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squash history (storage cleanup 2026-10-23)

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Co-authored-by: worthant <worthant@users.noreply.huggingface.co>

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  1. .gitattributes +61 -0
  2. README.md +133 -0
  3. REMOVED.md +8 -0
  4. RESULTS-0731.jsonl +27 -0
  5. RIVALS-B1.jsonl +3 -0
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  15. logs/TacoTakumi__DeepSeek-V4-Flash-0731-IQ3_XXS-D_IQ3_S-imat.log +99 -0
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  17. logs/antirez__DeepSeek-V4-Flash-IQ2XXS-w2Q2K-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-0731.log +99 -0
  18. logs/antirez__DeepSeek-V4-Flash-Layers37-42Q4KExperts-OtherExpertLayersIQ2XXSGateUp-Q2KDown-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-fixed-0731.log +99 -0
  19. logs/antirez__DeepSeek-V4-Flash-MXFP4Experts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-mxfp4-0731.log +99 -0
  20. logs/antirez__DeepSeek-V4-Flash-Q4KExperts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-imatrix-0731.log +99 -0
  21. logs/bartowski__DeepSeek-V4-Flash-0731-MXFP4.log +99 -0
  22. logs/bullerwins__DeepSeek-V4-Flash-0731-IQ2_XS-Experts-Q8_0.log +99 -0
  23. logs/bullerwins__DeepSeek-V4-Flash-0731-IQ2_XS-IQ3_XXS-GateUp-MXFP4-Down-Q8_0.log +99 -0
  24. logs/bullerwins__DeepSeek-V4-Flash-0731-IQ3_S-Experts-Q8_0.log +99 -0
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  26. logs/bullerwins__DeepSeek-V4-Flash-0731-MXFP4_MOE-BF16.log +99 -0
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  30. logs/ddh0__DeepSeek-V4-Flash-0731-MXFP4.log +99 -0
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  36. wiki-alt.txt +0 -0
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.avro filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ license: mit
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+ pretty_name: DeepSeek-V4-Flash-0731 quantization measurements
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ tags:
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+ - evaluation
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+ - perplexity
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+ - kl-divergence
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+ - gguf
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+ - quantization
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+ - llama.cpp
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+ - deepseek-v4
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+ - reproducibility
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # DeepSeek-V4-Flash-0731 — quantization measurements
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+
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+ Everything needed to reproduce, audit or extend the numbers published in
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+ [AtomicChat/DeepSeek-V4-Flash-0731-GGUF](https://huggingface.co/AtomicChat/DeepSeek-V4-Flash-0731-GGUF):
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+ the reference logits, the evaluation corpus, the raw tool output for every quant we
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+ measured, and the parsed results.
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+
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+ Every GGUF of this model that we could find on the Hub was measured here — ours,
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+ unsloth's, bartowski's, ggml-org's, antirez's and others — on one machine, against one
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+ reference, with one command. Publishers normally report numbers from their own harness,
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+ which makes cross-vendor comparison meaningless. These files exist so that anyone can
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+ check ours instead of trusting them.
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+
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+ > [!IMPORTANT]
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+ > Measured using `8x5090`
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+
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+ ## Files
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+
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+ | File | Size | What it is |
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+ |---|---:|---|
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+ | `wiki-alt.txt` | 1.29 MB | Evaluation corpus: wikitext-2 test split from `Salesforce/wikitext`, parquet rows concatenated |
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+ | `ref5632.kld` | 37.1 GB | Reference logits from the lossless `AD-BF16` quant over that corpus at ctx 5632 |
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+ | `RESULTS-0731.jsonl` | small | Parsed results, AtomicChat and unsloth ladders |
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+ | `RIVALS-B1.jsonl`, `RIVALS-B2.jsonl`, `RIVALS-B3.jsonl` | small | Parsed results, other publishers, split by the machine that produced them |
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+ | `logs/*.log` | few MB | Full unedited `llama-perplexity` output for every quant, nothing filtered |
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+
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+ The `.kld` file stores the reference model's full probability distribution at every scored
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+ token position — roughly 258 KB per token at this vocabulary size. It is what makes the
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+ KL-divergence numbers comparable: every quant is compared against these exact logits.
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+
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+ ## Result schema
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+
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+ ```json
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+ {"repo": "bartowski/DeepSeek-V4-Flash-0731-GGUF",
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+ "name": "MXFP4",
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+ "bytes": 145678901234,
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+ "ppl": "4.5446",
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+ "kld": "0.156403",
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+ "rms": "12.686",
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+ "top1": "87.369"}
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+ ```
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+
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+ `ppl` is `Mean PPL(Q)` from the KL-divergence block, `kld` is `Mean KLD`, `rms` is
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+ `RMS Δp`, `top1` is `Same top p` — the share of positions where the quant picks the same
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+ next token as the reference. Note that `Mean PPL(Q)` and the standalone `Final estimate:
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+ PPL` printed by the same tool are different aggregations and do not match; the logs
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+ contain both.
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+
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+ ## Measurement setup
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+
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+ | | |
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+ |---|---|
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+ | Reference | `AtomicChat/DeepSeek-V4-Flash-0731-GGUF` → `AD-BF16` (bit-exact with the official weights) |
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+ | Corpus | `Salesforce/wikitext`, `wikitext-2-raw-v1`, test split, rows concatenated |
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+ | Context | 5632, batch 5632, 51 chunks |
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+ | llama.cpp | PR [#24162](https://github.com/ggml-org/llama.cpp/pull/24162), commit `f180ae8b2`, built with `-DCMAKE_CUDA_ARCHITECTURES=120` |
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+ | GPU | 8× RTX 5090 |
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+
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+ ## Hardware matters here, and it is not optional
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+
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+ The routed experts of this model are 96% of its weights and they are stored in MXFP4.
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+ llama.cpp has two paths for that format — unpack to BF16 and use a normal tensor-core
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+ matmul, or feed the packed 4-bit data into block-scaled instructions. The second is gated
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+ on compute capability ≥ 12.0, which covers consumer Blackwell only. H100 and H200 are 9.0,
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+ B200 is 10.0, B300 is 10.3; all take the first path despite having FP4 hardware.
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+
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+ Same file, same corpus, same commit, reference model:
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+
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+ | GPU | ctx 512 | ctx 5632 |
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+ |---|---:|---:|
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+ | RTX 5090 | 5.4312 | 4.5381 |
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+ | H100 | 5.1554 | 4.3406 |
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+
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+ A 4–5% difference from the GPU alone. Reproducing these numbers requires consumer
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+ Blackwell **and** a build that targets it — compiling for `sm_90` on a 5090 gives the
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+ H100 numbers, because the native kernel never lands in the binary.
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+
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+ ## Reproducing
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+
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+ ```bash
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+ git clone https://github.com/ggml-org/llama.cpp && cd llama.cpp
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+ git fetch origin pull/24162/head:dsv4 && git checkout dsv4
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+ cmake -B build -DCMAKE_BUILD_TYPE=Release -DGGML_CUDA=ON -DCMAKE_CUDA_ARCHITECTURES=120
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+ cmake --build build -j --target llama-perplexity
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+ ```
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+
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+ ```bash
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+ hf download AtomicChat/dsv4-eval-artifacts --repo-type dataset --local-dir .
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+
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+ ./build/bin/llama-perplexity \
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+ -m <any-quant>-00001-of-*.gguf \
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+ -f wiki-alt.txt --kl-divergence-base ref5632.kld --kl-divergence \
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+ -ngl 99 -c 5632 -b 5632
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+ ```
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+
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+ To rebuild the reference from scratch instead of downloading it, run the same command
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+ against `AD-BF16` with only `--kl-divergence-base` and no `--kl-divergence`. Takes about
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+ ten minutes and should print `Final estimate: PPL = 4.5381`.
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+
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+ ## Caveats
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+
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+ - Absolute values are not comparable to numbers published elsewhere. Other publishers use
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+ different corpora, context lengths and hardware. Compare within one table.
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+ - 51 chunks at ctx 5632 gives roughly ±0.003 on mean KLD. Differences smaller than that
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+ are noise.
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+ - Quants of derived models — expert-pruned, abliterated, distilled — are deliberately
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+ excluded. KL-divergence against this reference would measure the difference between
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+ models, not the cost of quantization.
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+
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+ ## License
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+
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+ MIT. Derived from `deepseek-ai/DeepSeek-V4-Flash-0731`. Produced by
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+ [Atomic Chat](https://huggingface.co/AtomicChat).
REMOVED.md ADDED
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+ # Removed files
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+
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+ Heavy, regenerable files were removed from this repo on 2026-10-23 to free storage, and its history
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+ was squashed. Results, logs, manifests, the imatrix and ladders are unchanged.
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+
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+ | path | GB | sha256 | what | to regenerate |
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+ |---|---|---|---|---|
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+ | `ref5632.kld` | 37.12 | `77e826e90fcf6a054c8ce58e00de8d7f86890c3f2acfb6b8b3b3d4c54757d135` | BF16 reference logits for KLD (August) | llama-perplexity --kl-divergence-base on the BF16 |
RESULTS-0731.jsonl ADDED
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+ {"repo":"AtomicChat","name":"AD-BF16","bytes":162100000000,"ppl":"4.528918","kld":"0.0","rms":"0.000","top1":"100.000"}
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RIVALS-B1.jsonl ADDED
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RIVALS-B2.jsonl ADDED
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+ {"repo": "DevQuasar/deepseek-ai.DeepSeek-V4-Flash-0731-GGUF", "name": "Q5_K_M", "bytes": 201636959712, "ppl": "4.348547", "kld": "0.120901", "rms": "11.344", "top1": "88.913"}
6
+ {"repo": "DevQuasar/deepseek-ai.DeepSeek-V4-Flash-0731-GGUF", "name": "Q6_K", "bytes": 233310596096, "ppl": null, "kld": null, "rms": null, "top1": null}
7
+ {"repo": "DevQuasar/deepseek-ai.DeepSeek-V4-Flash-0731-GGUF", "name": "Q8_0", "bytes": 302161278752, "ppl": null, "kld": null, "rms": null, "top1": null}
8
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-IQ2_XS-Experts-Q8_0", "bytes": 87899450784, "ppl": "5.477248", "kld": "0.384823", "rms": "20.514", "top1": "79.532"}
9
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10
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-IQ3_S-Experts-Q8_0", "bytes": 126856146336, "ppl": "4.821599", "kld": "0.249083", "rms": "15.347", "top1": "85.167"}
11
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-IQ3_XXS-Experts-Q8_0", "bytes": 113870581152, "ppl": "4.730260", "kld": "0.218170", "rms": "15.034", "top1": "85.049"}
12
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-MXFP4_MOE-BF16", "bytes": 161869606432, "ppl": "4.538072", "kld": null, "rms": "0.000", "top1": "100.000"}
13
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-MXFP4_MOE-Q8_0", "bytes": 156378344992, "ppl": "4.527893", "kld": "0.154969", "rms": "12.603", "top1": "87.553"}
14
+ {"repo": "bullerwins/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-imatrix", "bytes": 470338784, "ppl": null, "kld": null, "rms": null, "top1": null}
RIVALS-B3.jsonl ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {"repo": "antirez/deepseek-v4-gguf", "name": "DeepSeek-V4-Flash-IQ2XXS-w2Q2K-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-0731", "bytes": 86720111488, "ppl": "5.602505", "kld": "0.407899", "rms": "20.909", "top1": "78.982"}
2
+ {"repo": "antirez/deepseek-v4-gguf", "name": "DeepSeek-V4-Flash-Layers37-42Q4KExperts-OtherExpertLayersIQ2XXSGateUp-Q2KDown-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-fixed-0731", "bytes": 97591747456, "ppl": "5.404102", "kld": "0.368528", "rms": "19.972", "top1": "80.327"}
3
+ {"repo": "antirez/deepseek-v4-gguf", "name": "DeepSeek-V4-Flash-MXFP4Experts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-mxfp4-0731", "bytes": 155976458848, "ppl": "4.544353", "kld": "0.155195", "rms": "12.558", "top1": "87.439"}
4
+ {"repo": "antirez/deepseek-v4-gguf", "name": "DeepSeek-V4-Flash-Q4KExperts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-imatrix-0731", "bytes": 164633502592, "ppl": "4.389118", "kld": "0.123713", "rms": "11.374", "top1": "89.052"}
5
+ {"repo": "ddh0/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-3.86bpw", "bytes": 137247731232, "ppl": "4.580976", "kld": "0.182301", "rms": "13.733", "top1": "86.247"}
6
+ {"repo": "ddh0/DeepSeek-V4-Flash-0731-GGUF", "name": "DeepSeek-V4-Flash-0731-MXFP4", "bytes": 156378344736, "ppl": "4.559858", "kld": "0.157541", "rms": "12.690", "top1": "87.425"}
logs/DevQuasar__MXFP4_MOE.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.13 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1675 ± 0.0744 0.01143 ± 0.02206 0.38128 ± 0.01730 22.625 ± 0.602 % 84.405 ± 0.684 %
5
+ 2 2.9484 ± 0.0887 0.00500 ± 0.01366 0.27910 ± 0.01003 18.628 ± 0.422 % 86.590 ± 0.454 %
6
+ 3 3.1772 ± 0.0777 -0.00121 ± 0.01001 0.23167 ± 0.00701 16.820 ± 0.334 % 86.750 ± 0.369 %
7
+ 4 3.5791 ± 0.0778 -0.00366 ± 0.00791 0.19411 ± 0.00539 15.103 ± 0.284 % 87.700 ± 0.310 %
8
+ 5 3.9131 ± 0.0772 -0.00520 ± 0.00678 0.17756 ± 0.00448 14.273 ± 0.251 % 87.730 ± 0.277 %
9
+ 6 4.1715 ± 0.0752 -0.00626 ± 0.00591 0.16060 ± 0.00378 13.440 ± 0.226 % 87.957 ± 0.250 %
10
+ 7 4.0214 ± 0.0678 -0.00545 ± 0.00553 0.16139 ± 0.00365 13.534 ± 0.215 % 88.323 ± 0.229 %
11
+ 8 4.1363 ± 0.0657 -0.00370 ± 0.00527 0.16796 ± 0.00339 13.644 ± 0.196 % 87.704 ± 0.219 %
12
+ 9 4.2791 ± 0.0650 -0.00350 ± 0.00508 0.17635 ± 0.00320 13.783 ± 0.182 % 87.140 ± 0.210 %
13
+ 10 4.5163 ± 0.0659 -0.00309 ± 0.00471 0.16807 ± 0.00293 13.336 ± 0.172 % 87.190 ± 0.199 %
14
+ 11 4.4183 ± 0.0608 -0.00082 ± 0.00444 0.16435 ± 0.00273 13.120 ± 0.162 % 87.324 ± 0.189 %
15
+ 12 4.4347 ± 0.0582 -0.00107 ± 0.00418 0.16079 ± 0.00254 12.904 ± 0.154 % 87.306 ± 0.181 %
16
+ 13 4.3776 ± 0.0549 -0.00169 ± 0.00394 0.15630 ± 0.00239 12.697 ± 0.146 % 87.474 ± 0.173 %
17
+ 14 4.2301 ± 0.0504 -0.00081 ± 0.00372 0.15036 ± 0.00224 12.477 ± 0.140 % 87.785 ± 0.165 %
18
+ 15 4.4097 ± 0.0515 -0.00030 ± 0.00359 0.15049 ± 0.00215 12.443 ± 0.135 % 87.687 ± 0.160 %
19
+ 16 4.3275 ± 0.0490 -0.00267 ± 0.00367 0.16414 ± 0.00230 13.023 ± 0.135 % 87.473 ± 0.156 %
20
+ 17 4.4593 ± 0.0493 -0.00089 ± 0.00350 0.15954 ± 0.00218 12.740 ± 0.130 % 87.516 ± 0.151 %
21
+ 18 4.5243 ± 0.0487 -0.00105 ± 0.00335 0.15686 ± 0.00212 12.591 ± 0.127 % 87.553 ± 0.147 %
22
+ 19 4.5186 ± 0.0472 -0.00071 ± 0.00322 0.15259 ± 0.00201 12.399 ± 0.123 % 87.555 ± 0.143 %
23
+ 20 4.4317 ± 0.0448 -0.00176 ± 0.00309 0.14918 ± 0.00192 12.274 ± 0.119 % 87.687 ± 0.138 %
24
+ 21 4.4476 ± 0.0441 -0.00176 ± 0.00302 0.14842 ± 0.00187 12.196 ± 0.116 % 87.770 ± 0.135 %
25
+ 22 4.5298 ± 0.0440 -0.00150 ± 0.00291 0.14574 ± 0.00180 12.051 ± 0.113 % 87.733 ± 0.132 %
26
+ 23 4.4845 ± 0.0424 -0.00110 ± 0.00282 0.14325 ± 0.00173 11.944 ± 0.110 % 87.845 ± 0.128 %
27
+ 24 4.4576 ± 0.0411 -0.00081 ± 0.00275 0.14173 ± 0.00167 11.884 ± 0.107 % 87.852 ± 0.126 %
28
+ 25 4.3507 ± 0.0392 -0.00088 ± 0.00273 0.14510 ± 0.00169 12.139 ± 0.106 % 87.896 ± 0.123 %
29
+ 26 4.3980 ± 0.0390 -0.00070 ± 0.00266 0.14257 ± 0.00164 12.020 ± 0.104 % 87.981 ± 0.120 %
30
+ 27 4.4329 ± 0.0386 -0.00081 ± 0.00260 0.14203 ± 0.00159 11.987 ± 0.101 % 87.931 ± 0.118 %
31
+ 28 4.4409 ± 0.0379 -0.00051 ± 0.00254 0.14125 ± 0.00156 11.987 ± 0.100 % 87.976 ± 0.116 %
32
+ 29 4.4173 ± 0.0370 -0.00050 ± 0.00248 0.13893 ± 0.00151 11.866 ± 0.098 % 88.059 ± 0.113 %
33
+ 30 4.4203 ± 0.0364 -0.00055 ± 0.00243 0.13778 ± 0.00147 11.820 ± 0.096 % 88.076 ± 0.112 %
34
+ 31 4.4206 ± 0.0357 -0.00075 ± 0.00237 0.13574 ± 0.00143 11.716 ± 0.094 % 88.119 ± 0.110 %
35
+ 32 4.4574 ± 0.0355 -0.00064 ± 0.00233 0.13612 ± 0.00140 11.709 ± 0.092 % 88.022 ± 0.108 %
36
+ 33 4.5202 ± 0.0356 -0.00074 ± 0.00229 0.13503 ± 0.00137 11.621 ± 0.090 % 88.008 ± 0.107 %
37
+ 34 4.5809 ± 0.0356 -0.00044 ± 0.00224 0.13374 ± 0.00133 11.530 ± 0.089 % 87.983 ± 0.105 %
38
+ 35 4.6206 ± 0.0354 -0.00050 ± 0.00219 0.13239 ± 0.00130 11.446 ± 0.087 % 88.004 ± 0.104 %
39
+ 36 4.5957 ± 0.0347 0.00015 ± 0.00223 0.13924 ± 0.00134 11.816 ± 0.087 % 87.829 ± 0.103 %
40
+ 37 4.5152 ± 0.0336 -0.00013 ± 0.00227 0.14656 ± 0.00142 12.224 ± 0.088 % 87.757 ± 0.102 %
41
+ 38 4.5079 ± 0.0332 -0.00050 ± 0.00229 0.15179 ± 0.00143 12.478 ± 0.087 % 87.614 ± 0.101 %
42
+ 39 4.5221 ± 0.0330 -0.00023 ± 0.00230 0.15517 ± 0.00142 12.621 ± 0.087 % 87.502 ± 0.100 %
43
+ 40 4.5038 ± 0.0324 -0.00030 ± 0.00228 0.15535 ± 0.00141 12.636 ± 0.085 % 87.495 ± 0.099 %
44
+ 41 4.5219 ± 0.0321 -0.00013 ± 0.00223 0.15353 ± 0.00138 12.550 ± 0.084 % 87.530 ± 0.097 %
45
+ 42 4.5207 ± 0.0317 -0.00059 ± 0.00220 0.15211 ± 0.00135 12.487 ± 0.083 % 87.575 ± 0.096 %
46
+ 43 4.5232 ± 0.0314 -0.00046 ± 0.00216 0.15139 ± 0.00133 12.451 ± 0.082 % 87.581 ± 0.095 %
47
+ 44 4.5240 ± 0.0311 -0.00029 ± 0.00214 0.15122 ± 0.00131 12.437 ± 0.081 % 87.613 ± 0.094 %
48
+ 45 4.5313 ± 0.0308 -0.00088 ± 0.00211 0.15033 ± 0.00129 12.372 ± 0.080 % 87.628 ± 0.093 %
49
+ 46 4.5579 ± 0.0308 -0.00136 ± 0.00208 0.14958 ± 0.00127 12.327 ± 0.079 % 87.638 ± 0.091 %
50
+ 47 4.5655 ± 0.0305 -0.00113 ± 0.00206 0.15037 ± 0.00126 12.334 ± 0.078 % 87.616 ± 0.091 %
51
+ 48 4.5490 ± 0.0301 -0.00091 ± 0.00205 0.15107 ± 0.00125 12.367 ± 0.077 % 87.592 ± 0.090 %
52
+ 49 4.5745 ± 0.0301 -0.00056 ± 0.00205 0.15432 ± 0.00126 12.491 ± 0.076 % 87.491 ± 0.089 %
53
+ 50 4.5033 ± 0.0292 -0.00047 ± 0.00205 0.15740 ± 0.00127 12.704 ± 0.076 % 87.482 ± 0.088 %
54
+ 51 4.5250 ± 0.0291 -0.00086 ± 0.00203 0.15604 ± 0.00125 12.641 ± 0.075 % 87.508 ± 0.087 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.525035 ± 0.029079
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.01%
60
+ Mean ln(PPL(Q)/PPL(base)) : -0.000858 ± 0.002026
61
+ Mean PPL(Q)/PPL(base) : 0.999143 ± 0.002025
62
+ Mean PPL(Q)-PPL(base) : -0.003882 ± 0.009174
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.156042 ± 0.001246
66
+ Maximum KLD: 16.914986
67
+ 99.9% KLD: 5.648973
68
+ 99.0% KLD: 2.292591
69
+ 95.0% KLD: 0.688855
70
+ 90.0% KLD: 0.336791
71
+ Median KLD: 0.028799
72
+ 10.0% KLD: 0.000030
73
+ 5.0% KLD: 0.000003
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000005
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.039 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 88.906%
82
+ 99.0% Δp: 45.986%
83
+ 95.0% Δp: 15.029%
84
+ 90.0% Δp: 7.307%
85
+ 75.0% Δp: 1.061%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.016%
88
+ 10.0% Δp: -7.288%
89
+ 5.0% Δp: -14.632%
90
+ 1.0% Δp: -45.706%
91
+ 0.1% Δp: -88.637%
92
+ Minimum Δp: -99.984%
93
+ RMS Δp : 12.641 ± 0.075 %
94
+ Same top p: 87.508 ± 0.087 %
95
+
96
+ 0.18.445.156 I
97
+ 0.18.445.293 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.18.798.925 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.24.840.564 I kl_divergence: 6.04 seconds per pass - ETA
logs/DevQuasar__Q2_K.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.55 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 11.7511 ± 0.6293 1.70179 ± 0.04944 1.93837 ± 0.04193 55.363 ± 0.584 % 52.362 ± 0.942 %
5
+ 2 9.1128 ± 0.3359 1.13342 ± 0.03069 1.43094 ± 0.02510 46.033 ± 0.444 % 59.840 ± 0.653 %
6
+ 3 8.4550 ± 0.2466 0.97756 ± 0.02300 1.25587 ± 0.01840 41.890 ± 0.366 % 61.883 ± 0.529 %
7
+ 4 8.5003 ± 0.2143 0.86133 ± 0.01888 1.13441 ± 0.01471 38.551 ± 0.317 % 62.940 ± 0.455 %
8
+ 5 8.9768 ± 0.2019 0.82512 ± 0.01647 1.10509 ± 0.01248 37.023 ± 0.282 % 62.671 ± 0.408 %
9
+ 6 9.4631 ± 0.1960 0.81286 ± 0.01474 1.07357 ± 0.01086 35.616 ± 0.255 % 62.575 ± 0.372 %
10
+ 7 9.0303 ± 0.1738 0.80351 ± 0.01374 1.06337 ± 0.01023 35.875 ± 0.239 % 63.507 ± 0.343 %
11
+ 8 9.0272 ± 0.1621 0.77675 ± 0.01271 1.05488 ± 0.00935 35.266 ± 0.222 % 63.339 ± 0.321 %
12
+ 9 9.2399 ± 0.1575 0.76627 ± 0.01193 1.04735 ± 0.00869 34.683 ± 0.208 % 63.410 ± 0.303 %
13
+ 10 9.7282 ± 0.1595 0.76424 ± 0.01124 1.03287 ± 0.00807 33.980 ± 0.196 % 63.492 ± 0.287 %
14
+ 11 9.4336 ± 0.1468 0.75769 ± 0.01062 1.01890 ± 0.00762 33.544 ± 0.186 % 63.840 ± 0.273 %
15
+ 12 9.4237 ± 0.1402 0.75270 ± 0.01011 1.01411 ± 0.00722 33.117 ± 0.178 % 63.736 ± 0.262 %
16
+ 13 9.1278 ± 0.1298 0.73314 ± 0.00960 0.99080 ± 0.00684 32.711 ± 0.170 % 64.282 ± 0.250 %
17
+ 14 8.6804 ± 0.1172 0.71804 ± 0.00910 0.96654 ± 0.00646 32.519 ± 0.163 % 64.753 ± 0.241 %
18
+ 15 9.0186 ± 0.1187 0.71518 ± 0.00879 0.96797 ± 0.00621 32.277 ± 0.157 % 64.516 ± 0.233 %
19
+ 16 9.1081 ± 0.1164 0.74152 ± 0.00870 1.00040 ± 0.00625 33.272 ± 0.154 % 64.147 ± 0.226 %
20
+ 17 9.2751 ± 0.1150 0.73144 ± 0.00836 0.99222 ± 0.00596 32.828 ± 0.149 % 64.077 ± 0.219 %
21
+ 18 9.3700 ± 0.1130 0.72699 ± 0.00808 0.98518 ± 0.00575 32.555 ± 0.145 % 64.107 ± 0.213 %
22
+ 19 9.2442 ± 0.1082 0.71507 ± 0.00779 0.97078 ± 0.00552 32.209 ± 0.141 % 64.332 ± 0.207 %
23
+ 20 8.9885 ± 0.1019 0.70539 ± 0.00752 0.95659 ± 0.00532 31.998 ± 0.137 % 64.602 ± 0.202 %
24
+ 21 8.9061 ± 0.0985 0.69261 ± 0.00733 0.95215 ± 0.00519 31.873 ± 0.133 % 64.823 ± 0.196 %
25
+ 22 9.0548 ± 0.0981 0.69113 ± 0.00714 0.94834 ± 0.00502 31.585 ± 0.130 % 64.704 ± 0.192 %
26
+ 23 8.9379 ± 0.0944 0.68858 ± 0.00696 0.94501 ± 0.00489 31.529 ± 0.127 % 64.773 ± 0.188 %
27
+ 24 8.8396 ± 0.0910 0.68382 ± 0.00679 0.94038 ± 0.00476 31.484 ± 0.124 % 64.853 ± 0.184 %
28
+ 25 8.7313 ± 0.0879 0.69570 ± 0.00671 0.95359 ± 0.00475 32.153 ± 0.123 % 64.800 ± 0.180 %
29
+ 26 8.8417 ± 0.0875 0.69764 ± 0.00657 0.95182 ± 0.00463 32.031 ± 0.120 % 64.744 ± 0.177 %
30
+ 27 8.8399 ± 0.0856 0.68941 ± 0.00642 0.94522 ± 0.00451 31.858 ± 0.118 % 64.806 ± 0.173 %
31
+ 28 8.8687 ± 0.0844 0.69115 ± 0.00631 0.94417 ± 0.00443 31.883 ± 0.116 % 64.772 ± 0.170 %
32
+ 29 8.7386 ± 0.0815 0.68172 ± 0.00615 0.93275 ± 0.00432 31.661 ± 0.114 % 65.075 ± 0.167 %
33
+ 30 8.6966 ± 0.0797 0.67619 ± 0.00603 0.92757 ± 0.00423 31.557 ± 0.111 % 65.149 ± 0.164 %
34
+ 31 8.6585 ± 0.0778 0.67152 ± 0.00590 0.92107 ± 0.00413 31.385 ± 0.109 % 65.236 ± 0.161 %
35
+ 32 8.7597 ± 0.0777 0.67495 ± 0.00582 0.92498 ± 0.00406 31.376 ± 0.108 % 65.083 ± 0.159 %
36
+ 33 8.8884 ± 0.0778 0.67544 ± 0.00573 0.92563 ± 0.00398 31.263 ± 0.106 % 64.969 ± 0.157 %
37
+ 34 8.9764 ± 0.0775 0.67227 ± 0.00563 0.92123 ± 0.00390 31.066 ± 0.104 % 64.949 ± 0.154 %
38
+ 35 9.0400 ± 0.0770 0.67062 ± 0.00553 0.91987 ± 0.00382 30.943 ± 0.102 % 64.837 ± 0.152 %
39
+ 36 9.0799 ± 0.0762 0.68110 ± 0.00551 0.93562 ± 0.00383 31.398 ± 0.101 % 64.625 ± 0.150 %
40
+ 37 9.0745 ± 0.0751 0.69790 ± 0.00551 0.95507 ± 0.00387 32.172 ± 0.101 % 64.382 ± 0.148 %
41
+ 38 9.1062 ± 0.0745 0.70262 ± 0.00549 0.96525 ± 0.00387 32.449 ± 0.100 % 64.268 ± 0.147 %
42
+ 39 9.1071 ± 0.0737 0.69985 ± 0.00544 0.96850 ± 0.00383 32.497 ± 0.098 % 64.257 ± 0.145 %
43
+ 40 9.0708 ± 0.0724 0.69984 ± 0.00537 0.96942 ± 0.00379 32.512 ± 0.097 % 64.257 ± 0.143 %
44
+ 41 9.1120 ± 0.0718 0.70054 ± 0.00530 0.96837 ± 0.00372 32.405 ± 0.096 % 64.241 ± 0.141 %
45
+ 42 9.0788 ± 0.0707 0.69669 ± 0.00522 0.96337 ± 0.00367 32.306 ± 0.095 % 64.352 ± 0.139 %
46
+ 43 9.0264 ± 0.0694 0.69046 ± 0.00515 0.95757 ± 0.00361 32.188 ± 0.093 % 64.478 ± 0.138 %
47
+ 44 9.0294 ± 0.0688 0.69081 ± 0.00509 0.95750 ± 0.00357 32.198 ± 0.092 % 64.522 ± 0.136 %
48
+ 45 9.0305 ± 0.0680 0.68871 ± 0.00502 0.95643 ± 0.00352 32.124 ± 0.091 % 64.534 ± 0.134 %
49
+ 46 9.0745 ± 0.0678 0.68725 ± 0.00496 0.95539 ± 0.00348 32.052 ± 0.090 % 64.556 ± 0.133 %
50
+ 47 9.0794 ± 0.0671 0.68635 ± 0.00491 0.95613 ± 0.00344 32.077 ± 0.089 % 64.578 ± 0.131 %
51
+ 48 9.0411 ± 0.0661 0.68596 ± 0.00486 0.95639 ± 0.00340 32.120 ± 0.088 % 64.604 ± 0.130 %
52
+ 49 9.1021 ± 0.0659 0.68745 ± 0.00483 0.96008 ± 0.00338 32.164 ± 0.087 % 64.530 ± 0.129 %
53
+ 50 9.0740 ± 0.0650 0.70013 ± 0.00481 0.97126 ± 0.00339 32.668 ± 0.087 % 64.426 ± 0.128 %
54
+ 51 9.1127 ± 0.0647 0.69918 ± 0.00476 0.96855 ± 0.00335 32.555 ± 0.086 % 64.429 ± 0.126 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 9.112669 ± 0.064692
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 75.64%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.699183 ± 0.004758
61
+ Mean PPL(Q)/PPL(base) : 2.012107 ± 0.009573
62
+ Mean PPL(Q)-PPL(base) : 4.583751 ± 0.046777
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.968548 ± 0.003347
66
+ Maximum KLD: 18.996134
67
+ 99.9% KLD: 9.736078
68
+ 99.0% KLD: 6.092663
69
+ 95.0% KLD: 3.475748
70
+ 90.0% KLD: 2.410840
71
+ Median KLD: 0.560741
72
+ 10.0% KLD: 0.009894
73
+ 5.0% KLD: 0.002179
74
+ 1.0% KLD: 0.000183
75
+ 0.1% KLD: 0.000011
76
+ Minimum KLD: -0.000002
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -16.242 ± 0.074 %
80
+ Maximum Δp: 99.676%
81
+ 99.9% Δp: 71.781%
82
+ 99.0% Δp: 39.329%
83
+ 95.0% Δp: 13.841%
84
+ 90.0% Δp: 4.081%
85
+ 75.0% Δp: -0.085%
86
+ Median Δp: -4.964%
87
+ 25.0% Δp: -27.117%
88
+ 10.0% Δp: -60.735%
89
+ 5.0% Δp: -80.834%
90
+ 1.0% Δp: -97.716%
91
+ 0.1% Δp: -99.853%
92
+ Minimum Δp: -99.999%
93
+ RMS Δp : 32.555 ± 0.086 %
94
+ Same top p: 64.429 ± 0.126 %
95
+
96
+ 0.13.114.341 I
97
+ 0.13.114.486 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.13.468.515 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.21.180.423 I kl_divergence: 7.71 seconds per pass - ETA
logs/DevQuasar__Q3_K_M.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.12 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 3.0449 ± 0.1267 0.35132 ± 0.03277 0.69395 ± 0.02614 31.816 ± 0.639 % 76.163 ± 0.803 %
5
+ 2 3.5095 ± 0.1090 0.17920 ± 0.01911 0.48049 ± 0.01459 25.437 ± 0.448 % 80.391 ± 0.529 %
6
+ 3 3.6799 ± 0.0931 0.14568 ± 0.01386 0.40000 ± 0.01036 22.601 ± 0.359 % 81.729 ± 0.421 %
7
+ 4 4.0230 ± 0.0888 0.11325 ± 0.01100 0.34071 ± 0.00798 20.422 ± 0.305 % 82.202 ± 0.360 %
8
+ 5 4.3541 ± 0.0871 0.10161 ± 0.00944 0.31576 ± 0.00658 19.210 ± 0.267 % 82.245 ± 0.322 %
9
+ 6 4.6019 ± 0.0839 0.09194 ± 0.00821 0.29046 ± 0.00556 18.135 ± 0.240 % 82.351 ± 0.293 %
10
+ 7 4.4297 ± 0.0755 0.09125 ± 0.00761 0.28668 ± 0.00525 18.043 ± 0.225 % 82.964 ± 0.268 %
11
+ 8 4.5545 ± 0.0734 0.09261 ± 0.00716 0.29582 ± 0.00487 18.014 ± 0.207 % 82.593 ± 0.253 %
12
+ 9 4.7265 ± 0.0729 0.09593 ± 0.00681 0.30250 ± 0.00453 17.906 ± 0.192 % 82.238 ± 0.240 %
13
+ 10 4.9721 ± 0.0736 0.09306 ± 0.00632 0.29239 ± 0.00416 17.453 ± 0.181 % 82.256 ± 0.228 %
14
+ 11 4.8455 ± 0.0676 0.09146 ± 0.00593 0.28535 ± 0.00385 17.220 ± 0.171 % 82.351 ± 0.217 %
15
+ 12 4.8467 ± 0.0644 0.08776 ± 0.00559 0.27964 ± 0.00358 16.917 ± 0.162 % 82.297 ± 0.208 %
16
+ 13 4.7652 ± 0.0605 0.08316 ± 0.00529 0.27131 ± 0.00335 16.639 ± 0.155 % 82.541 ± 0.198 %
17
+ 14 4.5831 ± 0.0552 0.07935 ± 0.00499 0.26075 ± 0.00314 16.350 ± 0.148 % 83.007 ± 0.189 %
18
+ 15 4.7763 ± 0.0565 0.07957 ± 0.00484 0.26183 ± 0.00305 16.257 ± 0.143 % 82.754 ± 0.184 %
19
+ 16 4.7516 ± 0.0548 0.09083 ± 0.00496 0.28389 ± 0.00331 16.987 ± 0.143 % 82.442 ± 0.179 %
20
+ 17 4.8757 ± 0.0548 0.08838 ± 0.00475 0.27835 ± 0.00313 16.676 ± 0.138 % 82.386 ± 0.174 %
21
+ 18 4.9368 ± 0.0540 0.08620 ± 0.00455 0.27327 ± 0.00302 16.446 ± 0.134 % 82.453 ± 0.169 %
22
+ 19 4.9192 ± 0.0522 0.08423 ± 0.00437 0.26715 ± 0.00288 16.227 ± 0.129 % 82.515 ± 0.164 %
23
+ 20 4.8153 ± 0.0494 0.08126 ± 0.00421 0.26139 ± 0.00276 16.041 ± 0.125 % 82.712 ± 0.159 %
24
+ 21 4.8273 ± 0.0486 0.08016 ± 0.00411 0.25992 ± 0.00268 15.978 ± 0.122 % 82.832 ± 0.155 %
25
+ 22 4.9067 ± 0.0482 0.07842 ± 0.00397 0.25611 ± 0.00257 15.805 ± 0.119 % 82.789 ± 0.152 %
26
+ 23 4.8457 ± 0.0463 0.07637 ± 0.00384 0.25162 ± 0.00248 15.662 ± 0.116 % 82.952 ± 0.148 %
27
+ 24 4.8100 ± 0.0449 0.07528 ± 0.00374 0.24910 ± 0.00239 15.597 ± 0.113 % 83.020 ± 0.144 %
28
+ 25 4.7164 ± 0.0431 0.07983 ± 0.00375 0.25425 ± 0.00243 15.937 ± 0.113 % 83.091 ± 0.141 %
29
+ 26 4.7641 ± 0.0428 0.07927 ± 0.00363 0.25070 ± 0.00235 15.786 ± 0.110 % 83.133 ± 0.138 %
30
+ 27 4.7940 ± 0.0422 0.07749 ± 0.00356 0.24976 ± 0.00229 15.730 ± 0.108 % 83.064 ± 0.136 %
31
+ 28 4.8063 ± 0.0416 0.07856 ± 0.00349 0.24925 ± 0.00224 15.766 ± 0.106 % 83.065 ± 0.134 %
32
+ 29 4.7792 ± 0.0406 0.07824 ± 0.00341 0.24596 ± 0.00218 15.633 ± 0.104 % 83.174 ± 0.131 %
33
+ 30 4.7794 ± 0.0399 0.07757 ± 0.00334 0.24443 ± 0.00213 15.581 ± 0.102 % 83.177 ± 0.129 %
34
+ 31 4.7754 ± 0.0391 0.07646 ± 0.00326 0.24117 ± 0.00207 15.458 ± 0.100 % 83.236 ± 0.126 %
35
+ 32 4.8164 ± 0.0389 0.07681 ± 0.00320 0.24219 ± 0.00202 15.465 ± 0.098 % 83.105 ± 0.125 %
36
+ 33 4.8877 ± 0.0390 0.07743 ± 0.00314 0.24119 ± 0.00197 15.380 ± 0.096 % 83.032 ± 0.123 %
37
+ 34 4.9512 ± 0.0390 0.07730 ± 0.00307 0.23945 ± 0.00192 15.267 ± 0.095 % 82.982 ± 0.121 %
38
+ 35 4.9895 ± 0.0387 0.07630 ± 0.00301 0.23785 ± 0.00188 15.182 ± 0.093 % 82.951 ± 0.120 %
39
+ 36 4.9679 ± 0.0380 0.07803 ± 0.00304 0.24708 ± 0.00192 15.536 ± 0.092 % 82.784 ± 0.119 %
40
+ 37 4.9061 ± 0.0370 0.08290 ± 0.00309 0.25803 ± 0.00201 16.040 ± 0.093 % 82.686 ± 0.117 %
41
+ 38 4.9048 ± 0.0366 0.08389 ± 0.00310 0.26490 ± 0.00202 16.304 ± 0.092 % 82.537 ± 0.116 %
42
+ 39 4.9163 ± 0.0364 0.08335 ± 0.00309 0.26906 ± 0.00201 16.407 ± 0.091 % 82.453 ± 0.115 %
43
+ 40 4.8886 ± 0.0356 0.08169 ± 0.00306 0.26881 ± 0.00199 16.416 ± 0.090 % 82.454 ± 0.113 %
44
+ 41 4.9088 ± 0.0353 0.08196 ± 0.00300 0.26662 ± 0.00195 16.327 ± 0.089 % 82.489 ± 0.112 %
45
+ 42 4.9060 ± 0.0349 0.08120 ± 0.00296 0.26438 ± 0.00191 16.250 ± 0.087 % 82.567 ± 0.110 %
46
+ 43 4.9045 ± 0.0345 0.08047 ± 0.00291 0.26276 ± 0.00188 16.185 ± 0.086 % 82.614 ± 0.109 %
47
+ 44 4.9052 ± 0.0342 0.08062 ± 0.00288 0.26219 ± 0.00185 16.150 ± 0.085 % 82.658 ± 0.108 %
48
+ 45 4.9100 ± 0.0338 0.07937 ± 0.00283 0.26059 ± 0.00182 16.082 ± 0.084 % 82.677 ± 0.106 %
49
+ 46 4.9351 ± 0.0337 0.07816 ± 0.00279 0.25936 ± 0.00179 16.026 ± 0.083 % 82.707 ± 0.105 %
50
+ 47 4.9370 ± 0.0334 0.07709 ± 0.00277 0.26021 ± 0.00177 16.027 ± 0.082 % 82.709 ± 0.104 %
51
+ 48 4.9142 ± 0.0329 0.07632 ± 0.00274 0.26078 ± 0.00175 16.071 ± 0.081 % 82.711 ± 0.103 %
52
+ 49 4.9466 ± 0.0329 0.07765 ± 0.00274 0.26449 ± 0.00176 16.166 ± 0.080 % 82.620 ± 0.102 %
53
+ 50 4.8911 ± 0.0321 0.08214 ± 0.00275 0.27057 ± 0.00179 16.487 ± 0.080 % 82.573 ± 0.101 %
54
+ 51 4.9137 ± 0.0320 0.08155 ± 0.00271 0.26868 ± 0.00176 16.406 ± 0.079 % 82.572 ± 0.100 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.913715 ± 0.031970
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 91.21%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.081547 ± 0.002708
61
+ Mean PPL(Q)/PPL(base) : 1.084964 ± 0.002938
62
+ Mean PPL(Q)-PPL(base) : 0.384797 ± 0.013105
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.268676 ± 0.001764
66
+ Maximum KLD: 24.289145
67
+ 99.9% KLD: 7.607027
68
+ 99.0% KLD: 3.321262
69
+ 95.0% KLD: 1.154313
70
+ 90.0% KLD: 0.610062
71
+ Median KLD: 0.075041
72
+ 10.0% KLD: 0.000079
73
+ 5.0% KLD: 0.000008
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000002
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -2.223 ± 0.043 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 88.020%
82
+ 99.0% Δp: 45.733%
83
+ 95.0% Δp: 16.600%
84
+ 90.0% Δp: 7.990%
85
+ 75.0% Δp: 0.649%
86
+ Median Δp: -0.007%
87
+ 25.0% Δp: -3.310%
88
+ 10.0% Δp: -15.184%
89
+ 5.0% Δp: -27.981%
90
+ 1.0% Δp: -71.088%
91
+ 0.1% Δp: -97.550%
92
+ Minimum Δp: -99.997%
93
+ RMS Δp : 16.406 ± 0.079 %
94
+ Same top p: 82.572 ± 0.100 %
95
+
96
+ 0.16.199.793 I
97
+ 0.16.199.941 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.16.554.748 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.23.755.865 I kl_divergence: 7.20 seconds per pass - ETA
logs/DevQuasar__Q4_K_M.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.80 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1459 ± 0.0792 0.00138 ± 0.02403 0.41924 ± 0.01966 23.058 ± 0.606 % 85.080 ± 0.672 %
5
+ 2 2.8819 ± 0.0872 -0.01781 ± 0.01407 0.28549 ± 0.01072 18.539 ± 0.419 % 86.927 ± 0.449 %
6
+ 3 3.1481 ± 0.0776 -0.01039 ± 0.01025 0.23430 ± 0.00747 16.605 ± 0.332 % 87.342 ± 0.362 %
7
+ 4 3.5646 ± 0.0781 -0.00772 ± 0.00810 0.19611 ± 0.00570 14.937 ± 0.282 % 87.833 ± 0.308 %
8
+ 5 3.9291 ± 0.0790 -0.00110 ± 0.00693 0.18188 ± 0.00473 14.080 ± 0.247 % 87.716 ± 0.277 %
9
+ 6 4.2056 ± 0.0774 0.00188 ± 0.00609 0.16623 ± 0.00400 13.276 ± 0.221 % 87.916 ± 0.251 %
10
+ 7 4.0454 ± 0.0695 0.00052 ± 0.00563 0.16393 ± 0.00379 13.200 ± 0.207 % 88.338 ± 0.229 %
11
+ 8 4.1740 ± 0.0679 0.00537 ± 0.00536 0.17240 ± 0.00350 13.390 ± 0.191 % 87.806 ± 0.218 %
12
+ 9 4.3412 ± 0.0677 0.01091 ± 0.00514 0.18047 ± 0.00329 13.537 ± 0.177 % 87.353 ± 0.209 %
13
+ 10 4.5917 ± 0.0688 0.01347 ± 0.00478 0.17296 ± 0.00302 13.142 ± 0.167 % 87.417 ± 0.198 %
14
+ 11 4.4829 ± 0.0632 0.01368 ± 0.00453 0.16970 ± 0.00281 12.991 ± 0.157 % 87.473 ± 0.188 %
15
+ 12 4.4938 ± 0.0603 0.01216 ± 0.00428 0.16617 ± 0.00261 12.825 ± 0.149 % 87.493 ± 0.180 %
16
+ 13 4.4310 ± 0.0568 0.01044 ± 0.00404 0.16095 ± 0.00245 12.579 ± 0.142 % 87.621 ± 0.172 %
17
+ 14 4.2773 ± 0.0520 0.01030 ± 0.00381 0.15470 ± 0.00230 12.375 ± 0.136 % 87.927 ± 0.164 %
18
+ 15 4.4585 ± 0.0532 0.01071 ± 0.00367 0.15435 ± 0.00219 12.332 ± 0.131 % 87.773 ± 0.159 %
19
+ 16 4.3719 ± 0.0506 0.00756 ± 0.00373 0.16854 ± 0.00235 12.967 ± 0.132 % 87.604 ± 0.155 %
20
+ 17 4.5115 ± 0.0510 0.01074 ± 0.00357 0.16398 ± 0.00222 12.709 ± 0.127 % 87.579 ± 0.151 %
21
+ 18 4.5735 ± 0.0503 0.00975 ± 0.00342 0.16020 ± 0.00213 12.540 ± 0.123 % 87.614 ± 0.146 %
22
+ 19 4.5699 ± 0.0488 0.01056 ± 0.00328 0.15624 ± 0.00202 12.358 ± 0.119 % 87.662 ± 0.142 %
23
+ 20 4.4839 ± 0.0464 0.00994 ± 0.00316 0.15301 ± 0.00194 12.256 ± 0.115 % 87.739 ± 0.138 %
24
+ 21 4.4999 ± 0.0456 0.00993 ± 0.00308 0.15183 ± 0.00188 12.178 ± 0.113 % 87.810 ± 0.135 %
25
+ 22 4.5857 ± 0.0454 0.01078 ± 0.00298 0.14925 ± 0.00181 12.037 ± 0.110 % 87.799 ± 0.132 %
26
+ 23 4.5360 ± 0.0437 0.01032 ± 0.00288 0.14636 ± 0.00174 11.924 ± 0.107 % 87.906 ± 0.128 %
27
+ 24 4.5013 ± 0.0423 0.00895 ± 0.00280 0.14435 ± 0.00168 11.843 ± 0.104 % 87.931 ± 0.125 %
28
+ 25 4.3862 ± 0.0403 0.00726 ± 0.00277 0.14649 ± 0.00167 12.043 ± 0.103 % 87.984 ± 0.123 %
29
+ 26 4.4350 ± 0.0400 0.00768 ± 0.00269 0.14404 ± 0.00162 11.923 ± 0.101 % 88.053 ± 0.120 %
30
+ 27 4.4715 ± 0.0396 0.00786 ± 0.00264 0.14354 ± 0.00157 11.898 ± 0.098 % 87.943 ± 0.118 %
31
+ 28 4.4789 ± 0.0389 0.00800 ± 0.00259 0.14277 ± 0.00154 11.877 ± 0.097 % 87.964 ± 0.116 %
32
+ 29 4.4557 ± 0.0380 0.00815 ± 0.00253 0.14056 ± 0.00150 11.769 ± 0.095 % 88.038 ± 0.114 %
33
+ 30 4.4558 ± 0.0373 0.00747 ± 0.00247 0.13925 ± 0.00146 11.718 ± 0.093 % 88.032 ± 0.112 %
34
+ 31 4.4593 ± 0.0367 0.00798 ± 0.00241 0.13734 ± 0.00142 11.624 ± 0.091 % 88.074 ± 0.110 %
35
+ 32 4.4927 ± 0.0364 0.00723 ± 0.00238 0.13774 ± 0.00139 11.612 ± 0.089 % 87.984 ± 0.108 %
36
+ 33 4.5579 ± 0.0364 0.00756 ± 0.00233 0.13686 ± 0.00136 11.531 ± 0.088 % 87.937 ± 0.107 %
37
+ 34 4.6180 ± 0.0365 0.00763 ± 0.00228 0.13546 ± 0.00132 11.437 ± 0.086 % 87.901 ± 0.105 %
38
+ 35 4.6576 ± 0.0362 0.00747 ± 0.00223 0.13408 ± 0.00129 11.357 ± 0.084 % 87.892 ± 0.104 %
39
+ 36 4.6216 ± 0.0355 0.00579 ± 0.00225 0.14064 ± 0.00133 11.688 ± 0.084 % 87.746 ± 0.103 %
40
+ 37 4.5428 ± 0.0343 0.00597 ± 0.00229 0.14805 ± 0.00141 12.111 ± 0.086 % 87.683 ± 0.102 %
41
+ 38 4.5313 ± 0.0339 0.00467 ± 0.00229 0.15287 ± 0.00142 12.340 ± 0.085 % 87.547 ± 0.101 %
42
+ 39 4.5411 ± 0.0337 0.00396 ± 0.00230 0.15590 ± 0.00142 12.466 ± 0.084 % 87.452 ± 0.100 %
43
+ 40 4.5225 ± 0.0331 0.00384 ± 0.00227 0.15626 ± 0.00141 12.489 ± 0.083 % 87.442 ± 0.099 %
44
+ 41 4.5404 ± 0.0327 0.00396 ± 0.00223 0.15450 ± 0.00138 12.403 ± 0.082 % 87.470 ± 0.097 %
45
+ 42 4.5390 ± 0.0323 0.00344 ± 0.00219 0.15301 ± 0.00135 12.338 ± 0.081 % 87.517 ± 0.096 %
46
+ 43 4.5420 ± 0.0320 0.00368 ± 0.00216 0.15191 ± 0.00132 12.287 ± 0.080 % 87.524 ± 0.095 %
47
+ 44 4.5445 ± 0.0317 0.00423 ± 0.00214 0.15135 ± 0.00130 12.257 ± 0.079 % 87.567 ± 0.094 %
48
+ 45 4.5532 ± 0.0314 0.00393 ± 0.00211 0.15030 ± 0.00128 12.202 ± 0.078 % 87.593 ± 0.093 %
49
+ 46 4.5788 ± 0.0313 0.00323 ± 0.00208 0.14946 ± 0.00126 12.160 ± 0.077 % 87.578 ± 0.092 %
50
+ 47 4.5879 ± 0.0311 0.00376 ± 0.00206 0.15046 ± 0.00125 12.184 ± 0.076 % 87.565 ± 0.091 %
51
+ 48 4.5725 ± 0.0307 0.00424 ± 0.00205 0.15099 ± 0.00123 12.221 ± 0.075 % 87.554 ± 0.090 %
52
+ 49 4.5980 ± 0.0307 0.00455 ± 0.00204 0.15393 ± 0.00124 12.338 ± 0.074 % 87.452 ± 0.089 %
53
+ 50 4.5243 ± 0.0298 0.00417 ± 0.00205 0.15698 ± 0.00125 12.555 ± 0.074 % 87.439 ± 0.088 %
54
+ 51 4.5481 ± 0.0296 0.00424 ± 0.00202 0.15560 ± 0.00123 12.490 ± 0.073 % 87.451 ± 0.087 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.548146 ± 0.029646
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.14%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.004237 ± 0.002017
61
+ Mean PPL(Q)/PPL(base) : 1.004246 ± 0.002025
62
+ Mean PPL(Q)-PPL(base) : 0.019228 ± 0.009160
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.155595 ± 0.001229
66
+ Maximum KLD: 18.029131
67
+ 99.9% KLD: 5.668837
68
+ 99.0% KLD: 2.224843
69
+ 95.0% KLD: 0.672431
70
+ 90.0% KLD: 0.333405
71
+ Median KLD: 0.032571
72
+ 10.0% KLD: 0.000032
73
+ 5.0% KLD: 0.000003
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.366 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 89.073%
82
+ 99.0% Δp: 48.334%
83
+ 95.0% Δp: 15.886%
84
+ 90.0% Δp: 7.931%
85
+ 75.0% Δp: 1.223%
86
+ Median Δp: 0.001%
87
+ 25.0% Δp: -0.900%
88
+ 10.0% Δp: -7.082%
89
+ 5.0% Δp: -13.994%
90
+ 1.0% Δp: -41.282%
91
+ 0.1% Δp: -83.732%
92
+ Minimum Δp: -99.919%
93
+ RMS Δp : 12.490 ± 0.073 %
94
+ Same top p: 87.451 ± 0.087 %
95
+
96
+ 0.20.452.953 I
97
+ 0.20.453.094 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.20.804.905 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.27.630.421 I kl_divergence: 6.83 seconds per pass - ETA
logs/DevQuasar__Q5_K_M.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.90 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 1.8909 ± 0.0599 -0.12514 ± 0.02010 0.32763 ± 0.01632 20.894 ± 0.604 % 87.389 ± 0.626 %
5
+ 2 2.6757 ± 0.0765 -0.09205 ± 0.01216 0.22643 ± 0.00884 16.922 ± 0.415 % 88.597 ± 0.424 %
6
+ 3 2.9590 ± 0.0699 -0.07235 ± 0.00895 0.18519 ± 0.00615 15.077 ± 0.328 % 88.834 ± 0.343 %
7
+ 4 3.3661 ± 0.0710 -0.06500 ± 0.00701 0.15298 ± 0.00468 13.500 ± 0.279 % 89.396 ± 0.290 %
8
+ 5 3.7195 ± 0.0720 -0.05593 ± 0.00599 0.13955 ± 0.00386 12.670 ± 0.245 % 89.435 ± 0.259 %
9
+ 6 3.9903 ± 0.0709 -0.05067 ± 0.00529 0.12676 ± 0.00326 11.966 ± 0.220 % 89.497 ± 0.236 %
10
+ 7 3.8386 ± 0.0637 -0.05197 ± 0.00495 0.12631 ± 0.00310 12.031 ± 0.208 % 89.708 ± 0.216 %
11
+ 8 3.9474 ± 0.0618 -0.05045 ± 0.00470 0.13213 ± 0.00287 12.194 ± 0.190 % 89.210 ± 0.207 %
12
+ 9 4.0878 ± 0.0612 -0.04925 ± 0.00451 0.13757 ± 0.00267 12.318 ± 0.175 % 88.767 ± 0.198 %
13
+ 10 4.3276 ± 0.0624 -0.04578 ± 0.00416 0.13094 ± 0.00244 11.915 ± 0.165 % 88.813 ± 0.188 %
14
+ 11 4.2307 ± 0.0574 -0.04422 ± 0.00391 0.12790 ± 0.00226 11.736 ± 0.155 % 88.907 ± 0.178 %
15
+ 12 4.2530 ± 0.0550 -0.04291 ± 0.00369 0.12476 ± 0.00210 11.534 ± 0.147 % 88.887 ± 0.171 %
16
+ 13 4.2044 ± 0.0520 -0.04205 ± 0.00348 0.12111 ± 0.00197 11.327 ± 0.140 % 89.072 ± 0.163 %
17
+ 14 4.0651 ± 0.0477 -0.04058 ± 0.00329 0.11659 ± 0.00185 11.153 ± 0.134 % 89.317 ± 0.156 %
18
+ 15 4.2383 ± 0.0489 -0.03994 ± 0.00317 0.11670 ± 0.00177 11.131 ± 0.130 % 89.172 ± 0.151 %
19
+ 16 4.1524 ± 0.0464 -0.04395 ± 0.00326 0.12828 ± 0.00191 11.756 ± 0.130 % 89.019 ± 0.147 %
20
+ 17 4.2842 ± 0.0468 -0.04096 ± 0.00312 0.12456 ± 0.00181 11.507 ± 0.125 % 89.013 ± 0.143 %
21
+ 18 4.3520 ± 0.0463 -0.03990 ± 0.00299 0.12197 ± 0.00173 11.357 ± 0.121 % 89.059 ± 0.139 %
22
+ 19 4.3527 ± 0.0450 -0.03814 ± 0.00287 0.11871 ± 0.00165 11.188 ± 0.117 % 89.113 ± 0.135 %
23
+ 20 4.2709 ± 0.0427 -0.03873 ± 0.00275 0.11589 ± 0.00158 11.070 ± 0.114 % 89.201 ± 0.131 %
24
+ 21 4.2870 ± 0.0420 -0.03855 ± 0.00268 0.11502 ± 0.00153 11.005 ± 0.111 % 89.219 ± 0.128 %
25
+ 22 4.3719 ± 0.0419 -0.03698 ± 0.00259 0.11286 ± 0.00147 10.865 ± 0.108 % 89.217 ± 0.125 %
26
+ 23 4.3295 ± 0.0404 -0.03626 ± 0.00251 0.11084 ± 0.00141 10.775 ± 0.105 % 89.290 ± 0.122 %
27
+ 24 4.3025 ± 0.0392 -0.03621 ± 0.00244 0.10957 ± 0.00136 10.718 ± 0.102 % 89.294 ± 0.119 %
28
+ 25 4.1933 ± 0.0373 -0.03772 ± 0.00242 0.11192 ± 0.00138 10.924 ± 0.102 % 89.344 ± 0.116 %
29
+ 26 4.2422 ± 0.0371 -0.03676 ± 0.00235 0.10992 ± 0.00133 10.802 ± 0.099 % 89.404 ± 0.114 %
30
+ 27 4.2765 ± 0.0367 -0.03672 ± 0.00230 0.10939 ± 0.00129 10.759 ± 0.097 % 89.341 ± 0.112 %
31
+ 28 4.2861 ± 0.0361 -0.03600 ± 0.00225 0.10843 ± 0.00126 10.726 ± 0.095 % 89.391 ± 0.110 %
32
+ 29 4.2685 ± 0.0353 -0.03477 ± 0.00219 0.10673 ± 0.00122 10.625 ± 0.093 % 89.449 ± 0.108 %
33
+ 30 4.2707 ± 0.0347 -0.03497 ± 0.00214 0.10572 ± 0.00119 10.587 ± 0.091 % 89.452 ± 0.106 %
34
+ 31 4.2744 ± 0.0341 -0.03439 ± 0.00209 0.10411 ± 0.00115 10.496 ± 0.090 % 89.491 ± 0.104 %
35
+ 32 4.3082 ± 0.0339 -0.03469 ± 0.00206 0.10445 ± 0.00112 10.495 ± 0.088 % 89.408 ± 0.103 %
36
+ 33 4.3723 ± 0.0340 -0.03400 ± 0.00202 0.10378 ± 0.00110 10.427 ± 0.086 % 89.377 ± 0.101 %
37
+ 34 4.4328 ± 0.0340 -0.03330 ± 0.00197 0.10266 ± 0.00107 10.337 ± 0.085 % 89.352 ± 0.100 %
38
+ 35 4.4716 ± 0.0338 -0.03329 ± 0.00193 0.10152 ± 0.00104 10.260 ± 0.083 % 89.353 ± 0.098 %
39
+ 36 4.4339 ± 0.0331 -0.03569 ± 0.00196 0.10686 ± 0.00108 10.557 ± 0.083 % 89.217 ± 0.097 %
40
+ 37 4.3498 ± 0.0319 -0.03744 ± 0.00200 0.11350 ± 0.00116 10.970 ± 0.084 % 89.167 ± 0.096 %
41
+ 38 4.3372 ± 0.0315 -0.03910 ± 0.00201 0.11775 ± 0.00118 11.184 ± 0.083 % 89.040 ± 0.096 %
42
+ 39 4.3441 ± 0.0313 -0.04039 ± 0.00202 0.12022 ± 0.00117 11.298 ± 0.082 % 88.940 ± 0.095 %
43
+ 40 4.3230 ± 0.0307 -0.04128 ± 0.00200 0.12047 ± 0.00117 11.325 ± 0.081 % 88.941 ± 0.093 %
44
+ 41 4.3421 ± 0.0304 -0.04070 ± 0.00196 0.11895 ± 0.00114 11.239 ± 0.080 % 88.980 ± 0.092 %
45
+ 42 4.3441 ± 0.0300 -0.04044 ± 0.00193 0.11782 ± 0.00112 11.181 ± 0.079 % 89.025 ± 0.091 %
46
+ 43 4.3476 ± 0.0297 -0.04007 ± 0.00190 0.11702 ± 0.00110 11.135 ± 0.078 % 89.040 ± 0.090 %
47
+ 44 4.3500 ± 0.0295 -0.03951 ± 0.00188 0.11670 ± 0.00108 11.108 ± 0.077 % 89.067 ± 0.089 %
48
+ 45 4.3605 ± 0.0292 -0.03932 ± 0.00185 0.11599 ± 0.00106 11.065 ± 0.076 % 89.059 ± 0.088 %
49
+ 46 4.3862 ± 0.0292 -0.03977 ± 0.00183 0.11534 ± 0.00104 11.025 ± 0.075 % 89.053 ± 0.087 %
50
+ 47 4.3940 ± 0.0289 -0.03942 ± 0.00182 0.11595 ± 0.00104 11.031 ± 0.074 % 89.023 ± 0.086 %
51
+ 48 4.3768 ± 0.0285 -0.03950 ± 0.00180 0.11635 ± 0.00102 11.065 ± 0.073 % 89.025 ± 0.085 %
52
+ 49 4.3996 ± 0.0285 -0.03954 ± 0.00181 0.11905 ± 0.00104 11.171 ± 0.072 % 88.919 ± 0.085 %
53
+ 50 4.3256 ± 0.0276 -0.04073 ± 0.00181 0.12195 ± 0.00105 11.407 ± 0.073 % 88.912 ± 0.084 %
54
+ 51 4.3485 ± 0.0275 -0.04064 ± 0.00179 0.12090 ± 0.00104 11.344 ± 0.072 % 88.913 ± 0.083 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.348547 ± 0.027511
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 96.07%
60
+ Mean ln(PPL(Q)/PPL(base)) : -0.040641 ± 0.001786
61
+ Mean PPL(Q)/PPL(base) : 0.960174 ± 0.001715
62
+ Mean PPL(Q)-PPL(base) : -0.180371 ± 0.008057
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.120901 ± 0.001035
66
+ Maximum KLD: 20.000097
67
+ 99.9% KLD: 4.873580
68
+ 99.0% KLD: 1.826916
69
+ 95.0% KLD: 0.506665
70
+ 90.0% KLD: 0.248998
71
+ Median KLD: 0.022948
72
+ 10.0% KLD: 0.000024
73
+ 5.0% KLD: 0.000003
74
+ 1.0% KLD: -0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000007
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.761 ± 0.030 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.134%
82
+ 99.0% Δp: 46.552%
83
+ 95.0% Δp: 14.822%
84
+ 90.0% Δp: 7.400%
85
+ 75.0% Δp: 1.274%
86
+ Median Δp: 0.001%
87
+ 25.0% Δp: -0.592%
88
+ 10.0% Δp: -5.508%
89
+ 5.0% Δp: -11.208%
90
+ 1.0% Δp: -33.201%
91
+ 0.1% Δp: -76.408%
92
+ Minimum Δp: -99.577%
93
+ RMS Δp : 11.344 ± 0.072 %
94
+ Same top p: 88.913 ± 0.083 %
95
+
96
+ 0.23.296.589 I
97
+ 0.23.296.723 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.23.651.566 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.30.598.695 I kl_divergence: 6.95 seconds per pass - ETA
logs/DevQuasar__Q6_K.log ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 0.02.816.125 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 99, abort
2
+ 0.26.827.362 E ggml_backend_cuda_buffer_type_alloc_buffer: allocating 709.37 MiB on device 0: cudaMalloc failed: out of memory
3
+ 0.26.827.372 E ggml_gallocr_reserve_n_impl: failed to allocate CUDA0 buffer of size 743830016
4
+ 0.26.827.374 E graph_reserve: failed to allocate compute buffers
5
+ 0.26.827.380 W sched_reserve: compute buffer allocation failed, retrying without pipeline parallelism
6
+ 0.26.841.550 E ggml_backend_cuda_buffer_type_alloc_buffer: allocating 674.30 MiB on device 2: cudaMalloc failed: out of memory
7
+ 0.26.841.558 E ggml_gallocr_reserve_n_impl: failed to allocate CUDA2 buffer of size 707055104
8
+ 0.26.841.560 E graph_reserve: failed to allocate compute buffers
9
+ 0.26.854.921 E llama_init_from_model: failed to initialize the context: failed to allocate compute pp buffers
10
+ 0.26.854.930 E cmn common_init_: failed to create context with model '/root/dl/Q6_K/deepseek-ai.DeepSeek-V4-Flash-0731.f16.gguf.Q6_K.gguf-00001-of-00019.gguf'
11
+ 0.26.854.937 E cmn common_init_: failed to create context with model '/root/dl/Q6_K/deepseek-ai.DeepSeek-V4-Flash-0731.f16.gguf.Q6_K.gguf-00001-of-00019.gguf'
12
+ 0.26.854.946 E llama_perplexity: failed to create context
logs/DevQuasar__Q8_0.log ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ 0.02.791.598 W common_fit_params: failed to fit params to free device memory: n_gpu_layers already set by user to 99, abort
2
+ 0.16.321.504 E ggml_backend_cuda_buffer_type_alloc_buffer: allocating 40044.43 MiB on device 0: cudaMalloc failed: out of memory
3
+ 0.16.321.512 E alloc_tensor_range: failed to allocate CUDA0 buffer of size 41989626368
4
+ 0.24.901.998 E llama_model_load: error loading model: unable to allocate CUDA0 buffer
5
+ 0.24.902.011 E llama_model_load_from_file_impl: failed to load model
6
+ 0.24.902.021 E cmn common_init_: failed to load model '/root/dl/Q8_0/deepseek-ai.DeepSeek-V4-Flash-0731.f16.gguf.Q8_0.gguf-00001-of-00023.gguf'
7
+ 0.24.902.033 E llama_perplexity: unable to load model
logs/TacoTakumi__DeepSeek-V4-Flash-0731-IQ3_XXS-D_IQ3_S-imat.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.07 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.6591 ± 0.0997 0.21584 ± 0.02864 0.57832 ± 0.02308 28.549 ± 0.628 % 78.472 ± 0.775 %
5
+ 2 3.2576 ± 0.0971 0.10474 ± 0.01696 0.39283 ± 0.01294 22.920 ± 0.443 % 82.522 ± 0.506 %
6
+ 3 3.4189 ± 0.0830 0.07212 ± 0.01227 0.32178 ± 0.00904 20.236 ± 0.353 % 83.635 ± 0.403 %
7
+ 4 3.7740 ± 0.0812 0.04937 ± 0.00965 0.26778 ± 0.00695 18.106 ± 0.302 % 84.813 ± 0.338 %
8
+ 5 4.0890 ± 0.0799 0.03879 ± 0.00819 0.24359 ± 0.00584 16.916 ± 0.267 % 85.179 ± 0.299 %
9
+ 6 4.3509 ± 0.0780 0.03584 ± 0.00712 0.22119 ± 0.00494 15.936 ± 0.240 % 85.506 ± 0.271 %
10
+ 7 4.2070 ± 0.0710 0.03968 ± 0.00666 0.22144 ± 0.00477 15.945 ± 0.226 % 85.998 ± 0.247 %
11
+ 8 4.3124 ± 0.0687 0.03799 ± 0.00625 0.23068 ± 0.00440 16.065 ± 0.208 % 85.528 ± 0.234 %
12
+ 9 4.4674 ± 0.0679 0.03955 ± 0.00599 0.23780 ± 0.00409 16.092 ± 0.193 % 84.958 ± 0.225 %
13
+ 10 4.7051 ± 0.0688 0.03785 ± 0.00554 0.22648 ± 0.00375 15.542 ± 0.181 % 85.155 ± 0.212 %
14
+ 11 4.5877 ± 0.0632 0.03679 ± 0.00520 0.22049 ± 0.00347 15.292 ± 0.171 % 85.316 ± 0.201 %
15
+ 12 4.5982 ± 0.0604 0.03514 ± 0.00490 0.21555 ± 0.00323 15.041 ± 0.163 % 85.189 ± 0.193 %
16
+ 13 4.5297 ± 0.0569 0.03247 ± 0.00464 0.20907 ± 0.00303 14.742 ± 0.155 % 85.438 ± 0.184 %
17
+ 14 4.3677 ± 0.0520 0.03119 ± 0.00437 0.20068 ± 0.00284 14.468 ± 0.149 % 85.803 ± 0.176 %
18
+ 15 4.5502 ± 0.0532 0.03106 ± 0.00422 0.20013 ± 0.00272 14.330 ± 0.143 % 85.696 ± 0.170 %
19
+ 16 4.5034 ± 0.0512 0.03719 ± 0.00431 0.21784 ± 0.00289 15.034 ± 0.142 % 85.426 ± 0.166 %
20
+ 17 4.6212 ± 0.0513 0.03476 ± 0.00412 0.21136 ± 0.00274 14.726 ± 0.137 % 85.471 ± 0.161 %
21
+ 18 4.6782 ± 0.0505 0.03239 ± 0.00394 0.20692 ± 0.00263 14.536 ± 0.133 % 85.563 ± 0.156 %
22
+ 19 4.6733 ± 0.0489 0.03293 ± 0.00378 0.20198 ± 0.00251 14.333 ± 0.129 % 85.617 ± 0.152 %
23
+ 20 4.5821 ± 0.0465 0.03161 ± 0.00363 0.19748 ± 0.00240 14.166 ± 0.125 % 85.719 ± 0.147 %
24
+ 21 4.5905 ± 0.0456 0.02987 ± 0.00354 0.19600 ± 0.00232 14.104 ± 0.122 % 85.784 ± 0.144 %
25
+ 22 4.6685 ± 0.0454 0.02866 ± 0.00342 0.19204 ± 0.00222 13.907 ± 0.118 % 85.816 ± 0.140 %
26
+ 23 4.6169 ± 0.0437 0.02799 ± 0.00331 0.18898 ± 0.00214 13.796 ± 0.115 % 85.899 ± 0.137 %
27
+ 24 4.5827 ± 0.0423 0.02688 ± 0.00322 0.18726 ± 0.00207 13.736 ± 0.112 % 85.910 ± 0.134 %
28
+ 25 4.4805 ± 0.0404 0.02851 ± 0.00321 0.19126 ± 0.00210 14.009 ± 0.112 % 85.971 ± 0.131 %
29
+ 26 4.5267 ± 0.0402 0.02816 ± 0.00311 0.18773 ± 0.00203 13.851 ± 0.109 % 86.110 ± 0.128 %
30
+ 27 4.5588 ± 0.0397 0.02718 ± 0.00305 0.18697 ± 0.00198 13.787 ± 0.107 % 86.072 ± 0.126 %
31
+ 28 4.5704 ± 0.0391 0.02824 ± 0.00300 0.18676 ± 0.00195 13.828 ± 0.105 % 86.097 ± 0.123 %
32
+ 29 4.5429 ± 0.0381 0.02753 ± 0.00292 0.18376 ± 0.00190 13.678 ± 0.103 % 86.200 ± 0.121 %
33
+ 30 4.5428 ± 0.0375 0.02681 ± 0.00285 0.18228 ± 0.00185 13.628 ± 0.101 % 86.229 ± 0.119 %
34
+ 31 4.5427 ± 0.0368 0.02650 ± 0.00278 0.17969 ± 0.00180 13.510 ± 0.099 % 86.277 ± 0.116 %
35
+ 32 4.5802 ± 0.0365 0.02653 ± 0.00274 0.18035 ± 0.00176 13.496 ± 0.097 % 86.193 ± 0.115 %
36
+ 33 4.6456 ± 0.0366 0.02661 ± 0.00268 0.17871 ± 0.00171 13.418 ± 0.096 % 86.168 ± 0.113 %
37
+ 34 4.7053 ± 0.0366 0.02636 ± 0.00262 0.17703 ± 0.00167 13.308 ± 0.094 % 86.143 ± 0.112 %
38
+ 35 4.7400 ± 0.0363 0.02500 ± 0.00256 0.17501 ± 0.00163 13.202 ± 0.093 % 86.180 ± 0.110 %
39
+ 36 4.7209 ± 0.0357 0.02703 ± 0.00261 0.18480 ± 0.00169 13.657 ± 0.093 % 85.960 ± 0.109 %
40
+ 37 4.6575 ± 0.0347 0.03090 ± 0.00269 0.19644 ± 0.00180 14.251 ± 0.094 % 85.803 ± 0.108 %
41
+ 38 4.6581 ± 0.0344 0.03226 ± 0.00271 0.20388 ± 0.00182 14.553 ± 0.093 % 85.609 ± 0.107 %
42
+ 39 4.6730 ± 0.0342 0.03259 ± 0.00271 0.20826 ± 0.00182 14.669 ± 0.092 % 85.521 ± 0.106 %
43
+ 40 4.6475 ± 0.0335 0.03110 ± 0.00268 0.20829 ± 0.00180 14.685 ± 0.091 % 85.527 ± 0.105 %
44
+ 41 4.6636 ± 0.0332 0.03072 ± 0.00263 0.20579 ± 0.00176 14.578 ± 0.090 % 85.567 ± 0.103 %
45
+ 42 4.6607 ± 0.0327 0.02991 ± 0.00258 0.20388 ± 0.00173 14.501 ± 0.088 % 85.639 ± 0.102 %
46
+ 43 4.6591 ± 0.0324 0.02915 ± 0.00254 0.20243 ± 0.00169 14.433 ± 0.087 % 85.661 ± 0.101 %
47
+ 44 4.6608 ± 0.0321 0.02950 ± 0.00251 0.20205 ± 0.00167 14.401 ± 0.086 % 85.701 ± 0.099 %
48
+ 45 4.6672 ± 0.0318 0.02866 ± 0.00248 0.20092 ± 0.00165 14.327 ± 0.085 % 85.713 ± 0.098 %
49
+ 46 4.6915 ± 0.0317 0.02753 ± 0.00244 0.19981 ± 0.00162 14.279 ± 0.084 % 85.719 ± 0.097 %
50
+ 47 4.6934 ± 0.0314 0.02651 ± 0.00242 0.20034 ± 0.00160 14.268 ± 0.083 % 85.709 ± 0.096 %
51
+ 48 4.6762 ± 0.0309 0.02667 ± 0.00240 0.20107 ± 0.00158 14.296 ± 0.082 % 85.696 ± 0.095 %
52
+ 49 4.7066 ± 0.0309 0.02791 ± 0.00240 0.20494 ± 0.00159 14.402 ± 0.081 % 85.576 ± 0.095 %
53
+ 50 4.6426 ± 0.0301 0.02999 ± 0.00241 0.20994 ± 0.00161 14.696 ± 0.081 % 85.527 ± 0.094 %
54
+ 51 4.6649 ± 0.0299 0.02959 ± 0.00237 0.20809 ± 0.00158 14.623 ± 0.080 % 85.542 ± 0.093 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.664927 ± 0.029942
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 93.16%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.029589 ± 0.002372
61
+ Mean PPL(Q)/PPL(base) : 1.030031 ± 0.002443
62
+ Mean PPL(Q)-PPL(base) : 0.136009 ± 0.010941
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.208092 ± 0.001585
66
+ Maximum KLD: 20.724836
67
+ 99.9% KLD: 6.801513
68
+ 99.0% KLD: 3.034515
69
+ 95.0% KLD: 0.941983
70
+ 90.0% KLD: 0.453319
71
+ Median KLD: 0.040641
72
+ 10.0% KLD: 0.000049
73
+ 5.0% KLD: 0.000006
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000008
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -1.091 ± 0.038 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.755%
82
+ 99.0% Δp: 45.160%
83
+ 95.0% Δp: 14.962%
84
+ 90.0% Δp: 7.386%
85
+ 75.0% Δp: 0.897%
86
+ Median Δp: -0.001%
87
+ 25.0% Δp: -1.784%
88
+ 10.0% Δp: -10.291%
89
+ 5.0% Δp: -20.696%
90
+ 1.0% Δp: -63.361%
91
+ 0.1% Δp: -96.516%
92
+ Minimum Δp: -99.995%
93
+ RMS Δp : 14.623 ± 0.080 %
94
+ Same top p: 85.542 ± 0.093 %
95
+
96
+ 0.21.552.878 I
97
+ 0.21.553.183 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.21.974.563 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.30.305.675 I kl_divergence: 8.33 seconds per pass - ETA
logs/TacoTakumi__DeepSeek-V4-Flash-0731-IQ3_XXS-imat.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.05 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.7321 ± 0.1056 0.24290 ± 0.02926 0.59819 ± 0.02383 28.816 ± 0.637 % 78.970 ± 0.768 %
5
+ 2 3.3406 ± 0.1028 0.12989 ± 0.01740 0.40781 ± 0.01330 23.212 ± 0.444 % 82.256 ± 0.509 %
6
+ 3 3.5009 ± 0.0872 0.09583 ± 0.01262 0.33868 ± 0.00934 20.596 ± 0.355 % 83.256 ± 0.406 %
7
+ 4 3.8586 ± 0.0849 0.07153 ± 0.00992 0.28390 ± 0.00723 18.510 ± 0.304 % 84.396 ± 0.342 %
8
+ 5 4.1817 ± 0.0835 0.06119 ± 0.00849 0.25961 ± 0.00605 17.367 ± 0.268 % 84.746 ± 0.303 %
9
+ 6 4.4391 ± 0.0811 0.05592 ± 0.00737 0.23580 ± 0.00514 16.381 ± 0.242 % 85.050 ± 0.274 %
10
+ 7 4.3002 ± 0.0737 0.06159 ± 0.00695 0.23695 ± 0.00498 16.461 ± 0.228 % 85.461 ± 0.251 %
11
+ 8 4.4152 ± 0.0714 0.06155 ± 0.00653 0.24608 ± 0.00459 16.530 ± 0.209 % 84.982 ± 0.238 %
12
+ 9 4.5679 ± 0.0704 0.06180 ± 0.00622 0.25269 ± 0.00425 16.501 ± 0.193 % 84.547 ± 0.227 %
13
+ 10 4.8038 ± 0.0711 0.05862 ± 0.00575 0.23989 ± 0.00389 15.961 ± 0.183 % 84.721 ± 0.214 %
14
+ 11 4.6814 ± 0.0653 0.05701 ± 0.00542 0.23457 ± 0.00362 15.738 ± 0.173 % 84.922 ± 0.203 %
15
+ 12 4.6868 ± 0.0622 0.05422 ± 0.00511 0.22903 ± 0.00337 15.448 ± 0.164 % 84.899 ± 0.195 %
16
+ 13 4.6154 ± 0.0586 0.05121 ± 0.00484 0.22278 ± 0.00316 15.165 ± 0.156 % 85.132 ± 0.186 %
17
+ 14 4.4501 ± 0.0536 0.04989 ± 0.00457 0.21431 ± 0.00297 14.886 ± 0.150 % 85.494 ± 0.177 %
18
+ 15 4.6258 ± 0.0546 0.04756 ± 0.00440 0.21331 ± 0.00284 14.739 ± 0.144 % 85.376 ± 0.172 %
19
+ 16 4.5780 ± 0.0525 0.05362 ± 0.00445 0.23152 ± 0.00302 15.438 ± 0.143 % 85.115 ± 0.168 %
20
+ 17 4.6954 ± 0.0525 0.05069 ± 0.00425 0.22456 ± 0.00285 15.119 ± 0.138 % 85.191 ± 0.162 %
21
+ 18 4.7565 ± 0.0518 0.04898 ± 0.00407 0.22047 ± 0.00275 14.921 ± 0.134 % 85.269 ± 0.157 %
22
+ 19 4.7472 ± 0.0502 0.04864 ± 0.00390 0.21523 ± 0.00262 14.695 ± 0.130 % 85.334 ± 0.153 %
23
+ 20 4.6520 ± 0.0476 0.04676 ± 0.00375 0.21078 ± 0.00250 14.531 ± 0.126 % 85.417 ± 0.149 %
24
+ 21 4.6621 ± 0.0467 0.04535 ± 0.00367 0.21001 ± 0.00244 14.485 ± 0.123 % 85.462 ± 0.145 %
25
+ 22 4.7423 ± 0.0465 0.04435 ± 0.00354 0.20597 ± 0.00235 14.282 ± 0.120 % 85.490 ± 0.142 %
26
+ 23 4.6900 ± 0.0448 0.04371 ± 0.00343 0.20283 ± 0.00226 14.184 ± 0.117 % 85.573 ± 0.138 %
27
+ 24 4.6546 ± 0.0433 0.04244 ± 0.00333 0.20087 ± 0.00219 14.112 ± 0.113 % 85.597 ± 0.135 %
28
+ 25 4.5518 ± 0.0414 0.04430 ± 0.00332 0.20468 ± 0.00219 14.434 ± 0.113 % 85.611 ± 0.132 %
29
+ 26 4.5963 ± 0.0411 0.04342 ± 0.00322 0.20086 ± 0.00211 14.277 ± 0.110 % 85.736 ± 0.129 %
30
+ 27 4.6244 ± 0.0406 0.04147 ± 0.00315 0.19958 ± 0.00206 14.199 ± 0.108 % 85.696 ± 0.127 %
31
+ 28 4.6338 ± 0.0399 0.04200 ± 0.00309 0.19930 ± 0.00203 14.235 ± 0.106 % 85.680 ± 0.125 %
32
+ 29 4.6076 ± 0.0389 0.04168 ± 0.00301 0.19641 ± 0.00197 14.098 ± 0.104 % 85.800 ± 0.122 %
33
+ 30 4.6080 ± 0.0383 0.04104 ± 0.00295 0.19483 ± 0.00192 14.035 ± 0.102 % 85.829 ± 0.120 %
34
+ 31 4.6071 ± 0.0376 0.04059 ± 0.00288 0.19197 ± 0.00187 13.901 ± 0.100 % 85.895 ± 0.118 %
35
+ 32 4.6484 ± 0.0374 0.04131 ± 0.00283 0.19263 ± 0.00183 13.894 ± 0.098 % 85.768 ± 0.116 %
36
+ 33 4.7140 ± 0.0374 0.04122 ± 0.00277 0.19098 ± 0.00178 13.809 ± 0.097 % 85.734 ± 0.115 %
37
+ 34 4.7748 ± 0.0374 0.04102 ± 0.00271 0.18936 ± 0.00174 13.704 ± 0.095 % 85.695 ± 0.113 %
38
+ 35 4.8090 ± 0.0371 0.03945 ± 0.00265 0.18720 ± 0.00169 13.599 ± 0.093 % 85.739 ± 0.111 %
39
+ 36 4.7927 ± 0.0365 0.04214 ± 0.00268 0.19695 ± 0.00175 14.059 ± 0.093 % 85.486 ± 0.111 %
40
+ 37 4.7318 ± 0.0355 0.04673 ± 0.00276 0.20827 ± 0.00185 14.650 ± 0.095 % 85.332 ± 0.110 %
41
+ 38 4.7341 ± 0.0352 0.04846 ± 0.00278 0.21567 ± 0.00186 14.916 ± 0.094 % 85.170 ± 0.109 %
42
+ 39 4.7461 ± 0.0350 0.04812 ± 0.00278 0.21966 ± 0.00186 15.026 ± 0.093 % 85.064 ± 0.108 %
43
+ 40 4.7222 ± 0.0343 0.04706 ± 0.00275 0.21971 ± 0.00184 15.034 ± 0.091 % 85.038 ± 0.106 %
44
+ 41 4.7394 ± 0.0340 0.04685 ± 0.00270 0.21721 ± 0.00180 14.926 ± 0.090 % 85.083 ± 0.105 %
45
+ 42 4.7360 ± 0.0335 0.04593 ± 0.00265 0.21506 ± 0.00176 14.839 ± 0.089 % 85.159 ± 0.103 %
46
+ 43 4.7339 ± 0.0331 0.04505 ± 0.00261 0.21365 ± 0.00173 14.777 ± 0.088 % 85.191 ± 0.102 %
47
+ 44 4.7346 ± 0.0328 0.04521 ± 0.00258 0.21311 ± 0.00171 14.737 ± 0.086 % 85.245 ± 0.101 %
48
+ 45 4.7429 ± 0.0325 0.04474 ± 0.00254 0.21193 ± 0.00168 14.662 ± 0.085 % 85.269 ± 0.100 %
49
+ 46 4.7685 ± 0.0324 0.04382 ± 0.00251 0.21082 ± 0.00165 14.604 ± 0.084 % 85.297 ± 0.098 %
50
+ 47 4.7730 ± 0.0322 0.04333 ± 0.00249 0.21158 ± 0.00163 14.598 ± 0.083 % 85.286 ± 0.097 %
51
+ 48 4.7556 ± 0.0317 0.04351 ± 0.00247 0.21264 ± 0.00162 14.651 ± 0.082 % 85.270 ± 0.096 %
52
+ 49 4.7877 ± 0.0317 0.04499 ± 0.00247 0.21681 ± 0.00163 14.752 ± 0.081 % 85.155 ± 0.096 %
53
+ 50 4.7253 ± 0.0309 0.04764 ± 0.00248 0.22223 ± 0.00166 15.077 ± 0.081 % 85.082 ± 0.095 %
54
+ 51 4.7465 ± 0.0307 0.04693 ± 0.00245 0.22017 ± 0.00163 14.991 ± 0.081 % 85.104 ± 0.094 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.746545 ± 0.030748
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 92.80%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.046934 ± 0.002446
61
+ Mean PPL(Q)/PPL(base) : 1.048053 ± 0.002563
62
+ Mean PPL(Q)-PPL(base) : 0.217627 ± 0.011469
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.220170 ± 0.001628
66
+ Maximum KLD: 21.531637
67
+ 99.9% KLD: 6.961177
68
+ 99.0% KLD: 3.069227
69
+ 95.0% KLD: 1.005342
70
+ 90.0% KLD: 0.494146
71
+ Median KLD: 0.043779
72
+ 10.0% KLD: 0.000053
73
+ 5.0% KLD: 0.000006
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000005
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -1.286 ± 0.039 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 88.069%
82
+ 99.0% Δp: 45.110%
83
+ 95.0% Δp: 14.988%
84
+ 90.0% Δp: 7.475%
85
+ 75.0% Δp: 0.891%
86
+ Median Δp: -0.001%
87
+ 25.0% Δp: -1.931%
88
+ 10.0% Δp: -10.924%
89
+ 5.0% Δp: -22.073%
90
+ 1.0% Δp: -65.889%
91
+ 0.1% Δp: -96.577%
92
+ Minimum Δp: -99.991%
93
+ RMS Δp : 14.991 ± 0.081 %
94
+ Same top p: 85.104 ± 0.094 %
95
+
96
+ 0.21.134.258 I
97
+ 0.21.134.439 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.21.536.966 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.29.843.329 I kl_divergence: 8.31 seconds per pass - ETA
logs/antirez__DeepSeek-V4-Flash-IQ2XXS-w2Q2K-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-0731.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.57 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 4.9888 ± 0.2308 0.84504 ± 0.04056 1.14464 ± 0.03457 41.489 ± 0.636 % 65.435 ± 0.897 %
5
+ 2 4.9393 ± 0.1674 0.52096 ± 0.02482 0.79595 ± 0.02030 33.451 ± 0.465 % 72.487 ± 0.595 %
6
+ 3 4.7975 ± 0.1302 0.41090 ± 0.01805 0.64857 ± 0.01446 29.425 ± 0.380 % 75.110 ± 0.471 %
7
+ 4 5.0040 ± 0.1180 0.33148 ± 0.01422 0.54511 ± 0.01121 26.409 ± 0.328 % 76.954 ± 0.397 %
8
+ 5 5.2890 ± 0.1124 0.29610 ± 0.01212 0.49751 ± 0.00945 24.628 ± 0.292 % 77.613 ± 0.351 %
9
+ 6 5.4477 ± 0.1046 0.26066 ± 0.01047 0.45045 ± 0.00803 23.106 ± 0.265 % 78.271 ± 0.317 %
10
+ 7 5.2679 ± 0.0947 0.26457 ± 0.00989 0.45057 ± 0.00762 23.318 ± 0.249 % 78.878 ± 0.291 %
11
+ 8 5.3424 ± 0.0900 0.25217 ± 0.00915 0.45209 ± 0.00690 23.031 ± 0.228 % 78.464 ± 0.274 %
12
+ 9 5.4809 ± 0.0875 0.24402 ± 0.00868 0.46014 ± 0.00643 22.804 ± 0.213 % 78.007 ± 0.260 %
13
+ 10 5.7180 ± 0.0873 0.23283 ± 0.00806 0.44210 ± 0.00596 22.174 ± 0.202 % 78.266 ± 0.246 %
14
+ 11 5.5530 ± 0.0799 0.22776 ± 0.00756 0.43003 ± 0.00554 21.806 ± 0.191 % 78.521 ± 0.233 %
15
+ 12 5.5484 ± 0.0762 0.22297 ± 0.00712 0.42150 ± 0.00518 21.407 ± 0.182 % 78.573 ± 0.223 %
16
+ 13 5.4413 ± 0.0714 0.21583 ± 0.00674 0.41133 ± 0.00488 21.101 ± 0.174 % 78.852 ± 0.213 %
17
+ 14 5.2152 ± 0.0650 0.20855 ± 0.00638 0.39754 ± 0.00461 20.815 ± 0.167 % 79.287 ± 0.204 %
18
+ 15 5.4362 ± 0.0665 0.20898 ± 0.00620 0.40003 ± 0.00449 20.684 ± 0.161 % 79.131 ± 0.198 %
19
+ 16 5.4490 ± 0.0649 0.22778 ± 0.00625 0.42845 ± 0.00465 21.647 ± 0.159 % 78.686 ± 0.193 %
20
+ 17 5.5596 ± 0.0645 0.21964 ± 0.00597 0.41677 ± 0.00441 21.186 ± 0.154 % 78.859 ± 0.187 %
21
+ 18 5.6072 ± 0.0632 0.21353 ± 0.00573 0.40875 ± 0.00426 20.869 ± 0.150 % 79.007 ± 0.181 %
22
+ 19 5.5716 ± 0.0610 0.20876 ± 0.00550 0.39966 ± 0.00407 20.552 ± 0.145 % 79.134 ± 0.176 %
23
+ 20 5.4468 ± 0.0578 0.20448 ± 0.00529 0.39189 ± 0.00390 20.322 ± 0.141 % 79.304 ± 0.171 %
24
+ 21 5.4490 ± 0.0566 0.20131 ± 0.00517 0.39145 ± 0.00380 20.264 ± 0.137 % 79.418 ± 0.166 %
25
+ 22 5.5182 ± 0.0559 0.19588 ± 0.00498 0.38389 ± 0.00366 19.978 ± 0.134 % 79.482 ± 0.162 %
26
+ 23 5.4499 ± 0.0538 0.19386 ± 0.00484 0.37969 ± 0.00354 19.885 ± 0.131 % 79.612 ± 0.158 %
27
+ 24 5.3944 ± 0.0519 0.18993 ± 0.00471 0.37627 ± 0.00343 19.782 ± 0.127 % 79.682 ± 0.155 %
28
+ 25 5.3086 ± 0.0501 0.19812 ± 0.00471 0.38666 ± 0.00347 20.261 ± 0.126 % 79.687 ± 0.152 %
29
+ 26 5.3512 ± 0.0496 0.19549 ± 0.00458 0.38012 ± 0.00336 20.058 ± 0.124 % 79.872 ± 0.148 %
30
+ 27 5.3817 ± 0.0489 0.19314 ± 0.00448 0.37838 ± 0.00328 19.941 ± 0.121 % 79.851 ± 0.145 %
31
+ 28 5.3981 ± 0.0482 0.19467 ± 0.00440 0.37801 ± 0.00323 20.007 ± 0.119 % 79.833 ± 0.143 %
32
+ 29 5.3453 ± 0.0468 0.19018 ± 0.00428 0.37184 ± 0.00314 19.809 ± 0.117 % 80.037 ± 0.140 %
33
+ 30 5.3396 ± 0.0460 0.18841 ± 0.00419 0.36938 ± 0.00306 19.720 ± 0.115 % 80.056 ± 0.138 %
34
+ 31 5.3308 ± 0.0450 0.18648 ± 0.00409 0.36495 ± 0.00298 19.566 ± 0.113 % 80.117 ± 0.135 %
35
+ 32 5.3836 ± 0.0449 0.18814 ± 0.00404 0.36684 ± 0.00293 19.547 ± 0.110 % 79.986 ± 0.133 %
36
+ 33 5.4535 ± 0.0448 0.18695 ± 0.00396 0.36437 ± 0.00286 19.438 ± 0.109 % 79.918 ± 0.131 %
37
+ 34 5.5206 ± 0.0448 0.18616 ± 0.00388 0.36181 ± 0.00280 19.300 ± 0.107 % 79.854 ± 0.130 %
38
+ 35 5.5552 ± 0.0445 0.18370 ± 0.00380 0.35838 ± 0.00273 19.159 ± 0.105 % 79.872 ± 0.128 %
39
+ 36 5.5762 ± 0.0441 0.19354 ± 0.00384 0.37350 ± 0.00279 19.662 ± 0.104 % 79.587 ± 0.127 %
40
+ 37 5.5565 ± 0.0434 0.20739 ± 0.00391 0.39186 ± 0.00289 20.436 ± 0.105 % 79.314 ± 0.126 %
41
+ 38 5.5811 ± 0.0431 0.21306 ± 0.00393 0.40348 ± 0.00290 20.842 ± 0.104 % 79.062 ± 0.124 %
42
+ 39 5.5931 ± 0.0428 0.21233 ± 0.00391 0.40905 ± 0.00288 20.957 ± 0.102 % 78.942 ± 0.123 %
43
+ 40 5.5677 ± 0.0420 0.21175 ± 0.00386 0.40873 ± 0.00284 20.945 ± 0.101 % 78.943 ± 0.122 %
44
+ 41 5.5772 ± 0.0415 0.20963 ± 0.00379 0.40447 ± 0.00279 20.810 ± 0.099 % 79.017 ± 0.120 %
45
+ 42 5.5673 ± 0.0409 0.20765 ± 0.00372 0.40077 ± 0.00274 20.696 ± 0.098 % 79.098 ± 0.118 %
46
+ 43 5.5556 ± 0.0403 0.20512 ± 0.00367 0.39833 ± 0.00269 20.598 ± 0.097 % 79.155 ± 0.117 %
47
+ 44 5.5626 ± 0.0401 0.20639 ± 0.00363 0.39848 ± 0.00266 20.579 ± 0.096 % 79.177 ± 0.115 %
48
+ 45 5.5678 ± 0.0397 0.20511 ± 0.00358 0.39668 ± 0.00262 20.489 ± 0.095 % 79.213 ± 0.114 %
49
+ 46 5.5907 ± 0.0395 0.20288 ± 0.00353 0.39487 ± 0.00258 20.410 ± 0.093 % 79.253 ± 0.113 %
50
+ 47 5.5933 ± 0.0391 0.20191 ± 0.00349 0.39547 ± 0.00255 20.409 ± 0.092 % 79.246 ± 0.111 %
51
+ 48 5.5725 ± 0.0386 0.20203 ± 0.00347 0.39637 ± 0.00252 20.455 ± 0.091 % 79.228 ± 0.110 %
52
+ 49 5.6156 ± 0.0386 0.20450 ± 0.00346 0.40184 ± 0.00254 20.562 ± 0.090 % 79.068 ± 0.110 %
53
+ 50 5.5831 ± 0.0379 0.21446 ± 0.00348 0.41120 ± 0.00256 21.017 ± 0.090 % 78.949 ± 0.109 %
54
+ 51 5.6025 ± 0.0377 0.21273 ± 0.00342 0.40790 ± 0.00252 20.909 ± 0.089 % 78.982 ± 0.108 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.602505 ± 0.037687
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 86.52%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.212731 ± 0.003423
61
+ Mean PPL(Q)/PPL(base) : 1.237052 ± 0.004235
62
+ Mean PPL(Q)-PPL(base) : 1.073587 ± 0.019239
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.407899 ± 0.002520
66
+ Maximum KLD: 24.562231
67
+ 99.9% KLD: 9.367327
68
+ 99.0% KLD: 4.972209
69
+ 95.0% KLD: 1.935154
70
+ 90.0% KLD: 1.014725
71
+ Median KLD: 0.099153
72
+ 10.0% KLD: 0.000184
73
+ 5.0% KLD: 0.000020
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000005
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -4.932 ± 0.054 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 84.530%
82
+ 99.0% Δp: 43.200%
83
+ 95.0% Δp: 15.981%
84
+ 90.0% Δp: 7.468%
85
+ 75.0% Δp: 0.391%
86
+ Median Δp: -0.099%
87
+ 25.0% Δp: -5.598%
88
+ 10.0% Δp: -23.008%
89
+ 5.0% Δp: -45.967%
90
+ 1.0% Δp: -91.603%
91
+ 0.1% Δp: -99.648%
92
+ Minimum Δp: -99.999%
93
+ RMS Δp : 20.909 ± 0.089 %
94
+ Same top p: 78.982 ± 0.108 %
95
+
96
+ 0.16.022.506 I
97
+ 0.16.022.720 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.16.444.883 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.25.354.921 I kl_divergence: 8.91 seconds per pass - ETA
logs/antirez__DeepSeek-V4-Flash-Layers37-42Q4KExperts-OtherExpertLayersIQ2XXSGateUp-Q2KDown-AProjQ8-SExpQ8-OutQ8-chat-v2-imatrix-fixed-0731.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.70 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 4.7657 ± 0.2184 0.79928 ± 0.03971 1.09645 ± 0.03361 40.836 ± 0.637 % 66.394 ± 0.890 %
5
+ 2 4.7477 ± 0.1591 0.48140 ± 0.02412 0.75486 ± 0.01971 32.768 ± 0.467 % 73.552 ± 0.588 %
6
+ 3 4.6157 ± 0.1235 0.37226 ± 0.01741 0.60748 ± 0.01392 28.745 ± 0.379 % 76.152 ± 0.464 %
7
+ 4 4.8181 ± 0.1120 0.29361 ± 0.01365 0.50435 ± 0.01076 25.703 ± 0.328 % 78.002 ± 0.390 %
8
+ 5 5.0740 ± 0.1061 0.25462 ± 0.01159 0.45540 ± 0.00900 23.881 ± 0.292 % 78.742 ± 0.345 %
9
+ 6 5.2440 ± 0.0993 0.22255 ± 0.01000 0.41004 ± 0.00763 22.365 ± 0.265 % 79.497 ± 0.311 %
10
+ 7 5.0802 ± 0.0902 0.22829 ± 0.00949 0.41173 ± 0.00730 22.578 ± 0.249 % 80.056 ± 0.285 %
11
+ 8 5.1678 ± 0.0862 0.21896 ± 0.00879 0.41536 ± 0.00663 22.331 ± 0.229 % 79.720 ± 0.268 %
12
+ 9 5.3030 ± 0.0838 0.21102 ± 0.00832 0.42210 ± 0.00616 22.043 ± 0.213 % 79.325 ± 0.254 %
13
+ 10 5.5367 ± 0.0837 0.20060 ± 0.00774 0.40419 ± 0.00571 21.393 ± 0.202 % 79.680 ± 0.240 %
14
+ 11 5.3833 ± 0.0768 0.19671 ± 0.00727 0.39311 ± 0.00531 21.027 ± 0.191 % 79.893 ± 0.228 %
15
+ 12 5.3756 ± 0.0732 0.19134 ± 0.00683 0.38446 ± 0.00495 20.625 ± 0.182 % 79.973 ± 0.218 %
16
+ 13 5.2710 ± 0.0685 0.18405 ± 0.00647 0.37418 ± 0.00465 20.314 ± 0.174 % 80.284 ± 0.208 %
17
+ 14 5.0525 ± 0.0623 0.17685 ± 0.00611 0.36066 ± 0.00438 19.999 ± 0.167 % 80.718 ± 0.199 %
18
+ 15 5.2631 ± 0.0637 0.17662 ± 0.00593 0.36249 ± 0.00427 19.854 ± 0.161 % 80.540 ± 0.193 %
19
+ 16 5.2682 ± 0.0621 0.19404 ± 0.00600 0.39001 ± 0.00446 20.760 ± 0.159 % 80.171 ± 0.188 %
20
+ 17 5.3792 ± 0.0618 0.18666 ± 0.00573 0.37876 ± 0.00422 20.313 ± 0.154 % 80.326 ± 0.182 %
21
+ 18 5.4199 ± 0.0605 0.17954 ± 0.00549 0.37025 ± 0.00405 20.000 ± 0.149 % 80.464 ± 0.176 %
22
+ 19 5.3891 ± 0.0584 0.17545 ± 0.00527 0.36160 ± 0.00387 19.695 ± 0.145 % 80.585 ± 0.171 %
23
+ 20 5.2672 ± 0.0553 0.17095 ± 0.00506 0.35443 ± 0.00371 19.457 ± 0.140 % 80.742 ± 0.166 %
24
+ 21 5.2680 ± 0.0541 0.16753 ± 0.00495 0.35405 ± 0.00363 19.386 ± 0.137 % 80.864 ± 0.162 %
25
+ 22 5.3370 ± 0.0535 0.16249 ± 0.00477 0.34692 ± 0.00348 19.118 ± 0.133 % 80.916 ± 0.158 %
26
+ 23 5.2720 ± 0.0514 0.16069 ± 0.00462 0.34255 ± 0.00336 19.002 ± 0.130 % 81.019 ± 0.154 %
27
+ 24 5.2196 ± 0.0496 0.15700 ± 0.00449 0.33941 ± 0.00326 18.900 ± 0.127 % 81.052 ± 0.151 %
28
+ 25 5.1357 ± 0.0479 0.16500 ± 0.00450 0.34981 ± 0.00331 19.411 ± 0.126 % 81.019 ± 0.148 %
29
+ 26 5.1754 ± 0.0474 0.16207 ± 0.00436 0.34325 ± 0.00319 19.193 ± 0.123 % 81.193 ± 0.144 %
30
+ 27 5.2066 ± 0.0468 0.16005 ± 0.00427 0.34157 ± 0.00312 19.090 ± 0.121 % 81.155 ± 0.142 %
31
+ 28 5.2209 ± 0.0461 0.16129 ± 0.00419 0.34133 ± 0.00307 19.160 ± 0.119 % 81.130 ± 0.139 %
32
+ 29 5.1732 ± 0.0447 0.15746 ± 0.00408 0.33583 ± 0.00298 18.974 ± 0.117 % 81.312 ± 0.136 %
33
+ 30 5.1690 ± 0.0440 0.15594 ± 0.00399 0.33336 ± 0.00291 18.878 ± 0.114 % 81.338 ± 0.134 %
34
+ 31 5.1602 ± 0.0431 0.15396 ± 0.00390 0.32884 ± 0.00283 18.720 ± 0.112 % 81.411 ± 0.132 %
35
+ 32 5.2093 ± 0.0429 0.15523 ± 0.00384 0.33056 ± 0.00278 18.705 ± 0.110 % 81.282 ± 0.130 %
36
+ 33 5.2756 ± 0.0429 0.15380 ± 0.00376 0.32791 ± 0.00272 18.582 ± 0.108 % 81.256 ± 0.128 %
37
+ 34 5.3397 ± 0.0429 0.15285 ± 0.00369 0.32535 ± 0.00265 18.445 ± 0.107 % 81.244 ± 0.126 %
38
+ 35 5.3750 ± 0.0425 0.15072 ± 0.00361 0.32197 ± 0.00259 18.296 ± 0.105 % 81.279 ± 0.124 %
39
+ 36 5.3921 ± 0.0421 0.15997 ± 0.00365 0.33665 ± 0.00265 18.799 ± 0.104 % 80.977 ± 0.123 %
40
+ 37 5.3715 ± 0.0414 0.17354 ± 0.00373 0.35466 ± 0.00275 19.581 ± 0.104 % 80.678 ± 0.122 %
41
+ 38 5.3933 ± 0.0412 0.17882 ± 0.00375 0.36551 ± 0.00276 19.975 ± 0.103 % 80.413 ± 0.121 %
42
+ 39 5.4024 ± 0.0409 0.17763 ± 0.00373 0.37035 ± 0.00274 20.064 ± 0.102 % 80.298 ± 0.120 %
43
+ 40 5.3750 ± 0.0401 0.17654 ± 0.00368 0.36985 ± 0.00271 20.043 ± 0.100 % 80.290 ± 0.119 %
44
+ 41 5.3824 ± 0.0396 0.17407 ± 0.00361 0.36546 ± 0.00265 19.895 ± 0.099 % 80.365 ± 0.117 %
45
+ 42 5.3741 ± 0.0390 0.17233 ± 0.00355 0.36217 ± 0.00260 19.788 ± 0.098 % 80.447 ± 0.115 %
46
+ 43 5.3633 ± 0.0385 0.16988 ± 0.00350 0.35996 ± 0.00256 19.693 ± 0.096 % 80.481 ± 0.114 %
47
+ 44 5.3693 ± 0.0382 0.17102 ± 0.00346 0.35988 ± 0.00253 19.656 ± 0.095 % 80.522 ± 0.113 %
48
+ 45 5.3726 ± 0.0379 0.16941 ± 0.00341 0.35784 ± 0.00249 19.562 ± 0.094 % 80.576 ± 0.111 %
49
+ 46 5.3962 ± 0.0377 0.16748 ± 0.00336 0.35600 ± 0.00245 19.486 ± 0.093 % 80.606 ± 0.110 %
50
+ 47 5.3988 ± 0.0374 0.16652 ± 0.00333 0.35639 ± 0.00242 19.472 ± 0.092 % 80.606 ± 0.109 %
51
+ 48 5.3779 ± 0.0368 0.16647 ± 0.00330 0.35735 ± 0.00239 19.513 ± 0.091 % 80.595 ± 0.108 %
52
+ 49 5.4165 ± 0.0368 0.16839 ± 0.00330 0.36243 ± 0.00240 19.617 ± 0.090 % 80.425 ± 0.107 %
53
+ 50 5.3851 ± 0.0362 0.17835 ± 0.00331 0.37172 ± 0.00243 20.083 ± 0.090 % 80.293 ± 0.106 %
54
+ 51 5.4041 ± 0.0359 0.17668 ± 0.00326 0.36853 ± 0.00239 19.972 ± 0.089 % 80.327 ± 0.105 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.404102 ± 0.035928
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 87.56%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.176675 ± 0.003264
61
+ Mean PPL(Q)/PPL(base) : 1.193244 ± 0.003894
62
+ Mean PPL(Q)-PPL(base) : 0.875184 ± 0.017528
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.368528 ± 0.002388
66
+ Maximum KLD: 20.266859
67
+ 99.9% KLD: 9.307812
68
+ 99.0% KLD: 4.711797
69
+ 95.0% KLD: 1.744501
70
+ 90.0% KLD: 0.893518
71
+ Median KLD: 0.084584
72
+ 10.0% KLD: 0.000121
73
+ 5.0% KLD: 0.000012
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -4.337 ± 0.051 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 86.038%
82
+ 99.0% Δp: 43.355%
83
+ 95.0% Δp: 15.408%
84
+ 90.0% Δp: 7.270%
85
+ 75.0% Δp: 0.464%
86
+ Median Δp: -0.052%
87
+ 25.0% Δp: -4.807%
88
+ 10.0% Δp: -20.586%
89
+ 5.0% Δp: -41.721%
90
+ 1.0% Δp: -89.732%
91
+ 0.1% Δp: -99.601%
92
+ Minimum Δp: -99.999%
93
+ RMS Δp : 19.972 ± 0.089 %
94
+ Same top p: 80.327 ± 0.105 %
95
+
96
+ 0.17.269.973 I
97
+ 0.17.270.192 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.17.698.546 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.26.763.942 I kl_divergence: 9.07 seconds per pass - ETA
logs/antirez__DeepSeek-V4-Flash-MXFP4Experts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-mxfp4-0731.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.93 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1938 ± 0.0793 0.02349 ± 0.02415 0.39900 ± 0.01777 23.020 ± 0.604 % 85.684 ± 0.660 %
5
+ 2 2.9413 ± 0.0892 0.00258 ± 0.01428 0.28193 ± 0.01003 18.840 ± 0.421 % 87.052 ± 0.447 %
6
+ 3 3.1866 ± 0.0786 0.00175 ± 0.01030 0.23135 ± 0.00706 16.688 ± 0.334 % 87.200 ± 0.364 %
7
+ 4 3.5797 ± 0.0781 -0.00349 ± 0.00817 0.19327 ± 0.00541 15.003 ± 0.284 % 87.833 ± 0.308 %
8
+ 5 3.9264 ± 0.0781 -0.00180 ± 0.00700 0.17585 ± 0.00447 14.110 ± 0.251 % 87.886 ± 0.275 %
9
+ 6 4.1832 ± 0.0758 -0.00346 ± 0.00608 0.15933 ± 0.00377 13.255 ± 0.225 % 88.129 ± 0.249 %
10
+ 7 4.0336 ± 0.0684 -0.00240 ± 0.00564 0.15791 ± 0.00358 13.252 ± 0.212 % 88.521 ± 0.227 %
11
+ 8 4.1445 ± 0.0663 -0.00172 ± 0.00534 0.16677 ± 0.00334 13.386 ± 0.194 % 88.002 ± 0.217 %
12
+ 9 4.2965 ± 0.0655 0.00054 ± 0.00510 0.17468 ± 0.00317 13.504 ± 0.179 % 87.496 ± 0.208 %
13
+ 10 4.5343 ± 0.0665 0.00089 ± 0.00472 0.16617 ± 0.00290 13.062 ± 0.169 % 87.574 ± 0.197 %
14
+ 11 4.4366 ± 0.0614 0.00330 ± 0.00444 0.16306 ± 0.00269 12.924 ± 0.159 % 87.628 ± 0.187 %
15
+ 12 4.4509 ± 0.0587 0.00258 ± 0.00420 0.15954 ± 0.00250 12.716 ± 0.151 % 87.546 ± 0.180 %
16
+ 13 4.3938 ± 0.0554 0.00202 ± 0.00397 0.15556 ± 0.00235 12.560 ± 0.144 % 87.567 ± 0.172 %
17
+ 14 4.2438 ± 0.0508 0.00244 ± 0.00374 0.14961 ± 0.00221 12.351 ± 0.138 % 87.853 ± 0.165 %
18
+ 15 4.4248 ± 0.0519 0.00313 ± 0.00361 0.15015 ± 0.00214 12.321 ± 0.133 % 87.702 ± 0.160 %
19
+ 16 4.3598 ± 0.0497 0.00478 ± 0.00369 0.16368 ± 0.00230 12.948 ± 0.133 % 87.464 ± 0.156 %
20
+ 17 4.4863 ± 0.0499 0.00513 ± 0.00352 0.15917 ± 0.00217 12.672 ± 0.129 % 87.493 ± 0.151 %
21
+ 18 4.5499 ± 0.0492 0.00458 ± 0.00337 0.15594 ± 0.00210 12.527 ± 0.125 % 87.541 ± 0.147 %
22
+ 19 4.5428 ± 0.0477 0.00462 ± 0.00324 0.15210 ± 0.00200 12.347 ± 0.121 % 87.589 ± 0.143 %
23
+ 20 4.4559 ± 0.0453 0.00367 ± 0.00311 0.14841 ± 0.00191 12.218 ± 0.117 % 87.694 ± 0.138 %
24
+ 21 4.4726 ± 0.0446 0.00383 ± 0.00304 0.14758 ± 0.00185 12.169 ± 0.115 % 87.751 ± 0.135 %
25
+ 22 4.5551 ± 0.0444 0.00409 ± 0.00294 0.14498 ± 0.00178 12.036 ± 0.112 % 87.691 ± 0.132 %
26
+ 23 4.5092 ± 0.0428 0.00439 ± 0.00285 0.14241 ± 0.00171 11.923 ± 0.108 % 87.764 ± 0.129 %
27
+ 24 4.4788 ± 0.0414 0.00395 ± 0.00277 0.14068 ± 0.00165 11.847 ± 0.106 % 87.818 ± 0.126 %
28
+ 25 4.3690 ± 0.0395 0.00331 ± 0.00277 0.14438 ± 0.00169 12.106 ± 0.106 % 87.881 ± 0.123 %
29
+ 26 4.4180 ± 0.0393 0.00384 ± 0.00269 0.14165 ± 0.00163 11.972 ± 0.103 % 87.992 ± 0.120 %
30
+ 27 4.4509 ± 0.0388 0.00323 ± 0.00264 0.14093 ± 0.00159 11.924 ± 0.101 % 87.930 ± 0.118 %
31
+ 28 4.4590 ± 0.0382 0.00356 ± 0.00258 0.14005 ± 0.00156 11.912 ± 0.099 % 87.976 ± 0.116 %
32
+ 29 4.4372 ± 0.0373 0.00399 ± 0.00252 0.13784 ± 0.00151 11.800 ± 0.097 % 88.054 ± 0.114 %
33
+ 30 4.4356 ± 0.0367 0.00291 ± 0.00246 0.13661 ± 0.00147 11.753 ± 0.096 % 88.045 ± 0.112 %
34
+ 31 4.4337 ± 0.0360 0.00222 ± 0.00240 0.13463 ± 0.00143 11.650 ± 0.094 % 88.091 ± 0.110 %
35
+ 32 4.4698 ± 0.0357 0.00213 ± 0.00236 0.13496 ± 0.00139 11.655 ± 0.092 % 88.007 ± 0.108 %
36
+ 33 4.5332 ± 0.0358 0.00211 ± 0.00231 0.13389 ± 0.00136 11.574 ± 0.090 % 88.010 ± 0.107 %
37
+ 34 4.5930 ± 0.0358 0.00221 ± 0.00226 0.13249 ± 0.00133 11.480 ± 0.089 % 87.967 ± 0.105 %
38
+ 35 4.6316 ± 0.0355 0.00186 ± 0.00221 0.13112 ± 0.00129 11.387 ± 0.087 % 87.976 ± 0.104 %
39
+ 36 4.6017 ± 0.0348 0.00147 ± 0.00224 0.13759 ± 0.00133 11.739 ± 0.087 % 87.789 ± 0.103 %
40
+ 37 4.5230 ± 0.0337 0.00160 ± 0.00229 0.14487 ± 0.00140 12.190 ± 0.088 % 87.710 ± 0.102 %
41
+ 38 4.5154 ± 0.0333 0.00117 ± 0.00231 0.15000 ± 0.00141 12.429 ± 0.087 % 87.576 ± 0.101 %
42
+ 39 4.5311 ± 0.0331 0.00176 ± 0.00232 0.15363 ± 0.00141 12.546 ± 0.086 % 87.471 ± 0.100 %
43
+ 40 4.5124 ± 0.0325 0.00161 ± 0.00230 0.15444 ± 0.00141 12.601 ± 0.085 % 87.460 ± 0.099 %
44
+ 41 4.5316 ± 0.0322 0.00200 ± 0.00226 0.15254 ± 0.00138 12.508 ± 0.084 % 87.495 ± 0.097 %
45
+ 42 4.5317 ± 0.0319 0.00184 ± 0.00222 0.15115 ± 0.00135 12.437 ± 0.083 % 87.545 ± 0.096 %
46
+ 43 4.5318 ± 0.0315 0.00143 ± 0.00219 0.15013 ± 0.00133 12.385 ± 0.082 % 87.566 ± 0.095 %
47
+ 44 4.5323 ± 0.0312 0.00154 ± 0.00216 0.15000 ± 0.00131 12.380 ± 0.081 % 87.585 ± 0.094 %
48
+ 45 4.5419 ± 0.0309 0.00144 ± 0.00213 0.14903 ± 0.00129 12.323 ± 0.080 % 87.596 ± 0.093 %
49
+ 46 4.5707 ± 0.0309 0.00145 ± 0.00210 0.14812 ± 0.00126 12.270 ± 0.078 % 87.610 ± 0.092 %
50
+ 47 4.5778 ± 0.0307 0.00156 ± 0.00209 0.14896 ± 0.00125 12.284 ± 0.077 % 87.580 ± 0.091 %
51
+ 48 4.5617 ± 0.0302 0.00186 ± 0.00207 0.14983 ± 0.00124 12.329 ± 0.077 % 87.551 ± 0.090 %
52
+ 49 4.5930 ± 0.0302 0.00347 ± 0.00207 0.15347 ± 0.00127 12.455 ± 0.076 % 87.438 ± 0.089 %
53
+ 50 4.5227 ± 0.0294 0.00383 ± 0.00208 0.15660 ± 0.00128 12.633 ± 0.076 % 87.428 ± 0.088 %
54
+ 51 4.5444 ± 0.0292 0.00340 ± 0.00204 0.15519 ± 0.00126 12.558 ± 0.075 % 87.439 ± 0.087 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.544353 ± 0.029245
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 94.93%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.003402 ± 0.002044
61
+ Mean PPL(Q)/PPL(base) : 1.003408 ± 0.002051
62
+ Mean PPL(Q)-PPL(base) : 0.015435 ± 0.009273
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.155195 ± 0.001257
66
+ Maximum KLD: 16.629890
67
+ 99.9% KLD: 5.767806
68
+ 99.0% KLD: 2.252893
69
+ 95.0% KLD: 0.680470
70
+ 90.0% KLD: 0.331537
71
+ Median KLD: 0.028596
72
+ 10.0% KLD: 0.000030
73
+ 5.0% KLD: 0.000003
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000008
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -0.056 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 88.203%
82
+ 99.0% Δp: 44.998%
83
+ 95.0% Δp: 14.536%
84
+ 90.0% Δp: 7.079%
85
+ 75.0% Δp: 1.007%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.073%
88
+ 10.0% Δp: -7.369%
89
+ 5.0% Δp: -14.914%
90
+ 1.0% Δp: -45.545%
91
+ 0.1% Δp: -87.292%
92
+ Minimum Δp: -99.860%
93
+ RMS Δp : 12.558 ± 0.075 %
94
+ Same top p: 87.439 ± 0.087 %
95
+
96
+ 0.28.165.721 I
97
+ 0.28.165.867 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.28.588.495 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.36.756.539 I kl_divergence: 8.17 seconds per pass - ETA
logs/antirez__DeepSeek-V4-Flash-Q4KExperts-F16HC-F16Compressor-F16Indexer-Q8Attn-Q8Shared-Q8Out-chat-v2-imatrix-0731.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.53 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 1.9176 ± 0.0627 -0.11110 ± 0.02081 0.33212 ± 0.01648 20.798 ± 0.595 % 87.034 ± 0.633 %
5
+ 2 2.7037 ± 0.0787 -0.08162 ± 0.01273 0.23010 ± 0.00905 16.833 ± 0.413 % 88.544 ± 0.425 %
6
+ 3 2.9895 ± 0.0718 -0.06208 ± 0.00929 0.18843 ± 0.00632 15.047 ± 0.327 % 88.774 ± 0.344 %
7
+ 4 3.4083 ± 0.0731 -0.05256 ± 0.00728 0.15586 ± 0.00481 13.463 ± 0.278 % 89.325 ± 0.291 %
8
+ 5 3.7534 ± 0.0735 -0.04685 ± 0.00618 0.14218 ± 0.00398 12.666 ± 0.244 % 89.314 ± 0.260 %
9
+ 6 4.0262 ± 0.0723 -0.04170 ± 0.00539 0.12807 ± 0.00334 11.885 ± 0.219 % 89.515 ± 0.236 %
10
+ 7 3.8769 ± 0.0650 -0.04204 ± 0.00504 0.12771 ± 0.00322 11.929 ± 0.208 % 89.881 ± 0.215 %
11
+ 8 3.9836 ± 0.0630 -0.04131 ± 0.00475 0.13381 ± 0.00297 12.067 ± 0.190 % 89.476 ± 0.204 %
12
+ 9 4.1262 ± 0.0623 -0.03990 ± 0.00456 0.13931 ± 0.00277 12.217 ± 0.176 % 88.968 ± 0.197 %
13
+ 10 4.3665 ± 0.0635 -0.03683 ± 0.00421 0.13261 ± 0.00253 11.811 ± 0.166 % 88.977 ± 0.187 %
14
+ 11 4.2705 ± 0.0585 -0.03485 ± 0.00398 0.12984 ± 0.00235 11.669 ± 0.156 % 89.068 ± 0.177 %
15
+ 12 4.2952 ± 0.0561 -0.03302 ± 0.00376 0.12682 ± 0.00218 11.483 ± 0.147 % 89.026 ± 0.170 %
16
+ 13 4.2448 ± 0.0531 -0.03250 ± 0.00354 0.12313 ± 0.00204 11.283 ± 0.140 % 89.157 ± 0.163 %
17
+ 14 4.1066 ± 0.0487 -0.03044 ± 0.00335 0.11858 ± 0.00192 11.097 ± 0.134 % 89.419 ± 0.155 %
18
+ 15 4.2817 ± 0.0499 -0.02975 ± 0.00323 0.11824 ± 0.00184 11.052 ± 0.129 % 89.300 ± 0.150 %
19
+ 16 4.1908 ± 0.0473 -0.03475 ± 0.00331 0.12985 ± 0.00197 11.653 ± 0.130 % 89.116 ± 0.147 %
20
+ 17 4.3213 ± 0.0476 -0.03233 ± 0.00316 0.12568 ± 0.00186 11.399 ± 0.125 % 89.119 ± 0.142 %
21
+ 18 4.3891 ± 0.0471 -0.03141 ± 0.00303 0.12312 ± 0.00179 11.286 ± 0.122 % 89.157 ± 0.138 %
22
+ 19 4.3896 ± 0.0457 -0.02969 ± 0.00291 0.11985 ± 0.00171 11.112 ± 0.118 % 89.218 ± 0.134 %
23
+ 20 4.3085 ± 0.0435 -0.02995 ± 0.00279 0.11731 ± 0.00164 11.001 ± 0.114 % 89.314 ± 0.130 %
24
+ 21 4.3253 ± 0.0428 -0.02964 ± 0.00272 0.11621 ± 0.00158 10.930 ± 0.111 % 89.363 ± 0.127 %
25
+ 22 4.4099 ± 0.0427 -0.02832 ± 0.00262 0.11399 ± 0.00152 10.796 ± 0.108 % 89.361 ± 0.124 %
26
+ 23 4.3682 ± 0.0412 -0.02737 ± 0.00254 0.11197 ± 0.00146 10.710 ± 0.105 % 89.422 ± 0.121 %
27
+ 24 4.3390 ± 0.0399 -0.02778 ± 0.00247 0.11049 ± 0.00141 10.650 ± 0.102 % 89.455 ± 0.118 %
28
+ 25 4.2294 ± 0.0380 -0.02914 ± 0.00246 0.11349 ± 0.00144 10.867 ± 0.102 % 89.503 ± 0.116 %
29
+ 26 4.2783 ± 0.0378 -0.02828 ± 0.00238 0.11131 ± 0.00139 10.749 ± 0.100 % 89.563 ± 0.113 %
30
+ 27 4.3126 ± 0.0374 -0.02834 ± 0.00233 0.11066 ± 0.00135 10.703 ± 0.097 % 89.501 ± 0.111 %
31
+ 28 4.3199 ± 0.0367 -0.02813 ± 0.00227 0.10977 ± 0.00132 10.676 ± 0.096 % 89.542 ± 0.109 %
32
+ 29 4.3005 ± 0.0359 -0.02731 ± 0.00222 0.10801 ± 0.00128 10.576 ± 0.094 % 89.600 ± 0.107 %
33
+ 30 4.3024 ± 0.0353 -0.02757 ± 0.00217 0.10702 ± 0.00124 10.540 ± 0.092 % 89.608 ± 0.105 %
34
+ 31 4.3055 ± 0.0347 -0.02712 ± 0.00212 0.10542 ± 0.00121 10.457 ± 0.090 % 89.633 ± 0.103 %
35
+ 32 4.3390 ± 0.0344 -0.02757 ± 0.00208 0.10601 ± 0.00118 10.472 ± 0.089 % 89.550 ± 0.102 %
36
+ 33 4.4028 ± 0.0345 -0.02705 ± 0.00204 0.10518 ± 0.00116 10.399 ± 0.087 % 89.546 ± 0.100 %
37
+ 34 4.4636 ± 0.0345 -0.02638 ± 0.00200 0.10400 ± 0.00113 10.312 ± 0.085 % 89.516 ± 0.099 %
38
+ 35 4.5031 ± 0.0344 -0.02627 ± 0.00195 0.10279 ± 0.00110 10.233 ± 0.084 % 89.536 ± 0.098 %
39
+ 36 4.4653 ± 0.0336 -0.02862 ± 0.00198 0.10857 ± 0.00113 10.569 ± 0.084 % 89.370 ± 0.097 %
40
+ 37 4.3800 ± 0.0324 -0.03052 ± 0.00202 0.11543 ± 0.00122 10.997 ± 0.086 % 89.305 ± 0.096 %
41
+ 38 4.3688 ± 0.0320 -0.03184 ± 0.00203 0.11960 ± 0.00123 11.197 ± 0.085 % 89.182 ± 0.095 %
42
+ 39 4.3800 ± 0.0319 -0.03216 ± 0.00204 0.12247 ± 0.00122 11.324 ± 0.084 % 89.071 ± 0.094 %
43
+ 40 4.3604 ± 0.0313 -0.03267 ± 0.00202 0.12284 ± 0.00122 11.347 ± 0.083 % 89.076 ± 0.093 %
44
+ 41 4.3797 ± 0.0310 -0.03208 ± 0.00198 0.12123 ± 0.00119 11.262 ± 0.081 % 89.118 ± 0.092 %
45
+ 42 4.3809 ± 0.0306 -0.03201 ± 0.00195 0.12008 ± 0.00117 11.203 ± 0.080 % 89.152 ± 0.090 %
46
+ 43 4.3848 ± 0.0303 -0.03155 ± 0.00192 0.11929 ± 0.00115 11.158 ± 0.079 % 89.166 ± 0.089 %
47
+ 44 4.3869 ± 0.0300 -0.03105 ± 0.00190 0.11905 ± 0.00113 11.143 ± 0.078 % 89.196 ± 0.088 %
48
+ 45 4.3966 ± 0.0298 -0.03107 ± 0.00187 0.11821 ± 0.00111 11.090 ± 0.077 % 89.199 ± 0.087 %
49
+ 46 4.4233 ± 0.0297 -0.03134 ± 0.00185 0.11749 ± 0.00109 11.049 ± 0.076 % 89.210 ± 0.086 %
50
+ 47 4.4314 ± 0.0295 -0.03094 ± 0.00184 0.11823 ± 0.00108 11.063 ± 0.075 % 89.185 ± 0.085 %
51
+ 48 4.4150 ± 0.0291 -0.03082 ± 0.00182 0.11883 ± 0.00107 11.087 ± 0.074 % 89.165 ± 0.085 %
52
+ 49 4.4404 ± 0.0291 -0.03032 ± 0.00183 0.12175 ± 0.00109 11.205 ± 0.074 % 89.071 ± 0.084 %
53
+ 50 4.3652 ± 0.0282 -0.03162 ± 0.00183 0.12481 ± 0.00110 11.435 ± 0.074 % 89.052 ± 0.083 %
54
+ 51 4.3891 ± 0.0281 -0.03135 ± 0.00180 0.12371 ± 0.00108 11.374 ± 0.073 % 89.052 ± 0.082 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.389118 ± 0.028074
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 96.03%
60
+ Mean ln(PPL(Q)/PPL(base)) : -0.031355 ± 0.001803
61
+ Mean PPL(Q)/PPL(base) : 0.969132 ± 0.001747
62
+ Mean PPL(Q)-PPL(base) : -0.139800 ± 0.008091
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.123713 ± 0.001083
66
+ Maximum KLD: 17.730589
67
+ 99.9% KLD: 5.225507
68
+ 99.0% KLD: 1.872849
69
+ 95.0% KLD: 0.530643
70
+ 90.0% KLD: 0.253101
71
+ Median KLD: 0.021441
72
+ 10.0% KLD: 0.000022
73
+ 5.0% KLD: 0.000002
74
+ 1.0% KLD: -0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000005
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.843 ± 0.030 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 89.375%
82
+ 99.0% Δp: 46.784%
83
+ 95.0% Δp: 14.885%
84
+ 90.0% Δp: 7.330%
85
+ 75.0% Δp: 1.289%
86
+ Median Δp: 0.001%
87
+ 25.0% Δp: -0.523%
88
+ 10.0% Δp: -5.106%
89
+ 5.0% Δp: -10.751%
90
+ 1.0% Δp: -33.381%
91
+ 0.1% Δp: -74.827%
92
+ Minimum Δp: -99.826%
93
+ RMS Δp : 11.374 ± 0.073 %
94
+ Same top p: 89.052 ± 0.082 %
95
+
96
+ 0.28.055.350 I
97
+ 0.28.055.559 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.28.495.614 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.37.369.419 I kl_divergence: 8.87 seconds per pass - ETA
logs/bartowski__DeepSeek-V4-Flash-0731-MXFP4.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.43 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1706 ± 0.0777 0.01285 ± 0.02378 0.40356 ± 0.01887 23.011 ± 0.609 % 84.760 ± 0.678 %
5
+ 2 2.9346 ± 0.0886 0.00032 ± 0.01403 0.28453 ± 0.01047 18.736 ± 0.420 % 86.643 ± 0.453 %
6
+ 3 3.1904 ± 0.0787 0.00295 ± 0.01046 0.23775 ± 0.00741 16.786 ± 0.332 % 86.963 ± 0.366 %
7
+ 4 3.5942 ± 0.0786 0.00055 ± 0.00822 0.19829 ± 0.00566 15.032 ± 0.282 % 87.709 ± 0.309 %
8
+ 5 3.9432 ± 0.0786 0.00247 ± 0.00704 0.18253 ± 0.00469 14.180 ± 0.248 % 87.609 ± 0.278 %
9
+ 6 4.2156 ± 0.0769 0.00425 ± 0.00613 0.16599 ± 0.00397 13.434 ± 0.224 % 87.738 ± 0.252 %
10
+ 7 4.0505 ± 0.0689 0.00178 ± 0.00568 0.16376 ± 0.00371 13.378 ± 0.210 % 88.191 ± 0.230 %
11
+ 8 4.1761 ± 0.0671 0.00587 ± 0.00539 0.17224 ± 0.00350 13.574 ± 0.192 % 87.647 ± 0.219 %
12
+ 9 4.3316 ± 0.0666 0.00869 ± 0.00519 0.18140 ± 0.00330 13.802 ± 0.179 % 87.085 ± 0.211 %
13
+ 10 4.5698 ± 0.0674 0.00867 ± 0.00479 0.17243 ± 0.00302 13.384 ± 0.169 % 87.215 ± 0.199 %
14
+ 11 4.4611 ± 0.0620 0.00880 ± 0.00450 0.16857 ± 0.00280 13.209 ± 0.160 % 87.224 ± 0.190 %
15
+ 12 4.4775 ± 0.0593 0.00853 ± 0.00426 0.16535 ± 0.00261 13.019 ± 0.151 % 87.247 ± 0.181 %
16
+ 13 4.4159 ± 0.0558 0.00703 ± 0.00402 0.16012 ± 0.00244 12.781 ± 0.144 % 87.378 ± 0.174 %
17
+ 14 4.2637 ± 0.0511 0.00710 ± 0.00380 0.15456 ± 0.00230 12.579 ± 0.138 % 87.648 ± 0.166 %
18
+ 15 4.4442 ± 0.0522 0.00750 ± 0.00366 0.15488 ± 0.00221 12.590 ± 0.134 % 87.493 ± 0.161 %
19
+ 16 4.3657 ± 0.0497 0.00614 ± 0.00372 0.16744 ± 0.00235 13.093 ± 0.133 % 87.331 ± 0.157 %
20
+ 17 4.4912 ± 0.0499 0.00622 ± 0.00355 0.16251 ± 0.00222 12.826 ± 0.129 % 87.341 ± 0.152 %
21
+ 18 4.5557 ± 0.0493 0.00584 ± 0.00341 0.15956 ± 0.00215 12.679 ± 0.125 % 87.385 ± 0.147 %
22
+ 19 4.5525 ± 0.0478 0.00674 ± 0.00327 0.15573 ± 0.00205 12.506 ± 0.121 % 87.449 ± 0.143 %
23
+ 20 4.4663 ± 0.0454 0.00601 ± 0.00315 0.15252 ± 0.00196 12.385 ± 0.118 % 87.563 ± 0.139 %
24
+ 21 4.4796 ± 0.0447 0.00541 ± 0.00307 0.15156 ± 0.00190 12.347 ± 0.115 % 87.634 ± 0.135 %
25
+ 22 4.5629 ± 0.0445 0.00579 ± 0.00296 0.14860 ± 0.00182 12.193 ± 0.112 % 87.617 ± 0.132 %
26
+ 23 4.5138 ± 0.0429 0.00541 ± 0.00288 0.14627 ± 0.00175 12.108 ± 0.109 % 87.701 ± 0.129 %
27
+ 24 4.4820 ± 0.0415 0.00464 ± 0.00279 0.14456 ± 0.00169 12.030 ± 0.106 % 87.722 ± 0.126 %
28
+ 25 4.3742 ± 0.0396 0.00451 ± 0.00279 0.14824 ± 0.00174 12.294 ± 0.106 % 87.768 ± 0.124 %
29
+ 26 4.4220 ± 0.0393 0.00474 ± 0.00271 0.14537 ± 0.00168 12.154 ± 0.103 % 87.873 ± 0.121 %
30
+ 27 4.4583 ± 0.0389 0.00489 ± 0.00265 0.14480 ± 0.00163 12.110 ± 0.101 % 87.809 ± 0.119 %
31
+ 28 4.4667 ± 0.0383 0.00529 ± 0.00260 0.14364 ± 0.00159 12.086 ± 0.099 % 87.838 ± 0.116 %
32
+ 29 4.4448 ± 0.0374 0.00570 ± 0.00253 0.14141 ± 0.00154 11.967 ± 0.097 % 87.921 ± 0.114 %
33
+ 30 4.4473 ± 0.0368 0.00554 ± 0.00248 0.14027 ± 0.00150 11.921 ± 0.095 % 87.936 ± 0.112 %
34
+ 31 4.4480 ± 0.0361 0.00544 ± 0.00242 0.13814 ± 0.00146 11.823 ± 0.093 % 87.962 ± 0.110 %
35
+ 32 4.4851 ± 0.0359 0.00554 ± 0.00238 0.13849 ± 0.00143 11.820 ± 0.091 % 87.879 ± 0.109 %
36
+ 33 4.5495 ± 0.0359 0.00572 ± 0.00233 0.13745 ± 0.00139 11.740 ± 0.090 % 87.860 ± 0.107 %
37
+ 34 4.6098 ± 0.0360 0.00586 ± 0.00228 0.13621 ± 0.00136 11.647 ± 0.088 % 87.820 ± 0.106 %
38
+ 35 4.6479 ± 0.0357 0.00538 ± 0.00223 0.13492 ± 0.00132 11.568 ± 0.087 % 87.821 ± 0.104 %
39
+ 36 4.6198 ± 0.0350 0.00539 ± 0.00226 0.14115 ± 0.00135 11.912 ± 0.087 % 87.665 ± 0.103 %
40
+ 37 4.5406 ± 0.0339 0.00549 ± 0.00231 0.14844 ± 0.00143 12.353 ± 0.088 % 87.594 ± 0.102 %
41
+ 38 4.5355 ± 0.0335 0.00560 ± 0.00232 0.15311 ± 0.00143 12.536 ± 0.087 % 87.472 ± 0.101 %
42
+ 39 4.5504 ± 0.0334 0.00601 ± 0.00233 0.15677 ± 0.00144 12.657 ± 0.086 % 87.380 ± 0.100 %
43
+ 40 4.5285 ± 0.0327 0.00517 ± 0.00230 0.15712 ± 0.00143 12.688 ± 0.085 % 87.392 ± 0.099 %
44
+ 41 4.5477 ± 0.0324 0.00557 ± 0.00226 0.15524 ± 0.00140 12.594 ± 0.084 % 87.429 ± 0.098 %
45
+ 42 4.5483 ± 0.0321 0.00550 ± 0.00222 0.15369 ± 0.00137 12.518 ± 0.082 % 87.482 ± 0.096 %
46
+ 43 4.5502 ± 0.0317 0.00548 ± 0.00219 0.15285 ± 0.00134 12.472 ± 0.081 % 87.497 ± 0.095 %
47
+ 44 4.5500 ± 0.0314 0.00544 ± 0.00217 0.15252 ± 0.00132 12.465 ± 0.080 % 87.522 ± 0.094 %
48
+ 45 4.5609 ± 0.0312 0.00562 ± 0.00214 0.15174 ± 0.00130 12.412 ± 0.079 % 87.545 ± 0.093 %
49
+ 46 4.5874 ± 0.0311 0.00509 ± 0.00211 0.15092 ± 0.00128 12.366 ± 0.078 % 87.548 ± 0.092 %
50
+ 47 4.5958 ± 0.0309 0.00548 ± 0.00210 0.15173 ± 0.00127 12.368 ± 0.077 % 87.540 ± 0.091 %
51
+ 48 4.5777 ± 0.0304 0.00538 ± 0.00208 0.15261 ± 0.00126 12.412 ± 0.076 % 87.523 ± 0.090 %
52
+ 49 4.6081 ± 0.0304 0.00675 ± 0.00209 0.15609 ± 0.00128 12.541 ± 0.076 % 87.411 ± 0.089 %
53
+ 50 4.5375 ± 0.0295 0.00709 ± 0.00209 0.15892 ± 0.00128 12.758 ± 0.076 % 87.395 ± 0.088 %
54
+ 51 4.5599 ± 0.0294 0.00681 ± 0.00205 0.15754 ± 0.00126 12.690 ± 0.075 % 87.425 ± 0.088 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.559858 ± 0.029412
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 94.89%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.006808 ± 0.002055
61
+ Mean PPL(Q)/PPL(base) : 1.006832 ± 0.002069
62
+ Mean PPL(Q)-PPL(base) : 0.030940 ± 0.009344
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.157541 ± 0.001259
66
+ Maximum KLD: 17.046291
67
+ 99.9% KLD: 5.624012
68
+ 99.0% KLD: 2.294981
69
+ 95.0% KLD: 0.693627
70
+ 90.0% KLD: 0.339880
71
+ Median KLD: 0.030226
72
+ 10.0% KLD: 0.000032
73
+ 5.0% KLD: 0.000004
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -0.051 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.893%
82
+ 99.0% Δp: 45.194%
83
+ 95.0% Δp: 14.906%
84
+ 90.0% Δp: 7.431%
85
+ 75.0% Δp: 1.058%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.066%
88
+ 10.0% Δp: -7.572%
89
+ 5.0% Δp: -15.203%
90
+ 1.0% Δp: -46.069%
91
+ 0.1% Δp: -89.159%
92
+ Minimum Δp: -99.928%
93
+ RMS Δp : 12.690 ± 0.075 %
94
+ Same top p: 87.425 ± 0.088 %
95
+
96
+ 0.26.867.479 I
97
+ 0.26.867.800 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.27.274.993 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.34.859.587 I kl_divergence: 7.58 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-IQ2_XS-Experts-Q8_0.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.18 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 4.6286 ± 0.2147 0.77009 ± 0.04040 1.04721 ± 0.03302 39.584 ± 0.636 % 67.815 ± 0.881 %
5
+ 2 4.6323 ± 0.1551 0.45678 ± 0.02405 0.72224 ± 0.01936 31.872 ± 0.463 % 74.298 ± 0.582 %
6
+ 3 4.5655 ± 0.1220 0.36133 ± 0.01743 0.59739 ± 0.01377 28.186 ± 0.375 % 76.388 ± 0.462 %
7
+ 4 4.7743 ± 0.1101 0.28448 ± 0.01371 0.50198 ± 0.01070 25.335 ± 0.324 % 77.851 ± 0.391 %
8
+ 5 5.0738 ± 0.1056 0.25456 ± 0.01179 0.46084 ± 0.00905 23.688 ± 0.288 % 78.536 ± 0.346 %
9
+ 6 5.2882 ± 0.1002 0.23094 ± 0.01022 0.42055 ± 0.00769 22.255 ± 0.260 % 79.065 ± 0.313 %
10
+ 7 5.1173 ± 0.0905 0.23556 ± 0.00954 0.42211 ± 0.00721 22.595 ± 0.245 % 79.538 ± 0.287 %
11
+ 8 5.2141 ± 0.0865 0.22788 ± 0.00887 0.42813 ± 0.00661 22.419 ± 0.226 % 79.143 ± 0.271 %
12
+ 9 5.3638 ± 0.0844 0.22241 ± 0.00836 0.43304 ± 0.00614 22.165 ± 0.210 % 78.899 ± 0.256 %
13
+ 10 5.5979 ± 0.0844 0.21161 ± 0.00777 0.41402 ± 0.00565 21.535 ± 0.199 % 79.155 ± 0.242 %
14
+ 11 5.4349 ± 0.0771 0.20625 ± 0.00728 0.40456 ± 0.00525 21.222 ± 0.189 % 79.364 ± 0.230 %
15
+ 12 5.4195 ± 0.0732 0.19947 ± 0.00684 0.39519 ± 0.00489 20.837 ± 0.180 % 79.369 ± 0.220 %
16
+ 13 5.3179 ± 0.0688 0.19289 ± 0.00648 0.38559 ± 0.00462 20.488 ± 0.171 % 79.680 ± 0.210 %
17
+ 14 5.1066 ± 0.0628 0.18750 ± 0.00613 0.37248 ± 0.00437 20.145 ± 0.164 % 80.147 ± 0.201 %
18
+ 15 5.3166 ± 0.0641 0.18673 ± 0.00593 0.37409 ± 0.00424 20.035 ± 0.159 % 79.943 ± 0.195 %
19
+ 16 5.3505 ± 0.0630 0.20954 ± 0.00608 0.40401 ± 0.00446 21.001 ± 0.157 % 79.514 ± 0.190 %
20
+ 17 5.4568 ± 0.0626 0.20098 ± 0.00580 0.39312 ± 0.00422 20.570 ± 0.152 % 79.620 ± 0.184 %
21
+ 18 5.5132 ± 0.0615 0.19661 ± 0.00557 0.38603 ± 0.00407 20.319 ± 0.147 % 79.716 ± 0.179 %
22
+ 19 5.4809 ± 0.0593 0.19235 ± 0.00534 0.37708 ± 0.00389 20.025 ± 0.143 % 79.824 ± 0.174 %
23
+ 20 5.3535 ± 0.0561 0.18720 ± 0.00513 0.36919 ± 0.00372 19.791 ± 0.139 % 79.984 ± 0.169 %
24
+ 21 5.3551 ± 0.0550 0.18393 ± 0.00502 0.36859 ± 0.00362 19.722 ± 0.135 % 80.096 ± 0.164 %
25
+ 22 5.4261 ± 0.0544 0.17906 ± 0.00484 0.36128 ± 0.00348 19.453 ± 0.132 % 80.111 ± 0.160 %
26
+ 23 5.3565 ± 0.0523 0.17658 ± 0.00470 0.35654 ± 0.00336 19.341 ± 0.128 % 80.226 ± 0.157 %
27
+ 24 5.3093 ± 0.0506 0.17404 ± 0.00457 0.35309 ± 0.00325 19.236 ± 0.125 % 80.318 ± 0.153 %
28
+ 25 5.2197 ± 0.0487 0.18124 ± 0.00455 0.36237 ± 0.00327 19.791 ± 0.125 % 80.250 ± 0.150 %
29
+ 26 5.2640 ± 0.0482 0.17904 ± 0.00442 0.35624 ± 0.00316 19.581 ± 0.122 % 80.374 ± 0.147 %
30
+ 27 5.2889 ± 0.0475 0.17573 ± 0.00432 0.35353 ± 0.00308 19.474 ± 0.119 % 80.408 ± 0.144 %
31
+ 28 5.3053 ± 0.0467 0.17734 ± 0.00424 0.35373 ± 0.00303 19.578 ± 0.118 % 80.378 ± 0.141 %
32
+ 29 5.2587 ± 0.0454 0.17386 ± 0.00413 0.34878 ± 0.00295 19.407 ± 0.116 % 80.530 ± 0.139 %
33
+ 30 5.2567 ± 0.0446 0.17276 ± 0.00405 0.34660 ± 0.00288 19.342 ± 0.114 % 80.566 ± 0.136 %
34
+ 31 5.2412 ± 0.0436 0.16952 ± 0.00395 0.34199 ± 0.00281 19.184 ± 0.112 % 80.655 ± 0.134 %
35
+ 32 5.2853 ± 0.0434 0.16973 ± 0.00389 0.34301 ± 0.00275 19.164 ± 0.110 % 80.527 ± 0.132 %
36
+ 33 5.3512 ± 0.0433 0.16801 ± 0.00381 0.34032 ± 0.00268 19.044 ± 0.108 % 80.515 ± 0.130 %
37
+ 34 5.4114 ± 0.0432 0.16618 ± 0.00373 0.33747 ± 0.00262 18.899 ± 0.106 % 80.458 ± 0.128 %
38
+ 35 5.4486 ± 0.0429 0.16433 ± 0.00365 0.33489 ± 0.00256 18.770 ± 0.104 % 80.431 ± 0.126 %
39
+ 36 5.4668 ± 0.0425 0.17373 ± 0.00370 0.34967 ± 0.00263 19.288 ± 0.103 % 80.114 ± 0.125 %
40
+ 37 5.4505 ± 0.0419 0.18814 ± 0.00379 0.36835 ± 0.00274 20.099 ± 0.104 % 79.853 ± 0.124 %
41
+ 38 5.4656 ± 0.0416 0.19214 ± 0.00380 0.37852 ± 0.00275 20.459 ± 0.103 % 79.623 ± 0.123 %
42
+ 39 5.4814 ± 0.0413 0.19216 ± 0.00380 0.38501 ± 0.00275 20.579 ± 0.102 % 79.501 ± 0.122 %
43
+ 40 5.4498 ± 0.0404 0.19035 ± 0.00375 0.38488 ± 0.00271 20.561 ± 0.100 % 79.523 ± 0.120 %
44
+ 41 5.4628 ± 0.0400 0.18890 ± 0.00368 0.38129 ± 0.00266 20.436 ± 0.099 % 79.588 ± 0.119 %
45
+ 42 5.4511 ± 0.0394 0.18657 ± 0.00362 0.37793 ± 0.00261 20.322 ± 0.097 % 79.670 ± 0.117 %
46
+ 43 5.4367 ± 0.0388 0.18348 ± 0.00356 0.37535 ± 0.00256 20.215 ± 0.096 % 79.726 ± 0.116 %
47
+ 44 5.4379 ± 0.0385 0.18370 ± 0.00352 0.37529 ± 0.00253 20.194 ± 0.095 % 79.744 ± 0.114 %
48
+ 45 5.4409 ± 0.0381 0.18204 ± 0.00347 0.37322 ± 0.00249 20.083 ± 0.094 % 79.788 ± 0.113 %
49
+ 46 5.4644 ± 0.0379 0.18003 ± 0.00342 0.37138 ± 0.00245 20.006 ± 0.093 % 79.810 ± 0.112 %
50
+ 47 5.4681 ± 0.0376 0.17927 ± 0.00338 0.37247 ± 0.00243 20.022 ± 0.092 % 79.782 ± 0.110 %
51
+ 48 5.4508 ± 0.0371 0.17994 ± 0.00335 0.37365 ± 0.00240 20.072 ± 0.091 % 79.759 ± 0.109 %
52
+ 49 5.4932 ± 0.0371 0.18245 ± 0.00334 0.37833 ± 0.00239 20.175 ± 0.090 % 79.630 ± 0.108 %
53
+ 50 5.4573 ± 0.0365 0.19167 ± 0.00336 0.38783 ± 0.00242 20.621 ± 0.089 % 79.500 ± 0.108 %
54
+ 51 5.4772 ± 0.0363 0.19012 ± 0.00331 0.38482 ± 0.00239 20.514 ± 0.088 % 79.532 ± 0.106 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.477248 ± 0.036255
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 87.12%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.190120 ± 0.003312
61
+ Mean PPL(Q)/PPL(base) : 1.209394 ± 0.004005
62
+ Mean PPL(Q)-PPL(base) : 0.948330 ± 0.017988
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.384823 ± 0.002385
66
+ Maximum KLD: 25.474674
67
+ 99.9% KLD: 8.889666
68
+ 99.0% KLD: 4.693750
69
+ 95.0% KLD: 1.819190
70
+ 90.0% KLD: 0.944273
71
+ Median KLD: 0.094431
72
+ 10.0% KLD: 0.000181
73
+ 5.0% KLD: 0.000020
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -4.998 ± 0.053 %
80
+ Maximum Δp: 99.735%
81
+ 99.9% Δp: 82.998%
82
+ 99.0% Δp: 41.686%
83
+ 95.0% Δp: 14.962%
84
+ 90.0% Δp: 6.897%
85
+ 75.0% Δp: 0.334%
86
+ Median Δp: -0.118%
87
+ 25.0% Δp: -5.614%
88
+ 10.0% Δp: -22.914%
89
+ 5.0% Δp: -45.053%
90
+ 1.0% Δp: -90.594%
91
+ 0.1% Δp: -99.628%
92
+ Minimum Δp: -99.998%
93
+ RMS Δp : 20.514 ± 0.088 %
94
+ Same top p: 79.532 ± 0.106 %
95
+
96
+ 0.11.447.119 I
97
+ 0.11.447.267 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.11.798.340 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.19.074.728 I kl_divergence: 7.28 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-IQ2_XS-IQ3_XXS-GateUp-MXFP4-Down-Q8_0.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.65 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.5673 ± 0.0973 0.18068 ± 0.02858 0.52071 ± 0.02145 26.812 ± 0.610 % 80.462 ± 0.747 %
5
+ 2 3.2697 ± 0.1002 0.10844 ± 0.01700 0.37948 ± 0.01242 22.145 ± 0.432 % 82.824 ± 0.503 %
6
+ 3 3.4652 ± 0.0864 0.08557 ± 0.01242 0.31806 ± 0.00885 19.794 ± 0.343 % 83.908 ± 0.400 %
7
+ 4 3.8388 ± 0.0846 0.06640 ± 0.00983 0.26806 ± 0.00679 17.874 ± 0.293 % 84.671 ± 0.340 %
8
+ 5 4.1757 ± 0.0837 0.05976 ± 0.00847 0.24994 ± 0.00573 16.906 ± 0.259 % 84.632 ± 0.304 %
9
+ 6 4.4353 ± 0.0813 0.05506 ± 0.00734 0.22765 ± 0.00485 15.933 ± 0.233 % 84.825 ± 0.276 %
10
+ 7 4.2856 ± 0.0735 0.05818 ± 0.00689 0.22784 ± 0.00465 16.016 ± 0.221 % 85.278 ± 0.252 %
11
+ 8 4.4169 ± 0.0717 0.06195 ± 0.00648 0.23922 ± 0.00438 16.122 ± 0.203 % 84.725 ± 0.240 %
12
+ 9 4.5652 ± 0.0706 0.06121 ± 0.00623 0.24728 ± 0.00413 16.112 ± 0.189 % 84.421 ± 0.228 %
13
+ 10 4.8052 ± 0.0714 0.05892 ± 0.00575 0.23753 ± 0.00383 15.650 ± 0.180 % 84.533 ± 0.216 %
14
+ 11 4.6938 ± 0.0657 0.05966 ± 0.00543 0.23281 ± 0.00356 15.472 ± 0.170 % 84.625 ± 0.205 %
15
+ 12 4.7156 ± 0.0630 0.06034 ± 0.00514 0.22902 ± 0.00332 15.249 ± 0.161 % 84.612 ± 0.196 %
16
+ 13 4.6430 ± 0.0593 0.05718 ± 0.00486 0.22272 ± 0.00312 15.011 ± 0.153 % 84.760 ± 0.188 %
17
+ 14 4.4745 ± 0.0542 0.05537 ± 0.00459 0.21431 ± 0.00292 14.794 ± 0.147 % 85.126 ± 0.179 %
18
+ 15 4.6638 ± 0.0554 0.05574 ± 0.00444 0.21488 ± 0.00281 14.697 ± 0.142 % 84.909 ± 0.174 %
19
+ 16 4.6022 ± 0.0531 0.05890 ± 0.00449 0.23103 ± 0.00294 15.339 ± 0.141 % 84.700 ± 0.170 %
20
+ 17 4.7268 ± 0.0532 0.05737 ± 0.00429 0.22499 ± 0.00278 15.036 ± 0.136 % 84.743 ± 0.164 %
21
+ 18 4.7917 ± 0.0524 0.05636 ± 0.00410 0.22053 ± 0.00268 14.842 ± 0.132 % 84.784 ± 0.160 %
22
+ 19 4.7818 ± 0.0508 0.05589 ± 0.00394 0.21484 ± 0.00255 14.599 ± 0.128 % 84.854 ± 0.155 %
23
+ 20 4.6834 ± 0.0482 0.05348 ± 0.00379 0.21091 ± 0.00245 14.449 ± 0.124 % 84.972 ± 0.151 %
24
+ 21 4.6904 ± 0.0473 0.05139 ± 0.00371 0.20953 ± 0.00237 14.394 ± 0.121 % 85.075 ± 0.147 %
25
+ 22 4.7696 ± 0.0470 0.05009 ± 0.00358 0.20570 ± 0.00228 14.211 ± 0.118 % 85.033 ± 0.143 %
26
+ 23 4.7177 ± 0.0453 0.04959 ± 0.00347 0.20262 ± 0.00220 14.102 ± 0.115 % 85.145 ± 0.140 %
27
+ 24 4.6838 ± 0.0439 0.04870 ± 0.00338 0.20097 ± 0.00213 14.058 ± 0.112 % 85.158 ± 0.137 %
28
+ 25 4.5820 ± 0.0420 0.05093 ± 0.00337 0.20576 ± 0.00215 14.407 ± 0.111 % 85.196 ± 0.134 %
29
+ 26 4.6298 ± 0.0417 0.05068 ± 0.00327 0.20251 ± 0.00208 14.260 ± 0.109 % 85.293 ± 0.131 %
30
+ 27 4.6619 ± 0.0412 0.04954 ± 0.00320 0.20174 ± 0.00204 14.214 ± 0.107 % 85.263 ± 0.129 %
31
+ 28 4.6739 ± 0.0405 0.05061 ± 0.00314 0.20154 ± 0.00200 14.255 ± 0.105 % 85.246 ± 0.126 %
32
+ 29 4.6445 ± 0.0395 0.04964 ± 0.00306 0.19849 ± 0.00194 14.123 ± 0.103 % 85.386 ± 0.124 %
33
+ 30 4.6455 ± 0.0388 0.04916 ± 0.00300 0.19719 ± 0.00189 14.073 ± 0.101 % 85.422 ± 0.121 %
34
+ 31 4.6429 ± 0.0380 0.04833 ± 0.00292 0.19430 ± 0.00184 13.947 ± 0.099 % 85.467 ± 0.119 %
35
+ 32 4.6804 ± 0.0378 0.04817 ± 0.00288 0.19521 ± 0.00180 13.940 ± 0.097 % 85.356 ± 0.118 %
36
+ 33 4.7470 ± 0.0378 0.04822 ± 0.00281 0.19350 ± 0.00176 13.853 ± 0.096 % 85.329 ± 0.116 %
37
+ 34 4.8069 ± 0.0378 0.04773 ± 0.00275 0.19181 ± 0.00171 13.737 ± 0.094 % 85.267 ± 0.115 %
38
+ 35 4.8447 ± 0.0376 0.04686 ± 0.00269 0.18989 ± 0.00167 13.634 ± 0.092 % 85.281 ± 0.113 %
39
+ 36 4.8268 ± 0.0369 0.04921 ± 0.00273 0.19929 ± 0.00174 14.036 ± 0.092 % 85.069 ± 0.112 %
40
+ 37 4.7588 ± 0.0359 0.05243 ± 0.00279 0.20970 ± 0.00183 14.567 ± 0.093 % 84.935 ± 0.111 %
41
+ 38 4.7542 ± 0.0355 0.05270 ± 0.00280 0.21681 ± 0.00184 14.854 ± 0.092 % 84.770 ± 0.110 %
42
+ 39 4.7606 ± 0.0352 0.05117 ± 0.00280 0.22077 ± 0.00183 14.967 ± 0.091 % 84.672 ± 0.109 %
43
+ 40 4.7405 ± 0.0345 0.05092 ± 0.00277 0.22142 ± 0.00181 15.003 ± 0.090 % 84.639 ± 0.107 %
44
+ 41 4.7579 ± 0.0342 0.05075 ± 0.00272 0.21881 ± 0.00177 14.892 ± 0.089 % 84.686 ± 0.106 %
45
+ 42 4.7572 ± 0.0338 0.05041 ± 0.00268 0.21706 ± 0.00174 14.829 ± 0.087 % 84.754 ± 0.105 %
46
+ 43 4.7549 ± 0.0334 0.04948 ± 0.00263 0.21558 ± 0.00171 14.771 ± 0.086 % 84.797 ± 0.103 %
47
+ 44 4.7524 ± 0.0330 0.04898 ± 0.00261 0.21519 ± 0.00169 14.748 ± 0.085 % 84.843 ± 0.102 %
48
+ 45 4.7621 ± 0.0327 0.04879 ± 0.00257 0.21410 ± 0.00166 14.679 ± 0.084 % 84.859 ± 0.101 %
49
+ 46 4.7893 ± 0.0327 0.04817 ± 0.00253 0.21295 ± 0.00163 14.623 ± 0.083 % 84.874 ± 0.100 %
50
+ 47 4.7918 ± 0.0324 0.04725 ± 0.00251 0.21375 ± 0.00161 14.621 ± 0.082 % 84.847 ± 0.099 %
51
+ 48 4.7764 ± 0.0319 0.04787 ± 0.00249 0.21518 ± 0.00160 14.672 ± 0.081 % 84.833 ± 0.098 %
52
+ 49 4.8073 ± 0.0319 0.04908 ± 0.00249 0.21889 ± 0.00161 14.770 ± 0.080 % 84.734 ± 0.097 %
53
+ 50 4.7421 ± 0.0311 0.05120 ± 0.00250 0.22344 ± 0.00163 15.042 ± 0.080 % 84.698 ± 0.096 %
54
+ 51 4.7646 ± 0.0309 0.05073 ± 0.00246 0.22162 ± 0.00160 14.963 ± 0.079 % 84.721 ± 0.095 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.764581 ± 0.030948
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 92.74%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.050727 ± 0.002459
61
+ Mean PPL(Q)/PPL(base) : 1.052035 ± 0.002587
62
+ Mean PPL(Q)-PPL(base) : 0.235663 ± 0.011579
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.221623 ± 0.001601
66
+ Maximum KLD: 14.713094
67
+ 99.9% KLD: 7.024473
68
+ 99.0% KLD: 3.020116
69
+ 95.0% KLD: 0.997985
70
+ 90.0% KLD: 0.501312
71
+ Median KLD: 0.046440
72
+ 10.0% KLD: 0.000053
73
+ 5.0% KLD: 0.000006
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000002
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -1.286 ± 0.039 %
80
+ Maximum Δp: 99.988%
81
+ 99.9% Δp: 88.363%
82
+ 99.0% Δp: 45.241%
83
+ 95.0% Δp: 15.509%
84
+ 90.0% Δp: 7.542%
85
+ 75.0% Δp: 0.800%
86
+ Median Δp: -0.002%
87
+ 25.0% Δp: -2.055%
88
+ 10.0% Δp: -11.274%
89
+ 5.0% Δp: -22.273%
90
+ 1.0% Δp: -63.841%
91
+ 0.1% Δp: -95.319%
92
+ Minimum Δp: -99.975%
93
+ RMS Δp : 14.963 ± 0.079 %
94
+ Same top p: 84.721 ± 0.095 %
95
+
96
+ 0.15.455.503 I
97
+ 0.15.455.648 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.15.808.034 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.22.464.269 I kl_divergence: 6.66 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-IQ3_S-Experts-Q8_0.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.78 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.6188 ± 0.1022 0.20054 ± 0.02997 0.54358 ± 0.02400 26.941 ± 0.628 % 81.101 ± 0.738 %
5
+ 2 3.2150 ± 0.0972 0.09158 ± 0.01760 0.37670 ± 0.01353 22.056 ± 0.444 % 83.766 ± 0.492 %
6
+ 3 3.4113 ± 0.0839 0.06989 ± 0.01315 0.31576 ± 0.00995 19.642 ± 0.354 % 84.630 ± 0.392 %
7
+ 4 3.7618 ± 0.0813 0.04612 ± 0.01028 0.26208 ± 0.00761 17.587 ± 0.302 % 85.560 ± 0.331 %
8
+ 5 4.1297 ± 0.0816 0.04869 ± 0.00915 0.25303 ± 0.00688 16.739 ± 0.269 % 85.449 ± 0.297 %
9
+ 6 4.3976 ± 0.0797 0.04653 ± 0.00812 0.23675 ± 0.00614 15.839 ± 0.243 % 85.577 ± 0.270 %
10
+ 7 4.2186 ± 0.0711 0.04243 ± 0.00737 0.22895 ± 0.00556 15.702 ± 0.227 % 86.115 ± 0.246 %
11
+ 8 4.3159 ± 0.0683 0.03881 ± 0.00690 0.23635 ± 0.00510 15.800 ± 0.209 % 85.582 ± 0.234 %
12
+ 9 4.4901 ± 0.0682 0.04461 ± 0.00675 0.24946 ± 0.00507 15.974 ± 0.196 % 85.068 ± 0.224 %
13
+ 10 4.7251 ± 0.0689 0.04210 ± 0.00619 0.23572 ± 0.00462 15.405 ± 0.185 % 85.247 ± 0.211 %
14
+ 11 4.6625 ± 0.0646 0.05297 ± 0.00612 0.24109 ± 0.00464 15.425 ± 0.178 % 85.216 ± 0.202 %
15
+ 12 4.7558 ± 0.0637 0.06884 ± 0.00620 0.25459 ± 0.00490 15.534 ± 0.172 % 84.947 ± 0.195 %
16
+ 13 4.6705 ± 0.0597 0.06309 ± 0.00582 0.24517 ± 0.00457 15.230 ± 0.164 % 85.173 ± 0.186 %
17
+ 14 4.4893 ± 0.0543 0.05868 ± 0.00546 0.23395 ± 0.00427 14.919 ± 0.157 % 85.603 ± 0.177 %
18
+ 15 4.6748 ± 0.0554 0.05809 ± 0.00523 0.23337 ± 0.00408 14.849 ± 0.151 % 85.430 ± 0.172 %
19
+ 16 4.6147 ± 0.0530 0.06160 ± 0.00521 0.24854 ± 0.00406 15.521 ± 0.149 % 85.171 ± 0.167 %
20
+ 17 4.7312 ± 0.0529 0.05830 ± 0.00496 0.24089 ± 0.00384 15.198 ± 0.144 % 85.199 ± 0.162 %
21
+ 18 4.7802 ± 0.0520 0.05395 ± 0.00473 0.23385 ± 0.00365 14.943 ± 0.139 % 85.336 ± 0.157 %
22
+ 19 4.7747 ± 0.0504 0.05441 ± 0.00455 0.22993 ± 0.00353 14.740 ± 0.135 % 85.394 ± 0.153 %
23
+ 20 4.6866 ± 0.0480 0.05416 ± 0.00442 0.22733 ± 0.00345 14.616 ± 0.131 % 85.513 ± 0.148 %
24
+ 21 4.6970 ± 0.0471 0.05281 ± 0.00433 0.22709 ± 0.00336 14.604 ± 0.128 % 85.560 ± 0.145 %
25
+ 22 4.7798 ± 0.0469 0.05222 ± 0.00420 0.22428 ± 0.00327 14.421 ± 0.125 % 85.542 ± 0.141 %
26
+ 23 4.7222 ± 0.0451 0.05054 ± 0.00406 0.22034 ± 0.00315 14.299 ± 0.121 % 85.665 ± 0.138 %
27
+ 24 4.6890 ± 0.0437 0.04980 ± 0.00396 0.21857 ± 0.00307 14.226 ± 0.118 % 85.713 ± 0.135 %
28
+ 25 4.5787 ± 0.0417 0.05020 ± 0.00391 0.22248 ± 0.00304 14.519 ± 0.117 % 85.731 ± 0.132 %
29
+ 26 4.6217 ± 0.0413 0.04891 ± 0.00379 0.21782 ± 0.00294 14.344 ± 0.115 % 85.866 ± 0.129 %
30
+ 27 4.6555 ± 0.0408 0.04819 ± 0.00373 0.21848 ± 0.00288 14.345 ± 0.113 % 85.752 ± 0.127 %
31
+ 28 4.6641 ± 0.0402 0.04853 ± 0.00365 0.21729 ± 0.00282 14.347 ± 0.111 % 85.812 ± 0.124 %
32
+ 29 4.6368 ± 0.0392 0.04799 ± 0.00356 0.21387 ± 0.00275 14.197 ± 0.109 % 85.933 ± 0.122 %
33
+ 30 4.6335 ± 0.0385 0.04656 ± 0.00348 0.21208 ± 0.00268 14.139 ± 0.107 % 85.938 ± 0.120 %
34
+ 31 4.6277 ± 0.0377 0.04503 ± 0.00339 0.20831 ± 0.00260 14.005 ± 0.105 % 85.993 ± 0.117 %
35
+ 32 4.6699 ± 0.0376 0.04592 ± 0.00336 0.20990 ± 0.00259 13.993 ± 0.103 % 85.879 ± 0.116 %
36
+ 33 4.7307 ± 0.0375 0.04477 ± 0.00328 0.20749 ± 0.00252 13.893 ± 0.101 % 85.861 ± 0.114 %
37
+ 34 4.7898 ± 0.0375 0.04417 ± 0.00320 0.20540 ± 0.00246 13.782 ± 0.099 % 85.846 ± 0.113 %
38
+ 35 4.8374 ± 0.0374 0.04534 ± 0.00316 0.20600 ± 0.00244 13.727 ± 0.098 % 85.803 ± 0.111 %
39
+ 36 4.8241 ± 0.0368 0.04866 ± 0.00320 0.21635 ± 0.00249 14.120 ± 0.097 % 85.577 ± 0.110 %
40
+ 37 4.7692 ± 0.0360 0.05461 ± 0.00328 0.22951 ± 0.00259 14.729 ± 0.098 % 85.426 ± 0.109 %
41
+ 38 4.7751 ± 0.0357 0.05709 ± 0.00331 0.23931 ± 0.00263 15.069 ± 0.098 % 85.230 ± 0.108 %
42
+ 39 4.7932 ± 0.0355 0.05799 ± 0.00331 0.24440 ± 0.00263 15.205 ± 0.096 % 85.125 ± 0.107 %
43
+ 40 4.7677 ± 0.0348 0.05663 ± 0.00326 0.24378 ± 0.00259 15.197 ± 0.095 % 85.150 ± 0.106 %
44
+ 41 4.7822 ± 0.0344 0.05584 ± 0.00320 0.24058 ± 0.00254 15.087 ± 0.094 % 85.212 ± 0.104 %
45
+ 42 4.7790 ± 0.0340 0.05497 ± 0.00315 0.23848 ± 0.00250 15.019 ± 0.092 % 85.289 ± 0.103 %
46
+ 43 4.7776 ± 0.0336 0.05426 ± 0.00310 0.23678 ± 0.00246 14.949 ± 0.091 % 85.320 ± 0.102 %
47
+ 44 4.7761 ± 0.0333 0.05393 ± 0.00306 0.23570 ± 0.00241 14.916 ± 0.090 % 85.378 ± 0.100 %
48
+ 45 4.7799 ± 0.0329 0.05252 ± 0.00301 0.23412 ± 0.00238 14.856 ± 0.089 % 85.393 ± 0.099 %
49
+ 46 4.8031 ± 0.0328 0.05103 ± 0.00296 0.23253 ± 0.00234 14.798 ± 0.088 % 85.414 ± 0.098 %
50
+ 47 4.8148 ± 0.0326 0.05204 ± 0.00296 0.23469 ± 0.00233 14.846 ± 0.087 % 85.394 ± 0.097 %
51
+ 48 4.8061 ± 0.0323 0.05407 ± 0.00296 0.23729 ± 0.00234 14.916 ± 0.086 % 85.364 ± 0.096 %
52
+ 49 4.8449 ± 0.0323 0.05688 ± 0.00296 0.24255 ± 0.00235 15.037 ± 0.085 % 85.229 ± 0.096 %
53
+ 50 4.8031 ± 0.0318 0.06398 ± 0.00301 0.25176 ± 0.00242 15.437 ± 0.086 % 85.128 ± 0.095 %
54
+ 51 4.8216 ± 0.0316 0.06262 ± 0.00296 0.24908 ± 0.00238 15.347 ± 0.085 % 85.167 ± 0.094 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.821599 ± 0.031570
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 89.56%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.062623 ± 0.002962
61
+ Mean PPL(Q)/PPL(base) : 1.064625 ± 0.003154
62
+ Mean PPL(Q)-PPL(base) : 0.292681 ± 0.014063
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.249083 ± 0.002376
66
+ Maximum KLD: 23.586586
67
+ 99.9% KLD: 12.979125
68
+ 99.0% KLD: 3.909078
69
+ 95.0% KLD: 1.029389
70
+ 90.0% KLD: 0.476903
71
+ Median KLD: 0.039821
72
+ 10.0% KLD: 0.000056
73
+ 5.0% KLD: 0.000006
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000002
76
+ Minimum KLD: -0.000011
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -1.603 ± 0.040 %
80
+ Maximum Δp: 99.979%
81
+ 99.9% Δp: 86.310%
82
+ 99.0% Δp: 42.854%
83
+ 95.0% Δp: 14.255%
84
+ 90.0% Δp: 6.967%
85
+ 75.0% Δp: 0.783%
86
+ Median Δp: -0.004%
87
+ 25.0% Δp: -2.042%
88
+ 10.0% Δp: -11.022%
89
+ 5.0% Δp: -22.443%
90
+ 1.0% Δp: -71.457%
91
+ 0.1% Δp: -99.556%
92
+ Minimum Δp: -100.000%
93
+ RMS Δp : 15.347 ± 0.085 %
94
+ Same top p: 85.167 ± 0.094 %
95
+
96
+ 0.14.586.617 I
97
+ 0.14.586.761 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.14.937.767 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.21.749.687 I kl_divergence: 6.81 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-IQ3_XXS-Experts-Q8_0.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.68 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.6395 ± 0.1013 0.20844 ± 0.02889 0.55829 ± 0.02244 28.320 ± 0.620 % 79.396 ± 0.762 %
5
+ 2 3.2855 ± 0.1007 0.11327 ± 0.01730 0.38863 ± 0.01261 23.059 ± 0.436 % 82.522 ± 0.506 %
6
+ 3 3.4549 ± 0.0855 0.08261 ± 0.01253 0.32848 ± 0.00899 20.642 ± 0.350 % 83.126 ± 0.408 %
7
+ 4 3.8292 ± 0.0842 0.06388 ± 0.00989 0.27605 ± 0.00692 18.555 ± 0.299 % 84.245 ± 0.343 %
8
+ 5 4.1653 ± 0.0833 0.05726 ± 0.00842 0.25220 ± 0.00579 17.352 ± 0.264 % 84.597 ± 0.304 %
9
+ 6 4.4174 ± 0.0806 0.05101 ± 0.00732 0.22918 ± 0.00495 16.363 ± 0.239 % 85.038 ± 0.274 %
10
+ 7 4.2784 ± 0.0732 0.05652 ± 0.00689 0.22955 ± 0.00480 16.446 ± 0.227 % 85.527 ± 0.251 %
11
+ 8 4.3987 ± 0.0710 0.05781 ± 0.00652 0.24000 ± 0.00446 16.603 ± 0.209 % 84.969 ± 0.238 %
12
+ 9 4.5579 ± 0.0702 0.05961 ± 0.00621 0.24704 ± 0.00416 16.545 ± 0.194 % 84.504 ± 0.227 %
13
+ 10 4.7905 ± 0.0708 0.05584 ± 0.00575 0.23596 ± 0.00383 16.012 ± 0.183 % 84.675 ± 0.215 %
14
+ 11 4.6739 ± 0.0651 0.05540 ± 0.00542 0.23150 ± 0.00358 15.775 ± 0.173 % 84.812 ± 0.204 %
15
+ 12 4.6814 ± 0.0621 0.05306 ± 0.00510 0.22651 ± 0.00333 15.514 ± 0.164 % 84.816 ± 0.195 %
16
+ 13 4.6076 ± 0.0585 0.04952 ± 0.00483 0.22029 ± 0.00312 15.237 ± 0.157 % 85.014 ± 0.187 %
17
+ 14 4.4416 ± 0.0535 0.04799 ± 0.00456 0.21195 ± 0.00294 14.961 ± 0.150 % 85.389 ± 0.178 %
18
+ 15 4.6232 ± 0.0546 0.04699 ± 0.00439 0.21163 ± 0.00282 14.848 ± 0.145 % 85.239 ± 0.173 %
19
+ 16 4.5733 ± 0.0525 0.05260 ± 0.00446 0.22980 ± 0.00300 15.539 ± 0.144 % 84.951 ± 0.168 %
20
+ 17 4.6910 ± 0.0525 0.04975 ± 0.00425 0.22278 ± 0.00283 15.213 ± 0.139 % 85.053 ± 0.163 %
21
+ 18 4.7506 ± 0.0517 0.04775 ± 0.00407 0.21830 ± 0.00273 15.002 ± 0.135 % 85.165 ± 0.158 %
22
+ 19 4.7360 ± 0.0500 0.04626 ± 0.00390 0.21290 ± 0.00260 14.760 ± 0.130 % 85.267 ± 0.153 %
23
+ 20 4.6406 ± 0.0474 0.04429 ± 0.00375 0.20849 ± 0.00249 14.594 ± 0.126 % 85.380 ± 0.149 %
24
+ 21 4.6518 ± 0.0466 0.04312 ± 0.00366 0.20753 ± 0.00242 14.528 ± 0.123 % 85.449 ± 0.145 %
25
+ 22 4.7315 ± 0.0463 0.04207 ± 0.00353 0.20325 ± 0.00233 14.313 ± 0.120 % 85.477 ± 0.142 %
26
+ 23 4.6792 ± 0.0446 0.04140 ± 0.00342 0.20003 ± 0.00224 14.210 ± 0.117 % 85.543 ± 0.138 %
27
+ 24 4.6431 ± 0.0432 0.03996 ± 0.00332 0.19803 ± 0.00216 14.150 ± 0.114 % 85.565 ± 0.135 %
28
+ 25 4.5423 ± 0.0413 0.04221 ± 0.00331 0.20264 ± 0.00218 14.482 ± 0.114 % 85.582 ± 0.132 %
29
+ 26 4.5856 ± 0.0410 0.04107 ± 0.00321 0.19871 ± 0.00211 14.316 ± 0.111 % 85.732 ± 0.129 %
30
+ 27 4.6167 ± 0.0405 0.03982 ± 0.00314 0.19755 ± 0.00205 14.234 ± 0.108 % 85.676 ± 0.127 %
31
+ 28 4.6238 ± 0.0398 0.03985 ± 0.00308 0.19700 ± 0.00202 14.251 ± 0.107 % 85.677 ± 0.125 %
32
+ 29 4.5978 ± 0.0388 0.03954 ± 0.00300 0.19408 ± 0.00196 14.109 ± 0.105 % 85.821 ± 0.122 %
33
+ 30 4.5988 ± 0.0382 0.03904 ± 0.00294 0.19248 ± 0.00191 14.054 ± 0.103 % 85.841 ± 0.120 %
34
+ 31 4.5968 ± 0.0374 0.03834 ± 0.00287 0.18963 ± 0.00186 13.925 ± 0.101 % 85.907 ± 0.118 %
35
+ 32 4.6357 ± 0.0372 0.03858 ± 0.00282 0.19033 ± 0.00182 13.924 ± 0.099 % 85.784 ± 0.116 %
36
+ 33 4.7021 ± 0.0373 0.03871 ± 0.00276 0.18869 ± 0.00177 13.838 ± 0.098 % 85.758 ± 0.115 %
37
+ 34 4.7637 ± 0.0373 0.03870 ± 0.00270 0.18733 ± 0.00173 13.736 ± 0.096 % 85.710 ± 0.113 %
38
+ 35 4.7987 ± 0.0370 0.03730 ± 0.00265 0.18539 ± 0.00169 13.641 ± 0.094 % 85.746 ± 0.111 %
39
+ 36 4.7845 ± 0.0364 0.04042 ± 0.00269 0.19560 ± 0.00175 14.098 ± 0.094 % 85.508 ± 0.111 %
40
+ 37 4.7238 ± 0.0354 0.04505 ± 0.00276 0.20635 ± 0.00185 14.647 ± 0.095 % 85.364 ± 0.110 %
41
+ 38 4.7274 ± 0.0351 0.04703 ± 0.00278 0.21404 ± 0.00187 14.954 ± 0.094 % 85.153 ± 0.109 %
42
+ 39 4.7371 ± 0.0349 0.04622 ± 0.00278 0.21809 ± 0.00186 15.070 ± 0.093 % 85.056 ± 0.108 %
43
+ 40 4.7143 ± 0.0342 0.04538 ± 0.00275 0.21818 ± 0.00184 15.082 ± 0.092 % 85.041 ± 0.106 %
44
+ 41 4.7303 ± 0.0339 0.04493 ± 0.00270 0.21555 ± 0.00180 14.961 ± 0.090 % 85.088 ± 0.105 %
45
+ 42 4.7273 ± 0.0334 0.04409 ± 0.00265 0.21345 ± 0.00176 14.876 ± 0.089 % 85.140 ± 0.103 %
46
+ 43 4.7240 ± 0.0330 0.04297 ± 0.00261 0.21194 ± 0.00173 14.804 ± 0.088 % 85.173 ± 0.102 %
47
+ 44 4.7240 ± 0.0327 0.04297 ± 0.00257 0.21142 ± 0.00170 14.759 ± 0.087 % 85.233 ± 0.101 %
48
+ 45 4.7311 ± 0.0324 0.04227 ± 0.00254 0.21003 ± 0.00168 14.677 ± 0.086 % 85.244 ± 0.100 %
49
+ 46 4.7559 ± 0.0323 0.04117 ± 0.00250 0.20892 ± 0.00165 14.621 ± 0.084 % 85.254 ± 0.099 %
50
+ 47 4.7600 ± 0.0320 0.04060 ± 0.00248 0.20971 ± 0.00163 14.621 ± 0.083 % 85.241 ± 0.098 %
51
+ 48 4.7421 ± 0.0316 0.04067 ± 0.00246 0.21083 ± 0.00162 14.668 ± 0.082 % 85.211 ± 0.097 %
52
+ 49 4.7727 ± 0.0315 0.04185 ± 0.00246 0.21476 ± 0.00164 14.786 ± 0.082 % 85.102 ± 0.096 %
53
+ 50 4.7099 ± 0.0307 0.04438 ± 0.00247 0.22012 ± 0.00166 15.115 ± 0.082 % 85.029 ± 0.095 %
54
+ 51 4.7303 ± 0.0306 0.04350 ± 0.00244 0.21817 ± 0.00163 15.034 ± 0.081 % 85.049 ± 0.094 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.730260 ± 0.030555
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 92.82%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.043497 ± 0.002438
61
+ Mean PPL(Q)/PPL(base) : 1.044457 ± 0.002546
62
+ Mean PPL(Q)-PPL(base) : 0.201342 ± 0.011388
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.218170 ± 0.001632
66
+ Maximum KLD: 32.933151
67
+ 99.9% KLD: 6.966123
68
+ 99.0% KLD: 3.056858
69
+ 95.0% KLD: 1.000538
70
+ 90.0% KLD: 0.487459
71
+ Median KLD: 0.043069
72
+ 10.0% KLD: 0.000053
73
+ 5.0% KLD: 0.000006
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000009
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -1.304 ± 0.040 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 88.046%
82
+ 99.0% Δp: 45.492%
83
+ 95.0% Δp: 15.126%
84
+ 90.0% Δp: 7.355%
85
+ 75.0% Δp: 0.857%
86
+ Median Δp: -0.002%
87
+ 25.0% Δp: -1.946%
88
+ 10.0% Δp: -10.785%
89
+ 5.0% Δp: -21.940%
90
+ 1.0% Δp: -65.928%
91
+ 0.1% Δp: -96.591%
92
+ Minimum Δp: -99.990%
93
+ RMS Δp : 15.034 ± 0.081 %
94
+ Same top p: 85.049 ± 0.094 %
95
+
96
+ 0.13.307.296 I
97
+ 0.13.307.442 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.13.654.968 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.20.343.201 I kl_divergence: 6.69 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-MXFP4_MOE-BF16.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.23 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1446 ± 0.0765 0.00079 ± 0.00065 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
5
+ 2 2.9365 ± 0.0893 0.00097 ± 0.00050 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
6
+ 3 3.1836 ± 0.0788 0.00081 ± 0.00037 -0.00000 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
7
+ 4 3.5947 ± 0.0789 0.00070 ± 0.00029 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
8
+ 5 3.9363 ± 0.0784 0.00072 ± 0.00028 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
9
+ 6 4.2006 ± 0.0765 0.00068 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
10
+ 7 4.0501 ± 0.0690 0.00168 ± 0.00053 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
11
+ 8 4.1594 ± 0.0668 0.00189 ± 0.00053 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
12
+ 9 4.3014 ± 0.0658 0.00167 ± 0.00047 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
13
+ 10 4.5379 ± 0.0667 0.00168 ± 0.00046 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
14
+ 11 4.4297 ± 0.0614 0.00175 ± 0.00047 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
15
+ 12 4.4474 ± 0.0587 0.00179 ± 0.00047 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
16
+ 13 4.3927 ± 0.0554 0.00177 ± 0.00044 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
17
+ 14 4.2405 ± 0.0507 0.00164 ± 0.00041 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
18
+ 15 4.4181 ± 0.0518 0.00161 ± 0.00039 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
19
+ 16 4.3471 ± 0.0494 0.00187 ± 0.00042 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
20
+ 17 4.4720 ± 0.0496 0.00195 ± 0.00044 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
21
+ 18 4.5376 ± 0.0490 0.00186 ± 0.00042 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
22
+ 19 4.5301 ± 0.0475 0.00182 ± 0.00040 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
23
+ 20 4.4474 ± 0.0451 0.00177 ± 0.00038 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
24
+ 21 4.4635 ± 0.0444 0.00182 ± 0.00038 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
25
+ 22 4.5444 ± 0.0442 0.00173 ± 0.00036 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
26
+ 23 4.4976 ± 0.0426 0.00182 ± 0.00037 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
27
+ 24 4.4693 ± 0.0413 0.00181 ± 0.00036 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
28
+ 25 4.3631 ± 0.0395 0.00198 ± 0.00037 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
29
+ 26 4.4097 ± 0.0392 0.00198 ± 0.00036 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
30
+ 27 4.4450 ± 0.0388 0.00190 ± 0.00035 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
31
+ 28 4.4515 ± 0.0381 0.00186 ± 0.00033 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
32
+ 29 4.4275 ± 0.0372 0.00180 ± 0.00032 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
33
+ 30 4.4309 ± 0.0366 0.00185 ± 0.00032 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
34
+ 31 4.4320 ± 0.0359 0.00182 ± 0.00031 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
35
+ 32 4.4683 ± 0.0357 0.00180 ± 0.00030 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
36
+ 33 4.5316 ± 0.0357 0.00177 ± 0.00029 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
37
+ 34 4.5907 ± 0.0357 0.00171 ± 0.00028 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
38
+ 35 4.6307 ± 0.0355 0.00166 ± 0.00028 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
39
+ 36 4.6025 ± 0.0348 0.00164 ± 0.00027 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
40
+ 37 4.5232 ± 0.0337 0.00166 ± 0.00027 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
41
+ 38 4.5185 ± 0.0334 0.00184 ± 0.00027 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
42
+ 39 4.5319 ± 0.0332 0.00194 ± 0.00028 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
43
+ 40 4.5139 ± 0.0326 0.00193 ± 0.00027 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
44
+ 41 4.5310 ± 0.0323 0.00188 ± 0.00027 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
45
+ 42 4.5320 ± 0.0319 0.00192 ± 0.00026 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
46
+ 43 4.5339 ± 0.0316 0.00191 ± 0.00026 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
47
+ 44 4.5341 ± 0.0313 0.00193 ± 0.00026 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
48
+ 45 4.5441 ± 0.0310 0.00193 ± 0.00026 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
49
+ 46 4.5728 ± 0.0310 0.00191 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
50
+ 47 4.5795 ± 0.0307 0.00194 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
51
+ 48 4.5621 ± 0.0303 0.00197 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
52
+ 49 4.5864 ± 0.0302 0.00204 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
53
+ 50 4.5147 ± 0.0293 0.00206 ± 0.00025 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
54
+ 51 4.5381 ± 0.0292 0.00202 ± 0.00024 -0.00001 ± 0.00000 0.000 ± 0.000 % 100.000 ± 0.000 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.538072 ± 0.029226
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 99.93%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.002019 ± 0.000244
61
+ Mean PPL(Q)/PPL(base) : 1.002021 ± 0.000244
62
+ Mean PPL(Q)-PPL(base) : 0.009155 ± 0.001115
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: -0.000007 ± 0.000000
66
+ Maximum KLD: 0.000016
67
+ 99.9% KLD: 0.000004
68
+ 99.0% KLD: 0.000004
69
+ 95.0% KLD: 0.000000
70
+ 90.0% KLD: 0.000000
71
+ Median KLD: -0.000005
72
+ 10.0% KLD: -0.000019
73
+ 5.0% KLD: -0.000022
74
+ 1.0% KLD: -0.000029
75
+ 0.1% KLD: -0.000037
76
+ Minimum KLD: -0.000065
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.000 ± 0.000 %
80
+ Maximum Δp: 0.001%
81
+ 99.9% Δp: 0.000%
82
+ 99.0% Δp: 0.000%
83
+ 95.0% Δp: 0.000%
84
+ 90.0% Δp: 0.000%
85
+ 75.0% Δp: 0.000%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: 0.000%
88
+ 10.0% Δp: 0.000%
89
+ 5.0% Δp: -0.000%
90
+ 1.0% Δp: -0.000%
91
+ 0.1% Δp: -0.000%
92
+ Minimum Δp: -0.001%
93
+ RMS Δp : 0.000 ± 0.000 %
94
+ Same top p: 100.000 ± 0.000 %
95
+
96
+ 0.22.805.396 I
97
+ 0.22.805.539 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.23.152.903 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.29.311.698 I kl_divergence: 6.16 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-MXFP4_MOE-Q8_0.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.03 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.2000 ± 0.0806 0.02631 ± 0.02315 0.39392 ± 0.01889 23.276 ± 0.604 % 84.547 ± 0.681 %
5
+ 2 2.9541 ± 0.0894 0.00693 ± 0.01404 0.28043 ± 0.01050 18.953 ± 0.419 % 86.359 ± 0.457 %
6
+ 3 3.1913 ± 0.0788 0.00324 ± 0.01021 0.23259 ± 0.00737 17.132 ± 0.333 % 86.963 ± 0.366 %
7
+ 4 3.5910 ± 0.0784 -0.00033 ± 0.00806 0.19487 ± 0.00563 15.356 ± 0.284 % 87.611 ± 0.310 %
8
+ 5 3.9435 ± 0.0784 0.00255 ± 0.00690 0.17921 ± 0.00469 14.472 ± 0.251 % 87.666 ± 0.277 %
9
+ 6 4.2014 ± 0.0763 0.00087 ± 0.00602 0.16179 ± 0.00394 13.588 ± 0.225 % 87.951 ± 0.250 %
10
+ 7 4.0376 ± 0.0684 -0.00142 ± 0.00558 0.16049 ± 0.00369 13.490 ± 0.211 % 88.353 ± 0.229 %
11
+ 8 4.1460 ± 0.0660 -0.00136 ± 0.00527 0.16767 ± 0.00339 13.604 ± 0.193 % 87.824 ± 0.218 %
12
+ 9 4.2932 ± 0.0653 -0.00023 ± 0.00504 0.17463 ± 0.00318 13.758 ± 0.180 % 87.346 ± 0.209 %
13
+ 10 4.5365 ± 0.0664 0.00136 ± 0.00470 0.16704 ± 0.00293 13.348 ± 0.170 % 87.453 ± 0.197 %
14
+ 11 4.4385 ± 0.0613 0.00372 ± 0.00443 0.16355 ± 0.00272 13.190 ± 0.161 % 87.541 ± 0.188 %
15
+ 12 4.4521 ± 0.0585 0.00284 ± 0.00419 0.15961 ± 0.00252 12.927 ± 0.153 % 87.525 ± 0.180 %
16
+ 13 4.3928 ± 0.0552 0.00180 ± 0.00396 0.15515 ± 0.00237 12.727 ± 0.146 % 87.616 ± 0.172 %
17
+ 14 4.2407 ± 0.0506 0.00170 ± 0.00374 0.14931 ± 0.00223 12.530 ± 0.139 % 87.909 ± 0.164 %
18
+ 15 4.4191 ± 0.0517 0.00183 ± 0.00360 0.14924 ± 0.00214 12.448 ± 0.134 % 87.789 ± 0.159 %
19
+ 16 4.3443 ± 0.0493 0.00121 ± 0.00367 0.16209 ± 0.00227 13.002 ± 0.134 % 87.600 ± 0.155 %
20
+ 17 4.4728 ± 0.0496 0.00213 ± 0.00351 0.15765 ± 0.00214 12.727 ± 0.129 % 87.633 ± 0.150 %
21
+ 18 4.5369 ± 0.0490 0.00171 ± 0.00336 0.15408 ± 0.00205 12.550 ± 0.125 % 87.649 ± 0.146 %
22
+ 19 4.5321 ± 0.0475 0.00226 ± 0.00322 0.15017 ± 0.00195 12.367 ± 0.121 % 87.690 ± 0.142 %
23
+ 20 4.4457 ± 0.0451 0.00138 ± 0.00310 0.14718 ± 0.00187 12.250 ± 0.117 % 87.783 ± 0.138 %
24
+ 21 4.4583 ± 0.0443 0.00065 ± 0.00303 0.14620 ± 0.00182 12.180 ± 0.114 % 87.859 ± 0.134 %
25
+ 22 4.5416 ± 0.0441 0.00110 ± 0.00292 0.14330 ± 0.00174 12.026 ± 0.111 % 87.886 ± 0.131 %
26
+ 23 4.4952 ± 0.0425 0.00128 ± 0.00283 0.14079 ± 0.00167 11.921 ± 0.108 % 87.973 ± 0.128 %
27
+ 24 4.4644 ± 0.0412 0.00071 ± 0.00275 0.13932 ± 0.00162 11.869 ± 0.105 % 88.015 ± 0.125 %
28
+ 25 4.3519 ± 0.0392 -0.00059 ± 0.00274 0.14238 ± 0.00164 12.117 ± 0.105 % 88.067 ± 0.122 %
29
+ 26 4.3996 ± 0.0390 -0.00034 ± 0.00266 0.13973 ± 0.00158 11.986 ± 0.103 % 88.154 ± 0.119 %
30
+ 27 4.4363 ± 0.0386 -0.00005 ± 0.00260 0.13920 ± 0.00154 11.942 ± 0.100 % 88.090 ± 0.117 %
31
+ 28 4.4459 ± 0.0380 0.00060 ± 0.00255 0.13854 ± 0.00152 11.945 ± 0.099 % 88.140 ± 0.115 %
32
+ 29 4.4196 ± 0.0370 0.00001 ± 0.00248 0.13638 ± 0.00147 11.824 ± 0.097 % 88.237 ± 0.113 %
33
+ 30 4.4227 ± 0.0364 0.00000 ± 0.00243 0.13542 ± 0.00144 11.784 ± 0.095 % 88.249 ± 0.111 %
34
+ 31 4.4233 ± 0.0358 -0.00013 ± 0.00238 0.13328 ± 0.00139 11.675 ± 0.093 % 88.284 ± 0.109 %
35
+ 32 4.4617 ± 0.0356 0.00032 ± 0.00234 0.13390 ± 0.00137 11.687 ± 0.092 % 88.167 ± 0.108 %
36
+ 33 4.5269 ± 0.0356 0.00073 ± 0.00229 0.13282 ± 0.00133 11.604 ± 0.090 % 88.143 ± 0.106 %
37
+ 34 4.5845 ± 0.0356 0.00036 ± 0.00224 0.13143 ± 0.00130 11.505 ± 0.088 % 88.118 ± 0.105 %
38
+ 35 4.6246 ± 0.0354 0.00036 ± 0.00219 0.13018 ± 0.00127 11.428 ± 0.087 % 88.113 ± 0.103 %
39
+ 36 4.5900 ± 0.0346 -0.00109 ± 0.00222 0.13671 ± 0.00131 11.765 ± 0.087 % 87.944 ± 0.102 %
40
+ 37 4.5115 ± 0.0335 -0.00094 ± 0.00226 0.14411 ± 0.00138 12.195 ± 0.088 % 87.872 ± 0.101 %
41
+ 38 4.5038 ± 0.0331 -0.00141 ± 0.00228 0.14969 ± 0.00140 12.445 ± 0.087 % 87.709 ± 0.100 %
42
+ 39 4.5171 ± 0.0329 -0.00133 ± 0.00229 0.15337 ± 0.00141 12.579 ± 0.086 % 87.606 ± 0.099 %
43
+ 40 4.4961 ± 0.0323 -0.00202 ± 0.00227 0.15374 ± 0.00140 12.601 ± 0.085 % 87.589 ± 0.098 %
44
+ 41 4.5145 ± 0.0320 -0.00176 ± 0.00223 0.15188 ± 0.00137 12.515 ± 0.084 % 87.621 ± 0.097 %
45
+ 42 4.5143 ± 0.0316 -0.00200 ± 0.00219 0.15042 ± 0.00134 12.443 ± 0.083 % 87.667 ± 0.096 %
46
+ 43 4.5164 ± 0.0313 -0.00196 ± 0.00216 0.14952 ± 0.00132 12.400 ± 0.081 % 87.692 ± 0.094 %
47
+ 44 4.5178 ± 0.0310 -0.00166 ± 0.00213 0.14922 ± 0.00130 12.387 ± 0.080 % 87.709 ± 0.093 %
48
+ 45 4.5264 ± 0.0307 -0.00197 ± 0.00210 0.14823 ± 0.00127 12.331 ± 0.079 % 87.725 ± 0.092 %
49
+ 46 4.5555 ± 0.0307 -0.00188 ± 0.00208 0.14761 ± 0.00125 12.297 ± 0.078 % 87.724 ± 0.091 %
50
+ 47 4.5628 ± 0.0305 -0.00172 ± 0.00206 0.14821 ± 0.00124 12.295 ± 0.077 % 87.707 ± 0.090 %
51
+ 48 4.5463 ± 0.0300 -0.00151 ± 0.00205 0.14918 ± 0.00123 12.343 ± 0.076 % 87.688 ± 0.089 %
52
+ 49 4.5763 ± 0.0300 -0.00016 ± 0.00205 0.15267 ± 0.00124 12.455 ± 0.076 % 87.554 ± 0.089 %
53
+ 50 4.5066 ± 0.0292 0.00025 ± 0.00205 0.15636 ± 0.00126 12.676 ± 0.076 % 87.534 ± 0.088 %
54
+ 51 4.5279 ± 0.0291 -0.00023 ± 0.00202 0.15497 ± 0.00124 12.603 ± 0.075 % 87.553 ± 0.087 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.527893 ± 0.029065
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.03%
60
+ Mean ln(PPL(Q)/PPL(base)) : -0.000226 ± 0.002022
61
+ Mean PPL(Q)/PPL(base) : 0.999774 ± 0.002022
62
+ Mean PPL(Q)-PPL(base) : -0.001025 ± 0.009157
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.154969 ± 0.001240
66
+ Maximum KLD: 19.542362
67
+ 99.9% KLD: 5.608495
68
+ 99.0% KLD: 2.281503
69
+ 95.0% KLD: 0.678727
70
+ 90.0% KLD: 0.332432
71
+ Median KLD: 0.028702
72
+ 10.0% KLD: 0.000030
73
+ 5.0% KLD: 0.000004
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000006
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.013 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.700%
82
+ 99.0% Δp: 46.127%
83
+ 95.0% Δp: 14.733%
84
+ 90.0% Δp: 7.296%
85
+ 75.0% Δp: 1.035%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.026%
88
+ 10.0% Δp: -7.274%
89
+ 5.0% Δp: -14.704%
90
+ 1.0% Δp: -45.562%
91
+ 0.1% Δp: -87.477%
92
+ Minimum Δp: -99.936%
93
+ RMS Δp : 12.603 ± 0.075 %
94
+ Same top p: 87.553 ± 0.087 %
95
+
96
+ 0.21.591.561 I
97
+ 0.21.591.700 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.21.938.781 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.27.863.718 I kl_divergence: 5.92 seconds per pass - ETA
logs/bullerwins__DeepSeek-V4-Flash-0731-imatrix.log ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ 0.01.338.037 E llama_model_load: error loading model: unknown model architecture: ''
2
+ 0.01.338.049 E llama_model_load_from_file_impl: failed to load model
3
+ 0.01.338.088 E common_fit_params: encountered an error while trying to fit params to free device memory: failed to load model
4
+ 0.01.356.460 E llama_model_load: error loading model: unknown model architecture: ''
5
+ 0.01.356.464 E llama_model_load_from_file_impl: failed to load model
6
+ 0.01.356.468 E cmn common_init_: failed to load model '/root/dl/DeepSeek-V4-Flash-0731-imatrix.gguf'
7
+ 0.01.356.475 E llama_perplexity: unable to load model
logs/ddh0__DeepSeek-V4-Flash-0731-3.86bpw.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.45 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.5086 ± 0.0945 0.15756 ± 0.02664 0.47942 ± 0.01965 25.851 ± 0.613 % 82.131 ± 0.722 %
5
+ 2 3.1469 ± 0.0949 0.07014 ± 0.01570 0.33681 ± 0.01127 20.915 ± 0.431 % 84.725 ± 0.479 %
6
+ 3 3.3547 ± 0.0821 0.05317 ± 0.01151 0.27734 ± 0.00797 18.700 ± 0.343 % 85.400 ± 0.384 %
7
+ 4 3.7223 ± 0.0803 0.03557 ± 0.00902 0.23025 ± 0.00611 16.721 ± 0.293 % 86.146 ± 0.326 %
8
+ 5 4.0530 ± 0.0795 0.02994 ± 0.00766 0.20990 ± 0.00505 15.644 ± 0.259 % 86.217 ± 0.291 %
9
+ 6 4.2981 ± 0.0771 0.02365 ± 0.00664 0.19057 ± 0.00429 14.769 ± 0.233 % 86.471 ± 0.263 %
10
+ 7 4.1382 ± 0.0695 0.02318 ± 0.00619 0.18861 ± 0.00411 14.705 ± 0.218 % 86.927 ± 0.240 %
11
+ 8 4.2438 ± 0.0672 0.02197 ± 0.00586 0.19706 ± 0.00381 14.794 ± 0.200 % 86.519 ± 0.228 %
12
+ 9 4.4015 ± 0.0667 0.02469 ± 0.00561 0.20596 ± 0.00358 14.873 ± 0.186 % 86.039 ± 0.218 %
13
+ 10 4.6433 ± 0.0676 0.02464 ± 0.00520 0.19616 ± 0.00329 14.405 ± 0.176 % 86.178 ± 0.206 %
14
+ 11 4.5279 ± 0.0621 0.02367 ± 0.00491 0.19291 ± 0.00309 14.213 ± 0.166 % 86.275 ± 0.196 %
15
+ 12 4.5467 ± 0.0594 0.02388 ± 0.00463 0.18901 ± 0.00287 14.040 ± 0.157 % 86.223 ± 0.188 %
16
+ 13 4.4834 ± 0.0560 0.02220 ± 0.00436 0.18397 ± 0.00270 13.827 ± 0.150 % 86.362 ± 0.179 %
17
+ 14 4.3236 ± 0.0512 0.02107 ± 0.00412 0.17700 ± 0.00253 13.596 ± 0.144 % 86.689 ± 0.171 %
18
+ 15 4.5078 ± 0.0524 0.02170 ± 0.00399 0.17806 ± 0.00245 13.583 ± 0.139 % 86.442 ± 0.167 %
19
+ 16 4.4504 ± 0.0503 0.02535 ± 0.00408 0.19330 ± 0.00258 14.271 ± 0.139 % 86.219 ± 0.162 %
20
+ 17 4.5706 ± 0.0503 0.02375 ± 0.00390 0.18763 ± 0.00244 13.976 ± 0.134 % 86.244 ± 0.157 %
21
+ 18 4.6279 ± 0.0496 0.02158 ± 0.00373 0.18333 ± 0.00234 13.755 ± 0.130 % 86.307 ± 0.153 %
22
+ 19 4.6231 ± 0.0481 0.02215 ± 0.00359 0.17896 ± 0.00223 13.544 ± 0.126 % 86.342 ± 0.148 %
23
+ 20 4.5323 ± 0.0456 0.02069 ± 0.00345 0.17551 ± 0.00215 13.407 ± 0.122 % 86.426 ± 0.144 %
24
+ 21 4.5400 ± 0.0448 0.01881 ± 0.00339 0.17481 ± 0.00209 13.341 ± 0.119 % 86.486 ± 0.141 %
25
+ 22 4.6192 ± 0.0446 0.01805 ± 0.00327 0.17143 ± 0.00201 13.161 ± 0.115 % 86.475 ± 0.137 %
26
+ 23 4.5670 ± 0.0429 0.01712 ± 0.00317 0.16882 ± 0.00193 13.065 ± 0.112 % 86.560 ± 0.134 %
27
+ 24 4.5362 ± 0.0416 0.01667 ± 0.00309 0.16694 ± 0.00186 12.981 ± 0.109 % 86.625 ± 0.131 %
28
+ 25 4.4217 ± 0.0396 0.01532 ± 0.00306 0.17066 ± 0.00189 13.239 ± 0.108 % 86.681 ± 0.128 %
29
+ 26 4.4677 ± 0.0393 0.01503 ± 0.00297 0.16750 ± 0.00183 13.087 ± 0.106 % 86.780 ± 0.125 %
30
+ 27 4.4968 ± 0.0388 0.01349 ± 0.00291 0.16676 ± 0.00178 13.058 ± 0.104 % 86.739 ± 0.123 %
31
+ 28 4.5043 ± 0.0381 0.01365 ± 0.00286 0.16608 ± 0.00176 13.063 ± 0.102 % 86.765 ± 0.121 %
32
+ 29 4.4811 ± 0.0372 0.01383 ± 0.00278 0.16338 ± 0.00171 12.926 ± 0.100 % 86.878 ± 0.118 %
33
+ 30 4.4781 ± 0.0366 0.01246 ± 0.00273 0.16217 ± 0.00166 12.880 ± 0.098 % 86.877 ± 0.116 %
34
+ 31 4.4784 ± 0.0359 0.01224 ± 0.00266 0.15983 ± 0.00162 12.771 ± 0.096 % 86.924 ± 0.114 %
35
+ 32 4.5135 ± 0.0357 0.01186 ± 0.00262 0.16052 ± 0.00158 12.770 ± 0.095 % 86.811 ± 0.113 %
36
+ 33 4.5778 ± 0.0357 0.01192 ± 0.00256 0.15919 ± 0.00154 12.684 ± 0.093 % 86.789 ± 0.111 %
37
+ 34 4.6358 ± 0.0357 0.01148 ± 0.00250 0.15756 ± 0.00150 12.585 ± 0.091 % 86.743 ± 0.110 %
38
+ 35 4.6723 ± 0.0354 0.01062 ± 0.00245 0.15604 ± 0.00147 12.497 ± 0.090 % 86.776 ± 0.108 %
39
+ 36 4.6480 ± 0.0348 0.01148 ± 0.00248 0.16357 ± 0.00151 12.863 ± 0.090 % 86.603 ± 0.107 %
40
+ 37 4.5742 ± 0.0337 0.01285 ± 0.00252 0.17241 ± 0.00159 13.381 ± 0.091 % 86.486 ± 0.106 %
41
+ 38 4.5684 ± 0.0333 0.01282 ± 0.00254 0.17835 ± 0.00160 13.644 ± 0.090 % 86.326 ± 0.105 %
42
+ 39 4.5820 ± 0.0331 0.01293 ± 0.00254 0.18205 ± 0.00160 13.757 ± 0.089 % 86.226 ± 0.104 %
43
+ 40 4.5594 ± 0.0325 0.01196 ± 0.00251 0.18224 ± 0.00158 13.770 ± 0.088 % 86.236 ± 0.103 %
44
+ 41 4.5769 ± 0.0322 0.01196 ± 0.00246 0.18013 ± 0.00155 13.670 ± 0.086 % 86.260 ± 0.101 %
45
+ 42 4.5769 ± 0.0318 0.01178 ± 0.00242 0.17862 ± 0.00152 13.602 ± 0.085 % 86.329 ± 0.100 %
46
+ 43 4.5772 ± 0.0314 0.01140 ± 0.00238 0.17752 ± 0.00149 13.546 ± 0.084 % 86.334 ± 0.099 %
47
+ 44 4.5773 ± 0.0312 0.01142 ± 0.00236 0.17701 ± 0.00147 13.530 ± 0.083 % 86.369 ± 0.097 %
48
+ 45 4.5845 ± 0.0309 0.01078 ± 0.00232 0.17585 ± 0.00144 13.465 ± 0.082 % 86.376 ± 0.096 %
49
+ 46 4.6098 ± 0.0308 0.00996 ± 0.00229 0.17485 ± 0.00142 13.415 ± 0.081 % 86.387 ± 0.095 %
50
+ 47 4.6138 ± 0.0305 0.00940 ± 0.00227 0.17564 ± 0.00141 13.412 ± 0.080 % 86.378 ± 0.094 %
51
+ 48 4.5964 ± 0.0301 0.00944 ± 0.00225 0.17625 ± 0.00139 13.427 ± 0.079 % 86.372 ± 0.093 %
52
+ 49 4.6241 ± 0.0300 0.01022 ± 0.00225 0.17960 ± 0.00140 13.543 ± 0.078 % 86.273 ± 0.093 %
53
+ 50 4.5580 ± 0.0292 0.01159 ± 0.00226 0.18385 ± 0.00142 13.804 ± 0.078 % 86.246 ± 0.092 %
54
+ 51 4.5810 ± 0.0291 0.01143 ± 0.00223 0.18230 ± 0.00140 13.733 ± 0.078 % 86.247 ± 0.091 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.580976 ± 0.029119
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 93.90%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.011429 ± 0.002228
61
+ Mean PPL(Q)/PPL(base) : 1.011495 ± 0.002254
62
+ Mean PPL(Q)-PPL(base) : 0.052058 ± 0.010149
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.182301 ± 0.001398
66
+ Maximum KLD: 17.668383
67
+ 99.9% KLD: 6.261912
68
+ 99.0% KLD: 2.598537
69
+ 95.0% KLD: 0.804354
70
+ 90.0% KLD: 0.398077
71
+ Median KLD: 0.036760
72
+ 10.0% KLD: 0.000045
73
+ 5.0% KLD: 0.000005
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000002
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -0.775 ± 0.036 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 86.955%
82
+ 99.0% Δp: 44.154%
83
+ 95.0% Δp: 14.613%
84
+ 90.0% Δp: 7.210%
85
+ 75.0% Δp: 0.881%
86
+ Median Δp: -0.001%
87
+ 25.0% Δp: -1.625%
88
+ 10.0% Δp: -9.421%
89
+ 5.0% Δp: -18.524%
90
+ 1.0% Δp: -55.387%
91
+ 0.1% Δp: -94.435%
92
+ Minimum Δp: -99.991%
93
+ RMS Δp : 13.733 ± 0.078 %
94
+ Same top p: 86.247 ± 0.091 %
95
+
96
+ 0.25.151.702 I
97
+ 0.25.151.845 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.25.582.724 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.34.348.560 I kl_divergence: 8.77 seconds per pass - ETA
logs/ddh0__DeepSeek-V4-Flash-0731-MXFP4.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 7.10 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1706 ± 0.0777 0.01285 ± 0.02378 0.40356 ± 0.01887 23.011 ± 0.609 % 84.760 ± 0.678 %
5
+ 2 2.9346 ± 0.0886 0.00032 ± 0.01403 0.28453 ± 0.01047 18.736 ± 0.420 % 86.643 ± 0.453 %
6
+ 3 3.1904 ± 0.0787 0.00295 ± 0.01046 0.23775 ± 0.00741 16.786 ± 0.332 % 86.963 ± 0.366 %
7
+ 4 3.5942 ± 0.0786 0.00055 ± 0.00822 0.19829 ± 0.00566 15.032 ± 0.282 % 87.709 ± 0.309 %
8
+ 5 3.9432 ± 0.0786 0.00247 ± 0.00704 0.18253 ± 0.00469 14.180 ± 0.248 % 87.609 ± 0.278 %
9
+ 6 4.2156 ± 0.0769 0.00425 ± 0.00613 0.16599 ± 0.00397 13.434 ± 0.224 % 87.738 ± 0.252 %
10
+ 7 4.0505 ± 0.0689 0.00178 ± 0.00568 0.16376 ± 0.00371 13.378 ± 0.210 % 88.191 ± 0.230 %
11
+ 8 4.1761 ± 0.0671 0.00587 ± 0.00539 0.17224 ± 0.00350 13.574 ± 0.192 % 87.647 ± 0.219 %
12
+ 9 4.3316 ± 0.0666 0.00869 ± 0.00519 0.18140 ± 0.00330 13.802 ± 0.179 % 87.085 ± 0.211 %
13
+ 10 4.5698 ± 0.0674 0.00867 ± 0.00479 0.17243 ± 0.00302 13.384 ± 0.169 % 87.215 ± 0.199 %
14
+ 11 4.4611 ± 0.0620 0.00880 ± 0.00450 0.16857 ± 0.00280 13.209 ± 0.160 % 87.224 ± 0.190 %
15
+ 12 4.4775 ± 0.0593 0.00853 ± 0.00426 0.16535 ± 0.00261 13.019 ± 0.151 % 87.247 ± 0.181 %
16
+ 13 4.4159 ± 0.0558 0.00703 ± 0.00402 0.16012 ± 0.00244 12.781 ± 0.144 % 87.378 ± 0.174 %
17
+ 14 4.2637 ± 0.0511 0.00710 ± 0.00380 0.15456 ± 0.00230 12.579 ± 0.138 % 87.648 ± 0.166 %
18
+ 15 4.4442 ± 0.0522 0.00750 ± 0.00366 0.15488 ± 0.00221 12.590 ± 0.134 % 87.493 ± 0.161 %
19
+ 16 4.3657 ± 0.0497 0.00614 ± 0.00372 0.16744 ± 0.00235 13.093 ± 0.133 % 87.331 ± 0.157 %
20
+ 17 4.4912 ± 0.0499 0.00622 ± 0.00355 0.16251 ± 0.00222 12.826 ± 0.129 % 87.341 ± 0.152 %
21
+ 18 4.5557 ± 0.0493 0.00584 ± 0.00341 0.15956 ± 0.00215 12.679 ± 0.125 % 87.385 ± 0.147 %
22
+ 19 4.5525 ± 0.0478 0.00674 ± 0.00327 0.15573 ± 0.00205 12.506 ± 0.121 % 87.449 ± 0.143 %
23
+ 20 4.4663 ± 0.0454 0.00601 ± 0.00315 0.15252 ± 0.00196 12.385 ± 0.118 % 87.563 ± 0.139 %
24
+ 21 4.4796 ± 0.0447 0.00541 ± 0.00307 0.15156 ± 0.00190 12.347 ± 0.115 % 87.634 ± 0.135 %
25
+ 22 4.5629 ± 0.0445 0.00579 ± 0.00296 0.14860 ± 0.00182 12.193 ± 0.112 % 87.617 ± 0.132 %
26
+ 23 4.5138 ± 0.0429 0.00541 ± 0.00288 0.14627 ± 0.00175 12.108 ± 0.109 % 87.701 ± 0.129 %
27
+ 24 4.4820 ± 0.0415 0.00464 ± 0.00279 0.14456 ± 0.00169 12.030 ± 0.106 % 87.722 ± 0.126 %
28
+ 25 4.3742 ± 0.0396 0.00451 ± 0.00279 0.14824 ± 0.00174 12.294 ± 0.106 % 87.768 ± 0.124 %
29
+ 26 4.4220 ± 0.0393 0.00474 ± 0.00271 0.14537 ± 0.00168 12.154 ± 0.103 % 87.873 ± 0.121 %
30
+ 27 4.4583 ± 0.0389 0.00489 ± 0.00265 0.14480 ± 0.00163 12.110 ± 0.101 % 87.809 ± 0.119 %
31
+ 28 4.4667 ± 0.0383 0.00529 ± 0.00260 0.14364 ± 0.00159 12.086 ± 0.099 % 87.838 ± 0.116 %
32
+ 29 4.4448 ± 0.0374 0.00570 ± 0.00253 0.14141 ± 0.00154 11.967 ± 0.097 % 87.921 ± 0.114 %
33
+ 30 4.4473 ± 0.0368 0.00554 ± 0.00248 0.14027 ± 0.00150 11.921 ± 0.095 % 87.936 ± 0.112 %
34
+ 31 4.4480 ± 0.0361 0.00544 ± 0.00242 0.13814 ± 0.00146 11.823 ± 0.093 % 87.962 ± 0.110 %
35
+ 32 4.4851 ± 0.0359 0.00554 ± 0.00238 0.13849 ± 0.00143 11.820 ± 0.091 % 87.879 ± 0.109 %
36
+ 33 4.5495 ± 0.0359 0.00572 ± 0.00233 0.13745 ± 0.00139 11.740 ± 0.090 % 87.860 ± 0.107 %
37
+ 34 4.6098 ± 0.0360 0.00586 ± 0.00228 0.13621 ± 0.00136 11.647 ± 0.088 % 87.820 ± 0.106 %
38
+ 35 4.6479 ± 0.0357 0.00538 ± 0.00223 0.13492 ± 0.00132 11.568 ± 0.087 % 87.821 ± 0.104 %
39
+ 36 4.6198 ± 0.0350 0.00539 ± 0.00226 0.14115 ± 0.00135 11.912 ± 0.087 % 87.665 ± 0.103 %
40
+ 37 4.5406 ± 0.0339 0.00549 ± 0.00231 0.14844 ± 0.00143 12.353 ± 0.088 % 87.594 ± 0.102 %
41
+ 38 4.5355 ± 0.0335 0.00560 ± 0.00232 0.15311 ± 0.00143 12.536 ± 0.087 % 87.472 ± 0.101 %
42
+ 39 4.5504 ± 0.0334 0.00601 ± 0.00233 0.15677 ± 0.00144 12.657 ± 0.086 % 87.380 ± 0.100 %
43
+ 40 4.5285 ± 0.0327 0.00517 ± 0.00230 0.15712 ± 0.00143 12.688 ± 0.085 % 87.392 ± 0.099 %
44
+ 41 4.5477 ± 0.0324 0.00557 ± 0.00226 0.15524 ± 0.00140 12.594 ± 0.084 % 87.429 ± 0.098 %
45
+ 42 4.5483 ± 0.0321 0.00550 ± 0.00222 0.15369 ± 0.00137 12.518 ± 0.082 % 87.482 ± 0.096 %
46
+ 43 4.5502 ± 0.0317 0.00548 ± 0.00219 0.15285 ± 0.00134 12.472 ± 0.081 % 87.497 ± 0.095 %
47
+ 44 4.5500 ± 0.0314 0.00544 ± 0.00217 0.15252 ± 0.00132 12.465 ± 0.080 % 87.522 ± 0.094 %
48
+ 45 4.5609 ± 0.0312 0.00562 ± 0.00214 0.15174 ± 0.00130 12.412 ± 0.079 % 87.545 ± 0.093 %
49
+ 46 4.5874 ± 0.0311 0.00509 ± 0.00211 0.15092 ± 0.00128 12.366 ± 0.078 % 87.548 ± 0.092 %
50
+ 47 4.5958 ± 0.0309 0.00548 ± 0.00210 0.15173 ± 0.00127 12.368 ± 0.077 % 87.540 ± 0.091 %
51
+ 48 4.5777 ± 0.0304 0.00538 ± 0.00208 0.15261 ± 0.00126 12.412 ± 0.076 % 87.523 ± 0.090 %
52
+ 49 4.6081 ± 0.0304 0.00675 ± 0.00209 0.15609 ± 0.00128 12.541 ± 0.076 % 87.411 ± 0.089 %
53
+ 50 4.5375 ± 0.0295 0.00709 ± 0.00209 0.15892 ± 0.00128 12.758 ± 0.076 % 87.395 ± 0.088 %
54
+ 51 4.5599 ± 0.0294 0.00681 ± 0.00205 0.15754 ± 0.00126 12.690 ± 0.075 % 87.425 ± 0.088 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.559858 ± 0.029412
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 94.89%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.006808 ± 0.002055
61
+ Mean PPL(Q)/PPL(base) : 1.006832 ± 0.002069
62
+ Mean PPL(Q)-PPL(base) : 0.030940 ± 0.009344
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.157541 ± 0.001259
66
+ Maximum KLD: 17.046291
67
+ 99.9% KLD: 5.624012
68
+ 99.0% KLD: 2.294981
69
+ 95.0% KLD: 0.693627
70
+ 90.0% KLD: 0.339880
71
+ Median KLD: 0.030226
72
+ 10.0% KLD: 0.000032
73
+ 5.0% KLD: 0.000004
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -0.051 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.893%
82
+ 99.0% Δp: 45.194%
83
+ 95.0% Δp: 14.906%
84
+ 90.0% Δp: 7.431%
85
+ 75.0% Δp: 1.058%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.066%
88
+ 10.0% Δp: -7.572%
89
+ 5.0% Δp: -15.203%
90
+ 1.0% Δp: -46.069%
91
+ 0.1% Δp: -89.159%
92
+ Minimum Δp: -99.928%
93
+ RMS Δp : 12.690 ± 0.075 %
94
+ Same top p: 87.425 ± 0.088 %
95
+
96
+ 0.27.150.158 I
97
+ 0.27.150.366 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.27.565.373 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.35.937.298 I kl_divergence: 8.37 seconds per pass - ETA
logs/ggml-org__DeepSeek-V4-Flash-0731-MXFP4.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.57 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.1999 ± 0.0798 0.02625 ± 0.02380 0.42594 ± 0.01923 23.704 ± 0.620 % 84.121 ± 0.689 %
5
+ 2 2.9555 ± 0.0893 0.00739 ± 0.01436 0.29701 ± 0.01071 19.198 ± 0.429 % 86.021 ± 0.462 %
6
+ 3 3.1903 ± 0.0783 0.00291 ± 0.01057 0.24517 ± 0.00752 17.201 ± 0.339 % 86.643 ± 0.370 %
7
+ 4 3.5848 ± 0.0779 -0.00206 ± 0.00831 0.20403 ± 0.00577 15.431 ± 0.289 % 87.345 ± 0.313 %
8
+ 5 3.9242 ± 0.0777 -0.00235 ± 0.00712 0.18631 ± 0.00479 14.566 ± 0.254 % 87.268 ± 0.281 %
9
+ 6 4.1919 ± 0.0760 -0.00137 ± 0.00621 0.16926 ± 0.00405 13.701 ± 0.228 % 87.525 ± 0.254 %
10
+ 7 4.0326 ± 0.0682 -0.00265 ± 0.00573 0.16698 ± 0.00380 13.633 ± 0.215 % 87.957 ± 0.232 %
11
+ 8 4.1430 ± 0.0660 -0.00208 ± 0.00542 0.17546 ± 0.00354 13.813 ± 0.198 % 87.420 ± 0.221 %
12
+ 9 4.2971 ± 0.0655 0.00069 ± 0.00521 0.18267 ± 0.00329 13.890 ± 0.182 % 86.982 ± 0.211 %
13
+ 10 4.5405 ± 0.0666 0.00224 ± 0.00482 0.17421 ± 0.00303 13.439 ± 0.172 % 87.112 ± 0.200 %
14
+ 11 4.4379 ± 0.0614 0.00359 ± 0.00453 0.17128 ± 0.00283 13.301 ± 0.162 % 87.179 ± 0.190 %
15
+ 12 4.4527 ± 0.0587 0.00298 ± 0.00428 0.16785 ± 0.00263 13.102 ± 0.154 % 87.140 ± 0.182 %
16
+ 13 4.3991 ± 0.0555 0.00323 ± 0.00404 0.16360 ± 0.00248 12.920 ± 0.147 % 87.239 ± 0.174 %
17
+ 14 4.2503 ± 0.0509 0.00395 ± 0.00381 0.15722 ± 0.00232 12.684 ± 0.140 % 87.567 ± 0.166 %
18
+ 15 4.4324 ± 0.0521 0.00484 ± 0.00368 0.15732 ± 0.00223 12.650 ± 0.136 % 87.425 ± 0.161 %
19
+ 16 4.3601 ± 0.0497 0.00484 ± 0.00375 0.17120 ± 0.00237 13.349 ± 0.137 % 87.176 ± 0.158 %
20
+ 17 4.4872 ± 0.0500 0.00534 ± 0.00359 0.16638 ± 0.00225 13.079 ± 0.132 % 87.178 ± 0.153 %
21
+ 18 4.5507 ± 0.0493 0.00475 ± 0.00344 0.16276 ± 0.00215 12.906 ± 0.128 % 87.237 ± 0.148 %
22
+ 19 4.5475 ± 0.0478 0.00565 ± 0.00330 0.15869 ± 0.00205 12.713 ± 0.124 % 87.267 ± 0.144 %
23
+ 20 4.4618 ± 0.0454 0.00499 ± 0.00317 0.15539 ± 0.00197 12.579 ± 0.120 % 87.369 ± 0.140 %
24
+ 21 4.4797 ± 0.0447 0.00544 ± 0.00310 0.15439 ± 0.00192 12.500 ± 0.117 % 87.430 ± 0.136 %
25
+ 22 4.5637 ± 0.0445 0.00597 ± 0.00299 0.15131 ± 0.00184 12.328 ± 0.114 % 87.425 ± 0.133 %
26
+ 23 4.5178 ± 0.0429 0.00630 ± 0.00290 0.14875 ± 0.00177 12.223 ± 0.111 % 87.494 ± 0.130 %
27
+ 24 4.4885 ± 0.0416 0.00609 ± 0.00283 0.14710 ± 0.00171 12.167 ± 0.108 % 87.556 ± 0.127 %
28
+ 25 4.3773 ± 0.0397 0.00521 ± 0.00282 0.15077 ± 0.00175 12.433 ± 0.108 % 87.618 ± 0.124 %
29
+ 26 4.4258 ± 0.0394 0.00562 ± 0.00274 0.14780 ± 0.00168 12.295 ± 0.105 % 87.709 ± 0.121 %
30
+ 27 4.4582 ± 0.0389 0.00488 ± 0.00267 0.14692 ± 0.00164 12.226 ± 0.103 % 87.676 ± 0.119 %
31
+ 28 4.4657 ± 0.0383 0.00505 ± 0.00262 0.14593 ± 0.00161 12.214 ± 0.102 % 87.697 ± 0.117 %
32
+ 29 4.4416 ± 0.0374 0.00499 ± 0.00255 0.14372 ± 0.00156 12.104 ± 0.100 % 87.793 ± 0.115 %
33
+ 30 4.4421 ± 0.0367 0.00437 ± 0.00250 0.14253 ± 0.00152 12.058 ± 0.098 % 87.781 ± 0.113 %
34
+ 31 4.4431 ± 0.0361 0.00433 ± 0.00243 0.14035 ± 0.00148 11.950 ± 0.096 % 87.838 ± 0.111 %
35
+ 32 4.4796 ± 0.0358 0.00432 ± 0.00239 0.14063 ± 0.00144 11.935 ± 0.094 % 87.754 ± 0.109 %
36
+ 33 4.5433 ± 0.0359 0.00436 ± 0.00234 0.13939 ± 0.00141 11.853 ± 0.092 % 87.729 ± 0.108 %
37
+ 34 4.6031 ± 0.0359 0.00441 ± 0.00229 0.13795 ± 0.00137 11.757 ± 0.090 % 87.707 ± 0.106 %
38
+ 35 4.6411 ± 0.0357 0.00392 ± 0.00224 0.13640 ± 0.00133 11.679 ± 0.089 % 87.730 ± 0.105 %
39
+ 36 4.6136 ± 0.0349 0.00405 ± 0.00227 0.14271 ± 0.00137 11.989 ± 0.088 % 87.583 ± 0.104 %
40
+ 37 4.5329 ± 0.0338 0.00379 ± 0.00231 0.15052 ± 0.00145 12.406 ± 0.089 % 87.523 ± 0.102 %
41
+ 38 4.5273 ± 0.0334 0.00380 ± 0.00232 0.15559 ± 0.00146 12.625 ± 0.089 % 87.375 ± 0.102 %
42
+ 39 4.5413 ± 0.0333 0.00400 ± 0.00233 0.15911 ± 0.00146 12.755 ± 0.087 % 87.272 ± 0.101 %
43
+ 40 4.5197 ± 0.0326 0.00321 ± 0.00230 0.15929 ± 0.00145 12.773 ± 0.086 % 87.268 ± 0.099 %
44
+ 41 4.5394 ± 0.0323 0.00373 ± 0.00226 0.15739 ± 0.00142 12.683 ± 0.085 % 87.317 ± 0.098 %
45
+ 42 4.5396 ± 0.0320 0.00357 ± 0.00222 0.15607 ± 0.00140 12.624 ± 0.084 % 87.373 ± 0.097 %
46
+ 43 4.5410 ± 0.0316 0.00346 ± 0.00219 0.15515 ± 0.00137 12.565 ± 0.083 % 87.383 ± 0.095 %
47
+ 44 4.5405 ± 0.0313 0.00334 ± 0.00217 0.15471 ± 0.00135 12.550 ± 0.082 % 87.411 ± 0.094 %
48
+ 45 4.5513 ± 0.0310 0.00352 ± 0.00214 0.15380 ± 0.00133 12.488 ± 0.080 % 87.429 ± 0.093 %
49
+ 46 4.5791 ± 0.0310 0.00329 ± 0.00211 0.15298 ± 0.00131 12.442 ± 0.079 % 87.418 ± 0.092 %
50
+ 47 4.5874 ± 0.0308 0.00366 ± 0.00210 0.15381 ± 0.00130 12.445 ± 0.078 % 87.412 ± 0.091 %
51
+ 48 4.5705 ± 0.0303 0.00380 ± 0.00208 0.15457 ± 0.00128 12.490 ± 0.078 % 87.403 ± 0.090 %
52
+ 49 4.6008 ± 0.0303 0.00518 ± 0.00209 0.15803 ± 0.00130 12.593 ± 0.077 % 87.291 ± 0.090 %
53
+ 50 4.5328 ± 0.0295 0.00606 ± 0.00209 0.16132 ± 0.00131 12.821 ± 0.077 % 87.273 ± 0.089 %
54
+ 51 4.5560 ± 0.0294 0.00597 ± 0.00206 0.15989 ± 0.00129 12.754 ± 0.076 % 87.294 ± 0.088 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.556036 ± 0.029382
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 94.85%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.005970 ± 0.002063
61
+ Mean PPL(Q)/PPL(base) : 1.005988 ± 0.002075
62
+ Mean PPL(Q)-PPL(base) : 0.027118 ± 0.009376
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.159889 ± 0.001289
66
+ Maximum KLD: 19.827940
67
+ 99.9% KLD: 5.851194
68
+ 99.0% KLD: 2.326654
69
+ 95.0% KLD: 0.698745
70
+ 90.0% KLD: 0.342302
71
+ Median KLD: 0.029809
72
+ 10.0% KLD: 0.000032
73
+ 5.0% KLD: 0.000003
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000003
76
+ Minimum KLD: -0.000009
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.002 ± 0.034 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 89.527%
82
+ 99.0% Δp: 46.077%
83
+ 95.0% Δp: 15.054%
84
+ 90.0% Δp: 7.373%
85
+ 75.0% Δp: 1.051%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.038%
88
+ 10.0% Δp: -7.413%
89
+ 5.0% Δp: -14.969%
90
+ 1.0% Δp: -45.508%
91
+ 0.1% Δp: -89.041%
92
+ Minimum Δp: -99.884%
93
+ RMS Δp : 12.754 ± 0.076 %
94
+ Same top p: 87.294 ± 0.088 %
95
+
96
+ 0.22.537.369 I
97
+ 0.22.537.552 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.22.934.262 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.30.664.983 I kl_divergence: 7.73 seconds per pass - ETA
logs/lmstudio-community__DeepSeek-V4-Flash-0731-MXFP4.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 6.45 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 2.2000 ± 0.0806 0.02631 ± 0.02315 0.39392 ± 0.01889 23.276 ± 0.604 % 84.547 ± 0.681 %
5
+ 2 2.9541 ± 0.0894 0.00693 ± 0.01404 0.28043 ± 0.01050 18.953 ± 0.419 % 86.359 ± 0.457 %
6
+ 3 3.1913 ± 0.0788 0.00324 ± 0.01021 0.23259 ± 0.00737 17.132 ± 0.333 % 86.963 ± 0.366 %
7
+ 4 3.5910 ± 0.0784 -0.00033 ± 0.00806 0.19487 ± 0.00563 15.356 ± 0.284 % 87.611 ± 0.310 %
8
+ 5 3.9435 ± 0.0784 0.00255 ± 0.00690 0.17921 ± 0.00469 14.472 ± 0.251 % 87.666 ± 0.277 %
9
+ 6 4.2014 ± 0.0763 0.00087 ± 0.00602 0.16179 ± 0.00394 13.588 ± 0.225 % 87.951 ± 0.250 %
10
+ 7 4.0376 ± 0.0684 -0.00142 ± 0.00558 0.16049 ± 0.00369 13.490 ± 0.211 % 88.353 ± 0.229 %
11
+ 8 4.1460 ± 0.0660 -0.00136 ± 0.00527 0.16767 ± 0.00339 13.604 ± 0.193 % 87.824 ± 0.218 %
12
+ 9 4.2932 ± 0.0653 -0.00023 ± 0.00504 0.17463 ± 0.00318 13.758 ± 0.180 % 87.346 ± 0.209 %
13
+ 10 4.5365 ± 0.0664 0.00136 ± 0.00470 0.16704 ± 0.00293 13.348 ± 0.170 % 87.453 ± 0.197 %
14
+ 11 4.4385 ± 0.0613 0.00372 ± 0.00443 0.16355 ± 0.00272 13.190 ± 0.161 % 87.541 ± 0.188 %
15
+ 12 4.4521 ± 0.0585 0.00284 ± 0.00419 0.15961 ± 0.00252 12.927 ± 0.153 % 87.525 ± 0.180 %
16
+ 13 4.3928 ± 0.0552 0.00180 ± 0.00396 0.15515 ± 0.00237 12.727 ± 0.146 % 87.616 ± 0.172 %
17
+ 14 4.2407 ± 0.0506 0.00170 ± 0.00374 0.14931 ± 0.00223 12.530 ± 0.139 % 87.909 ± 0.164 %
18
+ 15 4.4191 ± 0.0517 0.00183 ± 0.00360 0.14924 ± 0.00214 12.448 ± 0.134 % 87.789 ± 0.159 %
19
+ 16 4.3443 ± 0.0493 0.00121 ± 0.00367 0.16209 ± 0.00227 13.002 ± 0.134 % 87.600 ± 0.155 %
20
+ 17 4.4728 ± 0.0496 0.00213 ± 0.00351 0.15765 ± 0.00214 12.727 ± 0.129 % 87.633 ± 0.150 %
21
+ 18 4.5369 ± 0.0490 0.00171 ± 0.00336 0.15408 ± 0.00205 12.550 ± 0.125 % 87.649 ± 0.146 %
22
+ 19 4.5321 ± 0.0475 0.00226 ± 0.00322 0.15017 ± 0.00195 12.367 ± 0.121 % 87.690 ± 0.142 %
23
+ 20 4.4457 ± 0.0451 0.00138 ± 0.00310 0.14718 ± 0.00187 12.250 ± 0.117 % 87.783 ± 0.138 %
24
+ 21 4.4583 ± 0.0443 0.00065 ± 0.00303 0.14620 ± 0.00182 12.180 ± 0.114 % 87.859 ± 0.134 %
25
+ 22 4.5416 ± 0.0441 0.00110 ± 0.00292 0.14330 ± 0.00174 12.026 ± 0.111 % 87.886 ± 0.131 %
26
+ 23 4.4952 ± 0.0425 0.00128 ± 0.00283 0.14079 ± 0.00167 11.921 ± 0.108 % 87.973 ± 0.128 %
27
+ 24 4.4644 ± 0.0412 0.00071 ± 0.00275 0.13932 ± 0.00162 11.869 ± 0.105 % 88.015 ± 0.125 %
28
+ 25 4.3519 ± 0.0392 -0.00059 ± 0.00274 0.14238 ± 0.00164 12.117 ± 0.105 % 88.067 ± 0.122 %
29
+ 26 4.3996 ± 0.0390 -0.00034 ± 0.00266 0.13973 ± 0.00158 11.986 ± 0.103 % 88.154 ± 0.119 %
30
+ 27 4.4363 ± 0.0386 -0.00005 ± 0.00260 0.13920 ± 0.00154 11.942 ± 0.100 % 88.090 ± 0.117 %
31
+ 28 4.4459 ± 0.0380 0.00060 ± 0.00255 0.13854 ± 0.00152 11.945 ± 0.099 % 88.140 ± 0.115 %
32
+ 29 4.4196 ± 0.0370 0.00001 ± 0.00248 0.13638 ± 0.00147 11.824 ± 0.097 % 88.237 ± 0.113 %
33
+ 30 4.4227 ± 0.0364 0.00000 ± 0.00243 0.13542 ± 0.00144 11.784 ± 0.095 % 88.249 ± 0.111 %
34
+ 31 4.4233 ± 0.0358 -0.00013 ± 0.00238 0.13328 ± 0.00139 11.675 ± 0.093 % 88.284 ± 0.109 %
35
+ 32 4.4617 ± 0.0356 0.00032 ± 0.00234 0.13390 ± 0.00137 11.687 ± 0.092 % 88.167 ± 0.108 %
36
+ 33 4.5269 ± 0.0356 0.00073 ± 0.00229 0.13282 ± 0.00133 11.604 ± 0.090 % 88.143 ± 0.106 %
37
+ 34 4.5845 ± 0.0356 0.00036 ± 0.00224 0.13143 ± 0.00130 11.505 ± 0.088 % 88.118 ± 0.105 %
38
+ 35 4.6246 ± 0.0354 0.00036 ± 0.00219 0.13018 ± 0.00127 11.428 ± 0.087 % 88.113 ± 0.103 %
39
+ 36 4.5900 ± 0.0346 -0.00109 ± 0.00222 0.13671 ± 0.00131 11.765 ± 0.087 % 87.944 ± 0.102 %
40
+ 37 4.5115 ± 0.0335 -0.00094 ± 0.00226 0.14411 ± 0.00138 12.195 ± 0.088 % 87.872 ± 0.101 %
41
+ 38 4.5038 ± 0.0331 -0.00141 ± 0.00228 0.14969 ± 0.00140 12.445 ± 0.087 % 87.709 ± 0.100 %
42
+ 39 4.5171 ± 0.0329 -0.00133 ± 0.00229 0.15337 ± 0.00141 12.579 ± 0.086 % 87.606 ± 0.099 %
43
+ 40 4.4961 ± 0.0323 -0.00202 ± 0.00227 0.15374 ± 0.00140 12.601 ± 0.085 % 87.589 ± 0.098 %
44
+ 41 4.5145 ± 0.0320 -0.00176 ± 0.00223 0.15188 ± 0.00137 12.515 ± 0.084 % 87.621 ± 0.097 %
45
+ 42 4.5143 ± 0.0316 -0.00200 ± 0.00219 0.15042 ± 0.00134 12.443 ± 0.083 % 87.667 ± 0.096 %
46
+ 43 4.5164 ± 0.0313 -0.00196 ± 0.00216 0.14952 ± 0.00132 12.400 ± 0.081 % 87.692 ± 0.094 %
47
+ 44 4.5178 ± 0.0310 -0.00166 ± 0.00213 0.14922 ± 0.00130 12.387 ± 0.080 % 87.709 ± 0.093 %
48
+ 45 4.5264 ± 0.0307 -0.00197 ± 0.00210 0.14823 ± 0.00127 12.331 ± 0.079 % 87.725 ± 0.092 %
49
+ 46 4.5555 ± 0.0307 -0.00188 ± 0.00208 0.14761 ± 0.00125 12.297 ± 0.078 % 87.724 ± 0.091 %
50
+ 47 4.5628 ± 0.0305 -0.00172 ± 0.00206 0.14821 ± 0.00124 12.295 ± 0.077 % 87.707 ± 0.090 %
51
+ 48 4.5463 ± 0.0300 -0.00151 ± 0.00205 0.14918 ± 0.00123 12.343 ± 0.076 % 87.688 ± 0.089 %
52
+ 49 4.5763 ± 0.0300 -0.00016 ± 0.00205 0.15267 ± 0.00124 12.455 ± 0.076 % 87.554 ± 0.089 %
53
+ 50 4.5066 ± 0.0292 0.00025 ± 0.00205 0.15636 ± 0.00126 12.676 ± 0.076 % 87.534 ± 0.088 %
54
+ 51 4.5279 ± 0.0291 -0.00023 ± 0.00202 0.15497 ± 0.00124 12.603 ± 0.075 % 87.553 ± 0.087 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 4.527893 ± 0.029065
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 95.03%
60
+ Mean ln(PPL(Q)/PPL(base)) : -0.000226 ± 0.002022
61
+ Mean PPL(Q)/PPL(base) : 0.999774 ± 0.002022
62
+ Mean PPL(Q)-PPL(base) : -0.001025 ± 0.009157
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.154969 ± 0.001240
66
+ Maximum KLD: 19.542362
67
+ 99.9% KLD: 5.608495
68
+ 99.0% KLD: 2.281503
69
+ 95.0% KLD: 0.678727
70
+ 90.0% KLD: 0.332432
71
+ Median KLD: 0.028702
72
+ 10.0% KLD: 0.000030
73
+ 5.0% KLD: 0.000004
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000006
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: 0.013 ± 0.033 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 87.700%
82
+ 99.0% Δp: 46.127%
83
+ 95.0% Δp: 14.733%
84
+ 90.0% Δp: 7.296%
85
+ 75.0% Δp: 1.035%
86
+ Median Δp: 0.000%
87
+ 25.0% Δp: -1.026%
88
+ 10.0% Δp: -7.274%
89
+ 5.0% Δp: -14.704%
90
+ 1.0% Δp: -45.562%
91
+ 0.1% Δp: -87.477%
92
+ Minimum Δp: -99.936%
93
+ RMS Δp : 12.603 ± 0.075 %
94
+ Same top p: 87.553 ± 0.087 %
95
+
96
+ 0.26.797.225 I
97
+ 0.26.797.505 I system_info: n_threads = 128 (n_threads_batch = 128) / 256 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.27.213.832 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.34.807.410 I kl_divergence: 7.59 seconds per pass - ETA
logs/prometheusAIR__DeepSeek-V4-Flash-0731-IQ2_XS.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.95 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 3.7662 ± 0.1632 0.56390 ± 0.03672 0.86372 ± 0.02912 35.944 ± 0.641 % 71.261 ± 0.853 %
5
+ 2 4.0737 ± 0.1307 0.32829 ± 0.02157 0.59967 ± 0.01679 29.008 ± 0.461 % 77.069 ± 0.560 %
6
+ 3 4.0798 ± 0.1050 0.24884 ± 0.01558 0.49555 ± 0.01188 25.711 ± 0.372 % 78.697 ± 0.446 %
7
+ 4 4.3642 ± 0.0981 0.19468 ± 0.01231 0.41788 ± 0.00924 23.168 ± 0.320 % 80.044 ± 0.377 %
8
+ 5 4.6798 ± 0.0953 0.17373 ± 0.01047 0.38047 ± 0.00773 21.635 ± 0.284 % 80.469 ± 0.334 %
9
+ 6 4.8945 ± 0.0908 0.15358 ± 0.00905 0.34524 ± 0.00660 20.261 ± 0.256 % 81.155 ± 0.301 %
10
+ 7 4.7311 ± 0.0820 0.15709 ± 0.00852 0.34473 ± 0.00624 20.430 ± 0.242 % 81.634 ± 0.276 %
11
+ 8 4.8438 ± 0.0789 0.15421 ± 0.00797 0.35185 ± 0.00573 20.341 ± 0.222 % 81.194 ± 0.260 %
12
+ 9 4.9928 ± 0.0773 0.15075 ± 0.00755 0.35710 ± 0.00530 20.127 ± 0.206 % 80.904 ± 0.247 %
13
+ 10 5.2271 ± 0.0776 0.14307 ± 0.00700 0.34116 ± 0.00488 19.523 ± 0.195 % 81.155 ± 0.233 %
14
+ 11 5.0886 ± 0.0712 0.14042 ± 0.00656 0.33475 ± 0.00455 19.226 ± 0.185 % 81.298 ± 0.222 %
15
+ 12 5.0863 ± 0.0678 0.13602 ± 0.00618 0.32783 ± 0.00424 18.873 ± 0.175 % 81.338 ± 0.212 %
16
+ 13 4.9875 ± 0.0635 0.12875 ± 0.00585 0.31913 ± 0.00399 18.569 ± 0.167 % 81.522 ± 0.203 %
17
+ 14 4.7930 ± 0.0579 0.12412 ± 0.00552 0.30772 ± 0.00377 18.276 ± 0.161 % 81.931 ± 0.194 %
18
+ 15 4.9820 ± 0.0590 0.12173 ± 0.00533 0.30788 ± 0.00364 18.141 ± 0.155 % 81.755 ± 0.188 %
19
+ 16 4.9755 ± 0.0574 0.13689 ± 0.00542 0.33168 ± 0.00382 18.985 ± 0.153 % 81.434 ± 0.183 %
20
+ 17 5.0874 ± 0.0572 0.13088 ± 0.00517 0.32254 ± 0.00362 18.591 ± 0.148 % 81.530 ± 0.177 %
21
+ 18 5.1450 ± 0.0563 0.12750 ± 0.00497 0.31624 ± 0.00348 18.337 ± 0.144 % 81.616 ± 0.172 %
22
+ 19 5.1196 ± 0.0543 0.12414 ± 0.00477 0.30887 ± 0.00332 18.073 ± 0.140 % 81.716 ± 0.167 %
23
+ 20 5.0070 ± 0.0514 0.12028 ± 0.00458 0.30255 ± 0.00318 17.850 ± 0.135 % 81.842 ± 0.162 %
24
+ 21 5.0117 ± 0.0504 0.11765 ± 0.00448 0.30231 ± 0.00312 17.763 ± 0.132 % 81.964 ± 0.158 %
25
+ 22 5.0866 ± 0.0500 0.11445 ± 0.00433 0.29638 ± 0.00299 17.532 ± 0.128 % 81.994 ± 0.154 %
26
+ 23 5.0216 ± 0.0480 0.11202 ± 0.00419 0.29219 ± 0.00289 17.417 ± 0.125 % 82.101 ± 0.151 %
27
+ 24 4.9798 ± 0.0464 0.10997 ± 0.00408 0.28949 ± 0.00280 17.311 ± 0.122 % 82.170 ± 0.147 %
28
+ 25 4.8862 ± 0.0446 0.11521 ± 0.00408 0.29667 ± 0.00281 17.781 ± 0.121 % 82.140 ± 0.144 %
29
+ 26 4.9292 ± 0.0442 0.11334 ± 0.00395 0.29135 ± 0.00272 17.576 ± 0.118 % 82.269 ± 0.141 %
30
+ 27 4.9549 ± 0.0436 0.11050 ± 0.00386 0.28896 ± 0.00264 17.479 ± 0.116 % 82.263 ± 0.139 %
31
+ 28 4.9666 ± 0.0429 0.11136 ± 0.00379 0.28842 ± 0.00260 17.546 ± 0.114 % 82.234 ± 0.136 %
32
+ 29 4.9268 ± 0.0417 0.10866 ± 0.00370 0.28416 ± 0.00253 17.382 ± 0.112 % 82.406 ± 0.133 %
33
+ 30 4.9245 ± 0.0409 0.10748 ± 0.00362 0.28247 ± 0.00247 17.322 ± 0.110 % 82.412 ± 0.131 %
34
+ 31 4.9164 ± 0.0401 0.10556 ± 0.00354 0.27860 ± 0.00241 17.171 ± 0.108 % 82.480 ± 0.129 %
35
+ 32 4.9590 ± 0.0399 0.10600 ± 0.00348 0.27952 ± 0.00236 17.156 ± 0.106 % 82.350 ± 0.127 %
36
+ 33 5.0245 ± 0.0399 0.10502 ± 0.00341 0.27720 ± 0.00230 17.041 ± 0.104 % 82.354 ± 0.125 %
37
+ 34 5.0827 ± 0.0398 0.10352 ± 0.00333 0.27455 ± 0.00224 16.905 ± 0.102 % 82.311 ± 0.123 %
38
+ 35 5.1184 ± 0.0395 0.10181 ± 0.00326 0.27185 ± 0.00219 16.782 ± 0.101 % 82.347 ± 0.121 %
39
+ 36 5.1261 ± 0.0391 0.10937 ± 0.00332 0.28514 ± 0.00228 17.256 ± 0.100 % 82.069 ± 0.121 %
40
+ 37 5.0954 ± 0.0384 0.12077 ± 0.00341 0.30082 ± 0.00238 17.988 ± 0.101 % 81.843 ± 0.119 %
41
+ 38 5.1084 ± 0.0381 0.12455 ± 0.00343 0.31062 ± 0.00240 18.345 ± 0.100 % 81.620 ± 0.118 %
42
+ 39 5.1220 ± 0.0378 0.12434 ± 0.00343 0.31602 ± 0.00239 18.477 ± 0.099 % 81.498 ± 0.117 %
43
+ 40 5.0972 ± 0.0371 0.12347 ± 0.00338 0.31641 ± 0.00237 18.485 ± 0.098 % 81.500 ± 0.116 %
44
+ 41 5.1099 ± 0.0367 0.12211 ± 0.00332 0.31286 ± 0.00232 18.352 ± 0.096 % 81.566 ± 0.114 %
45
+ 42 5.1022 ± 0.0362 0.12041 ± 0.00326 0.30998 ± 0.00228 18.260 ± 0.095 % 81.659 ± 0.113 %
46
+ 43 5.0951 ± 0.0357 0.11859 ± 0.00321 0.30824 ± 0.00224 18.187 ± 0.094 % 81.699 ± 0.111 %
47
+ 44 5.0952 ± 0.0354 0.11861 ± 0.00318 0.30757 ± 0.00221 18.143 ± 0.093 % 81.750 ± 0.110 %
48
+ 45 5.1032 ± 0.0351 0.11796 ± 0.00313 0.30608 ± 0.00217 18.050 ± 0.091 % 81.786 ± 0.108 %
49
+ 46 5.1297 ± 0.0350 0.11683 ± 0.00309 0.30448 ± 0.00214 17.966 ± 0.090 % 81.807 ± 0.107 %
50
+ 47 5.1327 ± 0.0347 0.11598 ± 0.00306 0.30536 ± 0.00212 17.969 ± 0.089 % 81.805 ± 0.106 %
51
+ 48 5.1104 ± 0.0342 0.11545 ± 0.00303 0.30629 ± 0.00210 18.002 ± 0.088 % 81.789 ± 0.105 %
52
+ 49 5.1489 ± 0.0342 0.11773 ± 0.00303 0.31126 ± 0.00211 18.115 ± 0.087 % 81.657 ± 0.104 %
53
+ 50 5.1026 ± 0.0335 0.12447 ± 0.00304 0.31889 ± 0.00214 18.498 ± 0.087 % 81.566 ± 0.103 %
54
+ 51 5.1223 ± 0.0333 0.12312 ± 0.00300 0.31625 ± 0.00210 18.397 ± 0.086 % 81.585 ± 0.102 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.122299 ± 0.033308
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 89.22%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.123120 ± 0.002998
61
+ Mean PPL(Q)/PPL(base) : 1.131021 ± 0.003390
62
+ Mean PPL(Q)-PPL(base) : 0.593381 ± 0.015059
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.316248 ± 0.002101
66
+ Maximum KLD: 27.085541
67
+ 99.9% KLD: 8.354255
68
+ 99.0% KLD: 4.078547
69
+ 95.0% KLD: 1.477330
70
+ 90.0% KLD: 0.747516
71
+ Median KLD: 0.071566
72
+ 10.0% KLD: 0.000120
73
+ 5.0% KLD: 0.000013
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -3.541 ± 0.048 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 84.292%
82
+ 99.0% Δp: 41.931%
83
+ 95.0% Δp: 15.062%
84
+ 90.0% Δp: 7.174%
85
+ 75.0% Δp: 0.489%
86
+ Median Δp: -0.047%
87
+ 25.0% Δp: -4.013%
88
+ 10.0% Δp: -17.888%
89
+ 5.0% Δp: -35.150%
90
+ 1.0% Δp: -84.809%
91
+ 0.1% Δp: -99.256%
92
+ Minimum Δp: -99.997%
93
+ RMS Δp : 18.397 ± 0.086 %
94
+ Same top p: 81.585 ± 0.102 %
95
+
96
+ 0.16.144.842 I
97
+ 0.16.144.972 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.16.492.975 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.23.503.263 I kl_divergence: 7.01 seconds per pass - ETA
logs/prometheusAIR__DeepSeek-V4-Flash-0731-IQ2_XXS-slim.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.78 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 5.2209 ± 0.2525 0.89051 ± 0.04228 1.16914 ± 0.03623 41.462 ± 0.635 % 65.719 ± 0.895 %
5
+ 2 4.9907 ± 0.1715 0.53130 ± 0.02534 0.79705 ± 0.02094 33.447 ± 0.464 % 72.966 ± 0.592 %
6
+ 3 4.7634 ± 0.1289 0.40376 ± 0.01831 0.64943 ± 0.01486 29.416 ± 0.377 % 75.181 ± 0.470 %
7
+ 4 4.9358 ± 0.1154 0.31776 ± 0.01441 0.54239 ± 0.01151 26.358 ± 0.326 % 77.043 ± 0.396 %
8
+ 5 5.2028 ± 0.1090 0.27968 ± 0.01221 0.49232 ± 0.00962 24.597 ± 0.290 % 77.677 ± 0.351 %
9
+ 6 5.3688 ± 0.1018 0.24607 ± 0.01053 0.44536 ± 0.00814 23.100 ± 0.263 % 78.401 ± 0.317 %
10
+ 7 5.2073 ± 0.0924 0.25299 ± 0.00988 0.44555 ± 0.00769 23.283 ± 0.247 % 79.015 ± 0.290 %
11
+ 8 5.3186 ± 0.0888 0.24772 ± 0.00921 0.44906 ± 0.00698 23.071 ± 0.227 % 78.641 ± 0.273 %
12
+ 9 5.4810 ± 0.0868 0.24403 ± 0.00868 0.45386 ± 0.00644 22.888 ± 0.212 % 78.172 ± 0.260 %
13
+ 10 5.7148 ± 0.0867 0.23227 ± 0.00806 0.43538 ± 0.00596 22.237 ± 0.202 % 78.487 ± 0.245 %
14
+ 11 5.5512 ± 0.0794 0.22742 ± 0.00756 0.42478 ± 0.00554 21.883 ± 0.191 % 78.773 ± 0.232 %
15
+ 12 5.5360 ± 0.0754 0.22074 ± 0.00712 0.41584 ± 0.00517 21.471 ± 0.182 % 78.819 ± 0.222 %
16
+ 13 5.4295 ± 0.0708 0.21366 ± 0.00675 0.40663 ± 0.00489 21.118 ± 0.173 % 79.071 ± 0.213 %
17
+ 14 5.1974 ± 0.0644 0.20513 ± 0.00637 0.39194 ± 0.00461 20.765 ± 0.167 % 79.518 ± 0.203 %
18
+ 15 5.4068 ± 0.0656 0.20356 ± 0.00614 0.39254 ± 0.00443 20.601 ± 0.161 % 79.337 ± 0.197 %
19
+ 16 5.4309 ± 0.0642 0.22446 ± 0.00623 0.42264 ± 0.00463 21.631 ± 0.159 % 78.883 ± 0.192 %
20
+ 17 5.5380 ± 0.0637 0.21574 ± 0.00594 0.41034 ± 0.00438 21.165 ± 0.154 % 79.049 ± 0.186 %
21
+ 18 5.5899 ± 0.0626 0.21043 ± 0.00571 0.40173 ± 0.00422 20.847 ± 0.149 % 79.161 ± 0.180 %
22
+ 19 5.5461 ± 0.0602 0.20417 ± 0.00547 0.39210 ± 0.00403 20.528 ± 0.145 % 79.297 ± 0.175 %
23
+ 20 5.4105 ± 0.0568 0.19779 ± 0.00525 0.38340 ± 0.00386 20.254 ± 0.141 % 79.567 ± 0.170 %
24
+ 21 5.4122 ± 0.0557 0.19452 ± 0.00515 0.38464 ± 0.00379 20.203 ± 0.137 % 79.655 ± 0.166 %
25
+ 22 5.4812 ± 0.0550 0.18916 ± 0.00497 0.37685 ± 0.00363 19.915 ± 0.134 % 79.677 ± 0.162 %
26
+ 23 5.4037 ± 0.0528 0.18535 ± 0.00481 0.37146 ± 0.00351 19.779 ± 0.130 % 79.773 ± 0.158 %
27
+ 24 5.3527 ± 0.0510 0.18218 ± 0.00468 0.36750 ± 0.00339 19.640 ± 0.127 % 79.864 ± 0.154 %
28
+ 25 5.2601 ± 0.0491 0.18894 ± 0.00468 0.37648 ± 0.00341 20.143 ± 0.126 % 79.844 ± 0.151 %
29
+ 26 5.3000 ± 0.0485 0.18587 ± 0.00454 0.36996 ± 0.00330 19.937 ± 0.123 % 80.019 ± 0.148 %
30
+ 27 5.3187 ± 0.0477 0.18137 ± 0.00443 0.36707 ± 0.00321 19.826 ± 0.121 % 80.014 ± 0.145 %
31
+ 28 5.3391 ± 0.0471 0.18368 ± 0.00436 0.36806 ± 0.00318 19.943 ± 0.119 % 79.986 ± 0.143 %
32
+ 29 5.2908 ± 0.0457 0.17995 ± 0.00425 0.36243 ± 0.00309 19.742 ± 0.117 % 80.170 ± 0.140 %
33
+ 30 5.2855 ± 0.0449 0.17822 ± 0.00416 0.36034 ± 0.00302 19.677 ± 0.115 % 80.195 ± 0.137 %
34
+ 31 5.2754 ± 0.0440 0.17603 ± 0.00406 0.35565 ± 0.00294 19.511 ± 0.113 % 80.269 ± 0.135 %
35
+ 32 5.3232 ± 0.0438 0.17687 ± 0.00399 0.35727 ± 0.00288 19.495 ± 0.111 % 80.118 ± 0.133 %
36
+ 33 5.3922 ± 0.0437 0.17564 ± 0.00391 0.35481 ± 0.00282 19.369 ± 0.109 % 80.099 ± 0.131 %
37
+ 34 5.4490 ± 0.0436 0.17310 ± 0.00383 0.35149 ± 0.00276 19.212 ± 0.107 % 80.080 ± 0.129 %
38
+ 35 5.4846 ± 0.0432 0.17090 ± 0.00375 0.34852 ± 0.00269 19.086 ± 0.105 % 80.101 ± 0.127 %
39
+ 36 5.5003 ± 0.0428 0.17985 ± 0.00378 0.36281 ± 0.00274 19.585 ± 0.104 % 79.785 ± 0.126 %
40
+ 37 5.4860 ± 0.0421 0.19463 ± 0.00385 0.38193 ± 0.00283 20.438 ± 0.105 % 79.470 ± 0.125 %
41
+ 38 5.5045 ± 0.0418 0.19923 ± 0.00385 0.39258 ± 0.00284 20.812 ± 0.104 % 79.218 ± 0.124 %
42
+ 39 5.5166 ± 0.0415 0.19856 ± 0.00385 0.39846 ± 0.00283 20.929 ± 0.102 % 79.114 ± 0.123 %
43
+ 40 5.4923 ± 0.0407 0.19813 ± 0.00380 0.39822 ± 0.00279 20.921 ± 0.101 % 79.123 ± 0.121 %
44
+ 41 5.5019 ± 0.0403 0.19603 ± 0.00373 0.39442 ± 0.00274 20.794 ± 0.099 % 79.152 ± 0.120 %
45
+ 42 5.4908 ± 0.0397 0.19381 ± 0.00367 0.39070 ± 0.00269 20.678 ± 0.098 % 79.251 ± 0.118 %
46
+ 43 5.4785 ± 0.0391 0.19115 ± 0.00361 0.38825 ± 0.00264 20.586 ± 0.097 % 79.308 ± 0.116 %
47
+ 44 5.4806 ± 0.0388 0.19152 ± 0.00357 0.38847 ± 0.00262 20.565 ± 0.096 % 79.335 ± 0.115 %
48
+ 45 5.4846 ± 0.0384 0.19004 ± 0.00352 0.38637 ± 0.00257 20.461 ± 0.095 % 79.395 ± 0.114 %
49
+ 46 5.5075 ± 0.0383 0.18788 ± 0.00347 0.38449 ± 0.00253 20.383 ± 0.093 % 79.419 ± 0.112 %
50
+ 47 5.5090 ± 0.0379 0.18673 ± 0.00343 0.38528 ± 0.00251 20.375 ± 0.092 % 79.400 ± 0.111 %
51
+ 48 5.4884 ± 0.0373 0.18682 ± 0.00341 0.38654 ± 0.00248 20.432 ± 0.091 % 79.383 ± 0.110 %
52
+ 49 5.5310 ± 0.0373 0.18931 ± 0.00340 0.39159 ± 0.00248 20.540 ± 0.090 % 79.244 ± 0.109 %
53
+ 50 5.4979 ± 0.0367 0.19908 ± 0.00341 0.40178 ± 0.00251 21.019 ± 0.090 % 79.089 ± 0.108 %
54
+ 51 5.5165 ± 0.0365 0.19725 ± 0.00336 0.39841 ± 0.00246 20.897 ± 0.089 % 79.133 ± 0.107 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.516461 ± 0.036475
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 86.70%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.197253 ± 0.003362
61
+ Mean PPL(Q)/PPL(base) : 1.218053 ± 0.004095
62
+ Mean PPL(Q)-PPL(base) : 0.987543 ± 0.018362
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.398412 ± 0.002464
66
+ Maximum KLD: 20.469725
67
+ 99.9% KLD: 9.278394
68
+ 99.0% KLD: 4.839420
69
+ 95.0% KLD: 1.876227
70
+ 90.0% KLD: 0.979164
71
+ Median KLD: 0.099099
72
+ 10.0% KLD: 0.000176
73
+ 5.0% KLD: 0.000019
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000010
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -5.184 ± 0.053 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 83.306%
82
+ 99.0% Δp: 41.342%
83
+ 95.0% Δp: 15.238%
84
+ 90.0% Δp: 7.140%
85
+ 75.0% Δp: 0.326%
86
+ Median Δp: -0.123%
87
+ 25.0% Δp: -5.854%
88
+ 10.0% Δp: -23.755%
89
+ 5.0% Δp: -46.182%
90
+ 1.0% Δp: -91.952%
91
+ 0.1% Δp: -99.641%
92
+ Minimum Δp: -100.000%
93
+ RMS Δp : 20.897 ± 0.089 %
94
+ Same top p: 79.133 ± 0.107 %
95
+
96
+ 0.13.301.211 I
97
+ 0.13.301.350 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.13.649.079 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.20.471.559 I kl_divergence: 6.82 seconds per pass - ETA
logs/prometheusAIR__DeepSeek-V4-Flash-0731-IQ2_XXS.log ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 5.70 minutes
2
+
3
+ chunk PPL ln(PPL(Q)/PPL(base)) KL Divergence Δp RMS Same top p
4
+ 1 4.4663 ± 0.2037 0.73439 ± 0.03909 1.01959 ± 0.03287 38.731 ± 0.640 % 68.632 ± 0.875 %
5
+ 2 4.5736 ± 0.1525 0.44405 ± 0.02350 0.71610 ± 0.01928 31.659 ± 0.464 % 74.583 ± 0.580 %
6
+ 3 4.4861 ± 0.1190 0.34378 ± 0.01706 0.58676 ± 0.01376 27.970 ± 0.376 % 76.649 ± 0.460 %
7
+ 4 4.7054 ± 0.1083 0.26994 ± 0.01340 0.48897 ± 0.01067 25.059 ± 0.324 % 78.472 ± 0.387 %
8
+ 5 4.9659 ± 0.1024 0.23307 ± 0.01137 0.44201 ± 0.00891 23.309 ± 0.288 % 79.226 ± 0.342 %
9
+ 6 5.1546 ± 0.0963 0.20536 ± 0.00982 0.39953 ± 0.00755 21.889 ± 0.260 % 79.781 ± 0.309 %
10
+ 7 4.9867 ± 0.0872 0.20970 ± 0.00922 0.39832 ± 0.00709 22.048 ± 0.245 % 80.340 ± 0.283 %
11
+ 8 5.0972 ± 0.0840 0.20519 ± 0.00861 0.40222 ± 0.00644 21.900 ± 0.224 % 79.960 ± 0.267 %
12
+ 9 5.2480 ± 0.0820 0.20059 ± 0.00814 0.40737 ± 0.00595 21.747 ± 0.209 % 79.522 ± 0.254 %
13
+ 10 5.4763 ± 0.0820 0.18964 ± 0.00755 0.39017 ± 0.00550 21.072 ± 0.198 % 79.847 ± 0.239 %
14
+ 11 5.3281 ± 0.0753 0.18641 ± 0.00709 0.38123 ± 0.00512 20.705 ± 0.188 % 80.119 ± 0.227 %
15
+ 12 5.3220 ± 0.0717 0.18132 ± 0.00669 0.37342 ± 0.00477 20.343 ± 0.179 % 80.110 ± 0.217 %
16
+ 13 5.2214 ± 0.0673 0.17459 ± 0.00634 0.36437 ± 0.00450 20.020 ± 0.170 % 80.314 ± 0.208 %
17
+ 14 5.0079 ± 0.0613 0.16798 ± 0.00600 0.35154 ± 0.00425 19.695 ± 0.164 % 80.736 ± 0.199 %
18
+ 15 5.2074 ± 0.0625 0.16597 ± 0.00578 0.35222 ± 0.00409 19.542 ± 0.158 % 80.500 ± 0.193 %
19
+ 16 5.2079 ± 0.0608 0.18252 ± 0.00589 0.37984 ± 0.00430 20.490 ± 0.156 % 80.049 ± 0.188 %
20
+ 17 5.3216 ± 0.0605 0.17588 ± 0.00562 0.36925 ± 0.00407 20.065 ± 0.151 % 80.088 ± 0.183 %
21
+ 18 5.3790 ± 0.0596 0.17197 ± 0.00541 0.36186 ± 0.00393 19.771 ± 0.147 % 80.201 ± 0.177 %
22
+ 19 5.3412 ± 0.0574 0.16652 ± 0.00519 0.35347 ± 0.00376 19.471 ± 0.142 % 80.329 ± 0.172 %
23
+ 20 5.2145 ± 0.0542 0.16090 ± 0.00499 0.34583 ± 0.00359 19.217 ± 0.138 % 80.529 ± 0.167 %
24
+ 21 5.2203 ± 0.0532 0.15843 ± 0.00488 0.34642 ± 0.00352 19.152 ± 0.135 % 80.617 ± 0.163 %
25
+ 22 5.2981 ± 0.0528 0.15518 ± 0.00471 0.33985 ± 0.00338 18.896 ± 0.131 % 80.628 ± 0.159 %
26
+ 23 5.2276 ± 0.0506 0.15222 ± 0.00456 0.33517 ± 0.00326 18.776 ± 0.128 % 80.724 ± 0.155 %
27
+ 24 5.1781 ± 0.0489 0.14901 ± 0.00444 0.33181 ± 0.00316 18.663 ± 0.125 % 80.796 ± 0.152 %
28
+ 25 5.0811 ± 0.0470 0.15431 ± 0.00444 0.34001 ± 0.00317 19.141 ± 0.124 % 80.806 ± 0.148 %
29
+ 26 5.1216 ± 0.0465 0.15163 ± 0.00430 0.33402 ± 0.00307 18.948 ± 0.121 % 80.967 ± 0.145 %
30
+ 27 5.1460 ± 0.0458 0.14835 ± 0.00420 0.33154 ± 0.00298 18.832 ± 0.119 % 80.960 ± 0.142 %
31
+ 28 5.1638 ± 0.0451 0.15030 ± 0.00413 0.33201 ± 0.00294 18.930 ± 0.117 % 80.945 ± 0.140 %
32
+ 29 5.1179 ± 0.0438 0.14671 ± 0.00402 0.32699 ± 0.00286 18.743 ± 0.115 % 81.111 ± 0.137 %
33
+ 30 5.1149 ± 0.0431 0.14541 ± 0.00394 0.32497 ± 0.00279 18.675 ± 0.113 % 81.137 ± 0.135 %
34
+ 31 5.1077 ± 0.0422 0.14372 ± 0.00384 0.32045 ± 0.00271 18.518 ± 0.111 % 81.203 ± 0.132 %
35
+ 32 5.1490 ± 0.0419 0.14359 ± 0.00378 0.32145 ± 0.00266 18.500 ± 0.109 % 81.055 ± 0.131 %
36
+ 33 5.2176 ± 0.0419 0.14274 ± 0.00370 0.31922 ± 0.00260 18.388 ± 0.107 % 81.024 ± 0.129 %
37
+ 34 5.2777 ± 0.0419 0.14117 ± 0.00362 0.31629 ± 0.00254 18.235 ± 0.105 % 81.002 ± 0.127 %
38
+ 35 5.3140 ± 0.0415 0.13931 ± 0.00354 0.31341 ± 0.00248 18.111 ± 0.103 % 81.030 ± 0.125 %
39
+ 36 5.3216 ± 0.0411 0.14681 ± 0.00358 0.32713 ± 0.00254 18.582 ± 0.103 % 80.733 ± 0.124 %
40
+ 37 5.2989 ± 0.0404 0.15993 ± 0.00365 0.34453 ± 0.00264 19.347 ± 0.103 % 80.463 ± 0.123 %
41
+ 38 5.3185 ± 0.0401 0.16485 ± 0.00367 0.35516 ± 0.00266 19.704 ± 0.102 % 80.230 ± 0.122 %
42
+ 39 5.3281 ± 0.0398 0.16379 ± 0.00367 0.36078 ± 0.00265 19.824 ± 0.101 % 80.100 ± 0.120 %
43
+ 40 5.3046 ± 0.0391 0.16336 ± 0.00362 0.36055 ± 0.00261 19.809 ± 0.099 % 80.122 ± 0.119 %
44
+ 41 5.3147 ± 0.0386 0.16141 ± 0.00356 0.35681 ± 0.00256 19.682 ± 0.098 % 80.188 ± 0.117 %
45
+ 42 5.3044 ± 0.0381 0.15928 ± 0.00349 0.35317 ± 0.00251 19.570 ± 0.097 % 80.306 ± 0.116 %
46
+ 43 5.2940 ± 0.0375 0.15688 ± 0.00344 0.35087 ± 0.00247 19.483 ± 0.095 % 80.361 ± 0.114 %
47
+ 44 5.2964 ± 0.0372 0.15734 ± 0.00340 0.35112 ± 0.00244 19.460 ± 0.094 % 80.388 ± 0.113 %
48
+ 45 5.3008 ± 0.0369 0.15596 ± 0.00335 0.34932 ± 0.00241 19.362 ± 0.093 % 80.422 ± 0.111 %
49
+ 46 5.3234 ± 0.0367 0.15389 ± 0.00330 0.34774 ± 0.00237 19.285 ± 0.092 % 80.462 ± 0.110 %
50
+ 47 5.3276 ± 0.0364 0.15325 ± 0.00327 0.34844 ± 0.00234 19.278 ± 0.091 % 80.442 ± 0.109 %
51
+ 48 5.3074 ± 0.0359 0.15328 ± 0.00324 0.34989 ± 0.00232 19.334 ± 0.090 % 80.434 ± 0.108 %
52
+ 49 5.3469 ± 0.0358 0.15547 ± 0.00323 0.35497 ± 0.00232 19.449 ± 0.089 % 80.297 ± 0.107 %
53
+ 50 5.3068 ± 0.0352 0.16371 ± 0.00324 0.36366 ± 0.00235 19.894 ± 0.089 % 80.168 ± 0.106 %
54
+ 51 5.3255 ± 0.0350 0.16202 ± 0.00320 0.36067 ± 0.00231 19.786 ± 0.088 % 80.194 ± 0.105 %
55
+
56
+ ====== Perplexity statistics ======
57
+ Mean PPL(Q) : 5.325496 ± 0.034960
58
+ Mean PPL(base) : 4.528918 ± 0.029000
59
+ Cor(ln(PPL(Q)), ln(PPL(base))): 87.87%
60
+ Mean ln(PPL(Q)/PPL(base)) : 0.162023 ± 0.003197
61
+ Mean PPL(Q)/PPL(base) : 1.175887 ± 0.003760
62
+ Mean PPL(Q)-PPL(base) : 0.796578 ± 0.016776
63
+
64
+ ====== KL divergence statistics ======
65
+ Mean KLD: 0.360672 ± 0.002306
66
+ Maximum KLD: 19.875612
67
+ 99.9% KLD: 8.919726
68
+ 99.0% KLD: 4.520537
69
+ 95.0% KLD: 1.687097
70
+ 90.0% KLD: 0.874463
71
+ Median KLD: 0.085378
72
+ 10.0% KLD: 0.000147
73
+ 5.0% KLD: 0.000016
74
+ 1.0% KLD: 0.000000
75
+ 0.1% KLD: -0.000001
76
+ Minimum KLD: -0.000004
77
+
78
+ ====== Token probability statistics ======
79
+ Mean Δp: -4.307 ± 0.051 %
80
+ Maximum Δp: 99.996%
81
+ 99.9% Δp: 83.306%
82
+ 99.0% Δp: 42.736%
83
+ 95.0% Δp: 15.515%
84
+ 90.0% Δp: 7.327%
85
+ 75.0% Δp: 0.437%
86
+ Median Δp: -0.071%
87
+ 25.0% Δp: -4.791%
88
+ 10.0% Δp: -20.702%
89
+ 5.0% Δp: -41.445%
90
+ 1.0% Δp: -89.281%
91
+ 0.1% Δp: -99.475%
92
+ Minimum Δp: -100.000%
93
+ RMS Δp : 19.786 ± 0.088 %
94
+ Same top p: 80.194 ± 0.105 %
95
+
96
+ 0.13.498.828 I
97
+ 0.13.498.963 I system_info: n_threads = 192 (n_threads_batch = 192) / 384 | CUDA : ARCHS = 1200 | USE_GRAPHS = 1 | PEER_MAX_BATCH_SIZE = 128 | BLACKWELL_NATIVE_FP4 = 1 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | BMI2 = 1 | AVX512 = 1 | AVX512_VBMI = 1 | AVX512_VNNI = 1 | AVX512_BF16 = 1 | LLAMAFILE = 1 | OPENMP = 1 | REPACK = 1 |
98
+ 0.13.849.585 I kl_divergence: computing over 51 chunks, n_ctx=5632, batch_size=5632, n_seq=1
99
+ 0.20.574.974 I kl_divergence: 6.73 seconds per pass - ETA
wiki-alt.txt ADDED
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