llm, add beginning of benchmark data which accidentally got cancelled.
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@@ -105,6 +105,64 @@ Number of physical cores is 8, hyperthreaded to 16, but supposedly the emulated
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cores are not very useful to LLMs. Try only using between 6 and 8 when possible.
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Research says it is not worth enabling the iGPU for Intel XE, CPUs are better.
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## Benchmark
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### System
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```
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$ fastfetch
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' ling@good-rhino
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'o' ---------------
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'ooo' OS: Artix Linux x86_64
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'ooxoo' Host: NV4xPZ (v2.1)
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'ooxxxoo' Kernel: Linux 7.2.11-artix1-1
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'oookkxxoo' Uptime: 10 hours, 3 mins
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'oiioxkkxxoo' Packages: 42 (flatpak), 1502 (pacman)
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':;:iiiioxxxoo' Shell: bash 5.3.20
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`'.;::ioxxoo' Display (AUO683D): 1920x1080 in 14", 60 Hz [Built-in]
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'-. `':;jiooo' Window Manager: i3 4.25.1 (X11)
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'oooio-.. `'i:io' Theme: Adwaita-dark [GTK2/3/4]
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'ooooxxxxoio:,. `'-;' Icons: Adwaita [GTK2/3/4]
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'ooooxxxxxkkxoooIi:-. `' Font: Roboto (11pt) [GTK2/3]
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'ooooxxxxxkkkkxoiiiiiji' Cursor: Adwaita (18px)
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'ooooxxxxxkxxoiiii:'` .i' Terminal: kitty 0.48.2
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'ooooxxxxxoi:::'` .;ioxo' Terminal Font: DejaVuSansMono (11pt)
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'ooooxooi::'` .:iiixkxxo' CPU: 12th Gen Intel(R) Core(TM) i7-1260P (8+8) @ 4.70 GHz
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'ooooi:'` `'';ioxxo' GPU: Intel Iris Xe Graphics @ 1.40 GHz [Integrated]
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'i:'` '':io' Memory: 28.11 GiB / 62.63 GiB (45%)
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'` `' Swap: 1.12 GiB / 68.89 GiB (2%)
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Disk (/): 552.03 GiB / 847.71 GiB (65%) - ext4
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Local IP (wg0-mullvad): 10.131.3.55/32
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Battery (BAT): 95% [AC Connected]
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Locale: en_US.UTF-8
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```
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### Main Models and Parameters
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```
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$ export QUIET=true
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$ ollama-test "64000 128000" "4 7 0" 0 "qwen3.5:27b qwen3.5:35b qwen3.6:27b qwen3.6:35b qwen3.8:27b devstral-small-2:24b"
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| Model | HDD | Context | RAM | Threads | Processor | Speed (t/s) | Time (s) |
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| :------------------------ | -----: | -------: | -----: | ------: | --------: | ----------: | -------: |
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| qwen3.5:27b | 17GB | 64000 | 22GB | 4 | 100%CPU | 2.12 | 256 |
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| qwen3.5:35b | 22GB | 64000 | 23GB | 4 | 100%CPU | 13.26 | 42 |
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| qwen3.6:27b | 17GB | 64000 | 18GB | 4 | 100%CPU | 2.97 | 102 |
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| qwen3.6:35b | 22GB | 64000 | 22GB | 4 | 100%CPU | 13.91 | 26 |
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| qwen3.8:27b | 17GB | 64000 | 19GB | 4 | 100%CPU | 1.76 | 49 |
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| devstral-small-2:24b | 15GB | 64000 | 26GB | 4 | 100%CPU | 2.76 | 93 |
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| qwen3.5:27b | 17GB | 64000 | 22GB | 7 | 100%CPU | 2.08 | 167 |
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| qwen3.5:35b | 22GB | 64000 | 23GB | 7 | 100%CPU | 13.61 | 20 |
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| qwen3.6:27b | 17GB | 64000 | 18GB | 7 | 100%CPU | 3.08 | 56 |
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| qwen3.6:35b | 22GB | 64000 | 22GB | 7 | 100%CPU | 11.13 | 36 |
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| qwen3.8:27b | 17GB | 64000 | 19GB | 7 | 100%CPU | 2.23 | 43 |
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| devstral-small-2:24b | 15GB | 64000 | 26GB | 7 | 100%CPU | 2.36 | 88 |
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| qwen3.5:27b | 17GB | 64000 | 22GB | 0 | 100%CPU | 2.11 | 156 |
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| qwen3.5:35b | 22GB | 64000 | 23GB | 0 | 100%CPU | 13.68 | 37 |
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| qwen3.6:27b | 17GB | 64000 | 18GB | 0 | 100%CPU | 2.68 | 85 |
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| qwen3.6:35b | 22GB | 64000 | 22GB | 0 | 100%CPU | 13.83 | 39 |
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| qwen3.8:27b | 17GB | . . . .
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```
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## Tokens per CPU Count
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Verifying that 8 or less cores gives better performance (less memory issues).
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