LM

Decision Tree for tinkering with Intel Arc Pro B70

File Path	/images/quickmmd/LM-tinkering-b70.svg
File Size	13.18 KB
Last modified	21:56:38
Time of SVG loading	1.51 second(s)
Time of SVG convertion	0.00 second(s)
Cache Detected	No
MD5 of incoming syntax	ffc7f71c2ac4bf6c6ff0d8d03e33b6de
MD5 of cached syntax	47d19aaedfbb9b5eb98f18ddfd23af9d
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 TB
  subgraph zero
    A[Got B70]
  end

  subgraph os
    B1[Install Ubuntu 24.04]
    B2[Install Ubuntu 26.04]
    A --> B1
    A --> B2
  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	hf models ls --search "gemma-4" --apps llama.cpp --sort downloads --limit 10 hf models ls --search "coder" --apps llama.cpp --sort downloads --limit 10 hf models ls --search "unsloth" --apps llama.cpp --sort downloads --limit 10
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