- README.md: project overview, quick start, command reference, workflow - CLAUDE.md: AI safety rules, technical details, conventions - AGENTS.md: agent workflows, file responsibility map, dependency matrix - docs/architecture.md: script layers, data flow, unified memory, JSON schemas - docs/optimization.md: step-by-step optimization walkthrough - docs/benchmarking.md: methodology, test params, result interpretation - docs/troubleshooting.md: common issues and fixes - docs/references.md: centralized external links (single source of truth) - docs/bios-vram-guide.md: add back-link to optimization workflow Cross-linked non-redundantly: each doc owns one layer, others link to it. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
5.1 KiB
5.1 KiB
Architecture
Script Layers
bin/ User entry points (thin dispatchers)
audit → scripts/audit/
monitor → scripts/monitor/
benchmark → scripts/benchmark/
optimize → scripts/optimize/
scripts/ Implementation (sourcing lib/ for shared logic)
audit/ System assessment
monitor/ GPU/system monitoring + metrics logging
benchmark/ llama-bench via toolbox containers
optimize/ GRUB, tuned, BIOS guidance, verify, rollback
lib/ Shared bash libraries (sourced, not executed)
common.sh Logging, root checks, confirm prompts, paths
detect.sh Hardware/config detection from sysfs + system tools
format.sh Color output, human_bytes, status indicators, tables
configs/ Reference configuration templates
data/ Runtime output (gitignored)
docs/ Documentation
Every script sources libs in order: common.sh → detect.sh → format.sh. format.sh depends on color variables defined in common.sh.
Data Flow
/sys/class/drm/card1/device/ ──→ lib/detect.sh ──→ scripts/audit/
/proc/cpuinfo, /proc/meminfo ──→ (detect_*) ──→ scripts/monitor/
/proc/cmdline ──→ ──→ scripts/optimize/
tuned-adm, rpm, lspci ──→ ──→ scripts/benchmark/
│
▼
data/
├── audits/*.json
├── logs/*.csv
├── baselines/*/summary.json
└── benchmarks/*/summary.json
Unified Memory Model
AMD Strix Halo shares physical RAM between CPU and GPU. Two allocation mechanisms:
| Type | Description | Configuration |
|---|---|---|
| VRAM (dedicated) | Permanently reserved for GPU framebuffer | BIOS setting (UMA Frame Buffer Size) |
| GTT (dynamic) | System RAM mapped into GPU address space on demand | Kernel boot params: amdgpu.gttsize, ttm.pages_limit |
Optimal for LLM workloads: Minimize VRAM (0.5 GiB), maximize GTT (~60 GiB on 64 GB system). The GPU borrows memory when needed and releases it when idle.
Kernel Parameter Math (64 GB system)
Total physical RAM: 64 GiB
OS reserve: 4 GiB
Available for GTT: 60 GiB = 61440 MiB
amdgpu.gttsize = 60 * 1024 = 61440 (MiB)
ttm.pages_limit = 60 * 1024 * 256 = 15728640 (4K pages)
iommu = pt (passthrough, lower latency)
The toolkit computes these dynamically via recommended_gttsize_mib() and recommended_pages_limit() in lib/detect.sh, based on detected total physical RAM (visible + VRAM).
Sysfs Paths
| Path | Content |
|---|---|
/sys/class/drm/card1/device/mem_info_vram_total |
Dedicated VRAM in bytes |
/sys/class/drm/card1/device/mem_info_vram_used |
VRAM currently in use |
/sys/class/drm/card1/device/mem_info_gtt_total |
GTT allocation in bytes |
/sys/class/drm/card1/device/mem_info_gtt_used |
GTT currently in use |
/sys/class/drm/card1/device/gpu_busy_percent |
GPU utilization 0-100 |
/sys/class/drm/card1/device/hwmon/hwmon*/temp1_input |
Temperature in millidegrees C |
/sys/class/drm/card1/device/hwmon/hwmon*/power1_average |
Power in microwatts |
Card number is auto-detected by find_gpu_card() (matches AMD vendor ID 0x1002).
JSON Output Schemas
system-state.json (from audit --json)
{
"timestamp": "20260325-120000",
"hardware": { "cpu_model": "...", "cpu_cores": 16, "cpu_threads": 32, "gpu_name": "...", "gpu_device_id": "1586", "system_ram_kb": 32609248 },
"memory": { "vram_total_bytes": 0, "vram_used_bytes": 0, "gtt_total_bytes": 0, "gtt_used_bytes": 0, "recommended_gttsize_mib": 0, "recommended_pages_limit": 0 },
"kernel": { "version": "...", "cmdline": "...", "param_iommu": "", "param_gttsize": "", "param_pages_limit": "" },
"firmware": "...", "tuned_profile": "...", "rocm_version": "...",
"vulkan": { "driver": "...", "version": "..." },
"sensors": { "gpu_temp_mc": 0, "gpu_power_uw": 0, "gpu_busy_pct": 0 },
"toolboxes": [], "stacks": { "ollama": "...", "lmstudio": "...", "llamacpp": "...", "opencode": "..." }
}
summary.json (from benchmark runs)
{
"results": [
{ "file": "model__backend__fa1.log", "model": "...", "size": "...", "backend": "Vulkan", "test": "pp512", "tokens_per_sec": 548.18, "raw": "548.18 +/- 1.59" }
]
}
metrics.csv (from monitor --log)
timestamp,gpu_busy_pct,vram_used_mib,gtt_used_mib,gpu_temp_c,gpu_power_w,cpu_pct,ram_used_mib
Sampled every 2 seconds by default. Pure bash implementation (no subshell forks per sample).