Upload IQ2_KL and add perplexity values
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README.md
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@@ -59,57 +59,26 @@ Final estimate: PPL = 4.7056 +/- 0.02909
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<summary>๐ Secret Recipe</summary>
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```bash
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custom="
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# 47 Repeating Layers [0-46]
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# Note: All ffn_down.* layers are not divisible by 256 so have limited quantization options.
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# Attention
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blk\.(0|1)\.attn_q.*=q8_0
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blk\.(0|1)\.attn_k.*=q8_0
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blk\.(0|1)\.attn_v.*=q8_0
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blk\.(0|1)\.attn_output.*=q8_0
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blk\..*\.attn_q.*=iq5_ks
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blk\..*\.attn_k.*=iq5_ks
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blk\..*\.attn_v.*=iq5_ks
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blk\..*\.attn_output.*=iq5_ks
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# First 1 Dense Layers [0]
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blk\..*\.ffn_down\.weight=q6_0
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blk\..*\.ffn_(gate|up)\.weight=iq5_ks
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# Shared Expert Layers [1-46]
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blk\..*\.ffn_down_shexp\.weight=q6_0
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blk\..*\.ffn_(gate|up)_shexp\.weight=iq5_ks
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# Routed Experts Layers [1-46]
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blk\..*\.ffn_down_exps\.weight=iq4_nl
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blk\..*\.ffn_(gate|up)_exps\.weight=iq4_kss
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# Non-Repeating Layers
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token_embd\.weight=iq4_k
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output\.weight=iq6_k
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"
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custom=$(
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echo "$custom" | grep -v '^#' | \
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sed -Ez 's:\n+:,:g;s:,$::;s:^,::'
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)
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numactl -N 0 -m 0 \
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./build/bin/llama-quantize \
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--custom-q "$custom" \
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--imatrix /mnt/raid/models/ubergarm/GLM-4.5-Air-GGUF/imatrix-GLM-4.5-Air-BF16.dat \
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/mnt/raid/models/ubergarm/GLM-4.5-Air-GGUF/GLM-4.5-Air-128x9.4B-BF16-00001-of-00005.gguf \
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/mnt/raid/models/ubergarm/GLM-4.5-Air-GGUF/GLM-4.5-Air-IQ4_KSS.gguf \
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IQ4_KSS \
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```
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</details>
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## Quick Start
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If you want to disable thinking, add `/nothink` (correct, no underscore) at the *end* of your prompt.
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<summary>๐ Secret Recipe</summary>
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```bash
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echo TODO
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```
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</details>
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## IQ2_KL 43.870 GiB (3.411 BPW)
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Final estimate: PPL = 5.0697 +/- 0.03166
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<details>
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<summary>๐ Secret Recipe</summary>
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```bash
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echo TODO
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```
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</summary>
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## Quick Start
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If you want to disable thinking, add `/nothink` (correct, no underscore) at the *end* of your prompt.
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