LM

Decision Tree for tinkering with Intel Arc Pro B70

File Path	/images/quickmmd/LM-tinkering-b70.svg
File Size	34.18 KB
Last modified	20:55:10
Time of SVG loading	2.56 second(s)
Time of SVG convertion	0.00 second(s)
Cache Detected	No
MD5 of incoming syntax	a84817926a43bdd3e9123f4d1821c20a
MD5 of cached syntax	b717d64ff51dccab5da53a61c94c6d48
SVG Engine	Kroki API
Kroki API URL	http://kroki:8000
Mermaid syntax Reference	https://mermaid.js.org/intro/syntax-reference.html
QuickMMD Version	1.0.0 - About QuickMMD

flowchart LR
  subgraph hardware
    A[Got B70]
  end

  subgraph os
    B1[Install<br>Ubuntu 24.04]
    B2[Install<br>Ubuntu 26.04]
    A --> B1
    A --> B2
  end

  subgraph drvier
    C1[Install<br>PPA driver]
    C2[Install<br>oneAPI]
    C3[Install<br>OpenVINO]
    C4[Install<br>PPA driver]
    C5[Cannot install<br>oneAPI]
    C6[Cannot install<br>OpenVINO]
    C1 --> C2 & C3
    C4 --> C5 & C6
    B1 --> C1
    B2 --> C4
  end

  subgraph runtime
    D1[Build llama.cpp for<br>SYCL]
    D2[Build llama.cpp for<br>OpenVINO]
    D3[Build SGLang for<br>SYCL]
    D4[Build SGLang for<br>OpenVINO]
    C2 --> D1
    C3 --> D2
    C2 --> D3
    C3 --> D4
  end

  subgraph tools
    T1[Install<br>pipx]
    T2[Install<br>hf]
    T3[Install<br>nvtop]
    T4[Install<br>screen]
    T1 --> T2
    B1 --> T1
    B1 --> T3
    B1 --> T4
  end

  subgraph env
    V1[Optimize<br>.bashrc]
    C2 --> V1
    C3 --> V1
    T2 --> V1
    T4 --> V1
  end

Build environment

hf (model management)

• https://huggingface.co/docs/huggingface_hub/package_reference/environment_variables
• https://www.datalearner.com/en/leaderboards/category/code?benchmark=SWE-bench+Verified&modelSize=34b&licenseType=open
• https://huggingface.co/datasets/ScaleAI/SWE-bench_Pro

Purpose	Command
cache management	hf cache list hf cache rm <model id> hf cache prune
fix WiFi problem	HF_XET_FIXED_DOWNLOAD_CONCURRENCY=10 hf download "unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF" --include "*UD-Q4_K_XL*" HF_XET_FIXED_DOWNLOAD_CONCURRENCY=10 hf download "unsloth/Devstral-Small-2-24B-Instruct-2512-GGUF" --include "*UD-Q4_K_XL*"
search	# search by population hf models ls --search "Muse-Glimmer" --apps llama.cpp --expand "downloads,likes,createdAt,lastModified" --sort downloads --no-truncate --limit 25 # search for latest publish hf models ls --search "Muse-Glimmer" --apps llama.cpp --expand "downloads,likes,createdAt,lastModified" --sort created_at --no-truncate --limit 25 # search for latest tunning hf models ls --search "Muse-Glimmer" --apps llama.cpp --expand "downloads,likes,createdAt,lastModified" --sort last_modified --no-truncate --limit 25
optimize Qwen3-Coder	hf models ls --search "coder" --apps llama.cpp --sort downloads --limit 1 --format json | jq . hf models ls -h "unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF" hf download "unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF" --include "*UD-Q4_K_XL*"
optimize gemma-4-E4B	hf models ls -h unsloth/gemma-4-E4B-it-qat-GGUF hf download unsloth/gemma-4-E4B-it-qat-GGUF --include "*UD-Q4_K_XL*" hf download unsloth/gemma-4-E4B-it-qat-GGUF --include "mmproj-BF16.gguf" hf download unsloth/gemma-4-E4B-it-qat-GGUF --include "mtp-gemma-4-E4B-it.gguf"
optimize gemma-4-12B	hf models ls -h unsloth/gemma-4-12B-it-qat-GGUF hf download unsloth/gemma-4-12B-it-qat-GGUF --include "*UD-Q4_K_XL*" hf download unsloth/gemma-4-12B-it-qat-GGUF --include "mmproj-BF16.gguf" hf download unsloth/gemma-4-12B-it-qat-GGUF --include "mtp-gemma-4-12B-it.gguf"
optimize Muse Glimmer	hf models ls -h unsloth/Muse-Glimmer-30B-GGUF hf download unsloth/Muse-Glimmer-30B-GGUF --include "*UD-Q4_K_XL*" hf download unsloth/Muse-Glimmer-30B-GGUF --include "*UD-Q5_K_XL*" hf download unsloth/Muse-Glimmer-30B-GGUF --include "*UD-Q6_K_XL*" hf download unsloth/Muse-Glimmer-30B-GGUF --include "dflash-kquant.gguf" hf download unsloth/Muse-Glimmer-30B-GGUF --include "mmproj-kquant.gguf"
	tree ~/.cache/huggingface/hub/models--unsloth--Devstral-Small-2-24B-Instruct-2512-GGUF/snapshots tree ~/.cache/huggingface/hub/models--unsloth--Qwen3-Coder-30B-A3B-Instruct-GGUF/snapshots

Ubuntu

• LLM/Intel Pro Arc B70
• LLM/Ryzen AI 7 350 (XDNA)

Agents

• LLM/jrswab_axe

Wishlist

• LLM/prompt for coding