            	    353.52	  0.0009	     7.1198	  0.03	  0.20	  100.00%	 10240	   10.5810	 
+79.43%	      1.73%	  0.0010
+0.00.057.492 I    23	ffn_down            	    271.18	  0.0004	   141.5024	  0.03	  1.46	  100.00%	 10240	    3.6310	 
+27.26%	      0.12%	  0.0002
+0.00.057.495 I    33	ffn_down            	     50.15	  0.0006	     2.3221	  0.00	  0.03	  100.00%	 10240	   11.7074	 
+87.88%	      1.82%	  0.0457
+0.00.057.498 I    22	ffn_down            	     39.20	  0.0003	    17.3047	  0.00	  0.17	  100.00%	 10240	    7.5315	 
+56.53%	      0.05%	  0.0102
+0.00.057.501 I    32	ffn_down            	     36.00	  0.0011	     0.7573	  0.00	  0.01	  100.00%	 10240	   12.3092	 
+92.40%	      2.70%	  0.1126
+0.00.057.504 I    19	ffn_down            	     30.25	  0.0002	    12.2537	  0.00	  0.12	  100.00%	 10240	    7.8612	 
+59.01%	      0.05%	  0.0099
+0.00.057.507 I    30	ffn_down            	     29.47	  0.0009	     5.9473	  0.00	  0.06	  100.00%	 10240	   10.7193	 
+80.46%	      0.07%	  0.0187
+0.00.057.510 I    31	ffn_down            	     29.38	  0.0010	     0.2402	  0.00	  0.01	  100.00%	 10240	   12.4543	 
+93.49%	      2.46%	  0.0228
+0.00.057.513 I    27	ffn_down            	     25.96	  0.0006	     1.1144	  0.00	  0.02	  100.00%	 10240	   11.5681	 
+86.83%	      1.25%	  0.0107
+0.00.057.516 I    24	ffn_down            	     21.42	  0.0005	     3.6717	  0.00	  0.04	  100.00%	 10240	   10.5366	 
+79.09%	      0.19%	  0.0008
+0.00.057.518 I    29	ffn_down            	     20.34	  0.0009	     0.2786	  0.00	  0.00	  100.00%	 10240	   12.7025	 
+95.35%	      2.19%	  0.1428
+0.00.057.521 I    28	ffn_down            	     18.61	  0.0007	     0.3922	  0.00	  0.00	  100.00%	 10240	   12.7285	 
+95.55%	      1.84%	  0.0756
+0.00.057.524 I    26	ffn_down            	     17.92	  0.0005	     2.3632	  0.00	  0.02	  100.00%	 10240	   11.3638	 
+85.30%	      0.18%	  0.0338
+0.00.057.527 I    21	ffn_down            	     16.62	  0.0003	     0.1081	  0.00	  0.00	  100.00%	 10240	   12.6936	 
+95.28%	      5.56%	  0.1038
+0.00.057.530 I    20	ffn_down            	     16.16	  0.0003	     0.7353	  0.00	  0.01	  100.00%	 10240	   12.3291	 
+92.55%	      1.02%	  0.0040
+0.00.057.533 I    25	ffn_down            	     14.20	  0.0005	     0.1031	  0.00	  0.00	  100.00%	 10240	   12.7657	 
+95.82%	      3.12%	  0.0288
+0.00.057.536 I    18	ffn_down            	     10.28	  0.0002	     0.1054	  0.00	  0.00	  100.00%	 10240	   12.6024	 
+94.60%	      3.95%	  0.1945
+0.00.057.539 I    17	ffn_down            	      7.41	  0.0001	     0.0693	  0.00	  0.00	  100.00%	 10240	   12.5881	 
+94.49%	      3.72%	  0.2146
+0.00.057.542 I    16	ffn_down            	      6.78	  0.0001	     0.0653	  0.00	  0.00	  100.00%	 10240	   12.6917	 
+95.27%	      4.10%	  0.2820
+0.00.057.545 I    15	ffn_down            	      6.35	  0.0001	     0.0241	  0.00	  0.00	  100.00%	 10240	   12.7113	 
+95.42%	      5.45%	  0.2288
+0.00.057.547 I    11	ffn_down            	      5.56	  0.0001	     0.8268	  0.00	  0.01	  100.00%	 10240	   11.3282	 
+85.03%	      0.09%	  0.0273
+0.00.057.550 I    10	ffn_down            	      4.37	  0.0001	     0.0645	  0.00	  0.00	  100.00%	 10240	   12.6719	 
+95.12%	      3.39%	  0.2313
+0.00.057.553 I    14	ffn_down            	      4.24	  0.0001	     0.0791	  0.00	  0.00	  100.00%	 10240	   12.6990	 
+95.32%	      3.06%	  0.2688
+0.00.057.556 I    13	ffn_down            	      4.07	  0.0001	     0.0094	  0.00	  0.00	  100.00%	 10240	   12.8837	 
+96.71%	      6.32%	  0.4184
+0.00.057.559 I    12	ffn_down            	      3.91	  0.0001	     0.0240	  0.00	  0.00	  100.00%	 10240	   12.9199	 
+96.98%	      4.44%	  0.0406
+0.00.057.562 I     9	ffn_down            	      3.40	  0.0001	     0.0254	  0.00	  0.00	  100.00%	 10240	   12.7387	 
+95.62%	      4.42%	  0.2745
+0.00.057.565 I     8	ffn_down            	      3.30	  0.0001	     0.0238	  0.00	  0.00	  100.00%	 10240	   12.7407	 
+95.64%	      4.02%	  0.3066
+0.00.057.568 I     7	ffn_down            	      2.67	  0.0001	     0.0110	  0.00	  0.00	  100.00%	 10240	   12.8007	 
+96.09%	      5.72%	  0.3153
+0.00.057.571 I     6	ffn_down            	      1.56	  0.0000	     0.0087	  0.00	  0.00	  100.00%	 10240	   12.7445	 
+95.67%	      5.08%	  0.3357
+0.00.057.574 I     5	ffn_down            	      1.25	  0.0000	     0.0075	  0.00	  0.00	  100.00%	 10240	   12.9107	 
+96.91%	      5.60%	  0.3191
+0.00.057.577 I     4	ffn_down            	      0.86	  0.0000	     0.0082	  0.00	  0.00	  100.00%	 10240	   12.8342	 
+96.34%	      3.77%	  0.2868
+0.00.057.579 I     3	ffn_down            	      0.53	  0.0000	     0.0033	  0.00	  0.00	  100.00%	 10240	   12.7549	 
+95.74%	      5.13%	  0.1159
+0.00.057.583 I     2	ffn_down            	      0.31	  0.0000	     0.0066	  0.00	  0.00	   99.99%	 10240	   12.1149	 
+90.94%	      1.00%	  0.1217
+0.00.057.586 I     1	ffn_down            	      0.17	  0.0000	     0.0009	  0.00	  0.00	   73.40%	 10240	   12.8261	 
+96.28%	      4.63%	  0.1367
+0.00.057.589 I     0	ffn_down            	      0.14	  0.0000	     0.0052	  0.00	  0.00	   41.28%	 10240	   12.5412	 
+94.14%	      1.05%	  0.0000
+0.00.057.592 I    35	ffn_gate            	    156.41	  0.0240	    38.8329	  0.06	  0.77	  100.00%	  2560	    9.0805	 
+80.20%	      0.08%	  0.4310
+0.00.057.594 I    34	ffn_gate            	    143.09	  0.0295	     1.2333	  0.06	  0.03	  100.00%	  2560	   11.1772	 
+98.72%	      7.77%	  0.9718
+0.00.057.597 I    33	ffn_gate            	    135.45	  0.0313	     0.7595	  0.05	  0.03	  100.00%	  2560	   11.2204	 
+99.10%	      9.18%	  0.9782
+0.00.057.600 I    32	ffn_gate            	    126.19	  0.0299	     0.2880	  0.05	  0.02	  100.00%	  2560	   11.2596	 
+99.45%	     11.80%	  0.9966
+0.00.057.603 I    31	ffn_gate            	    116.88	  0.0291	     0.2008	  0.05	  0.01	  100.00%	  2560	   11.2718	 
+99.56%	     12.11%	  0.9911
+0.00.057.605 I    30	ffn_gate            	    106.80	  0.0288	     0.2811	  0.04	  0.01	  100.00%	  2560	   11.2826	 
+99.65%	     11.60%	  0.9902
+0.00.057.608 I    29	ffn_gate            	    101.71	  0.0271	     0.5444	  0.04	  0.01	  100.00%	  2560	   11.2741	 
+99.58%	      7.73%	  0.9942
+0.00.057.611 I    28	ffn_gate            	     96.93	  0.0257	     0.3206	  0.04	  0.01	  100.00%	  2560	   11.2801	 
+99.63%	     10.51%	  0.9928
+0.00.057.613 I    27	ffn_gate            	     90.81	  0.0240	     0.1568	  0.04	  0.01	  100.00%	  2560	   11.2861	 
+99.68%	     12.73%	  0.9919
+0.00.057.616 I 

artifacts/logs/kld-base-bf16-neutral-ctx16k-quick2.log

@@ -0,0 +1,20 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:129 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.00.387.135 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 28, abort
+0.03.428.394 I cmn          init: llama threadpool init, n_threads = 8
+0.03.892.392 I 
+0.03.892.434 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.03.893.200 I perplexity: saving all logits to <WORK_ROOT>\kld\Spark-X2.5-4B-BF16-neutral-ctx16k-quick2.kld
+0.03.893.214 I perplexity: tokenizing the input ..
+0.04.465.377 I perplexity: tokenization took 572.151 ms
+0.04.466.901 I perplexity: calculating perplexity over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.43 minutes
+[1]10.3486,[2]8.5651,
+0.18.635.557 I perplexity: 13.42 seconds per pass - ETA 0.35.229.104 I Final estimate: PPL = 8.5651 +/- 0.17317
+

artifacts/logs/kld-base-bf16-neutral-quick2.log

@@ -0,0 +1,20 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:119 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.00.320.171 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 28, abort
+0.03.393.174 I cmn          init: llama threadpool init, n_threads = 8
+0.03.883.897 I 
+0.03.883.957 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.03.884.993 I perplexity: saving all logits to <WORK_ROOT>\kld\Spark-X2.5-4B-BF16-neutral-quick2.kld
+0.03.885.067 I perplexity: tokenizing the input ..
+0.04.437.903 I perplexity: tokenization took 552.826 ms
+0.04.441.627 I perplexity: calculating perplexity over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.10 minutes
+[1]7.4492,[2]6.9107,
+0.07.950.502 I perplexity: 3.32 seconds per pass - ETA 0.11.822.474 I Final estimate: PPL = 6.9107 +/- 0.26818
+

artifacts/logs/kld-q6-imatrix-4k-16k-neutral-ctx16k-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:128 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.545.951 I cmn          init: llama threadpool init, n_threads = 8
+0.01.710.725 I 
+0.01.710.783 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.966.724 I kl_divergence: computing over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.32 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1      10.5574 ┬▒    0.3137       0.02146 ┬▒    0.00214       0.01218 ┬▒    0.00048     3.375 ┬▒  0.195 %    94.909 ┬▒  0.243 %
+   2       8.6602 ┬▒    0.1758       0.01191 ┬▒    0.00135       0.00989 ┬▒    0.00033     3.035 ┬▒  0.124 %    95.660 ┬▒  0.159 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   8.660181 ┬▒   0.175757
+Mean PPL(base)                :   8.557646 ┬▒   0.172676
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.78%
+Mean ln(PPL(Q)/PPL(base))     :   0.011910 ┬▒   0.001352
+Mean PPL(Q)/PPL(base)         :   1.011982 ┬▒   0.001368
+Mean PPL(Q)-PPL(base)         :   0.102534 ┬▒   0.012000
+
+====== KL divergence statistics ======
+Mean    KLD:   0.009891 ┬▒   0.000325
+Maximum KLD:   2.363686
+99.9%   KLD:   0.451430
+99.0%   KLD:   0.074419
+95.0%   KLD:   0.029540
+90.0%   KLD:   0.020366
+Median  KLD:   0.004504
+10.0%   KLD:   0.000117
+ 5.0%   KLD:   0.000027
+ 1.0%   KLD:  -0.000001
+ 0.1%   KLD:  -0.000029
+Minimum KLD:  -0.000101
+
+====== Token probability statistics ======
+Mean    Δp: -0.089 ± 0.024 %
+Maximum Δp: 64.626%
+99.9%   Δp: 21.522%
+99.0%   Δp:  8.346%
+95.0%   Δp:  3.619%
+90.0%   Δp:  1.983%
+75.0%   Δp:  0.336%
+Median  Δp: -0.002%
+25.0%   Δp: -0.443%
+10.0%   Δp: -2.241%
+ 5.0%   Δp: -4.095%
+ 1.0%   Δp: -8.710%
+ 0.1%   Δp: -22.955%
+Minimum Δp: -90.589%
+RMS Δp    :  3.035 ± 0.124 %
+Same top p: 95.660 ┬▒ 0.159 %
+
+0.11.825.162 I kl_divergence: 9.86 seconds per pass - ETA 

artifacts/logs/kld-q6-imatrix-4k-16k-neutral-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:122 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.617.269 I cmn          init: llama threadpool init, n_threads = 8
+0.01.789.775 I 
+0.01.789.826 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.869.582 I kl_divergence: computing over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.07 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1       7.5367 ┬▒    0.4154       0.01168 ┬▒    0.00371       0.01061 ┬▒    0.00152     3.967 ┬▒  0.467 %    95.750 ┬▒  0.446 %
+   2       6.9758 ┬▒    0.2716       0.00937 ┬▒    0.00243       0.00893 ┬▒    0.00097     3.599 ┬▒  0.382 %    95.774 ┬▒  0.314 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   6.975759 ┬▒   0.271574
+Mean PPL(base)                :   6.910705 ┬▒   0.268179
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.80%
+Mean ln(PPL(Q)/PPL(base))     :   0.009369 ┬▒   0.002433
+Mean PPL(Q)/PPL(base)         :   1.009414 ┬▒   0.002456
+Mean PPL(Q)-PPL(base)         :   0.065054 ┬▒   0.017208
+
+====== KL divergence statistics ======
+Mean    KLD:   0.008930 ┬▒   0.000969
+Maximum KLD:   2.258790
+99.9%   KLD:   0.778783
+99.0%   KLD:   0.070500
+95.0%   KLD:   0.022519
+90.0%   KLD:   0.014240
+Median  KLD:   0.002947
+10.0%   KLD:   0.000029
+ 5.0%   KLD:   0.000009
+ 1.0%   KLD:   0.000001
+ 0.1%   KLD:  -0.000002
+Minimum KLD:  -0.000003
+
+====== Token probability statistics ======
+Mean    Δp: -0.157 ± 0.056 %
+Maximum Δp: 50.486%
+99.9%   Δp: 21.758%
+99.0%   Δp:  7.666%
+95.0%   Δp:  3.015%
+90.0%   Δp:  1.592%
+75.0%   Δp:  0.211%
+Median  Δp: -0.002%
+25.0%   Δp: -0.276%
+10.0%   Δp: -1.905%
+ 5.0%   Δp: -3.645%
+ 1.0%   Δp: -8.811%
+ 0.1%   Δp: -40.296%
+Minimum Δp: -89.501%
+RMS Δp    :  3.599 ± 0.382 %
+Same top p: 95.774 ┬▒ 0.314 %
+
+0.04.280.100 I kl_divergence: 2.41 seconds per pass - ETA 

artifacts/logs/kld-q6-imatrix-4k-neutral-ctx16k-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:128 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.563.863 I cmn          init: llama threadpool init, n_threads = 8
+0.01.731.077 I 
+0.01.731.123 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.934.382 I kl_divergence: computing over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.32 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1      10.5704 ┬▒    0.3142       0.02269 ┬▒    0.00211       0.01259 ┬▒    0.00056     3.365 ┬▒  0.199 %    94.653 ┬▒  0.249 %
+   2       8.6664 ┬▒    0.1759       0.01263 ┬▒    0.00132       0.01002 ┬▒    0.00034     3.012 ┬▒  0.120 %    95.483 ┬▒  0.162 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   8.666384 ┬▒   0.175889
+Mean PPL(base)                :   8.557646 ┬▒   0.172676
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.79%
+Mean ln(PPL(Q)/PPL(base))     :   0.012626 ┬▒   0.001318
+Mean PPL(Q)/PPL(base)         :   1.012706 ┬▒   0.001335
+Mean PPL(Q)-PPL(base)         :   0.108737 ┬▒   0.011756
+
+====== KL divergence statistics ======
+Mean    KLD:   0.010021 ┬▒   0.000345
+Maximum KLD:   2.875325
+99.9%   KLD:   0.468998
+99.0%   KLD:   0.074524
+95.0%   KLD:   0.030075
+90.0%   KLD:   0.020472
+Median  KLD:   0.004535
+10.0%   KLD:   0.000116
+ 5.0%   KLD:   0.000029
+ 1.0%   KLD:  -0.000001
+ 0.1%   KLD:  -0.000031
+Minimum KLD:  -0.000089
+
+====== Token probability statistics ======
+Mean    Δp: -0.117 ± 0.024 %
+Maximum Δp: 46.136%
+99.9%   Δp: 19.538%
+99.0%   Δp:  8.423%
+95.0%   Δp:  3.622%
+90.0%   Δp:  1.955%
+75.0%   Δp:  0.303%
+Median  Δp: -0.003%
+25.0%   Δp: -0.460%
+10.0%   Δp: -2.245%
+ 5.0%   Δp: -4.154%
+ 1.0%   Δp: -9.059%
+ 0.1%   Δp: -22.038%
+Minimum Δp: -94.355%
+RMS Δp    :  3.012 ± 0.120 %
+Same top p: 95.483 ┬▒ 0.162 %
+
+0.11.772.427 I kl_divergence: 9.84 seconds per pass - ETA 

artifacts/logs/kld-q6-imatrix-4k-neutral-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:122 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.625.619 I cmn          init: llama threadpool init, n_threads = 8
+0.01.801.972 I 
+0.01.802.023 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.886.903 I kl_divergence: computing over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.07 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1       7.5311 ┬▒    0.4156       0.01093 ┬▒    0.00435       0.01293 ┬▒    0.00223     4.632 ┬▒  0.568 %    95.750 ┬▒  0.446 %
+   2       6.9779 ┬▒    0.2718       0.00968 ┬▒    0.00271       0.01002 ┬▒    0.00129     3.950 ┬▒  0.424 %    95.896 ┬▒  0.310 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   6.977921 ┬▒   0.271801
+Mean PPL(base)                :   6.910705 ┬▒   0.268179
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.76%
+Mean ln(PPL(Q)/PPL(base))     :   0.009679 ┬▒   0.002713
+Mean PPL(Q)/PPL(base)         :   1.009726 ┬▒   0.002739
+Mean PPL(Q)-PPL(base)         :   0.067215 ┬▒   0.019155
+
+====== KL divergence statistics ======
+Mean    KLD:   0.010021 ┬▒   0.001285
+Maximum KLD:   3.049215
+99.9%   KLD:   1.252379
+99.0%   KLD:   0.064892
+95.0%   KLD:   0.022570
+90.0%   KLD:   0.014059
+Median  KLD:   0.003049
+10.0%   KLD:   0.000030
+ 5.0%   KLD:   0.000009
+ 1.0%   KLD:   0.000001
+ 0.1%   KLD:  -0.000002
+Minimum KLD:  -0.000003
+
+====== Token probability statistics ======
+Mean    Δp: -0.156 ± 0.062 %
+Maximum Δp: 69.722%
+99.9%   Δp: 40.081%
+99.0%   Δp:  7.362%
+95.0%   Δp:  3.000%
+90.0%   Δp:  1.522%
+75.0%   Δp:  0.220%
+Median  Δp: -0.001%
+25.0%   Δp: -0.277%
+10.0%   Δp: -1.990%
+ 5.0%   Δp: -3.848%
+ 1.0%   Δp: -8.898%
+ 0.1%   Δp: -48.071%
+Minimum Δp: -90.344%
+RMS Δp    :  3.950 ± 0.424 %
+Same top p: 95.896 ┬▒ 0.310 %
+
+0.04.319.392 I kl_divergence: 2.43 seconds per pass - ETA 

artifacts/logs/kld-q6-no-imatrix-neutral-ctx16k-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:128 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.610.406 I cmn          init: llama threadpool init, n_threads = 8
+0.01.781.272 I 
+0.01.781.328 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.950.363 I kl_divergence: computing over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.32 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1      11.1813 ┬▒    0.3360       0.07888 ┬▒    0.00342       0.03440 ┬▒    0.00160     5.860 ┬▒  0.245 %    91.906 ┬▒  0.301 %
+   2       8.9186 ┬▒    0.1821       0.04131 ┬▒    0.00196       0.02193 ┬▒    0.00085     4.680 ┬▒  0.164 %    93.926 ┬▒  0.187 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   8.918584 ┬▒   0.182141
+Mean PPL(base)                :   8.557646 ┬▒   0.172676
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.54%
+Mean ln(PPL(Q)/PPL(base))     :   0.041312 ┬▒   0.001960
+Mean PPL(Q)/PPL(base)         :   1.042177 ┬▒   0.002042
+Mean PPL(Q)-PPL(base)         :   0.360938 ┬▒   0.019446
+
+====== KL divergence statistics ======
+Mean    KLD:   0.021932 ┬▒   0.000852
+Maximum KLD:   5.835053
+99.9%   KLD:   1.397083
+99.0%   KLD:   0.178709
+95.0%   KLD:   0.071701
+90.0%   KLD:   0.045704
+Median  KLD:   0.007193
+10.0%   KLD:   0.000201
+ 5.0%   KLD:   0.000048
+ 1.0%   KLD:   0.000000
+ 0.1%   KLD:  -0.000020
+Minimum KLD:  -0.000080
+
+====== Token probability statistics ======
+Mean    Δp: -0.561 ± 0.036 %
+Maximum Δp: 85.493%
+99.9%   Δp: 28.579%
+99.0%   Δp: 10.171%
+95.0%   Δp:  4.068%
+90.0%   Δp:  2.114%
+75.0%   Δp:  0.262%
+Median  Δp: -0.017%
+25.0%   Δp: -0.841%
+10.0%   Δp: -3.898%
+ 5.0%   Δp: -7.050%
+ 1.0%   Δp: -15.775%
+ 0.1%   Δp: -35.943%
+Minimum Δp: -96.477%
+RMS Δp    :  4.680 ± 0.164 %
+Same top p: 93.926 ┬▒ 0.187 %
+
+0.11.600.025 I kl_divergence: 9.65 seconds per pass - ETA 

artifacts/logs/kld-q6-no-imatrix-neutral-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:122 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.647.122 I cmn          init: llama threadpool init, n_threads = 8
+0.01.819.065 I 
+0.01.819.139 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.01.910.030 I kl_divergence: computing over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.07 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1       7.6201 ┬▒    0.4189       0.02268 ┬▒    0.00500       0.01982 ┬▒    0.00228     4.916 ┬▒  0.447 %    93.845 ┬▒  0.531 %
+   2       7.0351 ┬▒    0.2738       0.01784 ┬▒    0.00302       0.01374 ┬▒    0.00124     4.127 ┬▒  0.338 %    94.919 ┬▒  0.343 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   7.035107 ┬▒   0.273836
+Mean PPL(base)                :   6.910705 ┬▒   0.268179
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.70%
+Mean ln(PPL(Q)/PPL(base))     :   0.017841 ┬▒   0.003018
+Mean PPL(Q)/PPL(base)         :   1.018001 ┬▒   0.003072
+Mean PPL(Q)-PPL(base)         :   0.124402 ┬▒   0.021773
+
+====== KL divergence statistics ======
+Mean    KLD:   0.013738 ┬▒   0.001238
+Maximum KLD:   2.944526
+99.9%   KLD:   1.387995
+99.0%   KLD:   0.105705
+95.0%   KLD:   0.040279
+90.0%   KLD:   0.024372
+Median  KLD:   0.004555
+10.0%   KLD:   0.000053
+ 5.0%   KLD:   0.000015
+ 1.0%   KLD:   0.000002
+ 0.1%   KLD:  -0.000001
+Minimum KLD:  -0.000004
+
+====== Token probability statistics ======
+Mean    Δp: -0.328 ± 0.064 %
+Maximum Δp: 77.024%
+99.9%   Δp: 26.250%
+99.0%   Δp:  9.062%
+95.0%   Δp:  3.364%
+90.0%   Δp:  1.672%
+75.0%   Δp:  0.200%
+Median  Δp: -0.007%
+25.0%   Δp: -0.440%
+10.0%   Δp: -2.578%
+ 5.0%   Δp: -5.161%
+ 1.0%   Δp: -13.628%
+ 0.1%   Δp: -35.982%
+Minimum Δp: -82.843%
+RMS Δp    :  4.127 ± 0.338 %
+Same top p: 94.919 ┬▒ 0.343 %
+
+0.04.330.347 I kl_divergence: 2.42 seconds per pass - ETA 

artifacts/logs/kld-q8-neutral-ctx16k-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:128 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.835.052 I cmn          init: llama threadpool init, n_threads = 8
+0.02.006.360 I 
+0.02.006.425 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.02.286.434 I kl_divergence: computing over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.32 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1      10.3542 ┬▒    0.3064       0.00203 ┬▒    0.00116       0.00350 ┬▒    0.00044     1.940 ┬▒  0.207 %    97.741 ┬▒  0.164 %
+   2       8.5503 ┬▒    0.1727      -0.00086 ┬▒    0.00069       0.00271 ┬▒    0.00031     1.703 ┬▒  0.152 %    98.089 ┬▒  0.107 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   8.550264 ┬▒   0.172665
+Mean PPL(base)                :   8.557646 ┬▒   0.172676
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.94%
+Mean ln(PPL(Q)/PPL(base))     :  -0.000863 ┬▒   0.000689
+Mean PPL(Q)/PPL(base)         :   0.999137 ┬▒   0.000688
+Mean PPL(Q)-PPL(base)         :  -0.007383 ┬▒   0.005889
+
+====== KL divergence statistics ======
+Mean    KLD:   0.002709 ┬▒   0.000307
+Maximum KLD:   3.244917
+99.9%   KLD:   0.217027
+99.0%   KLD:   0.015888
+95.0%   KLD:   0.005437
+90.0%   KLD:   0.003653
+Median  KLD:   0.000818
+10.0%   KLD:   0.000021
+ 5.0%   KLD:   0.000004
+ 1.0%   KLD:  -0.000008
+ 0.1%   KLD:  -0.000040
+Minimum KLD:  -0.000113
+
+====== Token probability statistics ======
+Mean    Δp: -0.008 ± 0.013 %
+Maximum Δp: 46.800%
+99.9%   Δp: 11.808%
+99.0%   Δp:  3.712%
+95.0%   Δp:  1.626%
+90.0%   Δp:  0.883%
+75.0%   Δp:  0.150%
+Median  Δp: -0.000%
+25.0%   Δp: -0.170%
+10.0%   Δp: -0.951%
+ 5.0%   Δp: -1.684%
+ 1.0%   Δp: -3.642%
+ 0.1%   Δp: -11.047%
+Minimum Δp: -68.902%
+RMS Δp    :  1.703 ± 0.152 %
+Same top p: 98.089 ┬▒ 0.107 %
+
+0.12.253.736 I kl_divergence: 9.97 seconds per pass - ETA 

artifacts/logs/kld-q8-neutral-quick2.log

@@ -0,0 +1,59 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:122 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.01.891.370 I cmn          init: llama threadpool init, n_threads = 8
+0.02.028.625 I 
+0.02.028.684 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.02.106.145 I kl_divergence: computing over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.07 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1       7.4531 ┬▒    0.4088       0.00053 ┬▒    0.00158       0.00166 ┬▒    0.00019     1.440 ┬▒  0.179 %    98.290 ┬▒  0.287 %
+   2       6.9067 ┬▒    0.2677      -0.00058 ┬▒    0.00097       0.00135 ┬▒    0.00010     1.275 ┬▒  0.106 %    98.192 ┬▒  0.208 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   6.906721 ┬▒   0.267697
+Mean PPL(base)                :   6.910705 ┬▒   0.268179
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.97%
+Mean ln(PPL(Q)/PPL(base))     :  -0.000577 ┬▒   0.000968
+Mean PPL(Q)/PPL(base)         :   0.999423 ┬▒   0.000968
+Mean PPL(Q)-PPL(base)         :  -0.003984 ┬▒   0.006698
+
+====== KL divergence statistics ======
+Mean    KLD:   0.001354 ┬▒   0.000096
+Maximum KLD:   0.247010
+99.9%   KLD:   0.073939
+99.0%   KLD:   0.011297
+95.0%   KLD:   0.004319
+90.0%   KLD:   0.002618
+Median  KLD:   0.000540
+10.0%   KLD:   0.000005
+ 5.0%   KLD:   0.000001
+ 1.0%   KLD:  -0.000002
+ 0.1%   KLD:  -0.000011
+Minimum KLD:  -0.000019
+
+====== Token probability statistics ======
+Mean    Δp: -0.032 ± 0.020 %
+Maximum Δp: 28.499%
+99.9%   Δp:  7.270%
+99.0%   Δp:  3.780%
+95.0%   Δp:  1.250%
+90.0%   Δp:  0.652%
+75.0%   Δp:  0.074%
+Median  Δp: -0.001%
+25.0%   Δp: -0.132%
+10.0%   Δp: -0.765%
+ 5.0%   Δp: -1.434%
+ 1.0%   Δp: -3.833%
+ 0.1%   Δp: -9.710%
+Minimum Δp: -20.142%
+RMS Δp    :  1.275 ± 0.106 %
+Same top p: 98.192 ┬▒ 0.208 %
+
+0.04.456.837 I kl_divergence: 2.35 seconds per pass - ETA 

artifacts/logs/kld-selfcheck-bf16-neutral-ctx16k-quick2.log

@@ -0,0 +1,60 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld_16k.ps1:128 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.00.319.380 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 28, abort
+0.03.259.991 I cmn          init: llama threadpool init, n_threads = 8
+0.03.761.165 I 
+0.03.761.233 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.04.050.270 I kl_divergence: computing over 2 chunks, n_ctx=16384, batch_size=2048, n_seq=1
+0.47 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1      10.3486 ┬▒    0.3064       0.00149 ┬▒    0.00071       0.00000 ┬▒    0.00000     0.001 ┬▒  0.000 %    100.000 ┬▒  0.000 %
+   2       8.5651 ┬▒    0.1732       0.00087 ┬▒    0.00038       0.00000 ┬▒    0.00000     0.001 ┬▒  0.000 %    100.000 ┬▒  0.000 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   8.565097 ┬▒   0.173169
+Mean PPL(base)                :   8.557646 ┬▒   0.172676
+Cor(ln(PPL(Q)), ln(PPL(base))):  99.98%
+Mean ln(PPL(Q)/PPL(base))     :   0.000870 ┬▒   0.000376
+Mean PPL(Q)/PPL(base)         :   1.000871 ┬▒   0.000376
+Mean PPL(Q)-PPL(base)         :   0.007451 ┬▒   0.003235
+
+====== KL divergence statistics ======
+Mean    KLD:   0.000000 ┬▒   0.000000
+Maximum KLD:   0.000063
+99.9%   KLD:   0.000050
+99.0%   KLD:   0.000035
+95.0%   KLD:   0.000020
+90.0%   KLD:   0.000013
+Median  KLD:   0.000000
+10.0%   KLD:  -0.000013
+ 5.0%   KLD:  -0.000019
+ 1.0%   KLD:  -0.000034
+ 0.1%   KLD:  -0.000048
+Minimum KLD:  -0.000060
+
+====== 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:  0.001%
+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: -0.001%
+ 1.0%   Δp: -0.002%
+ 0.1%   Δp: -0.004%
+Minimum Δp: -0.005%
+RMS Δp    :  0.001 ± 0.000 %
+Same top p: 100.000 ┬▒ 0.000 %
+
+0.18.076.304 I kl_divergence: 14.03 seconds per pass - ETA 

artifacts/logs/kld-selfcheck-bf16-neutral-quick2.log

@@ -0,0 +1,60 @@
+llama-perplexity.exe : Read 1560115 bytes from binary file <WORK_ROOT>\data\evaluation\eval_neutral-lf.txt
+Au caractère <WORK_ROOT>\scripts\bench_quality_kld.ps1:122 : 1
++ & $Perplexity @Arguments 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (Read 1560115 by..._neutral-lf.txt:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+0.00.310.041 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 28, abort
+0.03.345.092 I cmn          init: llama threadpool init, n_threads = 8
+0.03.763.832 I 
+0.03.763.877 I system_info: n_threads = 8 (n_threads_batch = 8) / 16 | CUDA : ARCHS = 890 | USE_GRAPHS = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 
+1 | F16C = 1 | FMA = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 | 
+0.03.807.689 I kl_divergence: computing over 2 chunks, n_ctx=4096, batch_size=2048, n_seq=1
+0.10 minutes
+
+chunk             PPL               ln(PPL(Q)/PPL(base))          KL Divergence              Δp RMS            Same top p
+   1       7.4492 ┬▒    0.4090       0.00000 ┬▒  -nan(ind)       0.00000 ┬▒    0.00000     0.001 ┬▒  0.000 %    100.000 ┬▒  0.000 %
+   2       6.9107 ┬▒    0.2682       0.00000 ┬▒  -nan(ind)       0.00000 ┬▒    0.00000     0.001 ┬▒  0.000 %    100.000 ┬▒  0.000 %
+
+====== Perplexity statistics ======
+Mean PPL(Q)                   :   6.910707 ┬▒   0.268179
+Mean PPL(base)                :   6.910705 ┬▒   0.268179
+Cor(ln(PPL(Q)), ln(PPL(base))): 100.00%
+Mean ln(PPL(Q)/PPL(base))     :   0.000000 ┬▒  -nan(ind)
+Mean PPL(Q)/PPL(base)         :   1.000000 ┬▒  -nan(ind)
+Mean PPL(Q)-PPL(base)         :   0.000001 ┬▒  -nan(ind)
+
+====== KL divergence statistics ======
+Mean    KLD:   0.000000 ┬▒   0.000000
+Maximum KLD:   0.000064
+99.9%   KLD:   0.000049
+99.0%   KLD:   0.000036
+95.0%   KLD:   0.000021
+90.0%   KLD:   0.000014
+Median  KLD:   0.000000
+10.0%   KLD:  -0.000014
+ 5.0%   KLD:  -0.000021
+ 1.0%   KLD:  -0.000035
+ 0.1%   KLD:  -0.000050
+Minimum KLD:  -0.000067
+
+====== Token probability statistics ======
+Mean    Δp: -0.000 ± 0.000 %
+Maximum Δp:  0.005%
+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: -0.005%
+RMS Δp    :  0.001 ± 0.000 %
+Same top p: 100.000 ┬▒ 0.000 %
+
+0.07.038.148 I kl_divergence: 3.23 seconds per pass - ETA 

artifacts/logs/model-hashes.txt

@@ -0,0 +1,7 @@
+Spark-X2.5-4B-BF16.gguf
+bytes=8229920352
+sha256=8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14
+
+Spark-X2.5-4B-Q8_0.gguf
+bytes=4375021152
+sha256=5C2C3C190E4337E1016B8593CA8E26E8B18C972200B107385D4EC61A25D9DEA2

artifacts/logs/model-metadata-check.txt

@@ -0,0 +1,22 @@
+BF16 and Q8 metadata comparison
+
+PASS general.architecture = spark2_5
+PASS general.size_label = 4.1B
+PASS spark2_5.block_count = 36
+PASS spark2_5.context_length = 1048576
+PASS spark2_5.embedding_length = 2560
+PASS spark2_5.feed_forward_length = 10240
+PASS spark2_5.attention.head_count = 16
+PASS spark2_5.attention.head_count_kv = 4
+PASS spark2_5.attention.sliding_window = 512
+PASS spark2_5.vocab_size = 131072
+PASS spark2_5.rope.freq_base = 5000000
+PASS spark2_5.rope.freq_base_swa = 10000
+PASS tokenizer.ggml.model = gpt2
+PASS tokenizer.ggml.pre = spark2_5
+PASS tokenizer special IDs and BOS/EOS behavior match
+PASS HF, BF16 and Q8 chat templates are exactly equal (4556 characters)
+
+EXPECTED DIFFERENCE
+BF16 general.file_type = 32
+Q8 general.file_type = 7

artifacts/logs/q6-public-metadata-sanitization.txt

@@ -0,0 +1,48 @@
+Q6_K public-container metadata sanitization
+Date: 2026-09-02
+
+Reason
+------
+llama-quantize stored the local absolute iMatrix path in the optional
+`quantize.imatrix.file` GGUF metadata key. This key is provenance metadata and
+is not needed to load or run the model. It was removed before public release.
+
+Input evaluated container
+-------------------------
+File: Spark-X2.5-4B-Q6_K-imatrix-4k-16k.gguf
+Bytes: 3379172512
+SHA256: 162985111D4DD15DA0FF2AD111965CABCF60690C40A52D53D2CB3640483DE51D
+
+Operation
+---------
+Tool: llama.cpp/gguf-py/gguf/scripts/gguf_new_metadata.py
+llama.cpp commit: fe158c6c4db8b0cb8d74c7cfe23401f7c21a45fe
+Removed key: quantize.imatrix.file
+Command shape:
+  gguf_new_metadata.py INPUT OUTPUT --remove-metadata quantize.imatrix.file --force
+
+Published container
+-------------------
+File: Spark-X2.5-4B-Q6_K.gguf
+Bytes: 3379172384
+SHA256: 107F0E30E317B4FFFF3DD63CC30F1945C161E82B31EF7BC73187941D3EA71E42
+
+Tensor identity proof
+---------------------
+Tool: llama.cpp/gguf-py/gguf/scripts/gguf_hash.py --no-layer
+Input tensor-data SHA256:  f70482cf653bc90d935ab68ab83202d2a02c260699c5213d188d736c469bd1ae
+Output tensor-data SHA256: f70482cf653bc90d935ab68ab83202d2a02c260699c5213d188d736c469bd1ae
+Input tensor UUID:  bcc7718c-1523-5160-90ac-5692c55ca879
+Output tensor UUID: bcc7718c-1523-5160-90ac-5692c55ca879
+Result: byte-identical tensor data.
+
+Post-checks
+-----------
+- quantize.imatrix.file absent: PASS
+- private absolute path absent from Q6 metadata: PASS
+- llama-cli load and deterministic short generation: PASS
+- generated answer: OK
+
+The KLD, speed and passkey measurements identify the evaluated input container
+by its original whole-file SHA256. They apply unchanged to the published
+container because all tensor data are byte-identical.

artifacts/logs/q8-provenance.txt

@@ -0,0 +1,16 @@
+Local PowerShell history records this quantization command:
+
+  C:\llama.cpp\build\bin\llama-quantize.exe
+    models/Spark/Spark-X2.5-4B-BF16.gguf
+    models/Spark/Spark-X2.5-4B-Q8_0.gguf
+    Q8_0
+
+Current artifacts:
+
+  BF16 SHA256: 8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14
+  Q8_0 SHA256: 5C2C3C190E4337E1016B8593CA8E26E8B18C972200B107385D4EC61A25D9DEA2
+
+The BF16 predates the Q8_0, and their architecture, tokenizer metadata, and chat
+template match. The original quantization run did not record the BF16 hash at
+run time, so this is strong local provenance rather than a cryptographic chain
+of custody.

artifacts/logs/quantize-q6-imatrix-4k-16k.log

@@ -0,0 +1,572 @@
+llama-quantize.exe : ggml_cuda_init: found 1 CUDA devices (Total VRAM: 8187 MiB):
+Au caractère <WORK_ROOT>\scripts\quantize_q6_variants.ps1:85 : 1
++ & $Quantize @QuantizeArgs 2>&1 | Tee-Object -FilePath $Log
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (ggml_cuda_init:...RAM: 8187 MiB)::String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+  Device 0: NVIDIA GeForce RTX 4060 Laptop GPU, compute capability 8.9, VMM: yes, VRAM: 8187 MiB
+version: 0.3.0-dev (build 10668, commit fe158c6c4)
+built with MSVC 19.51.36244.0 for Windows AMD64
+llama_quantize: quantizing 'C:\llama.cpp\models\Spark\Spark-X2.5-4B-BF16.gguf' to 
+'<WORK_ROOT>\models\Spark-X2.5-4B-Q6_K-imatrix-4k-16k.gguf' as Q6_K using 8 threads
+llama_model_loader: loaded meta data with 37 key-value pairs and 290 tensors from C:\llama.cpp\models\Spark\Spark-X2.5-4B-BF16.gguf (version GGUF V3 
+(latest))
+llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
+llama_model_loader: - kv   0:                       general.architecture str              = spark2_5
+llama_model_loader: - kv   1:                               general.type str              = model
+llama_model_loader: - kv   2:                     general.sampling.top_k i32              = -1
+llama_model_loader: - kv   3:                     general.sampling.top_p f32              = 0.950000
+llama_model_loader: - kv   4:                      general.sampling.temp f32              = 1.000000
+llama_model_loader: - kv   5:                               general.name str              = Hf_Format
+llama_model_loader: - kv   6:                         general.size_label str              = 4.1B
+llama_model_loader: - kv   7:                       spark2_5.block_count u32              = 36
+llama_model_loader: - kv   8:                    spark2_5.context_length u32              = 1048576
+llama_model_loader: - kv   9:                  spark2_5.embedding_length u32              = 2560
+llama_model_loader: - kv  10:               spark2_5.feed_forward_length u32              = 10240
+llama_model_loader: - kv  11:              spark2_5.attention.head_count u32              = 16
+llama_model_loader: - kv  12:           spark2_5.attention.head_count_kv u32              = 4
+llama_model_loader: - kv  13:                    spark2_5.rope.freq_base f32              = 5000000.000000
+llama_model_loader: - kv  14:                spark2_5.rope.freq_base_swa f32              = 10000.000000
+llama_model_loader: - kv  15:  spark2_5.attention.layer_norm_rms_epsilon f32              = 0.000001
+llama_model_loader: - kv  16:              spark2_5.attention.key_length u32              = 256
+llama_model_loader: - kv  17:            spark2_5.attention.value_length u32              = 256
+llama_model_loader: - kv  18:                          general.file_type u32              = 32
+llama_model_loader: - kv  19:                        spark2_5.vocab_size u32              = 131072
+llama_model_loader: - kv  20:          spark2_5.attention.sliding_window u32              = 512
+llama_model_loader: - kv  21:  spark2_5.attention.sliding_window_pattern arr[bool,36]     = [true, true, true, false, true, true,...
+llama_model_loader: - kv  22:              spark2_5.rope.dimension_count u32              = 64
+llama_model_loader: - kv  23:          spark2_5.rope.dimension_count_swa u32              = 256
+llama_model_loader: - kv  24:               general.quantization_version u32              = 2
+llama_model_loader: - kv  25:                       tokenizer.ggml.model str              = gpt2
+llama_model_loader: - kv  26:                         tokenizer.ggml.pre str              = spark2_5
+llama_model_loader: - kv  27:                      tokenizer.ggml.tokens arr[str,131072]  = ["<´¢£startÔûüofÔûüsentence´¢£>", "<´...
+llama_model_loader: - kv  28:                  tokenizer.ggml.token_type arr[i32,131072]  = [3, 3, 3, 4, 4, 3, 3, 3, 4, 4, 4, 3, ...
+llama_model_loader: - kv  29:                      tokenizer.ggml.merges arr[str,130716]  = ["─á ─á", "─á t", "i n", "─á a", "─á─...
+llama_model_loader: - kv  30:                tokenizer.ggml.bos_token_id u32              = 0
+llama_model_loader: - kv  31:                tokenizer.ggml.eos_token_id u32              = 1
+llama_model_loader: - kv  32:            tokenizer.ggml.unknown_token_id u32              = 5
+llama_model_loader: - kv  33:            tokenizer.ggml.padding_token_id u32              = 2
+llama_model_loader: - kv  34:               tokenizer.ggml.add_bos_token bool             = false
+llama_model_loader: - kv  35:               tokenizer.ggml.add_eos_token bool             = false
+llama_model_loader: - kv  36:                    tokenizer.chat_template str              = {#- 0826þëêµ£¼ -#}\n{%- if not message...
+llama_model_loader: - type  f32:   73 tensors
+llama_model_loader: - type bf16:  217 tensors
+
+llama_model_quantize_impl: have importance matrix data with 216 entries
+[   1/ 290] output_norm.weight                   - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[   2/ 290] token_embd.weight                    - [  2560, 131072,      1,      1], type =   bf16, 
+====== llama_model_quantize_impl: did not find weights for token_embd.weight
+load_imatrix: imatrix datasets=['.\data\calibration\spark_calib_train.txt', '.\data\calibration\spark_calib_train-lf.txt', '.\data\calibration\spark_calib_longctx-lf.txt', '.\data\calibration\spark_calib_longctx-lf.txt']
+load_imatrix: loaded 216 importance matrix entries from <WORK_ROOT>\imatrix\Spark-X2.5-4B-imatrix-4k-16k.gguf computed on 140 chunks
+prepare_imatrix: have 216 importance matrix entries
+converting to q6_K .. size =   640.00 MiB ->   262.50 MiB
+[   3/ 290] blk.0.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[   4/ 290] blk.0.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[   5/ 290] blk.0.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[   6/ 290] blk.0.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[   7/ 290] blk.0.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[   8/ 290] blk.0.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[   9/ 290] blk.0.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  10/ 290] blk.0.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  11/ 290] blk.1.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  12/ 290] blk.1.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  13/ 290] blk.1.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  14/ 290] blk.1.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  15/ 290] blk.1.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  16/ 290] blk.1.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  17/ 290] blk.1.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  18/ 290] blk.1.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  19/ 290] blk.2.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  20/ 290] blk.2.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  21/ 290] blk.2.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  22/ 290] blk.2.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  23/ 290] blk.2.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  24/ 290] blk.2.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  25/ 290] blk.2.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  26/ 290] blk.2.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  27/ 290] blk.3.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  28/ 290] blk.3.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  29/ 290] blk.3.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  30/ 290] blk.3.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  31/ 290] blk.3.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  32/ 290] blk.3.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  33/ 290] blk.3.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  34/ 290] blk.3.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  35/ 290] blk.4.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  36/ 290] blk.4.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  37/ 290] blk.4.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  38/ 290] blk.4.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  39/ 290] blk.4.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  40/ 290] blk.4.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  41/ 290] blk.4.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  42/ 290] blk.4.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  43/ 290] blk.5.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  44/ 290] blk.5.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  45/ 290] blk.5.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  46/ 290] blk.5.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  47/ 290] blk.5.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  48/ 290] blk.5.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  49/ 290] blk.5.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  50/ 290] blk.5.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  51/ 290] blk.6.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  52/ 290] blk.6.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  53/ 290] blk.6.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  54/ 290] blk.6.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  55/ 290] blk.6.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  56/ 290] blk.6.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  57/ 290] blk.6.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  58/ 290] blk.6.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  59/ 290] blk.7.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  60/ 290] blk.7.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  61/ 290] blk.7.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  62/ 290] blk.7.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  63/ 290] blk.7.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  64/ 290] blk.7.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  65/ 290] blk.7.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  66/ 290] blk.7.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  67/ 290] blk.8.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  68/ 290] blk.8.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  69/ 290] blk.8.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  70/ 290] blk.8.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  71/ 290] blk.8.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  72/ 290] blk.8.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  73/ 290] blk.8.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  74/ 290] blk.8.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  75/ 290] blk.9.attn_gate.weight               - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  76/ 290] blk.9.attn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  77/ 290] blk.9.attn_output.weight             - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  78/ 290] blk.9.attn_qkv.weight                - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  79/ 290] blk.9.ffn_down.weight                - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  80/ 290] blk.9.ffn_gate.weight                - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  81/ 290] blk.9.ffn_norm.weight                - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  82/ 290] blk.9.ffn_up.weight                  - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  83/ 290] blk.10.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  84/ 290] blk.10.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  85/ 290] blk.10.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  86/ 290] blk.10.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  87/ 290] blk.10.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  88/ 290] blk.10.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  89/ 290] blk.10.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  90/ 290] blk.10.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  91/ 290] blk.11.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[  92/ 290] blk.11.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  93/ 290] blk.11.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[  94/ 290] blk.11.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[  95/ 290] blk.11.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  96/ 290] blk.11.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  97/ 290] blk.11.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[  98/ 290] blk.11.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[  99/ 290] blk.12.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 100/ 290] blk.12.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 101/ 290] blk.12.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 102/ 290] blk.12.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 103/ 290] blk.12.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 104/ 290] blk.12.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 105/ 290] blk.12.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 106/ 290] blk.12.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 107/ 290] blk.13.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 108/ 290] blk.13.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 109/ 290] blk.13.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 110/ 290] blk.13.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 111/ 290] blk.13.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 112/ 290] blk.13.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 113/ 290] blk.13.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 114/ 290] blk.13.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 115/ 290] blk.14.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 116/ 290] blk.14.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 117/ 290] blk.14.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 118/ 290] blk.14.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 119/ 290] blk.14.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 120/ 290] blk.14.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 121/ 290] blk.14.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 122/ 290] blk.14.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 123/ 290] blk.15.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 124/ 290] blk.15.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 125/ 290] blk.15.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 126/ 290] blk.15.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 127/ 290] blk.15.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 128/ 290] blk.15.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 129/ 290] blk.15.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 130/ 290] blk.15.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 131/ 290] blk.16.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 132/ 290] blk.16.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 133/ 290] blk.16.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 134/ 290] blk.16.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 135/ 290] blk.16.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 136/ 290] blk.16.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 137/ 290] blk.16.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 138/ 290] blk.16.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 139/ 290] blk.17.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 140/ 290] blk.17.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 141/ 290] blk.17.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 142/ 290] blk.17.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 143/ 290] blk.17.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 144/ 290] blk.17.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 145/ 290] blk.17.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 146/ 290] blk.17.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 147/ 290] blk.18.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 148/ 290] blk.18.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 149/ 290] blk.18.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 150/ 290] blk.18.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 151/ 290] blk.18.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 152/ 290] blk.18.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 153/ 290] blk.18.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 154/ 290] blk.18.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 155/ 290] blk.19.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 156/ 290] blk.19.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 157/ 290] blk.19.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 158/ 290] blk.19.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 159/ 290] blk.19.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 160/ 290] blk.19.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 161/ 290] blk.19.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 162/ 290] blk.19.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 163/ 290] blk.20.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 164/ 290] blk.20.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 165/ 290] blk.20.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 166/ 290] blk.20.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 167/ 290] blk.20.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 168/ 290] blk.20.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 169/ 290] blk.20.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 170/ 290] blk.20.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 171/ 290] blk.21.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 172/ 290] blk.21.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 173/ 290] blk.21.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 174/ 290] blk.21.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 175/ 290] blk.21.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 176/ 290] blk.21.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 177/ 290] blk.21.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 178/ 290] blk.21.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 179/ 290] blk.22.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 180/ 290] blk.22.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 181/ 290] blk.22.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 182/ 290] blk.22.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 183/ 290] blk.22.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 184/ 290] blk.22.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 185/ 290] blk.22.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 186/ 290] blk.22.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 187/ 290] blk.23.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 188/ 290] blk.23.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 189/ 290] blk.23.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 190/ 290] blk.23.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 191/ 290] blk.23.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 192/ 290] blk.23.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 193/ 290] blk.23.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 194/ 290] blk.23.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 195/ 290] blk.24.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 196/ 290] blk.24.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 197/ 290] blk.24.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 198/ 290] blk.24.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 199/ 290] blk.24.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 200/ 290] blk.24.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 201/ 290] blk.24.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 202/ 290] blk.24.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 203/ 290] blk.25.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 204/ 290] blk.25.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 205/ 290] blk.25.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 206/ 290] blk.25.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 207/ 290] blk.25.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 208/ 290] blk.25.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 209/ 290] blk.25.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 210/ 290] blk.25.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 211/ 290] blk.26.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 212/ 290] blk.26.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 213/ 290] blk.26.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 214/ 290] blk.26.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 215/ 290] blk.26.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 216/ 290] blk.26.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 217/ 290] blk.26.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 218/ 290] blk.26.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 219/ 290] blk.27.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 220/ 290] blk.27.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 221/ 290] blk.27.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 222/ 290] blk.27.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 223/ 290] blk.27.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 224/ 290] blk.27.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 225/ 290] blk.27.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 226/ 290] blk.27.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 227/ 290] blk.28.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 228/ 290] blk.28.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 229/ 290] blk.28.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 230/ 290] blk.28.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 231/ 290] blk.28.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 232/ 290] blk.28.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 233/ 290] blk.28.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 234/ 290] blk.28.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 235/ 290] blk.29.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 236/ 290] blk.29.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 237/ 290] blk.29.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 238/ 290] blk.29.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 239/ 290] blk.29.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 240/ 290] blk.29.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 241/ 290] blk.29.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 242/ 290] blk.29.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 243/ 290] blk.30.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 244/ 290] blk.30.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 245/ 290] blk.30.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 246/ 290] blk.30.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 247/ 290] blk.30.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 248/ 290] blk.30.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 249/ 290] blk.30.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 250/ 290] blk.30.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 251/ 290] blk.31.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 252/ 290] blk.31.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 253/ 290] blk.31.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 254/ 290] blk.31.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 255/ 290] blk.31.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 256/ 290] blk.31.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 257/ 290] blk.31.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 258/ 290] blk.31.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 259/ 290] blk.32.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 260/ 290] blk.32.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 261/ 290] blk.32.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 262/ 290] blk.32.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 263/ 290] blk.32.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 264/ 290] blk.32.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 265/ 290] blk.32.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 266/ 290] blk.32.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 267/ 290] blk.33.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 268/ 290] blk.33.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 269/ 290] blk.33.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 270/ 290] blk.33.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 271/ 290] blk.33.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 272/ 290] blk.33.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 273/ 290] blk.33.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 274/ 290] blk.33.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 275/ 290] blk.34.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 276/ 290] blk.34.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 277/ 290] blk.34.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 278/ 290] blk.34.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 279/ 290] blk.34.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 280/ 290] blk.34.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 281/ 290] blk.34.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 282/ 290] blk.34.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 283/ 290] blk.35.attn_gate.weight              - [  2560,     16,      1,      1], type =   bf16, converting to q6_K .. size =     0.08 MiB ->     0.03 
+MiB
+[ 284/ 290] blk.35.attn_norm.weight              - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 285/ 290] blk.35.attn_output.weight            - [  4096,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    20.00 MiB ->     8.20 
+MiB
+[ 286/ 290] blk.35.attn_qkv.weight               - [  2560,   6144,      1,      1], type =   bf16, converting to q6_K .. size =    30.00 MiB ->    12.30 
+MiB
+[ 287/ 290] blk.35.ffn_down.weight               - [ 10240,   2560,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 288/ 290] blk.35.ffn_gate.weight               - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+[ 289/ 290] blk.35.ffn_norm.weight               - [  2560,      1,      1,      1], type =    f32, size =    0.010 MiB
+[ 290/ 290] blk.35.ffn_up.weight                 - [  2560,  10240,      1,      1], type =   bf16, converting to q6_K .. size =    50.00 MiB ->    20.51 
+MiB
+llama_model_quantize_impl: model size  =  7843.53 MiB (16.00 BPW)
+llama_model_quantize_impl: quant size  =  3217.49 MiB (6.56 BPW)
+
+llama_quantize: quantize time = 30820.40 ms
+llama_quantize:    total time = 30820.40 ms

artifacts/logs/tokenizer-parity.log

@@ -0,0 +1,28 @@
+python.exe : [transformers] PyTorch was not found. Models won't be available and only tokenizers, configuration and 
+file/data utilities can be used.
+Au caractère Ligne:2 : 1
++ & '.\.venv\Scripts\python.exe' '.\scripts\check_tokenizer_parity.py'  ...
++ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: ([transformers] ...es can be used.:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+[transformers] You are using a model of type `spark2_5` to instantiate a model of type ``. This may be expected if you 
+are loading a checkpoint that shares a subset of the architecture (e.g., loading a `sam2_video` checkpoint into 
+`Sam2Model`), but is otherwise not supported and can yield errors. Please verify that the checkpoint is compatible 
+with the model you are instantiating.
+CASE multilingual: hf_tokens=52
+  PASS Spark-X2.5-4B-BF16.gguf: llama_tokens=52, first_difference=none
+  PASS Spark-X2.5-4B-Q8_0.gguf: llama_tokens=52, first_difference=none
+CASE code: hf_tokens=46
+  PASS Spark-X2.5-4B-BF16.gguf: llama_tokens=46, first_difference=none
+  PASS Spark-X2.5-4B-Q8_0.gguf: llama_tokens=46, first_difference=none
+CASE special_tokens: hf_tokens=20
+  PASS Spark-X2.5-4B-BF16.gguf: llama_tokens=20, first_difference=none
+  PASS Spark-X2.5-4B-Q8_0.gguf: llama_tokens=20, first_difference=none
+CASE chat_thinking_on: hf_tokens=55
+  PASS Spark-X2.5-4B-BF16.gguf: llama_tokens=55, first_difference=none
+  PASS Spark-X2.5-4B-Q8_0.gguf: llama_tokens=55, first_difference=none
+CASE chat_thinking_off: hf_tokens=55
+  PASS Spark-X2.5-4B-BF16.gguf: llama_tokens=55, first_difference=none
+  PASS Spark-X2.5-4B-Q8_0.gguf: llama_tokens=55, first_difference=none
+SUMMARY failures=0, comparisons=10

artifacts/logs/vocab-sweep.log

@@ -0,0 +1,9 @@
+  tokenizer <HF_SOURCE_SNAPSHOT>\tokenizer.json
+  131,185 rows = 131,072 BPE + 113 added
+  129,145 ids have a standalone textual form; 1,935 are multi-byte fragments and cannot appear alone
+  round 0: 129,145 remaining -> 129,120 newly covered, 129,124 of 129,145 sweepable ids covered
+  round 1: 21 remaining -> 6 newly covered, 129,130 of 129,145 sweepable ids covered
+  round 2: 15 remaining -> 13 newly covered, 129,143 of 129,145 sweepable ids covered
+  sweep: 110 documents, 258,436 tokens, 2.00 tokens per id covered
+  unreachable by sweep: 2 sweepable ids + 1,935 multi-byte fragments
+  pool/vocab_sweep/synthetic/spark-x2.5-4b.jsonl  110 documents

artifacts/passkey_16k/manifest.json

@@ -0,0 +1,42 @@
+{
+    "benchmark":  "synthetic-passkey-retrieval",
+    "context":  16384,
+    "target_prompt_tokens_without_chat_template":  15000,
+    "tokenizer_model_sha256":  "8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14",
+    "seed_method":  "deterministic arithmetic records; no RNG",
+    "cases":  [
+                  {
+                      "name":  "depth10",
+                      "target_depth":  0.1,
+                      "expected_passkey":  "S25X-A7K9-3142",
+                      "prompt":  "depth10.txt",
+                      "prompt_sha256":  "91F74846EDDF35D384E7E48A732922A96CAD416E8C8B73ADA54E2AC79F35C9A2",
+                      "prompt_tokens_without_chat_template":  14997,
+                      "needle_prefix_tokens":  1495,
+                      "measured_depth":  0.099687,
+                      "records":  499
+                  },
+                  {
+                      "name":  "depth50",
+                      "target_depth":  0.5,
+                      "expected_passkey":  "S25X-M4Q8-2718",
+                      "prompt":  "depth50.txt",
+                      "prompt_sha256":  "EDB65C6F7A6CF67A2FAC974A4D29249312657A5E5661E4ABC5D0A1FE818BC582",
+                      "prompt_tokens_without_chat_template":  14997,
+                      "needle_prefix_tokens":  7470,
+                      "measured_depth":  0.4981,
+                      "records":  499
+                  },
+                  {
+                      "name":  "depth90",
+                      "target_depth":  0.9,
+                      "expected_passkey":  "S25X-Z6R3-1618",
+                      "prompt":  "depth90.txt",
+                      "prompt_sha256":  "D703E2BE225B4DBE69D6727BD0EA4BFDB5B4224720DDC4525B6D76CD4946416D",
+                      "prompt_tokens_without_chat_template":  14997,
+                      "needle_prefix_tokens":  13445,
+                      "measured_depth":  0.896513,
+                      "records":  499
+                  }
+              ]
+}

artifacts/passkey_16k/prompts/depth10.txt

@@ -0,0 +1,504 @@
+Read the following archive carefully. Exactly one line is labelled MEMORY NEEDLE. Remember its passkey and ignore all unrelated verification values.
+
+Archive entry 0001: the violet library observed the garden; its unrelated verification value is 212648.
+Archive entry 0002: the distant harbor recorded the courtyard; its unrelated verification value is 220567.
+Archive entry 0003: the quiet lantern crossed the estuary; its unrelated verification value is 228486.
+Archive entry 0004: the ancient compass catalogued the valley; its unrelated verification value is 236405.
+Archive entry 0005: the amber observatory mapped the plateau; its unrelated verification value is 244324.
+Archive entry 0006: the northern heron described the workshop; its unrelated verification value is 252243.
+Archive entry 0007: the small orchard measured the island; its unrelated verification value is 260162.
+Archive entry 0008: the silver meadow visited the gallery; its unrelated verification value is 268081.
+Archive entry 0009: the violet library observed the garden; its unrelated verification value is 276000.
+Archive entry 0010: the distant harbor recorded the courtyard; its unrelated verification value is 283919.
+Archive entry 0011: the quiet lantern crossed the estuary; its unrelated verification value is 291838.
+Archive entry 0012: the ancient compass catalogued the valley; its unrelated verification value is 299757.
+Archive entry 0013: the amber observatory mapped the plateau; its unrelated verification value is 307676.
+Archive entry 0014: the northern heron described the workshop; its unrelated verification value is 315595.
+Archive entry 0015: the small orchard measured the island; its unrelated verification value is 323514.
+Archive entry 0016: the silver meadow visited the gallery; its unrelated verification value is 331433.
+Archive entry 0017: the violet library observed the garden; its unrelated verification value is 339352.
+Archive entry 0018: the distant harbor recorded the courtyard; its unrelated verification value is 347271.
+Archive entry 0019: the quiet lantern crossed the estuary; its unrelated verification value is 355190.
+Archive entry 0020: the ancient compass catalogued the valley; its unrelated verification value is 363109.
+Archive entry 0021: the amber observatory mapped the plateau; its unrelated verification value is 371028.
+Archive entry 0022: the northern heron described the workshop; its unrelated verification value is 378947.
+Archive entry 0023: the small orchard measured the island; its unrelated verification value is 386866.
+Archive entry 0024: the silver meadow visited the gallery; its unrelated verification value is 394785.
+Archive entry 0025: the violet library observed the garden; its unrelated verification value is 402704.
+Archive entry 0026: the distant harbor recorded the courtyard; its unrelated verification value is 410623.
+Archive entry 0027: the quiet lantern crossed the estuary; its unrelated verification value is 418542.
+Archive entry 0028: the ancient compass catalogued the valley; its unrelated verification value is 426461.
+Archive entry 0029: the amber observatory mapped the plateau; its unrelated verification value is 434380.
+Archive entry 0030: the northern heron described the workshop; its unrelated verification value is 442299.
+Archive entry 0031: the small orchard measured the island; its unrelated verification value is 450218.
+Archive entry 0032: the silver meadow visited the gallery; its unrelated verification value is 458137.
+Archive entry 0033: the violet library observed the garden; its unrelated verification value is 466056.
+Archive entry 0034: the distant harbor recorded the courtyard; its unrelated verification value is 473975.
+Archive entry 0035: the quiet lantern crossed the estuary; its unrelated verification value is 481894.
+Archive entry 0036: the ancient compass catalogued the valley; its unrelated verification value is 489813.
+Archive entry 0037: the amber observatory mapped the plateau; its unrelated verification value is 497732.
+Archive entry 0038: the northern heron described the workshop; its unrelated verification value is 505651.
+Archive entry 0039: the small orchard measured the island; its unrelated verification value is 513570.
+Archive entry 0040: the silver meadow visited the gallery; its unrelated verification value is 521489.
+Archive entry 0041: the violet library observed the garden; its unrelated verification value is 529408.
+Archive entry 0042: the distant harbor recorded the courtyard; its unrelated verification value is 537327.
+Archive entry 0043: the quiet lantern crossed the estuary; its unrelated verification value is 545246.
+Archive entry 0044: the ancient compass catalogued the valley; its unrelated verification value is 553165.
+Archive entry 0045: the amber observatory mapped the plateau; its unrelated verification value is 561084.
+Archive entry 0046: the northern heron described the workshop; its unrelated verification value is 569003.
+Archive entry 0047: the small orchard measured the island; its unrelated verification value is 576922.
+Archive entry 0048: the silver meadow visited the gallery; its unrelated verification value is 584841.
+Archive entry 0049: the violet library observed the garden; its unrelated verification value is 592760.
+MEMORY NEEDLE: The exact passkey is S25X-A7K9-3142. Remember it exactly.
+Archive entry 0050: the distant harbor recorded the courtyard; its unrelated verification value is 600679.
+Archive entry 0051: the quiet lantern crossed the estuary; its unrelated verification value is 608598.
+Archive entry 0052: the ancient compass catalogued the valley; its unrelated verification value is 616517.
+Archive entry 0053: the amber observatory mapped the plateau; its unrelated verification value is 624436.
+Archive entry 0054: the northern heron described the workshop; its unrelated verification value is 632355.
+Archive entry 0055: the small orchard measured the island; its unrelated verification value is 640274.
+Archive entry 0056: the silver meadow visited the gallery; its unrelated verification value is 648193.
+Archive entry 0057: the violet library observed the garden; its unrelated verification value is 656112.
+Archive entry 0058: the distant harbor recorded the courtyard; its unrelated verification value is 664031.
+Archive entry 0059: the quiet lantern crossed the estuary; its unrelated verification value is 671950.
+Archive entry 0060: the ancient compass catalogued the valley; its unrelated verification value is 679869.
+Archive entry 0061: the amber observatory mapped the plateau; its unrelated verification value is 687788.
+Archive entry 0062: the northern heron described the workshop; its unrelated verification value is 695707.
+Archive entry 0063: the small orchard measured the island; its unrelated verification value is 703626.
+Archive entry 0064: the silver meadow visited the gallery; its unrelated verification value is 711545.
+Archive entry 0065: the violet library observed the garden; its unrelated verification value is 719464.
+Archive entry 0066: the distant harbor recorded the courtyard; its unrelated verification value is 727383.
+Archive entry 0067: the quiet lantern crossed the estuary; its unrelated verification value is 735302.
+Archive entry 0068: the ancient compass catalogued the valley; its unrelated verification value is 743221.
+Archive entry 0069: the amber observatory mapped the plateau; its unrelated verification value is 751140.
+Archive entry 0070: the northern heron described the workshop; its unrelated verification value is 759059.
+Archive entry 0071: the small orchard measured the island; its unrelated verification value is 766978.
+Archive entry 0072: the silver meadow visited the gallery; its unrelated verification value is 774897.
+Archive entry 0073: the violet library observed the garden; its unrelated verification value is 782816.
+Archive entry 0074: the distant harbor recorded the courtyard; its unrelated verification value is 790735.
+Archive entry 0075: the quiet lantern crossed the estuary; its unrelated verification value is 798654.
+Archive entry 0076: the ancient compass catalogued the valley; its unrelated verification value is 806573.
+Archive entry 0077: the amber observatory mapped the plateau; its unrelated verification value is 814492.
+Archive entry 0078: the northern heron described the workshop; its unrelated verification value is 822411.
+Archive entry 0079: the small orchard measured the island; its unrelated verification value is 830330.
+Archive entry 0080: the silver meadow visited the gallery; its unrelated verification value is 838249.
+Archive entry 0081: the violet library observed the garden; its unrelated verification value is 846168.
+Archive entry 0082: the distant harbor recorded the courtyard; its unrelated verification value is 854087.
+Archive entry 0083: the quiet lantern crossed the estuary; its unrelated verification value is 862006.
+Archive entry 0084: the ancient compass catalogued the valley; its unrelated verification value is 869925.
+Archive entry 0085: the amber observatory mapped the plateau; its unrelated verification value is 877844.
+Archive entry 0086: the northern heron described the workshop; its unrelated verification value is 885763.
+Archive entry 0087: the small orchard measured the island; its unrelated verification value is 893682.
+Archive entry 0088: the silver meadow visited the gallery; its unrelated verification value is 901601.
+Archive entry 0089: the violet library observed the garden; its unrelated verification value is 909520.
+Archive entry 0090: the distant harbor recorded the courtyard; its unrelated verification value is 917439.
+Archive entry 0091: the quiet lantern crossed the estuary; its unrelated verification value is 925358.
+Archive entry 0092: the ancient compass catalogued the valley; its unrelated verification value is 933277.
+Archive entry 0093: the amber observatory mapped the plateau; its unrelated verification value is 941196.
+Archive entry 0094: the northern heron described the workshop; its unrelated verification value is 949115.
+Archive entry 0095: the small orchard measured the island; its unrelated verification value is 957034.
+Archive entry 0096: the silver meadow visited the gallery; its unrelated verification value is 964953.
+Archive entry 0097: the violet library observed the garden; its unrelated verification value is 972872.
+Archive entry 0098: the distant harbor recorded the courtyard; its unrelated verification value is 980791.
+Archive entry 0099: the quiet lantern crossed the estuary; its unrelated verification value is 988710.
+Archive entry 0100: the ancient compass catalogued the valley; its unrelated verification value is 996629.
+Archive entry 0101: the amber observatory mapped the plateau; its unrelated verification value is 104548.
+Archive entry 0102: the northern heron described the workshop; its unrelated verification value is 112467.
+Archive entry 0103: the small orchard measured the island; its unrelated verification value is 120386.
+Archive entry 0104: the silver meadow visited the gallery; its unrelated verification value is 128305.
+Archive entry 0105: the violet library observed the garden; its unrelated verification value is 136224.
+Archive entry 0106: the distant harbor recorded the courtyard; its unrelated verification value is 144143.
+Archive entry 0107: the quiet lantern crossed the estuary; its unrelated verification value is 152062.
+Archive entry 0108: the ancient compass catalogued the valley; its unrelated verification value is 159981.
+Archive entry 0109: the amber observatory mapped the plateau; its unrelated verification value is 167900.
+Archive entry 0110: the northern heron described the workshop; its unrelated verification value is 175819.
+Archive entry 0111: the small orchard measured the island; its unrelated verification value is 183738.
+Archive entry 0112: the silver meadow visited the gallery; its unrelated verification value is 191657.
+Archive entry 0113: the violet library observed the garden; its unrelated verification value is 199576.
+Archive entry 0114: the distant harbor recorded the courtyard; its unrelated verification value is 207495.
+Archive entry 0115: the quiet lantern crossed the estuary; its unrelated verification value is 215414.
+Archive entry 0116: the ancient compass catalogued the valley; its unrelated verification value is 223333.
+Archive entry 0117: the amber observatory mapped the plateau; its unrelated verification value is 231252.
+Archive entry 0118: the northern heron described the workshop; its unrelated verification value is 239171.
+Archive entry 0119: the small orchard measured the island; its unrelated verification value is 247090.
+Archive entry 0120: the silver meadow visited the gallery; its unrelated verification value is 255009.
+Archive entry 0121: the violet library observed the garden; its unrelated verification value is 262928.
+Archive entry 0122: the distant harbor recorded the courtyard; its unrelated verification value is 270847.
+Archive entry 0123: the quiet lantern crossed the estuary; its unrelated verification value is 278766.
+Archive entry 0124: the ancient compass catalogued the valley; its unrelated verification value is 286685.
+Archive entry 0125: the amber observatory mapped the plateau; its unrelated verification value is 294604.
+Archive entry 0126: the northern heron described the workshop; its unrelated verification value is 302523.
+Archive entry 0127: the small orchard measured the island; its unrelated verification value is 310442.
+Archive entry 0128: the silver meadow visited the gallery; its unrelated verification value is 318361.
+Archive entry 0129: the violet library observed the garden; its unrelated verification value is 326280.
+Archive entry 0130: the distant harbor recorded the courtyard; its unrelated verification value is 334199.
+Archive entry 0131: the quiet lantern crossed the estuary; its unrelated verification value is 342118.
+Archive entry 0132: the ancient compass catalogued the valley; its unrelated verification value is 350037.
+Archive entry 0133: the amber observatory mapped the plateau; its unrelated verification value is 357956.
+Archive entry 0134: the northern heron described the workshop; its unrelated verification value is 365875.
+Archive entry 0135: the small orchard measured the island; its unrelated verification value is 373794.
+Archive entry 0136: the silver meadow visited the gallery; its unrelated verification value is 381713.
+Archive entry 0137: the violet library observed the garden; its unrelated verification value is 389632.
+Archive entry 0138: the distant harbor recorded the courtyard; its unrelated verification value is 397551.
+Archive entry 0139: the quiet lantern crossed the estuary; its unrelated verification value is 405470.
+Archive entry 0140: the ancient compass catalogued the valley; its unrelated verification value is 413389.
+Archive entry 0141: the amber observatory mapped the plateau; its unrelated verification value is 421308.
+Archive entry 0142: the northern heron described the workshop; its unrelated verification value is 429227.
+Archive entry 0143: the small orchard measured the island; its unrelated verification value is 437146.
+Archive entry 0144: the silver meadow visited the gallery; its unrelated verification value is 445065.
+Archive entry 0145: the violet library observed the garden; its unrelated verification value is 452984.
+Archive entry 0146: the distant harbor recorded the courtyard; its unrelated verification value is 460903.
+Archive entry 0147: the quiet lantern crossed the estuary; its unrelated verification value is 468822.
+Archive entry 0148: the ancient compass catalogued the valley; its unrelated verification value is 476741.
+Archive entry 0149: the amber observatory mapped the plateau; its unrelated verification value is 484660.
+Archive entry 0150: the northern heron described the workshop; its unrelated verification value is 492579.
+Archive entry 0151: the small orchard measured the island; its unrelated verification value is 500498.
+Archive entry 0152: the silver meadow visited the gallery; its unrelated verification value is 508417.
+Archive entry 0153: the violet library observed the garden; its unrelated verification value is 516336.
+Archive entry 0154: the distant harbor recorded the courtyard; its unrelated verification value is 524255.
+Archive entry 0155: the quiet lantern crossed the estuary; its unrelated verification value is 532174.
+Archive entry 0156: the ancient compass catalogued the valley; its unrelated verification value is 540093.
+Archive entry 0157: the amber observatory mapped the plateau; its unrelated verification value is 548012.
+Archive entry 0158: the northern heron described the workshop; its unrelated verification value is 555931.
+Archive entry 0159: the small orchard measured the island; its unrelated verification value is 563850.
+Archive entry 0160: the silver meadow visited the gallery; its unrelated verification value is 571769.
+Archive entry 0161: the violet library observed the garden; its unrelated verification value is 579688.
+Archive entry 0162: the distant harbor recorded the courtyard; its unrelated verification value is 587607.
+Archive entry 0163: the quiet lantern crossed the estuary; its unrelated verification value is 595526.
+Archive entry 0164: the ancient compass catalogued the valley; its unrelated verification value is 603445.
+Archive entry 0165: the amber observatory mapped the plateau; its unrelated verification value is 611364.
+Archive entry 0166: the northern heron described the workshop; its unrelated verification value is 619283.
+Archive entry 0167: the small orchard measured the island; its unrelated verification value is 627202.
+Archive entry 0168: the silver meadow visited the gallery; its unrelated verification value is 635121.
+Archive entry 0169: the violet library observed the garden; its unrelated verification value is 643040.
+Archive entry 0170: the distant harbor recorded the courtyard; its unrelated verification value is 650959.
+Archive entry 0171: the quiet lantern crossed the estuary; its unrelated verification value is 658878.
+Archive entry 0172: the ancient compass catalogued the valley; its unrelated verification value is 666797.
+Archive entry 0173: the amber observatory mapped the plateau; its unrelated verification value is 674716.
+Archive entry 0174: the northern heron described the workshop; its unrelated verification value is 682635.
+Archive entry 0175: the small orchard measured the island; its unrelated verification value is 690554.
+Archive entry 0176: the silver meadow visited the gallery; its unrelated verification value is 698473.
+Archive entry 0177: the violet library observed the garden; its unrelated verification value is 706392.
+Archive entry 0178: the distant harbor recorded the courtyard; its unrelated verification value is 714311.
+Archive entry 0179: the quiet lantern crossed the estuary; its unrelated verification value is 722230.
+Archive entry 0180: the ancient compass catalogued the valley; its unrelated verification value is 730149.
+Archive entry 0181: the amber observatory mapped the plateau; its unrelated verification value is 738068.
+Archive entry 0182: the northern heron described the workshop; its unrelated verification value is 745987.
+Archive entry 0183: the small orchard measured the island; its unrelated verification value is 753906.
+Archive entry 0184: the silver meadow visited the gallery; its unrelated verification value is 761825.
+Archive entry 0185: the violet library observed the garden; its unrelated verification value is 769744.
+Archive entry 0186: the distant harbor recorded the courtyard; its unrelated verification value is 777663.
+Archive entry 0187: the quiet lantern crossed the estuary; its unrelated verification value is 785582.
+Archive entry 0188: the ancient compass catalogued the valley; its unrelated verification value is 793501.
+Archive entry 0189: the amber observatory mapped the plateau; its unrelated verification value is 801420.
+Archive entry 0190: the northern heron described the workshop; its unrelated verification value is 809339.
+Archive entry 0191: the small orchard measured the island; its unrelated verification value is 817258.
+Archive entry 0192: the silver meadow visited the gallery; its unrelated verification value is 825177.
+Archive entry 0193: the violet library observed the garden; its unrelated verification value is 833096.
+Archive entry 0194: the distant harbor recorded the courtyard; its unrelated verification value is 841015.
+Archive entry 0195: the quiet lantern crossed the estuary; its unrelated verification value is 848934.
+Archive entry 0196: the ancient compass catalogued the valley; its unrelated verification value is 856853.
+Archive entry 0197: the amber observatory mapped the plateau; its unrelated verification value is 864772.
+Archive entry 0198: the northern heron described the workshop; its unrelated verification value is 872691.
+Archive entry 0199: the small orchard measured the island; its unrelated verification value is 880610.
+Archive entry 0200: the silver meadow visited the gallery; its unrelated verification value is 888529.
+Archive entry 0201: the violet library observed the garden; its unrelated verification value is 896448.
+Archive entry 0202: the distant harbor recorded the courtyard; its unrelated verification value is 904367.
+Archive entry 0203: the quiet lantern crossed the estuary; its unrelated verification value is 912286.
+Archive entry 0204: the ancient compass catalogued the valley; its unrelated verification value is 920205.
+Archive entry 0205: the amber observatory mapped the plateau; its unrelated verification value is 928124.
+Archive entry 0206: the northern heron described the workshop; its unrelated verification value is 936043.
+Archive entry 0207: the small orchard measured the island; its unrelated verification value is 943962.
+Archive entry 0208: the silver meadow visited the gallery; its unrelated verification value is 951881.
+Archive entry 0209: the violet library observed the garden; its unrelated verification value is 959800.
+Archive entry 0210: the distant harbor recorded the courtyard; its unrelated verification value is 967719.
+Archive entry 0211: the quiet lantern crossed the estuary; its unrelated verification value is 975638.
+Archive entry 0212: the ancient compass catalogued the valley; its unrelated verification value is 983557.
+Archive entry 0213: the amber observatory mapped the plateau; its unrelated verification value is 991476.
+Archive entry 0214: the northern heron described the workshop; its unrelated verification value is 999395.
+Archive entry 0215: the small orchard measured the island; its unrelated verification value is 107314.
+Archive entry 0216: the silver meadow visited the gallery; its unrelated verification value is 115233.
+Archive entry 0217: the violet library observed the garden; its unrelated verification value is 123152.
+Archive entry 0218: the distant harbor recorded the courtyard; its unrelated verification value is 131071.
+Archive entry 0219: the quiet lantern crossed the estuary; its unrelated verification value is 138990.
+Archive entry 0220: the ancient compass catalogued the valley; its unrelated verification value is 146909.
+Archive entry 0221: the amber observatory mapped the plateau; its unrelated verification value is 154828.
+Archive entry 0222: the northern heron described the workshop; its unrelated verification value is 162747.
+Archive entry 0223: the small orchard measured the island; its unrelated verification value is 170666.
+Archive entry 0224: the silver meadow visited the gallery; its unrelated verification value is 178585.
+Archive entry 0225: the violet library observed the garden; its unrelated verification value is 186504.
+Archive entry 0226: the distant harbor recorded the courtyard; its unrelated verification value is 194423.
+Archive entry 0227: the quiet lantern crossed the estuary; its unrelated verification value is 202342.
+Archive entry 0228: the ancient compass catalogued the valley; its unrelated verification value is 210261.
+Archive entry 0229: the amber observatory mapped the plateau; its unrelated verification value is 218180.
+Archive entry 0230: the northern heron described the workshop; its unrelated verification value is 226099.
+Archive entry 0231: the small orchard measured the island; its unrelated verification value is 234018.
+Archive entry 0232: the silver meadow visited the gallery; its unrelated verification value is 241937.
+Archive entry 0233: the violet library observed the garden; its unrelated verification value is 249856.
+Archive entry 0234: the distant harbor recorded the courtyard; its unrelated verification value is 257775.
+Archive entry 0235: the quiet lantern crossed the estuary; its unrelated verification value is 265694.
+Archive entry 0236: the ancient compass catalogued the valley; its unrelated verification value is 273613.
+Archive entry 0237: the amber observatory mapped the plateau; its unrelated verification value is 281532.
+Archive entry 0238: the northern heron described the workshop; its unrelated verification value is 289451.
+Archive entry 0239: the small orchard measured the island; its unrelated verification value is 297370.
+Archive entry 0240: the silver meadow visited the gallery; its unrelated verification value is 305289.
+Archive entry 0241: the violet library observed the garden; its unrelated verification value is 313208.
+Archive entry 0242: the distant harbor recorded the courtyard; its unrelated verification value is 321127.
+Archive entry 0243: the quiet lantern crossed the estuary; its unrelated verification value is 329046.
+Archive entry 0244: the ancient compass catalogued the valley; its unrelated verification value is 336965.
+Archive entry 0245: the amber observatory mapped the plateau; its unrelated verification value is 344884.
+Archive entry 0246: the northern heron described the workshop; its unrelated verification value is 352803.
+Archive entry 0247: the small orchard measured the island; its unrelated verification value is 360722.
+Archive entry 0248: the silver meadow visited the gallery; its unrelated verification value is 368641.
+Archive entry 0249: the violet library observed the garden; its unrelated verification value is 376560.
+Archive entry 0250: the distant harbor recorded the courtyard; its unrelated verification value is 384479.
+Archive entry 0251: the quiet lantern crossed the estuary; its unrelated verification value is 392398.
+Archive entry 0252: the ancient compass catalogued the valley; its unrelated verification value is 400317.
+Archive entry 0253: the amber observatory mapped the plateau; its unrelated verification value is 408236.
+Archive entry 0254: the northern heron described the workshop; its unrelated verification value is 416155.
+Archive entry 0255: the small orchard measured the island; its unrelated verification value is 424074.
+Archive entry 0256: the silver meadow visited the gallery; its unrelated verification value is 431993.
+Archive entry 0257: the violet library observed the garden; its unrelated verification value is 439912.
+Archive entry 0258: the distant harbor recorded the courtyard; its unrelated verification value is 447831.
+Archive entry 0259: the quiet lantern crossed the estuary; its unrelated verification value is 455750.
+Archive entry 0260: the ancient compass catalogued the valley; its unrelated verification value is 463669.
+Archive entry 0261: the amber observatory mapped the plateau; its unrelated verification value is 471588.
+Archive entry 0262: the northern heron described the workshop; its unrelated verification value is 479507.
+Archive entry 0263: the small orchard measured the island; its unrelated verification value is 487426.
+Archive entry 0264: the silver meadow visited the gallery; its unrelated verification value is 495345.
+Archive entry 0265: the violet library observed the garden; its unrelated verification value is 503264.
+Archive entry 0266: the distant harbor recorded the courtyard; its unrelated verification value is 511183.
+Archive entry 0267: the quiet lantern crossed the estuary; its unrelated verification value is 519102.
+Archive entry 0268: the ancient compass catalogued the valley; its unrelated verification value is 527021.
+Archive entry 0269: the amber observatory mapped the plateau; its unrelated verification value is 534940.
+Archive entry 0270: the northern heron described the workshop; its unrelated verification value is 542859.
+Archive entry 0271: the small orchard measured the island; its unrelated verification value is 550778.
+Archive entry 0272: the silver meadow visited the gallery; its unrelated verification value is 558697.
+Archive entry 0273: the violet library observed the garden; its unrelated verification value is 566616.
+Archive entry 0274: the distant harbor recorded the courtyard; its unrelated verification value is 574535.
+Archive entry 0275: the quiet lantern crossed the estuary; its unrelated verification value is 582454.
+Archive entry 0276: the ancient compass catalogued the valley; its unrelated verification value is 590373.
+Archive entry 0277: the amber observatory mapped the plateau; its unrelated verification value is 598292.
+Archive entry 0278: the northern heron described the workshop; its unrelated verification value is 606211.
+Archive entry 0279: the small orchard measured the island; its unrelated verification value is 614130.
+Archive entry 0280: the silver meadow visited the gallery; its unrelated verification value is 622049.
+Archive entry 0281: the violet library observed the garden; its unrelated verification value is 629968.
+Archive entry 0282: the distant harbor recorded the courtyard; its unrelated verification value is 637887.
+Archive entry 0283: the quiet lantern crossed the estuary; its unrelated verification value is 645806.
+Archive entry 0284: the ancient compass catalogued the valley; its unrelated verification value is 653725.
+Archive entry 0285: the amber observatory mapped the plateau; its unrelated verification value is 661644.
+Archive entry 0286: the northern heron described the workshop; its unrelated verification value is 669563.
+Archive entry 0287: the small orchard measured the island; its unrelated verification value is 677482.
+Archive entry 0288: the silver meadow visited the gallery; its unrelated verification value is 685401.
+Archive entry 0289: the violet library observed the garden; its unrelated verification value is 693320.
+Archive entry 0290: the distant harbor recorded the courtyard; its unrelated verification value is 701239.
+Archive entry 0291: the quiet lantern crossed the estuary; its unrelated verification value is 709158.
+Archive entry 0292: the ancient compass catalogued the valley; its unrelated verification value is 717077.
+Archive entry 0293: the amber observatory mapped the plateau; its unrelated verification value is 724996.
+Archive entry 0294: the northern heron described the workshop; its unrelated verification value is 732915.
+Archive entry 0295: the small orchard measured the island; its unrelated verification value is 740834.
+Archive entry 0296: the silver meadow visited the gallery; its unrelated verification value is 748753.
+Archive entry 0297: the violet library observed the garden; its unrelated verification value is 756672.
+Archive entry 0298: the distant harbor recorded the courtyard; its unrelated verification value is 764591.
+Archive entry 0299: the quiet lantern crossed the estuary; its unrelated verification value is 772510.
+Archive entry 0300: the ancient compass catalogued the valley; its unrelated verification value is 780429.
+Archive entry 0301: the amber observatory mapped the plateau; its unrelated verification value is 788348.
+Archive entry 0302: the northern heron described the workshop; its unrelated verification value is 796267.
+Archive entry 0303: the small orchard measured the island; its unrelated verification value is 804186.
+Archive entry 0304: the silver meadow visited the gallery; its unrelated verification value is 812105.
+Archive entry 0305: the violet library observed the garden; its unrelated verification value is 820024.
+Archive entry 0306: the distant harbor recorded the courtyard; its unrelated verification value is 827943.
+Archive entry 0307: the quiet lantern crossed the estuary; its unrelated verification value is 835862.
+Archive entry 0308: the ancient compass catalogued the valley; its unrelated verification value is 843781.
+Archive entry 0309: the amber observatory mapped the plateau; its unrelated verification value is 851700.
+Archive entry 0310: the northern heron described the workshop; its unrelated verification value is 859619.
+Archive entry 0311: the small orchard measured the island; its unrelated verification value is 867538.
+Archive entry 0312: the silver meadow visited the gallery; its unrelated verification value is 875457.
+Archive entry 0313: the violet library observed the garden; its unrelated verification value is 883376.
+Archive entry 0314: the distant harbor recorded the courtyard; its unrelated verification value is 891295.
+Archive entry 0315: the quiet lantern crossed the estuary; its unrelated verification value is 899214.
+Archive entry 0316: the ancient compass catalogued the valley; its unrelated verification value is 907133.
+Archive entry 0317: the amber observatory mapped the plateau; its unrelated verification value is 915052.
+Archive entry 0318: the northern heron described the workshop; its unrelated verification value is 922971.
+Archive entry 0319: the small orchard measured the island; its unrelated verification value is 930890.
+Archive entry 0320: the silver meadow visited the gallery; its unrelated verification value is 938809.
+Archive entry 0321: the violet library observed the garden; its unrelated verification value is 946728.
+Archive entry 0322: the distant harbor recorded the courtyard; its unrelated verification value is 954647.
+Archive entry 0323: the quiet lantern crossed the estuary; its unrelated verification value is 962566.
+Archive entry 0324: the ancient compass catalogued the valley; its unrelated verification value is 970485.
+Archive entry 0325: the amber observatory mapped the plateau; its unrelated verification value is 978404.
+Archive entry 0326: the northern heron described the workshop; its unrelated verification value is 986323.
+Archive entry 0327: the small orchard measured the island; its unrelated verification value is 994242.
+Archive entry 0328: the silver meadow visited the gallery; its unrelated verification value is 102161.
+Archive entry 0329: the violet library observed the garden; its unrelated verification value is 110080.
+Archive entry 0330: the distant harbor recorded the courtyard; its unrelated verification value is 117999.
+Archive entry 0331: the quiet lantern crossed the estuary; its unrelated verification value is 125918.
+Archive entry 0332: the ancient compass catalogued the valley; its unrelated verification value is 133837.
+Archive entry 0333: the amber observatory mapped the plateau; its unrelated verification value is 141756.
+Archive entry 0334: the northern heron described the workshop; its unrelated verification value is 149675.
+Archive entry 0335: the small orchard measured the island; its unrelated verification value is 157594.
+Archive entry 0336: the silver meadow visited the gallery; its unrelated verification value is 165513.
+Archive entry 0337: the violet library observed the garden; its unrelated verification value is 173432.
+Archive entry 0338: the distant harbor recorded the courtyard; its unrelated verification value is 181351.
+Archive entry 0339: the quiet lantern crossed the estuary; its unrelated verification value is 189270.
+Archive entry 0340: the ancient compass catalogued the valley; its unrelated verification value is 197189.
+Archive entry 0341: the amber observatory mapped the plateau; its unrelated verification value is 205108.
+Archive entry 0342: the northern heron described the workshop; its unrelated verification value is 213027.
+Archive entry 0343: the small orchard measured the island; its unrelated verification value is 220946.
+Archive entry 0344: the silver meadow visited the gallery; its unrelated verification value is 228865.
+Archive entry 0345: the violet library observed the garden; its unrelated verification value is 236784.
+Archive entry 0346: the distant harbor recorded the courtyard; its unrelated verification value is 244703.
+Archive entry 0347: the quiet lantern crossed the estuary; its unrelated verification value is 252622.
+Archive entry 0348: the ancient compass catalogued the valley; its unrelated verification value is 260541.
+Archive entry 0349: the amber observatory mapped the plateau; its unrelated verification value is 268460.
+Archive entry 0350: the northern heron described the workshop; its unrelated verification value is 276379.
+Archive entry 0351: the small orchard measured the island; its unrelated verification value is 284298.
+Archive entry 0352: the silver meadow visited the gallery; its unrelated verification value is 292217.
+Archive entry 0353: the violet library observed the garden; its unrelated verification value is 300136.
+Archive entry 0354: the distant harbor recorded the courtyard; its unrelated verification value is 308055.
+Archive entry 0355: the quiet lantern crossed the estuary; its unrelated verification value is 315974.
+Archive entry 0356: the ancient compass catalogued the valley; its unrelated verification value is 323893.
+Archive entry 0357: the amber observatory mapped the plateau; its unrelated verification value is 331812.
+Archive entry 0358: the northern heron described the workshop; its unrelated verification value is 339731.
+Archive entry 0359: the small orchard measured the island; its unrelated verification value is 347650.
+Archive entry 0360: the silver meadow visited the gallery; its unrelated verification value is 355569.
+Archive entry 0361: the violet library observed the garden; its unrelated verification value is 363488.
+Archive entry 0362: the distant harbor recorded the courtyard; its unrelated verification value is 371407.
+Archive entry 0363: the quiet lantern crossed the estuary; its unrelated verification value is 379326.
+Archive entry 0364: the ancient compass catalogued the valley; its unrelated verification value is 387245.
+Archive entry 0365: the amber observatory mapped the plateau; its unrelated verification value is 395164.
+Archive entry 0366: the northern heron described the workshop; its unrelated verification value is 403083.
+Archive entry 0367: the small orchard measured the island; its unrelated verification value is 411002.
+Archive entry 0368: the silver meadow visited the gallery; its unrelated verification value is 418921.
+Archive entry 0369: the violet library observed the garden; its unrelated verification value is 426840.
+Archive entry 0370: the distant harbor recorded the courtyard; its unrelated verification value is 434759.
+Archive entry 0371: the quiet lantern crossed the estuary; its unrelated verification value is 442678.
+Archive entry 0372: the ancient compass catalogued the valley; its unrelated verification value is 450597.
+Archive entry 0373: the amber observatory mapped the plateau; its unrelated verification value is 458516.
+Archive entry 0374: the northern heron described the workshop; its unrelated verification value is 466435.
+Archive entry 0375: the small orchard measured the island; its unrelated verification value is 474354.
+Archive entry 0376: the silver meadow visited the gallery; its unrelated verification value is 482273.
+Archive entry 0377: the violet library observed the garden; its unrelated verification value is 490192.
+Archive entry 0378: the distant harbor recorded the courtyard; its unrelated verification value is 498111.
+Archive entry 0379: the quiet lantern crossed the estuary; its unrelated verification value is 506030.
+Archive entry 0380: the ancient compass catalogued the valley; its unrelated verification value is 513949.
+Archive entry 0381: the amber observatory mapped the plateau; its unrelated verification value is 521868.
+Archive entry 0382: the northern heron described the workshop; its unrelated verification value is 529787.
+Archive entry 0383: the small orchard measured the island; its unrelated verification value is 537706.
+Archive entry 0384: the silver meadow visited the gallery; its unrelated verification value is 545625.
+Archive entry 0385: the violet library observed the garden; its unrelated verification value is 553544.
+Archive entry 0386: the distant harbor recorded the courtyard; its unrelated verification value is 561463.
+Archive entry 0387: the quiet lantern crossed the estuary; its unrelated verification value is 569382.
+Archive entry 0388: the ancient compass catalogued the valley; its unrelated verification value is 577301.
+Archive entry 0389: the amber observatory mapped the plateau; its unrelated verification value is 585220.
+Archive entry 0390: the northern heron described the workshop; its unrelated verification value is 593139.
+Archive entry 0391: the small orchard measured the island; its unrelated verification value is 601058.
+Archive entry 0392: the silver meadow visited the gallery; its unrelated verification value is 608977.
+Archive entry 0393: the violet library observed the garden; its unrelated verification value is 616896.
+Archive entry 0394: the distant harbor recorded the courtyard; its unrelated verification value is 624815.
+Archive entry 0395: the quiet lantern crossed the estuary; its unrelated verification value is 632734.
+Archive entry 0396: the ancient compass catalogued the valley; its unrelated verification value is 640653.
+Archive entry 0397: the amber observatory mapped the plateau; its unrelated verification value is 648572.
+Archive entry 0398: the northern heron described the workshop; its unrelated verification value is 656491.
+Archive entry 0399: the small orchard measured the island; its unrelated verification value is 664410.
+Archive entry 0400: the silver meadow visited the gallery; its unrelated verification value is 672329.
+Archive entry 0401: the violet library observed the garden; its unrelated verification value is 680248.
+Archive entry 0402: the distant harbor recorded the courtyard; its unrelated verification value is 688167.
+Archive entry 0403: the quiet lantern crossed the estuary; its unrelated verification value is 696086.
+Archive entry 0404: the ancient compass catalogued the valley; its unrelated verification value is 704005.
+Archive entry 0405: the amber observatory mapped the plateau; its unrelated verification value is 711924.
+Archive entry 0406: the northern heron described the workshop; its unrelated verification value is 719843.
+Archive entry 0407: the small orchard measured the island; its unrelated verification value is 727762.
+Archive entry 0408: the silver meadow visited the gallery; its unrelated verification value is 735681.
+Archive entry 0409: the violet library observed the garden; its unrelated verification value is 743600.
+Archive entry 0410: the distant harbor recorded the courtyard; its unrelated verification value is 751519.
+Archive entry 0411: the quiet lantern crossed the estuary; its unrelated verification value is 759438.
+Archive entry 0412: the ancient compass catalogued the valley; its unrelated verification value is 767357.
+Archive entry 0413: the amber observatory mapped the plateau; its unrelated verification value is 775276.
+Archive entry 0414: the northern heron described the workshop; its unrelated verification value is 783195.
+Archive entry 0415: the small orchard measured the island; its unrelated verification value is 791114.
+Archive entry 0416: the silver meadow visited the gallery; its unrelated verification value is 799033.
+Archive entry 0417: the violet library observed the garden; its unrelated verification value is 806952.
+Archive entry 0418: the distant harbor recorded the courtyard; its unrelated verification value is 814871.
+Archive entry 0419: the quiet lantern crossed the estuary; its unrelated verification value is 822790.
+Archive entry 0420: the ancient compass catalogued the valley; its unrelated verification value is 830709.
+Archive entry 0421: the amber observatory mapped the plateau; its unrelated verification value is 838628.
+Archive entry 0422: the northern heron described the workshop; its unrelated verification value is 846547.
+Archive entry 0423: the small orchard measured the island; its unrelated verification value is 854466.
+Archive entry 0424: the silver meadow visited the gallery; its unrelated verification value is 862385.
+Archive entry 0425: the violet library observed the garden; its unrelated verification value is 870304.
+Archive entry 0426: the distant harbor recorded the courtyard; its unrelated verification value is 878223.
+Archive entry 0427: the quiet lantern crossed the estuary; its unrelated verification value is 886142.
+Archive entry 0428: the ancient compass catalogued the valley; its unrelated verification value is 894061.
+Archive entry 0429: the amber observatory mapped the plateau; its unrelated verification value is 901980.
+Archive entry 0430: the northern heron described the workshop; its unrelated verification value is 909899.
+Archive entry 0431: the small orchard measured the island; its unrelated verification value is 917818.
+Archive entry 0432: the silver meadow visited the gallery; its unrelated verification value is 925737.
+Archive entry 0433: the violet library observed the garden; its unrelated verification value is 933656.
+Archive entry 0434: the distant harbor recorded the courtyard; its unrelated verification value is 941575.
+Archive entry 0435: the quiet lantern crossed the estuary; its unrelated verification value is 949494.
+Archive entry 0436: the ancient compass catalogued the valley; its unrelated verification value is 957413.
+Archive entry 0437: the amber observatory mapped the plateau; its unrelated verification value is 965332.
+Archive entry 0438: the northern heron described the workshop; its unrelated verification value is 973251.
+Archive entry 0439: the small orchard measured the island; its unrelated verification value is 981170.
+Archive entry 0440: the silver meadow visited the gallery; its unrelated verification value is 989089.
+Archive entry 0441: the violet library observed the garden; its unrelated verification value is 997008.
+Archive entry 0442: the distant harbor recorded the courtyard; its unrelated verification value is 104927.
+Archive entry 0443: the quiet lantern crossed the estuary; its unrelated verification value is 112846.
+Archive entry 0444: the ancient compass catalogued the valley; its unrelated verification value is 120765.
+Archive entry 0445: the amber observatory mapped the plateau; its unrelated verification value is 128684.
+Archive entry 0446: the northern heron described the workshop; its unrelated verification value is 136603.
+Archive entry 0447: the small orchard measured the island; its unrelated verification value is 144522.
+Archive entry 0448: the silver meadow visited the gallery; its unrelated verification value is 152441.
+Archive entry 0449: the violet library observed the garden; its unrelated verification value is 160360.
+Archive entry 0450: the distant harbor recorded the courtyard; its unrelated verification value is 168279.
+Archive entry 0451: the quiet lantern crossed the estuary; its unrelated verification value is 176198.
+Archive entry 0452: the ancient compass catalogued the valley; its unrelated verification value is 184117.
+Archive entry 0453: the amber observatory mapped the plateau; its unrelated verification value is 192036.
+Archive entry 0454: the northern heron described the workshop; its unrelated verification value is 199955.
+Archive entry 0455: the small orchard measured the island; its unrelated verification value is 207874.
+Archive entry 0456: the silver meadow visited the gallery; its unrelated verification value is 215793.
+Archive entry 0457: the violet library observed the garden; its unrelated verification value is 223712.
+Archive entry 0458: the distant harbor recorded the courtyard; its unrelated verification value is 231631.
+Archive entry 0459: the quiet lantern crossed the estuary; its unrelated verification value is 239550.
+Archive entry 0460: the ancient compass catalogued the valley; its unrelated verification value is 247469.
+Archive entry 0461: the amber observatory mapped the plateau; its unrelated verification value is 255388.
+Archive entry 0462: the northern heron described the workshop; its unrelated verification value is 263307.
+Archive entry 0463: the small orchard measured the island; its unrelated verification value is 271226.
+Archive entry 0464: the silver meadow visited the gallery; its unrelated verification value is 279145.
+Archive entry 0465: the violet library observed the garden; its unrelated verification value is 287064.
+Archive entry 0466: the distant harbor recorded the courtyard; its unrelated verification value is 294983.
+Archive entry 0467: the quiet lantern crossed the estuary; its unrelated verification value is 302902.
+Archive entry 0468: the ancient compass catalogued the valley; its unrelated verification value is 310821.
+Archive entry 0469: the amber observatory mapped the plateau; its unrelated verification value is 318740.
+Archive entry 0470: the northern heron described the workshop; its unrelated verification value is 326659.
+Archive entry 0471: the small orchard measured the island; its unrelated verification value is 334578.
+Archive entry 0472: the silver meadow visited the gallery; its unrelated verification value is 342497.
+Archive entry 0473: the violet library observed the garden; its unrelated verification value is 350416.
+Archive entry 0474: the distant harbor recorded the courtyard; its unrelated verification value is 358335.
+Archive entry 0475: the quiet lantern crossed the estuary; its unrelated verification value is 366254.
+Archive entry 0476: the ancient compass catalogued the valley; its unrelated verification value is 374173.
+Archive entry 0477: the amber observatory mapped the plateau; its unrelated verification value is 382092.
+Archive entry 0478: the northern heron described the workshop; its unrelated verification value is 390011.
+Archive entry 0479: the small orchard measured the island; its unrelated verification value is 397930.
+Archive entry 0480: the silver meadow visited the gallery; its unrelated verification value is 405849.
+Archive entry 0481: the violet library observed the garden; its unrelated verification value is 413768.
+Archive entry 0482: the distant harbor recorded the courtyard; its unrelated verification value is 421687.
+Archive entry 0483: the quiet lantern crossed the estuary; its unrelated verification value is 429606.
+Archive entry 0484: the ancient compass catalogued the valley; its unrelated verification value is 437525.
+Archive entry 0485: the amber observatory mapped the plateau; its unrelated verification value is 445444.
+Archive entry 0486: the northern heron described the workshop; its unrelated verification value is 453363.
+Archive entry 0487: the small orchard measured the island; its unrelated verification value is 461282.
+Archive entry 0488: the silver meadow visited the gallery; its unrelated verification value is 469201.
+Archive entry 0489: the violet library observed the garden; its unrelated verification value is 477120.
+Archive entry 0490: the distant harbor recorded the courtyard; its unrelated verification value is 485039.
+Archive entry 0491: the quiet lantern crossed the estuary; its unrelated verification value is 492958.
+Archive entry 0492: the ancient compass catalogued the valley; its unrelated verification value is 500877.
+Archive entry 0493: the amber observatory mapped the plateau; its unrelated verification value is 508796.
+Archive entry 0494: the northern heron described the workshop; its unrelated verification value is 516715.
+Archive entry 0495: the small orchard measured the island; its unrelated verification value is 524634.
+Archive entry 0496: the silver meadow visited the gallery; its unrelated verification value is 532553.
+Archive entry 0497: the violet library observed the garden; its unrelated verification value is 540472.
+Archive entry 0498: the distant harbor recorded the courtyard; its unrelated verification value is 548391.
+Archive entry 0499: the quiet lantern crossed the estuary; its unrelated verification value is 556310.
+
+Question: What is the exact passkey from the MEMORY NEEDLE? Reply with only the passkey and no other text.

artifacts/passkey_16k/prompts/depth50.txt

@@ -0,0 +1,504 @@
+Read the following archive carefully. Exactly one line is labelled MEMORY NEEDLE. Remember its passkey and ignore all unrelated verification values.
+
+Archive entry 0001: the violet library observed the garden; its unrelated verification value is 212648.
+Archive entry 0002: the distant harbor recorded the courtyard; its unrelated verification value is 220567.
+Archive entry 0003: the quiet lantern crossed the estuary; its unrelated verification value is 228486.
+Archive entry 0004: the ancient compass catalogued the valley; its unrelated verification value is 236405.
+Archive entry 0005: the amber observatory mapped the plateau; its unrelated verification value is 244324.
+Archive entry 0006: the northern heron described the workshop; its unrelated verification value is 252243.
+Archive entry 0007: the small orchard measured the island; its unrelated verification value is 260162.
+Archive entry 0008: the silver meadow visited the gallery; its unrelated verification value is 268081.
+Archive entry 0009: the violet library observed the garden; its unrelated verification value is 276000.
+Archive entry 0010: the distant harbor recorded the courtyard; its unrelated verification value is 283919.
+Archive entry 0011: the quiet lantern crossed the estuary; its unrelated verification value is 291838.
+Archive entry 0012: the ancient compass catalogued the valley; its unrelated verification value is 299757.
+Archive entry 0013: the amber observatory mapped the plateau; its unrelated verification value is 307676.
+Archive entry 0014: the northern heron described the workshop; its unrelated verification value is 315595.
+Archive entry 0015: the small orchard measured the island; its unrelated verification value is 323514.
+Archive entry 0016: the silver meadow visited the gallery; its unrelated verification value is 331433.
+Archive entry 0017: the violet library observed the garden; its unrelated verification value is 339352.
+Archive entry 0018: the distant harbor recorded the courtyard; its unrelated verification value is 347271.
+Archive entry 0019: the quiet lantern crossed the estuary; its unrelated verification value is 355190.
+Archive entry 0020: the ancient compass catalogued the valley; its unrelated verification value is 363109.
+Archive entry 0021: the amber observatory mapped the plateau; its unrelated verification value is 371028.
+Archive entry 0022: the northern heron described the workshop; its unrelated verification value is 378947.
+Archive entry 0023: the small orchard measured the island; its unrelated verification value is 386866.
+Archive entry 0024: the silver meadow visited the gallery; its unrelated verification value is 394785.
+Archive entry 0025: the violet library observed the garden; its unrelated verification value is 402704.
+Archive entry 0026: the distant harbor recorded the courtyard; its unrelated verification value is 410623.
+Archive entry 0027: the quiet lantern crossed the estuary; its unrelated verification value is 418542.
+Archive entry 0028: the ancient compass catalogued the valley; its unrelated verification value is 426461.
+Archive entry 0029: the amber observatory mapped the plateau; its unrelated verification value is 434380.
+Archive entry 0030: the northern heron described the workshop; its unrelated verification value is 442299.
+Archive entry 0031: the small orchard measured the island; its unrelated verification value is 450218.
+Archive entry 0032: the silver meadow visited the gallery; its unrelated verification value is 458137.
+Archive entry 0033: the violet library observed the garden; its unrelated verification value is 466056.
+Archive entry 0034: the distant harbor recorded the courtyard; its unrelated verification value is 473975.
+Archive entry 0035: the quiet lantern crossed the estuary; its unrelated verification value is 481894.
+Archive entry 0036: the ancient compass catalogued the valley; its unrelated verification value is 489813.
+Archive entry 0037: the amber observatory mapped the plateau; its unrelated verification value is 497732.
+Archive entry 0038: the northern heron described the workshop; its unrelated verification value is 505651.
+Archive entry 0039: the small orchard measured the island; its unrelated verification value is 513570.
+Archive entry 0040: the silver meadow visited the gallery; its unrelated verification value is 521489.
+Archive entry 0041: the violet library observed the garden; its unrelated verification value is 529408.
+Archive entry 0042: the distant harbor recorded the courtyard; its unrelated verification value is 537327.
+Archive entry 0043: the quiet lantern crossed the estuary; its unrelated verification value is 545246.
+Archive entry 0044: the ancient compass catalogued the valley; its unrelated verification value is 553165.
+Archive entry 0045: the amber observatory mapped the plateau; its unrelated verification value is 561084.
+Archive entry 0046: the northern heron described the workshop; its unrelated verification value is 569003.
+Archive entry 0047: the small orchard measured the island; its unrelated verification value is 576922.
+Archive entry 0048: the silver meadow visited the gallery; its unrelated verification value is 584841.
+Archive entry 0049: the violet library observed the garden; its unrelated verification value is 592760.
+Archive entry 0050: the distant harbor recorded the courtyard; its unrelated verification value is 600679.
+Archive entry 0051: the quiet lantern crossed the estuary; its unrelated verification value is 608598.
+Archive entry 0052: the ancient compass catalogued the valley; its unrelated verification value is 616517.
+Archive entry 0053: the amber observatory mapped the plateau; its unrelated verification value is 624436.
+Archive entry 0054: the northern heron described the workshop; its unrelated verification value is 632355.
+Archive entry 0055: the small orchard measured the island; its unrelated verification value is 640274.
+Archive entry 0056: the silver meadow visited the gallery; its unrelated verification value is 648193.
+Archive entry 0057: the violet library observed the garden; its unrelated verification value is 656112.
+Archive entry 0058: the distant harbor recorded the courtyard; its unrelated verification value is 664031.
+Archive entry 0059: the quiet lantern crossed the estuary; its unrelated verification value is 671950.
+Archive entry 0060: the ancient compass catalogued the valley; its unrelated verification value is 679869.
+Archive entry 0061: the amber observatory mapped the plateau; its unrelated verification value is 687788.
+Archive entry 0062: the northern heron described the workshop; its unrelated verification value is 695707.
+Archive entry 0063: the small orchard measured the island; its unrelated verification value is 703626.
+Archive entry 0064: the silver meadow visited the gallery; its unrelated verification value is 711545.
+Archive entry 0065: the violet library observed the garden; its unrelated verification value is 719464.
+Archive entry 0066: the distant harbor recorded the courtyard; its unrelated verification value is 727383.
+Archive entry 0067: the quiet lantern crossed the estuary; its unrelated verification value is 735302.
+Archive entry 0068: the ancient compass catalogued the valley; its unrelated verification value is 743221.
+Archive entry 0069: the amber observatory mapped the plateau; its unrelated verification value is 751140.
+Archive entry 0070: the northern heron described the workshop; its unrelated verification value is 759059.
+Archive entry 0071: the small orchard measured the island; its unrelated verification value is 766978.
+Archive entry 0072: the silver meadow visited the gallery; its unrelated verification value is 774897.
+Archive entry 0073: the violet library observed the garden; its unrelated verification value is 782816.
+Archive entry 0074: the distant harbor recorded the courtyard; its unrelated verification value is 790735.
+Archive entry 0075: the quiet lantern crossed the estuary; its unrelated verification value is 798654.
+Archive entry 0076: the ancient compass catalogued the valley; its unrelated verification value is 806573.
+Archive entry 0077: the amber observatory mapped the plateau; its unrelated verification value is 814492.
+Archive entry 0078: the northern heron described the workshop; its unrelated verification value is 822411.
+Archive entry 0079: the small orchard measured the island; its unrelated verification value is 830330.
+Archive entry 0080: the silver meadow visited the gallery; its unrelated verification value is 838249.
+Archive entry 0081: the violet library observed the garden; its unrelated verification value is 846168.
+Archive entry 0082: the distant harbor recorded the courtyard; its unrelated verification value is 854087.
+Archive entry 0083: the quiet lantern crossed the estuary; its unrelated verification value is 862006.
+Archive entry 0084: the ancient compass catalogued the valley; its unrelated verification value is 869925.
+Archive entry 0085: the amber observatory mapped the plateau; its unrelated verification value is 877844.
+Archive entry 0086: the northern heron described the workshop; its unrelated verification value is 885763.
+Archive entry 0087: the small orchard measured the island; its unrelated verification value is 893682.
+Archive entry 0088: the silver meadow visited the gallery; its unrelated verification value is 901601.
+Archive entry 0089: the violet library observed the garden; its unrelated verification value is 909520.
+Archive entry 0090: the distant harbor recorded the courtyard; its unrelated verification value is 917439.
+Archive entry 0091: the quiet lantern crossed the estuary; its unrelated verification value is 925358.
+Archive entry 0092: the ancient compass catalogued the valley; its unrelated verification value is 933277.
+Archive entry 0093: the amber observatory mapped the plateau; its unrelated verification value is 941196.
+Archive entry 0094: the northern heron described the workshop; its unrelated verification value is 949115.
+Archive entry 0095: the small orchard measured the island; its unrelated verification value is 957034.
+Archive entry 0096: the silver meadow visited the gallery; its unrelated verification value is 964953.
+Archive entry 0097: the violet library observed the garden; its unrelated verification value is 972872.
+Archive entry 0098: the distant harbor recorded the courtyard; its unrelated verification value is 980791.
+Archive entry 0099: the quiet lantern crossed the estuary; its unrelated verification value is 988710.
+Archive entry 0100: the ancient compass catalogued the valley; its unrelated verification value is 996629.
+Archive entry 0101: the amber observatory mapped the plateau; its unrelated verification value is 104548.
+Archive entry 0102: the northern heron described the workshop; its unrelated verification value is 112467.
+Archive entry 0103: the small orchard measured the island; its unrelated verification value is 120386.
+Archive entry 0104: the silver meadow visited the gallery; its unrelated verification value is 128305.
+Archive entry 0105: the violet library observed the garden; its unrelated verification value is 136224.
+Archive entry 0106: the distant harbor recorded the courtyard; its unrelated verification value is 144143.
+Archive entry 0107: the quiet lantern crossed the estuary; its unrelated verification value is 152062.
+Archive entry 0108: the ancient compass catalogued the valley; its unrelated verification value is 159981.
+Archive entry 0109: the amber observatory mapped the plateau; its unrelated verification value is 167900.
+Archive entry 0110: the northern heron described the workshop; its unrelated verification value is 175819.
+Archive entry 0111: the small orchard measured the island; its unrelated verification value is 183738.
+Archive entry 0112: the silver meadow visited the gallery; its unrelated verification value is 191657.
+Archive entry 0113: the violet library observed the garden; its unrelated verification value is 199576.
+Archive entry 0114: the distant harbor recorded the courtyard; its unrelated verification value is 207495.
+Archive entry 0115: the quiet lantern crossed the estuary; its unrelated verification value is 215414.
+Archive entry 0116: the ancient compass catalogued the valley; its unrelated verification value is 223333.
+Archive entry 0117: the amber observatory mapped the plateau; its unrelated verification value is 231252.
+Archive entry 0118: the northern heron described the workshop; its unrelated verification value is 239171.
+Archive entry 0119: the small orchard measured the island; its unrelated verification value is 247090.
+Archive entry 0120: the silver meadow visited the gallery; its unrelated verification value is 255009.
+Archive entry 0121: the violet library observed the garden; its unrelated verification value is 262928.
+Archive entry 0122: the distant harbor recorded the courtyard; its unrelated verification value is 270847.
+Archive entry 0123: the quiet lantern crossed the estuary; its unrelated verification value is 278766.
+Archive entry 0124: the ancient compass catalogued the valley; its unrelated verification value is 286685.
+Archive entry 0125: the amber observatory mapped the plateau; its unrelated verification value is 294604.
+Archive entry 0126: the northern heron described the workshop; its unrelated verification value is 302523.
+Archive entry 0127: the small orchard measured the island; its unrelated verification value is 310442.
+Archive entry 0128: the silver meadow visited the gallery; its unrelated verification value is 318361.
+Archive entry 0129: the violet library observed the garden; its unrelated verification value is 326280.
+Archive entry 0130: the distant harbor recorded the courtyard; its unrelated verification value is 334199.
+Archive entry 0131: the quiet lantern crossed the estuary; its unrelated verification value is 342118.
+Archive entry 0132: the ancient compass catalogued the valley; its unrelated verification value is 350037.
+Archive entry 0133: the amber observatory mapped the plateau; its unrelated verification value is 357956.
+Archive entry 0134: the northern heron described the workshop; its unrelated verification value is 365875.
+Archive entry 0135: the small orchard measured the island; its unrelated verification value is 373794.
+Archive entry 0136: the silver meadow visited the gallery; its unrelated verification value is 381713.
+Archive entry 0137: the violet library observed the garden; its unrelated verification value is 389632.
+Archive entry 0138: the distant harbor recorded the courtyard; its unrelated verification value is 397551.
+Archive entry 0139: the quiet lantern crossed the estuary; its unrelated verification value is 405470.
+Archive entry 0140: the ancient compass catalogued the valley; its unrelated verification value is 413389.
+Archive entry 0141: the amber observatory mapped the plateau; its unrelated verification value is 421308.
+Archive entry 0142: the northern heron described the workshop; its unrelated verification value is 429227.
+Archive entry 0143: the small orchard measured the island; its unrelated verification value is 437146.
+Archive entry 0144: the silver meadow visited the gallery; its unrelated verification value is 445065.
+Archive entry 0145: the violet library observed the garden; its unrelated verification value is 452984.
+Archive entry 0146: the distant harbor recorded the courtyard; its unrelated verification value is 460903.
+Archive entry 0147: the quiet lantern crossed the estuary; its unrelated verification value is 468822.
+Archive entry 0148: the ancient compass catalogued the valley; its unrelated verification value is 476741.
+Archive entry 0149: the amber observatory mapped the plateau; its unrelated verification value is 484660.
+Archive entry 0150: the northern heron described the workshop; its unrelated verification value is 492579.
+Archive entry 0151: the small orchard measured the island; its unrelated verification value is 500498.
+Archive entry 0152: the silver meadow visited the gallery; its unrelated verification value is 508417.
+Archive entry 0153: the violet library observed the garden; its unrelated verification value is 516336.
+Archive entry 0154: the distant harbor recorded the courtyard; its unrelated verification value is 524255.
+Archive entry 0155: the quiet lantern crossed the estuary; its unrelated verification value is 532174.
+Archive entry 0156: the ancient compass catalogued the valley; its unrelated verification value is 540093.
+Archive entry 0157: the amber observatory mapped the plateau; its unrelated verification value is 548012.
+Archive entry 0158: the northern heron described the workshop; its unrelated verification value is 555931.
+Archive entry 0159: the small orchard measured the island; its unrelated verification value is 563850.
+Archive entry 0160: the silver meadow visited the gallery; its unrelated verification value is 571769.
+Archive entry 0161: the violet library observed the garden; its unrelated verification value is 579688.
+Archive entry 0162: the distant harbor recorded the courtyard; its unrelated verification value is 587607.
+Archive entry 0163: the quiet lantern crossed the estuary; its unrelated verification value is 595526.
+Archive entry 0164: the ancient compass catalogued the valley; its unrelated verification value is 603445.
+Archive entry 0165: the amber observatory mapped the plateau; its unrelated verification value is 611364.
+Archive entry 0166: the northern heron described the workshop; its unrelated verification value is 619283.
+Archive entry 0167: the small orchard measured the island; its unrelated verification value is 627202.
+Archive entry 0168: the silver meadow visited the gallery; its unrelated verification value is 635121.
+Archive entry 0169: the violet library observed the garden; its unrelated verification value is 643040.
+Archive entry 0170: the distant harbor recorded the courtyard; its unrelated verification value is 650959.
+Archive entry 0171: the quiet lantern crossed the estuary; its unrelated verification value is 658878.
+Archive entry 0172: the ancient compass catalogued the valley; its unrelated verification value is 666797.
+Archive entry 0173: the amber observatory mapped the plateau; its unrelated verification value is 674716.
+Archive entry 0174: the northern heron described the workshop; its unrelated verification value is 682635.
+Archive entry 0175: the small orchard measured the island; its unrelated verification value is 690554.
+Archive entry 0176: the silver meadow visited the gallery; its unrelated verification value is 698473.
+Archive entry 0177: the violet library observed the garden; its unrelated verification value is 706392.
+Archive entry 0178: the distant harbor recorded the courtyard; its unrelated verification value is 714311.
+Archive entry 0179: the quiet lantern crossed the estuary; its unrelated verification value is 722230.
+Archive entry 0180: the ancient compass catalogued the valley; its unrelated verification value is 730149.
+Archive entry 0181: the amber observatory mapped the plateau; its unrelated verification value is 738068.
+Archive entry 0182: the northern heron described the workshop; its unrelated verification value is 745987.
+Archive entry 0183: the small orchard measured the island; its unrelated verification value is 753906.
+Archive entry 0184: the silver meadow visited the gallery; its unrelated verification value is 761825.
+Archive entry 0185: the violet library observed the garden; its unrelated verification value is 769744.
+Archive entry 0186: the distant harbor recorded the courtyard; its unrelated verification value is 777663.
+Archive entry 0187: the quiet lantern crossed the estuary; its unrelated verification value is 785582.
+Archive entry 0188: the ancient compass catalogued the valley; its unrelated verification value is 793501.
+Archive entry 0189: the amber observatory mapped the plateau; its unrelated verification value is 801420.
+Archive entry 0190: the northern heron described the workshop; its unrelated verification value is 809339.
+Archive entry 0191: the small orchard measured the island; its unrelated verification value is 817258.
+Archive entry 0192: the silver meadow visited the gallery; its unrelated verification value is 825177.
+Archive entry 0193: the violet library observed the garden; its unrelated verification value is 833096.
+Archive entry 0194: the distant harbor recorded the courtyard; its unrelated verification value is 841015.
+Archive entry 0195: the quiet lantern crossed the estuary; its unrelated verification value is 848934.
+Archive entry 0196: the ancient compass catalogued the valley; its unrelated verification value is 856853.
+Archive entry 0197: the amber observatory mapped the plateau; its unrelated verification value is 864772.
+Archive entry 0198: the northern heron described the workshop; its unrelated verification value is 872691.
+Archive entry 0199: the small orchard measured the island; its unrelated verification value is 880610.
+Archive entry 0200: the silver meadow visited the gallery; its unrelated verification value is 888529.
+Archive entry 0201: the violet library observed the garden; its unrelated verification value is 896448.
+Archive entry 0202: the distant harbor recorded the courtyard; its unrelated verification value is 904367.
+Archive entry 0203: the quiet lantern crossed the estuary; its unrelated verification value is 912286.
+Archive entry 0204: the ancient compass catalogued the valley; its unrelated verification value is 920205.
+Archive entry 0205: the amber observatory mapped the plateau; its unrelated verification value is 928124.
+Archive entry 0206: the northern heron described the workshop; its unrelated verification value is 936043.
+Archive entry 0207: the small orchard measured the island; its unrelated verification value is 943962.
+Archive entry 0208: the silver meadow visited the gallery; its unrelated verification value is 951881.
+Archive entry 0209: the violet library observed the garden; its unrelated verification value is 959800.
+Archive entry 0210: the distant harbor recorded the courtyard; its unrelated verification value is 967719.
+Archive entry 0211: the quiet lantern crossed the estuary; its unrelated verification value is 975638.
+Archive entry 0212: the ancient compass catalogued the valley; its unrelated verification value is 983557.
+Archive entry 0213: the amber observatory mapped the plateau; its unrelated verification value is 991476.
+Archive entry 0214: the northern heron described the workshop; its unrelated verification value is 999395.
+Archive entry 0215: the small orchard measured the island; its unrelated verification value is 107314.
+Archive entry 0216: the silver meadow visited the gallery; its unrelated verification value is 115233.
+Archive entry 0217: the violet library observed the garden; its unrelated verification value is 123152.
+Archive entry 0218: the distant harbor recorded the courtyard; its unrelated verification value is 131071.
+Archive entry 0219: the quiet lantern crossed the estuary; its unrelated verification value is 138990.
+Archive entry 0220: the ancient compass catalogued the valley; its unrelated verification value is 146909.
+Archive entry 0221: the amber observatory mapped the plateau; its unrelated verification value is 154828.
+Archive entry 0222: the northern heron described the workshop; its unrelated verification value is 162747.
+Archive entry 0223: the small orchard measured the island; its unrelated verification value is 170666.
+Archive entry 0224: the silver meadow visited the gallery; its unrelated verification value is 178585.
+Archive entry 0225: the violet library observed the garden; its unrelated verification value is 186504.
+Archive entry 0226: the distant harbor recorded the courtyard; its unrelated verification value is 194423.
+Archive entry 0227: the quiet lantern crossed the estuary; its unrelated verification value is 202342.
+Archive entry 0228: the ancient compass catalogued the valley; its unrelated verification value is 210261.
+Archive entry 0229: the amber observatory mapped the plateau; its unrelated verification value is 218180.
+Archive entry 0230: the northern heron described the workshop; its unrelated verification value is 226099.
+Archive entry 0231: the small orchard measured the island; its unrelated verification value is 234018.
+Archive entry 0232: the silver meadow visited the gallery; its unrelated verification value is 241937.
+Archive entry 0233: the violet library observed the garden; its unrelated verification value is 249856.
+Archive entry 0234: the distant harbor recorded the courtyard; its unrelated verification value is 257775.
+Archive entry 0235: the quiet lantern crossed the estuary; its unrelated verification value is 265694.
+Archive entry 0236: the ancient compass catalogued the valley; its unrelated verification value is 273613.
+Archive entry 0237: the amber observatory mapped the plateau; its unrelated verification value is 281532.
+Archive entry 0238: the northern heron described the workshop; its unrelated verification value is 289451.
+Archive entry 0239: the small orchard measured the island; its unrelated verification value is 297370.
+Archive entry 0240: the silver meadow visited the gallery; its unrelated verification value is 305289.
+Archive entry 0241: the violet library observed the garden; its unrelated verification value is 313208.
+Archive entry 0242: the distant harbor recorded the courtyard; its unrelated verification value is 321127.
+Archive entry 0243: the quiet lantern crossed the estuary; its unrelated verification value is 329046.
+Archive entry 0244: the ancient compass catalogued the valley; its unrelated verification value is 336965.
+Archive entry 0245: the amber observatory mapped the plateau; its unrelated verification value is 344884.
+Archive entry 0246: the northern heron described the workshop; its unrelated verification value is 352803.
+Archive entry 0247: the small orchard measured the island; its unrelated verification value is 360722.
+Archive entry 0248: the silver meadow visited the gallery; its unrelated verification value is 368641.
+Archive entry 0249: the violet library observed the garden; its unrelated verification value is 376560.
+MEMORY NEEDLE: The exact passkey is S25X-M4Q8-2718. Remember it exactly.
+Archive entry 0250: the distant harbor recorded the courtyard; its unrelated verification value is 384479.
+Archive entry 0251: the quiet lantern crossed the estuary; its unrelated verification value is 392398.
+Archive entry 0252: the ancient compass catalogued the valley; its unrelated verification value is 400317.
+Archive entry 0253: the amber observatory mapped the plateau; its unrelated verification value is 408236.
+Archive entry 0254: the northern heron described the workshop; its unrelated verification value is 416155.
+Archive entry 0255: the small orchard measured the island; its unrelated verification value is 424074.
+Archive entry 0256: the silver meadow visited the gallery; its unrelated verification value is 431993.
+Archive entry 0257: the violet library observed the garden; its unrelated verification value is 439912.
+Archive entry 0258: the distant harbor recorded the courtyard; its unrelated verification value is 447831.
+Archive entry 0259: the quiet lantern crossed the estuary; its unrelated verification value is 455750.
+Archive entry 0260: the ancient compass catalogued the valley; its unrelated verification value is 463669.
+Archive entry 0261: the amber observatory mapped the plateau; its unrelated verification value is 471588.
+Archive entry 0262: the northern heron described the workshop; its unrelated verification value is 479507.
+Archive entry 0263: the small orchard measured the island; its unrelated verification value is 487426.
+Archive entry 0264: the silver meadow visited the gallery; its unrelated verification value is 495345.
+Archive entry 0265: the violet library observed the garden; its unrelated verification value is 503264.
+Archive entry 0266: the distant harbor recorded the courtyard; its unrelated verification value is 511183.
+Archive entry 0267: the quiet lantern crossed the estuary; its unrelated verification value is 519102.
+Archive entry 0268: the ancient compass catalogued the valley; its unrelated verification value is 527021.
+Archive entry 0269: the amber observatory mapped the plateau; its unrelated verification value is 534940.
+Archive entry 0270: the northern heron described the workshop; its unrelated verification value is 542859.
+Archive entry 0271: the small orchard measured the island; its unrelated verification value is 550778.
+Archive entry 0272: the silver meadow visited the gallery; its unrelated verification value is 558697.
+Archive entry 0273: the violet library observed the garden; its unrelated verification value is 566616.
+Archive entry 0274: the distant harbor recorded the courtyard; its unrelated verification value is 574535.
+Archive entry 0275: the quiet lantern crossed the estuary; its unrelated verification value is 582454.
+Archive entry 0276: the ancient compass catalogued the valley; its unrelated verification value is 590373.
+Archive entry 0277: the amber observatory mapped the plateau; its unrelated verification value is 598292.
+Archive entry 0278: the northern heron described the workshop; its unrelated verification value is 606211.
+Archive entry 0279: the small orchard measured the island; its unrelated verification value is 614130.
+Archive entry 0280: the silver meadow visited the gallery; its unrelated verification value is 622049.
+Archive entry 0281: the violet library observed the garden; its unrelated verification value is 629968.
+Archive entry 0282: the distant harbor recorded the courtyard; its unrelated verification value is 637887.
+Archive entry 0283: the quiet lantern crossed the estuary; its unrelated verification value is 645806.
+Archive entry 0284: the ancient compass catalogued the valley; its unrelated verification value is 653725.
+Archive entry 0285: the amber observatory mapped the plateau; its unrelated verification value is 661644.
+Archive entry 0286: the northern heron described the workshop; its unrelated verification value is 669563.
+Archive entry 0287: the small orchard measured the island; its unrelated verification value is 677482.
+Archive entry 0288: the silver meadow visited the gallery; its unrelated verification value is 685401.
+Archive entry 0289: the violet library observed the garden; its unrelated verification value is 693320.
+Archive entry 0290: the distant harbor recorded the courtyard; its unrelated verification value is 701239.
+Archive entry 0291: the quiet lantern crossed the estuary; its unrelated verification value is 709158.
+Archive entry 0292: the ancient compass catalogued the valley; its unrelated verification value is 717077.
+Archive entry 0293: the amber observatory mapped the plateau; its unrelated verification value is 724996.
+Archive entry 0294: the northern heron described the workshop; its unrelated verification value is 732915.
+Archive entry 0295: the small orchard measured the island; its unrelated verification value is 740834.
+Archive entry 0296: the silver meadow visited the gallery; its unrelated verification value is 748753.
+Archive entry 0297: the violet library observed the garden; its unrelated verification value is 756672.
+Archive entry 0298: the distant harbor recorded the courtyard; its unrelated verification value is 764591.
+Archive entry 0299: the quiet lantern crossed the estuary; its unrelated verification value is 772510.
+Archive entry 0300: the ancient compass catalogued the valley; its unrelated verification value is 780429.
+Archive entry 0301: the amber observatory mapped the plateau; its unrelated verification value is 788348.
+Archive entry 0302: the northern heron described the workshop; its unrelated verification value is 796267.
+Archive entry 0303: the small orchard measured the island; its unrelated verification value is 804186.
+Archive entry 0304: the silver meadow visited the gallery; its unrelated verification value is 812105.
+Archive entry 0305: the violet library observed the garden; its unrelated verification value is 820024.
+Archive entry 0306: the distant harbor recorded the courtyard; its unrelated verification value is 827943.
+Archive entry 0307: the quiet lantern crossed the estuary; its unrelated verification value is 835862.
+Archive entry 0308: the ancient compass catalogued the valley; its unrelated verification value is 843781.
+Archive entry 0309: the amber observatory mapped the plateau; its unrelated verification value is 851700.
+Archive entry 0310: the northern heron described the workshop; its unrelated verification value is 859619.
+Archive entry 0311: the small orchard measured the island; its unrelated verification value is 867538.
+Archive entry 0312: the silver meadow visited the gallery; its unrelated verification value is 875457.
+Archive entry 0313: the violet library observed the garden; its unrelated verification value is 883376.
+Archive entry 0314: the distant harbor recorded the courtyard; its unrelated verification value is 891295.
+Archive entry 0315: the quiet lantern crossed the estuary; its unrelated verification value is 899214.
+Archive entry 0316: the ancient compass catalogued the valley; its unrelated verification value is 907133.
+Archive entry 0317: the amber observatory mapped the plateau; its unrelated verification value is 915052.
+Archive entry 0318: the northern heron described the workshop; its unrelated verification value is 922971.
+Archive entry 0319: the small orchard measured the island; its unrelated verification value is 930890.
+Archive entry 0320: the silver meadow visited the gallery; its unrelated verification value is 938809.
+Archive entry 0321: the violet library observed the garden; its unrelated verification value is 946728.
+Archive entry 0322: the distant harbor recorded the courtyard; its unrelated verification value is 954647.
+Archive entry 0323: the quiet lantern crossed the estuary; its unrelated verification value is 962566.
+Archive entry 0324: the ancient compass catalogued the valley; its unrelated verification value is 970485.
+Archive entry 0325: the amber observatory mapped the plateau; its unrelated verification value is 978404.
+Archive entry 0326: the northern heron described the workshop; its unrelated verification value is 986323.
+Archive entry 0327: the small orchard measured the island; its unrelated verification value is 994242.
+Archive entry 0328: the silver meadow visited the gallery; its unrelated verification value is 102161.
+Archive entry 0329: the violet library observed the garden; its unrelated verification value is 110080.
+Archive entry 0330: the distant harbor recorded the courtyard; its unrelated verification value is 117999.
+Archive entry 0331: the quiet lantern crossed the estuary; its unrelated verification value is 125918.
+Archive entry 0332: the ancient compass catalogued the valley; its unrelated verification value is 133837.
+Archive entry 0333: the amber observatory mapped the plateau; its unrelated verification value is 141756.
+Archive entry 0334: the northern heron described the workshop; its unrelated verification value is 149675.
+Archive entry 0335: the small orchard measured the island; its unrelated verification value is 157594.
+Archive entry 0336: the silver meadow visited the gallery; its unrelated verification value is 165513.
+Archive entry 0337: the violet library observed the garden; its unrelated verification value is 173432.
+Archive entry 0338: the distant harbor recorded the courtyard; its unrelated verification value is 181351.
+Archive entry 0339: the quiet lantern crossed the estuary; its unrelated verification value is 189270.
+Archive entry 0340: the ancient compass catalogued the valley; its unrelated verification value is 197189.
+Archive entry 0341: the amber observatory mapped the plateau; its unrelated verification value is 205108.
+Archive entry 0342: the northern heron described the workshop; its unrelated verification value is 213027.
+Archive entry 0343: the small orchard measured the island; its unrelated verification value is 220946.
+Archive entry 0344: the silver meadow visited the gallery; its unrelated verification value is 228865.
+Archive entry 0345: the violet library observed the garden; its unrelated verification value is 236784.
+Archive entry 0346: the distant harbor recorded the courtyard; its unrelated verification value is 244703.
+Archive entry 0347: the quiet lantern crossed the estuary; its unrelated verification value is 252622.
+Archive entry 0348: the ancient compass catalogued the valley; its unrelated verification value is 260541.
+Archive entry 0349: the amber observatory mapped the plateau; its unrelated verification value is 268460.
+Archive entry 0350: the northern heron described the workshop; its unrelated verification value is 276379.
+Archive entry 0351: the small orchard measured the island; its unrelated verification value is 284298.
+Archive entry 0352: the silver meadow visited the gallery; its unrelated verification value is 292217.
+Archive entry 0353: the violet library observed the garden; its unrelated verification value is 300136.
+Archive entry 0354: the distant harbor recorded the courtyard; its unrelated verification value is 308055.
+Archive entry 0355: the quiet lantern crossed the estuary; its unrelated verification value is 315974.
+Archive entry 0356: the ancient compass catalogued the valley; its unrelated verification value is 323893.
+Archive entry 0357: the amber observatory mapped the plateau; its unrelated verification value is 331812.
+Archive entry 0358: the northern heron described the workshop; its unrelated verification value is 339731.
+Archive entry 0359: the small orchard measured the island; its unrelated verification value is 347650.
+Archive entry 0360: the silver meadow visited the gallery; its unrelated verification value is 355569.
+Archive entry 0361: the violet library observed the garden; its unrelated verification value is 363488.
+Archive entry 0362: the distant harbor recorded the courtyard; its unrelated verification value is 371407.
+Archive entry 0363: the quiet lantern crossed the estuary; its unrelated verification value is 379326.
+Archive entry 0364: the ancient compass catalogued the valley; its unrelated verification value is 387245.
+Archive entry 0365: the amber observatory mapped the plateau; its unrelated verification value is 395164.
+Archive entry 0366: the northern heron described the workshop; its unrelated verification value is 403083.
+Archive entry 0367: the small orchard measured the island; its unrelated verification value is 411002.
+Archive entry 0368: the silver meadow visited the gallery; its unrelated verification value is 418921.
+Archive entry 0369: the violet library observed the garden; its unrelated verification value is 426840.
+Archive entry 0370: the distant harbor recorded the courtyard; its unrelated verification value is 434759.
+Archive entry 0371: the quiet lantern crossed the estuary; its unrelated verification value is 442678.
+Archive entry 0372: the ancient compass catalogued the valley; its unrelated verification value is 450597.
+Archive entry 0373: the amber observatory mapped the plateau; its unrelated verification value is 458516.
+Archive entry 0374: the northern heron described the workshop; its unrelated verification value is 466435.
+Archive entry 0375: the small orchard measured the island; its unrelated verification value is 474354.
+Archive entry 0376: the silver meadow visited the gallery; its unrelated verification value is 482273.
+Archive entry 0377: the violet library observed the garden; its unrelated verification value is 490192.
+Archive entry 0378: the distant harbor recorded the courtyard; its unrelated verification value is 498111.
+Archive entry 0379: the quiet lantern crossed the estuary; its unrelated verification value is 506030.
+Archive entry 0380: the ancient compass catalogued the valley; its unrelated verification value is 513949.
+Archive entry 0381: the amber observatory mapped the plateau; its unrelated verification value is 521868.
+Archive entry 0382: the northern heron described the workshop; its unrelated verification value is 529787.
+Archive entry 0383: the small orchard measured the island; its unrelated verification value is 537706.
+Archive entry 0384: the silver meadow visited the gallery; its unrelated verification value is 545625.
+Archive entry 0385: the violet library observed the garden; its unrelated verification value is 553544.
+Archive entry 0386: the distant harbor recorded the courtyard; its unrelated verification value is 561463.
+Archive entry 0387: the quiet lantern crossed the estuary; its unrelated verification value is 569382.
+Archive entry 0388: the ancient compass catalogued the valley; its unrelated verification value is 577301.
+Archive entry 0389: the amber observatory mapped the plateau; its unrelated verification value is 585220.
+Archive entry 0390: the northern heron described the workshop; its unrelated verification value is 593139.
+Archive entry 0391: the small orchard measured the island; its unrelated verification value is 601058.
+Archive entry 0392: the silver meadow visited the gallery; its unrelated verification value is 608977.
+Archive entry 0393: the violet library observed the garden; its unrelated verification value is 616896.
+Archive entry 0394: the distant harbor recorded the courtyard; its unrelated verification value is 624815.
+Archive entry 0395: the quiet lantern crossed the estuary; its unrelated verification value is 632734.
+Archive entry 0396: the ancient compass catalogued the valley; its unrelated verification value is 640653.
+Archive entry 0397: the amber observatory mapped the plateau; its unrelated verification value is 648572.
+Archive entry 0398: the northern heron described the workshop; its unrelated verification value is 656491.
+Archive entry 0399: the small orchard measured the island; its unrelated verification value is 664410.
+Archive entry 0400: the silver meadow visited the gallery; its unrelated verification value is 672329.
+Archive entry 0401: the violet library observed the garden; its unrelated verification value is 680248.
+Archive entry 0402: the distant harbor recorded the courtyard; its unrelated verification value is 688167.
+Archive entry 0403: the quiet lantern crossed the estuary; its unrelated verification value is 696086.
+Archive entry 0404: the ancient compass catalogued the valley; its unrelated verification value is 704005.
+Archive entry 0405: the amber observatory mapped the plateau; its unrelated verification value is 711924.
+Archive entry 0406: the northern heron described the workshop; its unrelated verification value is 719843.
+Archive entry 0407: the small orchard measured the island; its unrelated verification value is 727762.
+Archive entry 0408: the silver meadow visited the gallery; its unrelated verification value is 735681.
+Archive entry 0409: the violet library observed the garden; its unrelated verification value is 743600.
+Archive entry 0410: the distant harbor recorded the courtyard; its unrelated verification value is 751519.
+Archive entry 0411: the quiet lantern crossed the estuary; its unrelated verification value is 759438.
+Archive entry 0412: the ancient compass catalogued the valley; its unrelated verification value is 767357.
+Archive entry 0413: the amber observatory mapped the plateau; its unrelated verification value is 775276.
+Archive entry 0414: the northern heron described the workshop; its unrelated verification value is 783195.
+Archive entry 0415: the small orchard measured the island; its unrelated verification value is 791114.
+Archive entry 0416: the silver meadow visited the gallery; its unrelated verification value is 799033.
+Archive entry 0417: the violet library observed the garden; its unrelated verification value is 806952.
+Archive entry 0418: the distant harbor recorded the courtyard; its unrelated verification value is 814871.
+Archive entry 0419: the quiet lantern crossed the estuary; its unrelated verification value is 822790.
+Archive entry 0420: the ancient compass catalogued the valley; its unrelated verification value is 830709.
+Archive entry 0421: the amber observatory mapped the plateau; its unrelated verification value is 838628.
+Archive entry 0422: the northern heron described the workshop; its unrelated verification value is 846547.
+Archive entry 0423: the small orchard measured the island; its unrelated verification value is 854466.
+Archive entry 0424: the silver meadow visited the gallery; its unrelated verification value is 862385.
+Archive entry 0425: the violet library observed the garden; its unrelated verification value is 870304.
+Archive entry 0426: the distant harbor recorded the courtyard; its unrelated verification value is 878223.
+Archive entry 0427: the quiet lantern crossed the estuary; its unrelated verification value is 886142.
+Archive entry 0428: the ancient compass catalogued the valley; its unrelated verification value is 894061.
+Archive entry 0429: the amber observatory mapped the plateau; its unrelated verification value is 901980.
+Archive entry 0430: the northern heron described the workshop; its unrelated verification value is 909899.
+Archive entry 0431: the small orchard measured the island; its unrelated verification value is 917818.
+Archive entry 0432: the silver meadow visited the gallery; its unrelated verification value is 925737.
+Archive entry 0433: the violet library observed the garden; its unrelated verification value is 933656.
+Archive entry 0434: the distant harbor recorded the courtyard; its unrelated verification value is 941575.
+Archive entry 0435: the quiet lantern crossed the estuary; its unrelated verification value is 949494.
+Archive entry 0436: the ancient compass catalogued the valley; its unrelated verification value is 957413.
+Archive entry 0437: the amber observatory mapped the plateau; its unrelated verification value is 965332.
+Archive entry 0438: the northern heron described the workshop; its unrelated verification value is 973251.
+Archive entry 0439: the small orchard measured the island; its unrelated verification value is 981170.
+Archive entry 0440: the silver meadow visited the gallery; its unrelated verification value is 989089.
+Archive entry 0441: the violet library observed the garden; its unrelated verification value is 997008.
+Archive entry 0442: the distant harbor recorded the courtyard; its unrelated verification value is 104927.
+Archive entry 0443: the quiet lantern crossed the estuary; its unrelated verification value is 112846.
+Archive entry 0444: the ancient compass catalogued the valley; its unrelated verification value is 120765.
+Archive entry 0445: the amber observatory mapped the plateau; its unrelated verification value is 128684.
+Archive entry 0446: the northern heron described the workshop; its unrelated verification value is 136603.
+Archive entry 0447: the small orchard measured the island; its unrelated verification value is 144522.
+Archive entry 0448: the silver meadow visited the gallery; its unrelated verification value is 152441.
+Archive entry 0449: the violet library observed the garden; its unrelated verification value is 160360.
+Archive entry 0450: the distant harbor recorded the courtyard; its unrelated verification value is 168279.
+Archive entry 0451: the quiet lantern crossed the estuary; its unrelated verification value is 176198.
+Archive entry 0452: the ancient compass catalogued the valley; its unrelated verification value is 184117.
+Archive entry 0453: the amber observatory mapped the plateau; its unrelated verification value is 192036.
+Archive entry 0454: the northern heron described the workshop; its unrelated verification value is 199955.
+Archive entry 0455: the small orchard measured the island; its unrelated verification value is 207874.
+Archive entry 0456: the silver meadow visited the gallery; its unrelated verification value is 215793.
+Archive entry 0457: the violet library observed the garden; its unrelated verification value is 223712.
+Archive entry 0458: the distant harbor recorded the courtyard; its unrelated verification value is 231631.
+Archive entry 0459: the quiet lantern crossed the estuary; its unrelated verification value is 239550.
+Archive entry 0460: the ancient compass catalogued the valley; its unrelated verification value is 247469.
+Archive entry 0461: the amber observatory mapped the plateau; its unrelated verification value is 255388.
+Archive entry 0462: the northern heron described the workshop; its unrelated verification value is 263307.
+Archive entry 0463: the small orchard measured the island; its unrelated verification value is 271226.
+Archive entry 0464: the silver meadow visited the gallery; its unrelated verification value is 279145.
+Archive entry 0465: the violet library observed the garden; its unrelated verification value is 287064.
+Archive entry 0466: the distant harbor recorded the courtyard; its unrelated verification value is 294983.
+Archive entry 0467: the quiet lantern crossed the estuary; its unrelated verification value is 302902.
+Archive entry 0468: the ancient compass catalogued the valley; its unrelated verification value is 310821.
+Archive entry 0469: the amber observatory mapped the plateau; its unrelated verification value is 318740.
+Archive entry 0470: the northern heron described the workshop; its unrelated verification value is 326659.
+Archive entry 0471: the small orchard measured the island; its unrelated verification value is 334578.
+Archive entry 0472: the silver meadow visited the gallery; its unrelated verification value is 342497.
+Archive entry 0473: the violet library observed the garden; its unrelated verification value is 350416.
+Archive entry 0474: the distant harbor recorded the courtyard; its unrelated verification value is 358335.
+Archive entry 0475: the quiet lantern crossed the estuary; its unrelated verification value is 366254.
+Archive entry 0476: the ancient compass catalogued the valley; its unrelated verification value is 374173.
+Archive entry 0477: the amber observatory mapped the plateau; its unrelated verification value is 382092.
+Archive entry 0478: the northern heron described the workshop; its unrelated verification value is 390011.
+Archive entry 0479: the small orchard measured the island; its unrelated verification value is 397930.
+Archive entry 0480: the silver meadow visited the gallery; its unrelated verification value is 405849.
+Archive entry 0481: the violet library observed the garden; its unrelated verification value is 413768.
+Archive entry 0482: the distant harbor recorded the courtyard; its unrelated verification value is 421687.
+Archive entry 0483: the quiet lantern crossed the estuary; its unrelated verification value is 429606.
+Archive entry 0484: the ancient compass catalogued the valley; its unrelated verification value is 437525.
+Archive entry 0485: the amber observatory mapped the plateau; its unrelated verification value is 445444.
+Archive entry 0486: the northern heron described the workshop; its unrelated verification value is 453363.
+Archive entry 0487: the small orchard measured the island; its unrelated verification value is 461282.
+Archive entry 0488: the silver meadow visited the gallery; its unrelated verification value is 469201.
+Archive entry 0489: the violet library observed the garden; its unrelated verification value is 477120.
+Archive entry 0490: the distant harbor recorded the courtyard; its unrelated verification value is 485039.
+Archive entry 0491: the quiet lantern crossed the estuary; its unrelated verification value is 492958.
+Archive entry 0492: the ancient compass catalogued the valley; its unrelated verification value is 500877.
+Archive entry 0493: the amber observatory mapped the plateau; its unrelated verification value is 508796.
+Archive entry 0494: the northern heron described the workshop; its unrelated verification value is 516715.
+Archive entry 0495: the small orchard measured the island; its unrelated verification value is 524634.
+Archive entry 0496: the silver meadow visited the gallery; its unrelated verification value is 532553.
+Archive entry 0497: the violet library observed the garden; its unrelated verification value is 540472.
+Archive entry 0498: the distant harbor recorded the courtyard; its unrelated verification value is 548391.
+Archive entry 0499: the quiet lantern crossed the estuary; its unrelated verification value is 556310.
+
+Question: What is the exact passkey from the MEMORY NEEDLE? Reply with only the passkey and no other text.

artifacts/passkey_16k/prompts/depth90.txt

@@ -0,0 +1,504 @@
+Read the following archive carefully. Exactly one line is labelled MEMORY NEEDLE. Remember its passkey and ignore all unrelated verification values.
+
+Archive entry 0001: the violet library observed the garden; its unrelated verification value is 212648.
+Archive entry 0002: the distant harbor recorded the courtyard; its unrelated verification value is 220567.
+Archive entry 0003: the quiet lantern crossed the estuary; its unrelated verification value is 228486.
+Archive entry 0004: the ancient compass catalogued the valley; its unrelated verification value is 236405.
+Archive entry 0005: the amber observatory mapped the plateau; its unrelated verification value is 244324.
+Archive entry 0006: the northern heron described the workshop; its unrelated verification value is 252243.
+Archive entry 0007: the small orchard measured the island; its unrelated verification value is 260162.
+Archive entry 0008: the silver meadow visited the gallery; its unrelated verification value is 268081.
+Archive entry 0009: the violet library observed the garden; its unrelated verification value is 276000.
+Archive entry 0010: the distant harbor recorded the courtyard; its unrelated verification value is 283919.
+Archive entry 0011: the quiet lantern crossed the estuary; its unrelated verification value is 291838.
+Archive entry 0012: the ancient compass catalogued the valley; its unrelated verification value is 299757.
+Archive entry 0013: the amber observatory mapped the plateau; its unrelated verification value is 307676.
+Archive entry 0014: the northern heron described the workshop; its unrelated verification value is 315595.
+Archive entry 0015: the small orchard measured the island; its unrelated verification value is 323514.
+Archive entry 0016: the silver meadow visited the gallery; its unrelated verification value is 331433.
+Archive entry 0017: the violet library observed the garden; its unrelated verification value is 339352.
+Archive entry 0018: the distant harbor recorded the courtyard; its unrelated verification value is 347271.
+Archive entry 0019: the quiet lantern crossed the estuary; its unrelated verification value is 355190.
+Archive entry 0020: the ancient compass catalogued the valley; its unrelated verification value is 363109.
+Archive entry 0021: the amber observatory mapped the plateau; its unrelated verification value is 371028.
+Archive entry 0022: the northern heron described the workshop; its unrelated verification value is 378947.
+Archive entry 0023: the small orchard measured the island; its unrelated verification value is 386866.
+Archive entry 0024: the silver meadow visited the gallery; its unrelated verification value is 394785.
+Archive entry 0025: the violet library observed the garden; its unrelated verification value is 402704.
+Archive entry 0026: the distant harbor recorded the courtyard; its unrelated verification value is 410623.
+Archive entry 0027: the quiet lantern crossed the estuary; its unrelated verification value is 418542.
+Archive entry 0028: the ancient compass catalogued the valley; its unrelated verification value is 426461.
+Archive entry 0029: the amber observatory mapped the plateau; its unrelated verification value is 434380.
+Archive entry 0030: the northern heron described the workshop; its unrelated verification value is 442299.
+Archive entry 0031: the small orchard measured the island; its unrelated verification value is 450218.
+Archive entry 0032: the silver meadow visited the gallery; its unrelated verification value is 458137.
+Archive entry 0033: the violet library observed the garden; its unrelated verification value is 466056.
+Archive entry 0034: the distant harbor recorded the courtyard; its unrelated verification value is 473975.
+Archive entry 0035: the quiet lantern crossed the estuary; its unrelated verification value is 481894.
+Archive entry 0036: the ancient compass catalogued the valley; its unrelated verification value is 489813.
+Archive entry 0037: the amber observatory mapped the plateau; its unrelated verification value is 497732.
+Archive entry 0038: the northern heron described the workshop; its unrelated verification value is 505651.
+Archive entry 0039: the small orchard measured the island; its unrelated verification value is 513570.
+Archive entry 0040: the silver meadow visited the gallery; its unrelated verification value is 521489.
+Archive entry 0041: the violet library observed the garden; its unrelated verification value is 529408.
+Archive entry 0042: the distant harbor recorded the courtyard; its unrelated verification value is 537327.
+Archive entry 0043: the quiet lantern crossed the estuary; its unrelated verification value is 545246.
+Archive entry 0044: the ancient compass catalogued the valley; its unrelated verification value is 553165.
+Archive entry 0045: the amber observatory mapped the plateau; its unrelated verification value is 561084.
+Archive entry 0046: the northern heron described the workshop; its unrelated verification value is 569003.
+Archive entry 0047: the small orchard measured the island; its unrelated verification value is 576922.
+Archive entry 0048: the silver meadow visited the gallery; its unrelated verification value is 584841.
+Archive entry 0049: the violet library observed the garden; its unrelated verification value is 592760.
+Archive entry 0050: the distant harbor recorded the courtyard; its unrelated verification value is 600679.
+Archive entry 0051: the quiet lantern crossed the estuary; its unrelated verification value is 608598.
+Archive entry 0052: the ancient compass catalogued the valley; its unrelated verification value is 616517.
+Archive entry 0053: the amber observatory mapped the plateau; its unrelated verification value is 624436.
+Archive entry 0054: the northern heron described the workshop; its unrelated verification value is 632355.
+Archive entry 0055: the small orchard measured the island; its unrelated verification value is 640274.
+Archive entry 0056: the silver meadow visited the gallery; its unrelated verification value is 648193.
+Archive entry 0057: the violet library observed the garden; its unrelated verification value is 656112.
+Archive entry 0058: the distant harbor recorded the courtyard; its unrelated verification value is 664031.
+Archive entry 0059: the quiet lantern crossed the estuary; its unrelated verification value is 671950.
+Archive entry 0060: the ancient compass catalogued the valley; its unrelated verification value is 679869.
+Archive entry 0061: the amber observatory mapped the plateau; its unrelated verification value is 687788.
+Archive entry 0062: the northern heron described the workshop; its unrelated verification value is 695707.
+Archive entry 0063: the small orchard measured the island; its unrelated verification value is 703626.
+Archive entry 0064: the silver meadow visited the gallery; its unrelated verification value is 711545.
+Archive entry 0065: the violet library observed the garden; its unrelated verification value is 719464.
+Archive entry 0066: the distant harbor recorded the courtyard; its unrelated verification value is 727383.
+Archive entry 0067: the quiet lantern crossed the estuary; its unrelated verification value is 735302.
+Archive entry 0068: the ancient compass catalogued the valley; its unrelated verification value is 743221.
+Archive entry 0069: the amber observatory mapped the plateau; its unrelated verification value is 751140.
+Archive entry 0070: the northern heron described the workshop; its unrelated verification value is 759059.
+Archive entry 0071: the small orchard measured the island; its unrelated verification value is 766978.
+Archive entry 0072: the silver meadow visited the gallery; its unrelated verification value is 774897.
+Archive entry 0073: the violet library observed the garden; its unrelated verification value is 782816.
+Archive entry 0074: the distant harbor recorded the courtyard; its unrelated verification value is 790735.
+Archive entry 0075: the quiet lantern crossed the estuary; its unrelated verification value is 798654.
+Archive entry 0076: the ancient compass catalogued the valley; its unrelated verification value is 806573.
+Archive entry 0077: the amber observatory mapped the plateau; its unrelated verification value is 814492.
+Archive entry 0078: the northern heron described the workshop; its unrelated verification value is 822411.
+Archive entry 0079: the small orchard measured the island; its unrelated verification value is 830330.
+Archive entry 0080: the silver meadow visited the gallery; its unrelated verification value is 838249.
+Archive entry 0081: the violet library observed the garden; its unrelated verification value is 846168.
+Archive entry 0082: the distant harbor recorded the courtyard; its unrelated verification value is 854087.
+Archive entry 0083: the quiet lantern crossed the estuary; its unrelated verification value is 862006.
+Archive entry 0084: the ancient compass catalogued the valley; its unrelated verification value is 869925.
+Archive entry 0085: the amber observatory mapped the plateau; its unrelated verification value is 877844.
+Archive entry 0086: the northern heron described the workshop; its unrelated verification value is 885763.
+Archive entry 0087: the small orchard measured the island; its unrelated verification value is 893682.
+Archive entry 0088: the silver meadow visited the gallery; its unrelated verification value is 901601.
+Archive entry 0089: the violet library observed the garden; its unrelated verification value is 909520.
+Archive entry 0090: the distant harbor recorded the courtyard; its unrelated verification value is 917439.
+Archive entry 0091: the quiet lantern crossed the estuary; its unrelated verification value is 925358.
+Archive entry 0092: the ancient compass catalogued the valley; its unrelated verification value is 933277.
+Archive entry 0093: the amber observatory mapped the plateau; its unrelated verification value is 941196.
+Archive entry 0094: the northern heron described the workshop; its unrelated verification value is 949115.
+Archive entry 0095: the small orchard measured the island; its unrelated verification value is 957034.
+Archive entry 0096: the silver meadow visited the gallery; its unrelated verification value is 964953.
+Archive entry 0097: the violet library observed the garden; its unrelated verification value is 972872.
+Archive entry 0098: the distant harbor recorded the courtyard; its unrelated verification value is 980791.
+Archive entry 0099: the quiet lantern crossed the estuary; its unrelated verification value is 988710.
+Archive entry 0100: the ancient compass catalogued the valley; its unrelated verification value is 996629.
+Archive entry 0101: the amber observatory mapped the plateau; its unrelated verification value is 104548.
+Archive entry 0102: the northern heron described the workshop; its unrelated verification value is 112467.
+Archive entry 0103: the small orchard measured the island; its unrelated verification value is 120386.
+Archive entry 0104: the silver meadow visited the gallery; its unrelated verification value is 128305.
+Archive entry 0105: the violet library observed the garden; its unrelated verification value is 136224.
+Archive entry 0106: the distant harbor recorded the courtyard; its unrelated verification value is 144143.
+Archive entry 0107: the quiet lantern crossed the estuary; its unrelated verification value is 152062.
+Archive entry 0108: the ancient compass catalogued the valley; its unrelated verification value is 159981.
+Archive entry 0109: the amber observatory mapped the plateau; its unrelated verification value is 167900.
+Archive entry 0110: the northern heron described the workshop; its unrelated verification value is 175819.
+Archive entry 0111: the small orchard measured the island; its unrelated verification value is 183738.
+Archive entry 0112: the silver meadow visited the gallery; its unrelated verification value is 191657.
+Archive entry 0113: the violet library observed the garden; its unrelated verification value is 199576.
+Archive entry 0114: the distant harbor recorded the courtyard; its unrelated verification value is 207495.
+Archive entry 0115: the quiet lantern crossed the estuary; its unrelated verification value is 215414.
+Archive entry 0116: the ancient compass catalogued the valley; its unrelated verification value is 223333.
+Archive entry 0117: the amber observatory mapped the plateau; its unrelated verification value is 231252.
+Archive entry 0118: the northern heron described the workshop; its unrelated verification value is 239171.
+Archive entry 0119: the small orchard measured the island; its unrelated verification value is 247090.
+Archive entry 0120: the silver meadow visited the gallery; its unrelated verification value is 255009.
+Archive entry 0121: the violet library observed the garden; its unrelated verification value is 262928.
+Archive entry 0122: the distant harbor recorded the courtyard; its unrelated verification value is 270847.
+Archive entry 0123: the quiet lantern crossed the estuary; its unrelated verification value is 278766.
+Archive entry 0124: the ancient compass catalogued the valley; its unrelated verification value is 286685.
+Archive entry 0125: the amber observatory mapped the plateau; its unrelated verification value is 294604.
+Archive entry 0126: the northern heron described the workshop; its unrelated verification value is 302523.
+Archive entry 0127: the small orchard measured the island; its unrelated verification value is 310442.
+Archive entry 0128: the silver meadow visited the gallery; its unrelated verification value is 318361.
+Archive entry 0129: the violet library observed the garden; its unrelated verification value is 326280.
+Archive entry 0130: the distant harbor recorded the courtyard; its unrelated verification value is 334199.
+Archive entry 0131: the quiet lantern crossed the estuary; its unrelated verification value is 342118.
+Archive entry 0132: the ancient compass catalogued the valley; its unrelated verification value is 350037.
+Archive entry 0133: the amber observatory mapped the plateau; its unrelated verification value is 357956.
+Archive entry 0134: the northern heron described the workshop; its unrelated verification value is 365875.
+Archive entry 0135: the small orchard measured the island; its unrelated verification value is 373794.
+Archive entry 0136: the silver meadow visited the gallery; its unrelated verification value is 381713.
+Archive entry 0137: the violet library observed the garden; its unrelated verification value is 389632.
+Archive entry 0138: the distant harbor recorded the courtyard; its unrelated verification value is 397551.
+Archive entry 0139: the quiet lantern crossed the estuary; its unrelated verification value is 405470.
+Archive entry 0140: the ancient compass catalogued the valley; its unrelated verification value is 413389.
+Archive entry 0141: the amber observatory mapped the plateau; its unrelated verification value is 421308.
+Archive entry 0142: the northern heron described the workshop; its unrelated verification value is 429227.
+Archive entry 0143: the small orchard measured the island; its unrelated verification value is 437146.
+Archive entry 0144: the silver meadow visited the gallery; its unrelated verification value is 445065.
+Archive entry 0145: the violet library observed the garden; its unrelated verification value is 452984.
+Archive entry 0146: the distant harbor recorded the courtyard; its unrelated verification value is 460903.
+Archive entry 0147: the quiet lantern crossed the estuary; its unrelated verification value is 468822.
+Archive entry 0148: the ancient compass catalogued the valley; its unrelated verification value is 476741.
+Archive entry 0149: the amber observatory mapped the plateau; its unrelated verification value is 484660.
+Archive entry 0150: the northern heron described the workshop; its unrelated verification value is 492579.
+Archive entry 0151: the small orchard measured the island; its unrelated verification value is 500498.
+Archive entry 0152: the silver meadow visited the gallery; its unrelated verification value is 508417.
+Archive entry 0153: the violet library observed the garden; its unrelated verification value is 516336.
+Archive entry 0154: the distant harbor recorded the courtyard; its unrelated verification value is 524255.
+Archive entry 0155: the quiet lantern crossed the estuary; its unrelated verification value is 532174.
+Archive entry 0156: the ancient compass catalogued the valley; its unrelated verification value is 540093.
+Archive entry 0157: the amber observatory mapped the plateau; its unrelated verification value is 548012.
+Archive entry 0158: the northern heron described the workshop; its unrelated verification value is 555931.
+Archive entry 0159: the small orchard measured the island; its unrelated verification value is 563850.
+Archive entry 0160: the silver meadow visited the gallery; its unrelated verification value is 571769.
+Archive entry 0161: the violet library observed the garden; its unrelated verification value is 579688.
+Archive entry 0162: the distant harbor recorded the courtyard; its unrelated verification value is 587607.
+Archive entry 0163: the quiet lantern crossed the estuary; its unrelated verification value is 595526.
+Archive entry 0164: the ancient compass catalogued the valley; its unrelated verification value is 603445.
+Archive entry 0165: the amber observatory mapped the plateau; its unrelated verification value is 611364.
+Archive entry 0166: the northern heron described the workshop; its unrelated verification value is 619283.
+Archive entry 0167: the small orchard measured the island; its unrelated verification value is 627202.
+Archive entry 0168: the silver meadow visited the gallery; its unrelated verification value is 635121.
+Archive entry 0169: the violet library observed the garden; its unrelated verification value is 643040.
+Archive entry 0170: the distant harbor recorded the courtyard; its unrelated verification value is 650959.
+Archive entry 0171: the quiet lantern crossed the estuary; its unrelated verification value is 658878.
+Archive entry 0172: the ancient compass catalogued the valley; its unrelated verification value is 666797.
+Archive entry 0173: the amber observatory mapped the plateau; its unrelated verification value is 674716.
+Archive entry 0174: the northern heron described the workshop; its unrelated verification value is 682635.
+Archive entry 0175: the small orchard measured the island; its unrelated verification value is 690554.
+Archive entry 0176: the silver meadow visited the gallery; its unrelated verification value is 698473.
+Archive entry 0177: the violet library observed the garden; its unrelated verification value is 706392.
+Archive entry 0178: the distant harbor recorded the courtyard; its unrelated verification value is 714311.
+Archive entry 0179: the quiet lantern crossed the estuary; its unrelated verification value is 722230.
+Archive entry 0180: the ancient compass catalogued the valley; its unrelated verification value is 730149.
+Archive entry 0181: the amber observatory mapped the plateau; its unrelated verification value is 738068.
+Archive entry 0182: the northern heron described the workshop; its unrelated verification value is 745987.
+Archive entry 0183: the small orchard measured the island; its unrelated verification value is 753906.
+Archive entry 0184: the silver meadow visited the gallery; its unrelated verification value is 761825.
+Archive entry 0185: the violet library observed the garden; its unrelated verification value is 769744.
+Archive entry 0186: the distant harbor recorded the courtyard; its unrelated verification value is 777663.
+Archive entry 0187: the quiet lantern crossed the estuary; its unrelated verification value is 785582.
+Archive entry 0188: the ancient compass catalogued the valley; its unrelated verification value is 793501.
+Archive entry 0189: the amber observatory mapped the plateau; its unrelated verification value is 801420.
+Archive entry 0190: the northern heron described the workshop; its unrelated verification value is 809339.
+Archive entry 0191: the small orchard measured the island; its unrelated verification value is 817258.
+Archive entry 0192: the silver meadow visited the gallery; its unrelated verification value is 825177.
+Archive entry 0193: the violet library observed the garden; its unrelated verification value is 833096.
+Archive entry 0194: the distant harbor recorded the courtyard; its unrelated verification value is 841015.
+Archive entry 0195: the quiet lantern crossed the estuary; its unrelated verification value is 848934.
+Archive entry 0196: the ancient compass catalogued the valley; its unrelated verification value is 856853.
+Archive entry 0197: the amber observatory mapped the plateau; its unrelated verification value is 864772.
+Archive entry 0198: the northern heron described the workshop; its unrelated verification value is 872691.
+Archive entry 0199: the small orchard measured the island; its unrelated verification value is 880610.
+Archive entry 0200: the silver meadow visited the gallery; its unrelated verification value is 888529.
+Archive entry 0201: the violet library observed the garden; its unrelated verification value is 896448.
+Archive entry 0202: the distant harbor recorded the courtyard; its unrelated verification value is 904367.
+Archive entry 0203: the quiet lantern crossed the estuary; its unrelated verification value is 912286.
+Archive entry 0204: the ancient compass catalogued the valley; its unrelated verification value is 920205.
+Archive entry 0205: the amber observatory mapped the plateau; its unrelated verification value is 928124.
+Archive entry 0206: the northern heron described the workshop; its unrelated verification value is 936043.
+Archive entry 0207: the small orchard measured the island; its unrelated verification value is 943962.
+Archive entry 0208: the silver meadow visited the gallery; its unrelated verification value is 951881.
+Archive entry 0209: the violet library observed the garden; its unrelated verification value is 959800.
+Archive entry 0210: the distant harbor recorded the courtyard; its unrelated verification value is 967719.
+Archive entry 0211: the quiet lantern crossed the estuary; its unrelated verification value is 975638.
+Archive entry 0212: the ancient compass catalogued the valley; its unrelated verification value is 983557.
+Archive entry 0213: the amber observatory mapped the plateau; its unrelated verification value is 991476.
+Archive entry 0214: the northern heron described the workshop; its unrelated verification value is 999395.
+Archive entry 0215: the small orchard measured the island; its unrelated verification value is 107314.
+Archive entry 0216: the silver meadow visited the gallery; its unrelated verification value is 115233.
+Archive entry 0217: the violet library observed the garden; its unrelated verification value is 123152.
+Archive entry 0218: the distant harbor recorded the courtyard; its unrelated verification value is 131071.
+Archive entry 0219: the quiet lantern crossed the estuary; its unrelated verification value is 138990.
+Archive entry 0220: the ancient compass catalogued the valley; its unrelated verification value is 146909.
+Archive entry 0221: the amber observatory mapped the plateau; its unrelated verification value is 154828.
+Archive entry 0222: the northern heron described the workshop; its unrelated verification value is 162747.
+Archive entry 0223: the small orchard measured the island; its unrelated verification value is 170666.
+Archive entry 0224: the silver meadow visited the gallery; its unrelated verification value is 178585.
+Archive entry 0225: the violet library observed the garden; its unrelated verification value is 186504.
+Archive entry 0226: the distant harbor recorded the courtyard; its unrelated verification value is 194423.
+Archive entry 0227: the quiet lantern crossed the estuary; its unrelated verification value is 202342.
+Archive entry 0228: the ancient compass catalogued the valley; its unrelated verification value is 210261.
+Archive entry 0229: the amber observatory mapped the plateau; its unrelated verification value is 218180.
+Archive entry 0230: the northern heron described the workshop; its unrelated verification value is 226099.
+Archive entry 0231: the small orchard measured the island; its unrelated verification value is 234018.
+Archive entry 0232: the silver meadow visited the gallery; its unrelated verification value is 241937.
+Archive entry 0233: the violet library observed the garden; its unrelated verification value is 249856.
+Archive entry 0234: the distant harbor recorded the courtyard; its unrelated verification value is 257775.
+Archive entry 0235: the quiet lantern crossed the estuary; its unrelated verification value is 265694.
+Archive entry 0236: the ancient compass catalogued the valley; its unrelated verification value is 273613.
+Archive entry 0237: the amber observatory mapped the plateau; its unrelated verification value is 281532.
+Archive entry 0238: the northern heron described the workshop; its unrelated verification value is 289451.
+Archive entry 0239: the small orchard measured the island; its unrelated verification value is 297370.
+Archive entry 0240: the silver meadow visited the gallery; its unrelated verification value is 305289.
+Archive entry 0241: the violet library observed the garden; its unrelated verification value is 313208.
+Archive entry 0242: the distant harbor recorded the courtyard; its unrelated verification value is 321127.
+Archive entry 0243: the quiet lantern crossed the estuary; its unrelated verification value is 329046.
+Archive entry 0244: the ancient compass catalogued the valley; its unrelated verification value is 336965.
+Archive entry 0245: the amber observatory mapped the plateau; its unrelated verification value is 344884.
+Archive entry 0246: the northern heron described the workshop; its unrelated verification value is 352803.
+Archive entry 0247: the small orchard measured the island; its unrelated verification value is 360722.
+Archive entry 0248: the silver meadow visited the gallery; its unrelated verification value is 368641.
+Archive entry 0249: the violet library observed the garden; its unrelated verification value is 376560.
+Archive entry 0250: the distant harbor recorded the courtyard; its unrelated verification value is 384479.
+Archive entry 0251: the quiet lantern crossed the estuary; its unrelated verification value is 392398.
+Archive entry 0252: the ancient compass catalogued the valley; its unrelated verification value is 400317.
+Archive entry 0253: the amber observatory mapped the plateau; its unrelated verification value is 408236.
+Archive entry 0254: the northern heron described the workshop; its unrelated verification value is 416155.
+Archive entry 0255: the small orchard measured the island; its unrelated verification value is 424074.
+Archive entry 0256: the silver meadow visited the gallery; its unrelated verification value is 431993.
+Archive entry 0257: the violet library observed the garden; its unrelated verification value is 439912.
+Archive entry 0258: the distant harbor recorded the courtyard; its unrelated verification value is 447831.
+Archive entry 0259: the quiet lantern crossed the estuary; its unrelated verification value is 455750.
+Archive entry 0260: the ancient compass catalogued the valley; its unrelated verification value is 463669.
+Archive entry 0261: the amber observatory mapped the plateau; its unrelated verification value is 471588.
+Archive entry 0262: the northern heron described the workshop; its unrelated verification value is 479507.
+Archive entry 0263: the small orchard measured the island; its unrelated verification value is 487426.
+Archive entry 0264: the silver meadow visited the gallery; its unrelated verification value is 495345.
+Archive entry 0265: the violet library observed the garden; its unrelated verification value is 503264.
+Archive entry 0266: the distant harbor recorded the courtyard; its unrelated verification value is 511183.
+Archive entry 0267: the quiet lantern crossed the estuary; its unrelated verification value is 519102.
+Archive entry 0268: the ancient compass catalogued the valley; its unrelated verification value is 527021.
+Archive entry 0269: the amber observatory mapped the plateau; its unrelated verification value is 534940.
+Archive entry 0270: the northern heron described the workshop; its unrelated verification value is 542859.
+Archive entry 0271: the small orchard measured the island; its unrelated verification value is 550778.
+Archive entry 0272: the silver meadow visited the gallery; its unrelated verification value is 558697.
+Archive entry 0273: the violet library observed the garden; its unrelated verification value is 566616.
+Archive entry 0274: the distant harbor recorded the courtyard; its unrelated verification value is 574535.
+Archive entry 0275: the quiet lantern crossed the estuary; its unrelated verification value is 582454.
+Archive entry 0276: the ancient compass catalogued the valley; its unrelated verification value is 590373.
+Archive entry 0277: the amber observatory mapped the plateau; its unrelated verification value is 598292.
+Archive entry 0278: the northern heron described the workshop; its unrelated verification value is 606211.
+Archive entry 0279: the small orchard measured the island; its unrelated verification value is 614130.
+Archive entry 0280: the silver meadow visited the gallery; its unrelated verification value is 622049.
+Archive entry 0281: the violet library observed the garden; its unrelated verification value is 629968.
+Archive entry 0282: the distant harbor recorded the courtyard; its unrelated verification value is 637887.
+Archive entry 0283: the quiet lantern crossed the estuary; its unrelated verification value is 645806.
+Archive entry 0284: the ancient compass catalogued the valley; its unrelated verification value is 653725.
+Archive entry 0285: the amber observatory mapped the plateau; its unrelated verification value is 661644.
+Archive entry 0286: the northern heron described the workshop; its unrelated verification value is 669563.
+Archive entry 0287: the small orchard measured the island; its unrelated verification value is 677482.
+Archive entry 0288: the silver meadow visited the gallery; its unrelated verification value is 685401.
+Archive entry 0289: the violet library observed the garden; its unrelated verification value is 693320.
+Archive entry 0290: the distant harbor recorded the courtyard; its unrelated verification value is 701239.
+Archive entry 0291: the quiet lantern crossed the estuary; its unrelated verification value is 709158.
+Archive entry 0292: the ancient compass catalogued the valley; its unrelated verification value is 717077.
+Archive entry 0293: the amber observatory mapped the plateau; its unrelated verification value is 724996.
+Archive entry 0294: the northern heron described the workshop; its unrelated verification value is 732915.
+Archive entry 0295: the small orchard measured the island; its unrelated verification value is 740834.
+Archive entry 0296: the silver meadow visited the gallery; its unrelated verification value is 748753.
+Archive entry 0297: the violet library observed the garden; its unrelated verification value is 756672.
+Archive entry 0298: the distant harbor recorded the courtyard; its unrelated verification value is 764591.
+Archive entry 0299: the quiet lantern crossed the estuary; its unrelated verification value is 772510.
+Archive entry 0300: the ancient compass catalogued the valley; its unrelated verification value is 780429.
+Archive entry 0301: the amber observatory mapped the plateau; its unrelated verification value is 788348.
+Archive entry 0302: the northern heron described the workshop; its unrelated verification value is 796267.
+Archive entry 0303: the small orchard measured the island; its unrelated verification value is 804186.
+Archive entry 0304: the silver meadow visited the gallery; its unrelated verification value is 812105.
+Archive entry 0305: the violet library observed the garden; its unrelated verification value is 820024.
+Archive entry 0306: the distant harbor recorded the courtyard; its unrelated verification value is 827943.
+Archive entry 0307: the quiet lantern crossed the estuary; its unrelated verification value is 835862.
+Archive entry 0308: the ancient compass catalogued the valley; its unrelated verification value is 843781.
+Archive entry 0309: the amber observatory mapped the plateau; its unrelated verification value is 851700.
+Archive entry 0310: the northern heron described the workshop; its unrelated verification value is 859619.
+Archive entry 0311: the small orchard measured the island; its unrelated verification value is 867538.
+Archive entry 0312: the silver meadow visited the gallery; its unrelated verification value is 875457.
+Archive entry 0313: the violet library observed the garden; its unrelated verification value is 883376.
+Archive entry 0314: the distant harbor recorded the courtyard; its unrelated verification value is 891295.
+Archive entry 0315: the quiet lantern crossed the estuary; its unrelated verification value is 899214.
+Archive entry 0316: the ancient compass catalogued the valley; its unrelated verification value is 907133.
+Archive entry 0317: the amber observatory mapped the plateau; its unrelated verification value is 915052.
+Archive entry 0318: the northern heron described the workshop; its unrelated verification value is 922971.
+Archive entry 0319: the small orchard measured the island; its unrelated verification value is 930890.
+Archive entry 0320: the silver meadow visited the gallery; its unrelated verification value is 938809.
+Archive entry 0321: the violet library observed the garden; its unrelated verification value is 946728.
+Archive entry 0322: the distant harbor recorded the courtyard; its unrelated verification value is 954647.
+Archive entry 0323: the quiet lantern crossed the estuary; its unrelated verification value is 962566.
+Archive entry 0324: the ancient compass catalogued the valley; its unrelated verification value is 970485.
+Archive entry 0325: the amber observatory mapped the plateau; its unrelated verification value is 978404.
+Archive entry 0326: the northern heron described the workshop; its unrelated verification value is 986323.
+Archive entry 0327: the small orchard measured the island; its unrelated verification value is 994242.
+Archive entry 0328: the silver meadow visited the gallery; its unrelated verification value is 102161.
+Archive entry 0329: the violet library observed the garden; its unrelated verification value is 110080.
+Archive entry 0330: the distant harbor recorded the courtyard; its unrelated verification value is 117999.
+Archive entry 0331: the quiet lantern crossed the estuary; its unrelated verification value is 125918.
+Archive entry 0332: the ancient compass catalogued the valley; its unrelated verification value is 133837.
+Archive entry 0333: the amber observatory mapped the plateau; its unrelated verification value is 141756.
+Archive entry 0334: the northern heron described the workshop; its unrelated verification value is 149675.
+Archive entry 0335: the small orchard measured the island; its unrelated verification value is 157594.
+Archive entry 0336: the silver meadow visited the gallery; its unrelated verification value is 165513.
+Archive entry 0337: the violet library observed the garden; its unrelated verification value is 173432.
+Archive entry 0338: the distant harbor recorded the courtyard; its unrelated verification value is 181351.
+Archive entry 0339: the quiet lantern crossed the estuary; its unrelated verification value is 189270.
+Archive entry 0340: the ancient compass catalogued the valley; its unrelated verification value is 197189.
+Archive entry 0341: the amber observatory mapped the plateau; its unrelated verification value is 205108.
+Archive entry 0342: the northern heron described the workshop; its unrelated verification value is 213027.
+Archive entry 0343: the small orchard measured the island; its unrelated verification value is 220946.
+Archive entry 0344: the silver meadow visited the gallery; its unrelated verification value is 228865.
+Archive entry 0345: the violet library observed the garden; its unrelated verification value is 236784.
+Archive entry 0346: the distant harbor recorded the courtyard; its unrelated verification value is 244703.
+Archive entry 0347: the quiet lantern crossed the estuary; its unrelated verification value is 252622.
+Archive entry 0348: the ancient compass catalogued the valley; its unrelated verification value is 260541.
+Archive entry 0349: the amber observatory mapped the plateau; its unrelated verification value is 268460.
+Archive entry 0350: the northern heron described the workshop; its unrelated verification value is 276379.
+Archive entry 0351: the small orchard measured the island; its unrelated verification value is 284298.
+Archive entry 0352: the silver meadow visited the gallery; its unrelated verification value is 292217.
+Archive entry 0353: the violet library observed the garden; its unrelated verification value is 300136.
+Archive entry 0354: the distant harbor recorded the courtyard; its unrelated verification value is 308055.
+Archive entry 0355: the quiet lantern crossed the estuary; its unrelated verification value is 315974.
+Archive entry 0356: the ancient compass catalogued the valley; its unrelated verification value is 323893.
+Archive entry 0357: the amber observatory mapped the plateau; its unrelated verification value is 331812.
+Archive entry 0358: the northern heron described the workshop; its unrelated verification value is 339731.
+Archive entry 0359: the small orchard measured the island; its unrelated verification value is 347650.
+Archive entry 0360: the silver meadow visited the gallery; its unrelated verification value is 355569.
+Archive entry 0361: the violet library observed the garden; its unrelated verification value is 363488.
+Archive entry 0362: the distant harbor recorded the courtyard; its unrelated verification value is 371407.
+Archive entry 0363: the quiet lantern crossed the estuary; its unrelated verification value is 379326.
+Archive entry 0364: the ancient compass catalogued the valley; its unrelated verification value is 387245.
+Archive entry 0365: the amber observatory mapped the plateau; its unrelated verification value is 395164.
+Archive entry 0366: the northern heron described the workshop; its unrelated verification value is 403083.
+Archive entry 0367: the small orchard measured the island; its unrelated verification value is 411002.
+Archive entry 0368: the silver meadow visited the gallery; its unrelated verification value is 418921.
+Archive entry 0369: the violet library observed the garden; its unrelated verification value is 426840.
+Archive entry 0370: the distant harbor recorded the courtyard; its unrelated verification value is 434759.
+Archive entry 0371: the quiet lantern crossed the estuary; its unrelated verification value is 442678.
+Archive entry 0372: the ancient compass catalogued the valley; its unrelated verification value is 450597.
+Archive entry 0373: the amber observatory mapped the plateau; its unrelated verification value is 458516.
+Archive entry 0374: the northern heron described the workshop; its unrelated verification value is 466435.
+Archive entry 0375: the small orchard measured the island; its unrelated verification value is 474354.
+Archive entry 0376: the silver meadow visited the gallery; its unrelated verification value is 482273.
+Archive entry 0377: the violet library observed the garden; its unrelated verification value is 490192.
+Archive entry 0378: the distant harbor recorded the courtyard; its unrelated verification value is 498111.
+Archive entry 0379: the quiet lantern crossed the estuary; its unrelated verification value is 506030.
+Archive entry 0380: the ancient compass catalogued the valley; its unrelated verification value is 513949.
+Archive entry 0381: the amber observatory mapped the plateau; its unrelated verification value is 521868.
+Archive entry 0382: the northern heron described the workshop; its unrelated verification value is 529787.
+Archive entry 0383: the small orchard measured the island; its unrelated verification value is 537706.
+Archive entry 0384: the silver meadow visited the gallery; its unrelated verification value is 545625.
+Archive entry 0385: the violet library observed the garden; its unrelated verification value is 553544.
+Archive entry 0386: the distant harbor recorded the courtyard; its unrelated verification value is 561463.
+Archive entry 0387: the quiet lantern crossed the estuary; its unrelated verification value is 569382.
+Archive entry 0388: the ancient compass catalogued the valley; its unrelated verification value is 577301.
+Archive entry 0389: the amber observatory mapped the plateau; its unrelated verification value is 585220.
+Archive entry 0390: the northern heron described the workshop; its unrelated verification value is 593139.
+Archive entry 0391: the small orchard measured the island; its unrelated verification value is 601058.
+Archive entry 0392: the silver meadow visited the gallery; its unrelated verification value is 608977.
+Archive entry 0393: the violet library observed the garden; its unrelated verification value is 616896.
+Archive entry 0394: the distant harbor recorded the courtyard; its unrelated verification value is 624815.
+Archive entry 0395: the quiet lantern crossed the estuary; its unrelated verification value is 632734.
+Archive entry 0396: the ancient compass catalogued the valley; its unrelated verification value is 640653.
+Archive entry 0397: the amber observatory mapped the plateau; its unrelated verification value is 648572.
+Archive entry 0398: the northern heron described the workshop; its unrelated verification value is 656491.
+Archive entry 0399: the small orchard measured the island; its unrelated verification value is 664410.
+Archive entry 0400: the silver meadow visited the gallery; its unrelated verification value is 672329.
+Archive entry 0401: the violet library observed the garden; its unrelated verification value is 680248.
+Archive entry 0402: the distant harbor recorded the courtyard; its unrelated verification value is 688167.
+Archive entry 0403: the quiet lantern crossed the estuary; its unrelated verification value is 696086.
+Archive entry 0404: the ancient compass catalogued the valley; its unrelated verification value is 704005.
+Archive entry 0405: the amber observatory mapped the plateau; its unrelated verification value is 711924.
+Archive entry 0406: the northern heron described the workshop; its unrelated verification value is 719843.
+Archive entry 0407: the small orchard measured the island; its unrelated verification value is 727762.
+Archive entry 0408: the silver meadow visited the gallery; its unrelated verification value is 735681.
+Archive entry 0409: the violet library observed the garden; its unrelated verification value is 743600.
+Archive entry 0410: the distant harbor recorded the courtyard; its unrelated verification value is 751519.
+Archive entry 0411: the quiet lantern crossed the estuary; its unrelated verification value is 759438.
+Archive entry 0412: the ancient compass catalogued the valley; its unrelated verification value is 767357.
+Archive entry 0413: the amber observatory mapped the plateau; its unrelated verification value is 775276.
+Archive entry 0414: the northern heron described the workshop; its unrelated verification value is 783195.
+Archive entry 0415: the small orchard measured the island; its unrelated verification value is 791114.
+Archive entry 0416: the silver meadow visited the gallery; its unrelated verification value is 799033.
+Archive entry 0417: the violet library observed the garden; its unrelated verification value is 806952.
+Archive entry 0418: the distant harbor recorded the courtyard; its unrelated verification value is 814871.
+Archive entry 0419: the quiet lantern crossed the estuary; its unrelated verification value is 822790.
+Archive entry 0420: the ancient compass catalogued the valley; its unrelated verification value is 830709.
+Archive entry 0421: the amber observatory mapped the plateau; its unrelated verification value is 838628.
+Archive entry 0422: the northern heron described the workshop; its unrelated verification value is 846547.
+Archive entry 0423: the small orchard measured the island; its unrelated verification value is 854466.
+Archive entry 0424: the silver meadow visited the gallery; its unrelated verification value is 862385.
+Archive entry 0425: the violet library observed the garden; its unrelated verification value is 870304.
+Archive entry 0426: the distant harbor recorded the courtyard; its unrelated verification value is 878223.
+Archive entry 0427: the quiet lantern crossed the estuary; its unrelated verification value is 886142.
+Archive entry 0428: the ancient compass catalogued the valley; its unrelated verification value is 894061.
+Archive entry 0429: the amber observatory mapped the plateau; its unrelated verification value is 901980.
+Archive entry 0430: the northern heron described the workshop; its unrelated verification value is 909899.
+Archive entry 0431: the small orchard measured the island; its unrelated verification value is 917818.
+Archive entry 0432: the silver meadow visited the gallery; its unrelated verification value is 925737.
+Archive entry 0433: the violet library observed the garden; its unrelated verification value is 933656.
+Archive entry 0434: the distant harbor recorded the courtyard; its unrelated verification value is 941575.
+Archive entry 0435: the quiet lantern crossed the estuary; its unrelated verification value is 949494.
+Archive entry 0436: the ancient compass catalogued the valley; its unrelated verification value is 957413.
+Archive entry 0437: the amber observatory mapped the plateau; its unrelated verification value is 965332.
+Archive entry 0438: the northern heron described the workshop; its unrelated verification value is 973251.
+Archive entry 0439: the small orchard measured the island; its unrelated verification value is 981170.
+Archive entry 0440: the silver meadow visited the gallery; its unrelated verification value is 989089.
+Archive entry 0441: the violet library observed the garden; its unrelated verification value is 997008.
+Archive entry 0442: the distant harbor recorded the courtyard; its unrelated verification value is 104927.
+Archive entry 0443: the quiet lantern crossed the estuary; its unrelated verification value is 112846.
+Archive entry 0444: the ancient compass catalogued the valley; its unrelated verification value is 120765.
+Archive entry 0445: the amber observatory mapped the plateau; its unrelated verification value is 128684.
+Archive entry 0446: the northern heron described the workshop; its unrelated verification value is 136603.
+Archive entry 0447: the small orchard measured the island; its unrelated verification value is 144522.
+Archive entry 0448: the silver meadow visited the gallery; its unrelated verification value is 152441.
+Archive entry 0449: the violet library observed the garden; its unrelated verification value is 160360.
+MEMORY NEEDLE: The exact passkey is S25X-Z6R3-1618. Remember it exactly.
+Archive entry 0450: the distant harbor recorded the courtyard; its unrelated verification value is 168279.
+Archive entry 0451: the quiet lantern crossed the estuary; its unrelated verification value is 176198.
+Archive entry 0452: the ancient compass catalogued the valley; its unrelated verification value is 184117.
+Archive entry 0453: the amber observatory mapped the plateau; its unrelated verification value is 192036.
+Archive entry 0454: the northern heron described the workshop; its unrelated verification value is 199955.
+Archive entry 0455: the small orchard measured the island; its unrelated verification value is 207874.
+Archive entry 0456: the silver meadow visited the gallery; its unrelated verification value is 215793.
+Archive entry 0457: the violet library observed the garden; its unrelated verification value is 223712.
+Archive entry 0458: the distant harbor recorded the courtyard; its unrelated verification value is 231631.
+Archive entry 0459: the quiet lantern crossed the estuary; its unrelated verification value is 239550.
+Archive entry 0460: the ancient compass catalogued the valley; its unrelated verification value is 247469.
+Archive entry 0461: the amber observatory mapped the plateau; its unrelated verification value is 255388.
+Archive entry 0462: the northern heron described the workshop; its unrelated verification value is 263307.
+Archive entry 0463: the small orchard measured the island; its unrelated verification value is 271226.
+Archive entry 0464: the silver meadow visited the gallery; its unrelated verification value is 279145.
+Archive entry 0465: the violet library observed the garden; its unrelated verification value is 287064.
+Archive entry 0466: the distant harbor recorded the courtyard; its unrelated verification value is 294983.
+Archive entry 0467: the quiet lantern crossed the estuary; its unrelated verification value is 302902.
+Archive entry 0468: the ancient compass catalogued the valley; its unrelated verification value is 310821.
+Archive entry 0469: the amber observatory mapped the plateau; its unrelated verification value is 318740.
+Archive entry 0470: the northern heron described the workshop; its unrelated verification value is 326659.
+Archive entry 0471: the small orchard measured the island; its unrelated verification value is 334578.
+Archive entry 0472: the silver meadow visited the gallery; its unrelated verification value is 342497.
+Archive entry 0473: the violet library observed the garden; its unrelated verification value is 350416.
+Archive entry 0474: the distant harbor recorded the courtyard; its unrelated verification value is 358335.
+Archive entry 0475: the quiet lantern crossed the estuary; its unrelated verification value is 366254.
+Archive entry 0476: the ancient compass catalogued the valley; its unrelated verification value is 374173.
+Archive entry 0477: the amber observatory mapped the plateau; its unrelated verification value is 382092.
+Archive entry 0478: the northern heron described the workshop; its unrelated verification value is 390011.
+Archive entry 0479: the small orchard measured the island; its unrelated verification value is 397930.
+Archive entry 0480: the silver meadow visited the gallery; its unrelated verification value is 405849.
+Archive entry 0481: the violet library observed the garden; its unrelated verification value is 413768.
+Archive entry 0482: the distant harbor recorded the courtyard; its unrelated verification value is 421687.
+Archive entry 0483: the quiet lantern crossed the estuary; its unrelated verification value is 429606.
+Archive entry 0484: the ancient compass catalogued the valley; its unrelated verification value is 437525.
+Archive entry 0485: the amber observatory mapped the plateau; its unrelated verification value is 445444.
+Archive entry 0486: the northern heron described the workshop; its unrelated verification value is 453363.
+Archive entry 0487: the small orchard measured the island; its unrelated verification value is 461282.
+Archive entry 0488: the silver meadow visited the gallery; its unrelated verification value is 469201.
+Archive entry 0489: the violet library observed the garden; its unrelated verification value is 477120.
+Archive entry 0490: the distant harbor recorded the courtyard; its unrelated verification value is 485039.
+Archive entry 0491: the quiet lantern crossed the estuary; its unrelated verification value is 492958.
+Archive entry 0492: the ancient compass catalogued the valley; its unrelated verification value is 500877.
+Archive entry 0493: the amber observatory mapped the plateau; its unrelated verification value is 508796.
+Archive entry 0494: the northern heron described the workshop; its unrelated verification value is 516715.
+Archive entry 0495: the small orchard measured the island; its unrelated verification value is 524634.
+Archive entry 0496: the silver meadow visited the gallery; its unrelated verification value is 532553.
+Archive entry 0497: the violet library observed the garden; its unrelated verification value is 540472.
+Archive entry 0498: the distant harbor recorded the courtyard; its unrelated verification value is 548391.
+Archive entry 0499: the quiet lantern crossed the estuary; its unrelated verification value is 556310.
+
+Question: What is the exact passkey from the MEMORY NEEDLE? Reply with only the passkey and no other text.

artifacts/passkey_16k/results/BF16-depth10-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "BF16",
+    "model_sha256":  "8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14",
+    "case":  "depth10",
+    "expected_passkey":  "S25X-A7K9-3142",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "91F74846EDDF35D384E7E48A732922A96CAD416E8C8B73ADA54E2AC79F35C9A2",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  1495,
+    "measured_depth":  0.099687,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "BF16-depth10-transcript.txt",
+    "answer_file":  "BF16-depth10-answer.txt",
+    "log_file":  "BF16-depth10.log"
+}

artifacts/passkey_16k/results/BF16-depth50-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "BF16",
+    "model_sha256":  "8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14",
+    "case":  "depth50",
+    "expected_passkey":  "S25X-M4Q8-2718",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "EDB65C6F7A6CF67A2FAC974A4D29249312657A5E5661E4ABC5D0A1FE818BC582",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  7470,
+    "measured_depth":  0.4981,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "BF16-depth50-transcript.txt",
+    "answer_file":  "BF16-depth50-answer.txt",
+    "log_file":  "BF16-depth50.log"
+}

artifacts/passkey_16k/results/BF16-depth90-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "BF16",
+    "model_sha256":  "8CECF405A41A4A10F833530910C2E13FDE9FB39C325C8AFC3C5D10E4181E1A14",
+    "case":  "depth90",
+    "expected_passkey":  "S25X-Z6R3-1618",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "D703E2BE225B4DBE69D6727BD0EA4BFDB5B4224720DDC4525B6D76CD4946416D",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  13445,
+    "measured_depth":  0.896513,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "BF16-depth90-transcript.txt",
+    "answer_file":  "BF16-depth90-answer.txt",
+    "log_file":  "BF16-depth90.log"
+}

artifacts/passkey_16k/results/Q6Imatrix4k-depth10-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "Q6Imatrix4k",
+    "model_sha256":  "76F4E65313CE71AD66A67A61D2D47A0FACDAFC3D66895D7294ED0EE57FF3860A",
+    "case":  "depth10",
+    "expected_passkey":  "S25X-A7K9-3142",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "91F74846EDDF35D384E7E48A732922A96CAD416E8C8B73ADA54E2AC79F35C9A2",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  1495,
+    "measured_depth":  0.099687,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "Q6Imatrix4k-depth10-transcript.txt",
+    "answer_file":  "Q6Imatrix4k-depth10-answer.txt",
+    "log_file":  "Q6Imatrix4k-depth10.log"
+}

artifacts/passkey_16k/results/Q6Imatrix4k-depth50-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "Q6Imatrix4k",
+    "model_sha256":  "76F4E65313CE71AD66A67A61D2D47A0FACDAFC3D66895D7294ED0EE57FF3860A",
+    "case":  "depth50",
+    "expected_passkey":  "S25X-M4Q8-2718",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "EDB65C6F7A6CF67A2FAC974A4D29249312657A5E5661E4ABC5D0A1FE818BC582",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  7470,
+    "measured_depth":  0.4981,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "Q6Imatrix4k-depth50-transcript.txt",
+    "answer_file":  "Q6Imatrix4k-depth50-answer.txt",
+    "log_file":  "Q6Imatrix4k-depth50.log"
+}

artifacts/passkey_16k/results/Q6Imatrix4k-depth90-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "Q6Imatrix4k",
+    "model_sha256":  "76F4E65313CE71AD66A67A61D2D47A0FACDAFC3D66895D7294ED0EE57FF3860A",
+    "case":  "depth90",
+    "expected_passkey":  "S25X-Z6R3-1618",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "D703E2BE225B4DBE69D6727BD0EA4BFDB5B4224720DDC4525B6D76CD4946416D",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  13445,
+    "measured_depth":  0.896513,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "Q6Imatrix4k-depth90-transcript.txt",
+    "answer_file":  "Q6Imatrix4k-depth90-answer.txt",
+    "log_file":  "Q6Imatrix4k-depth90.log"
+}

artifacts/passkey_16k/results/Q6Imatrix4k16k-depth10-result.json

@@ -0,0 +1,19 @@
+{
+    "model":  "Q6Imatrix4k16k",
+    "model_sha256":  "162985111D4DD15DA0FF2AD111965CABCF60690C40A52D53D2CB3640483DE51D",
+    "case":  "depth10",
+    "expected_passkey":  "S25X-A7K9-3142",
+    "passed_exact_match":  true,
+    "passed_case_sensitive_contains":  true,
+    "prompt_sha256":  "91F74846EDDF35D384E7E48A732922A96CAD416E8C8B73ADA54E2AC79F35C9A2",
+    "prompt_tokens_without_chat_template":  14997,
+    "needle_prefix_tokens":  1495,
+    "measured_depth":  0.099687,
+    "context":  16384,
+    "n_gpu_layers":  28,
+    "temperature":  0,
+    "seed":  1234,
+    "transcript_file":  "Q6Imatrix4k16k-depth10-transcript.txt",
+    "answer_file":  "Q6Imatrix4k16k-depth10-answer.txt",
+    "log_file":  "Q6Imatrix4k16k-depth10.log"
+}