mirror of
https://github.com/BillyOutlast/proxmox-rocm-toolkit.git
synced 2026-10-11 21:29:58 +00:00
Enhance Ollama memory profile script with keep-alive and GPU overhead options
This commit is contained in:
@@ -147,14 +147,14 @@ Preset selection quick guide:
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| 7B to 14B | `max` | Highest throughput, more aggressive memory/concurrency. |
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| 7B to 14B | `max` | Highest throughput, more aggressive memory/concurrency. |
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| 20B to 32B | `balanced` | Best first choice for stability on large models. |
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| 20B to 32B | `balanced` | Best first choice for stability on large models. |
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| 30B+ with load failures/OOM | `safe` | Use when `ROCm error: out of memory` appears. |
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| 30B+ with load failures/OOM | `safe` | Uses lower context, `KEEP_ALIVE=0`, and higher GPU overhead reserve. |
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If a model fails to load, step down from `max` → `balanced` → `safe` before changing manual values.
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If a model fails to load, step down from `max` → `balanced` → `safe` before changing manual values.
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Custom values example:
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Custom values example:
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```bash
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```bash
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sudo bash ./scripts/set_ollama_memory_profile_in_ct.sh --ctid 120 --context-length 4096 --num-parallel 1 --max-loaded-models 1 --flash-attention false
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sudo bash ./scripts/set_ollama_memory_profile_in_ct.sh --ctid 120 --context-length 4096 --num-parallel 1 --max-loaded-models 1 --flash-attention false --keep-alive 0 --gpu-overhead-bytes 2147483648
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```
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```
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## Expose Ollama to LAN
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## Expose Ollama to LAN
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@@ -57,7 +57,7 @@ Preset selection quick guide:
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| 7B to 14B | `max` | Highest throughput, more aggressive memory/concurrency. |
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| 7B to 14B | `max` | Highest throughput, more aggressive memory/concurrency. |
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| 20B to 32B | `balanced` | Best first choice for stability on large models. |
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| 20B to 32B | `balanced` | Best first choice for stability on large models. |
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| 30B+ with load failures/OOM | `safe` | Use when `ROCm error: out of memory` appears. |
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| 30B+ with load failures/OOM | `safe` | Uses lower context, `KEEP_ALIVE=0`, and higher GPU overhead reserve. |
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If a model fails to load, step down from `max` → `balanced` → `safe` before manual tuning.
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If a model fails to load, step down from `max` → `balanced` → `safe` before manual tuning.
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@@ -16,6 +16,8 @@ Options:
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--num-parallel <int> OLLAMA_NUM_PARALLEL (default: 1)
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--num-parallel <int> OLLAMA_NUM_PARALLEL (default: 1)
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--max-loaded-models <int> OLLAMA_MAX_LOADED_MODELS (default: 1)
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--max-loaded-models <int> OLLAMA_MAX_LOADED_MODELS (default: 1)
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--flash-attention <bool> OLLAMA_FLASH_ATTENTION true|false (default: false)
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--flash-attention <bool> OLLAMA_FLASH_ATTENTION true|false (default: false)
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--keep-alive <value> OLLAMA_KEEP_ALIVE (default preset-specific)
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--gpu-overhead-bytes <int> OLLAMA_GPU_OVERHEAD in bytes (default preset-specific)
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Notes:
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Notes:
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- Preset sets baseline values.
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- Preset sets baseline values.
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@@ -36,11 +38,15 @@ CONTEXT_LENGTH="8192"
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NUM_PARALLEL="1"
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NUM_PARALLEL="1"
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MAX_LOADED_MODELS="1"
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MAX_LOADED_MODELS="1"
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FLASH_ATTENTION="false"
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FLASH_ATTENTION="false"
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KEEP_ALIVE="5m"
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GPU_OVERHEAD_BYTES="1073741824"
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EXPLICIT_CONTEXT_LENGTH="no"
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EXPLICIT_CONTEXT_LENGTH="no"
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EXPLICIT_NUM_PARALLEL="no"
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EXPLICIT_NUM_PARALLEL="no"
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EXPLICIT_MAX_LOADED_MODELS="no"
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EXPLICIT_MAX_LOADED_MODELS="no"
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EXPLICIT_FLASH_ATTENTION="no"
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EXPLICIT_FLASH_ATTENTION="no"
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EXPLICIT_KEEP_ALIVE="no"
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EXPLICIT_GPU_OVERHEAD_BYTES="no"
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while [[ $# -gt 0 ]]; do
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while [[ $# -gt 0 ]]; do
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case "$1" in
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case "$1" in
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@@ -50,6 +56,8 @@ while [[ $# -gt 0 ]]; do
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--num-parallel) NUM_PARALLEL="$2"; EXPLICIT_NUM_PARALLEL="yes"; shift 2 ;;
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--num-parallel) NUM_PARALLEL="$2"; EXPLICIT_NUM_PARALLEL="yes"; shift 2 ;;
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--max-loaded-models) MAX_LOADED_MODELS="$2"; EXPLICIT_MAX_LOADED_MODELS="yes"; shift 2 ;;
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--max-loaded-models) MAX_LOADED_MODELS="$2"; EXPLICIT_MAX_LOADED_MODELS="yes"; shift 2 ;;
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--flash-attention) FLASH_ATTENTION="$2"; EXPLICIT_FLASH_ATTENTION="yes"; shift 2 ;;
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--flash-attention) FLASH_ATTENTION="$2"; EXPLICIT_FLASH_ATTENTION="yes"; shift 2 ;;
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--keep-alive) KEEP_ALIVE="$2"; EXPLICIT_KEEP_ALIVE="yes"; shift 2 ;;
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--gpu-overhead-bytes) GPU_OVERHEAD_BYTES="$2"; EXPLICIT_GPU_OVERHEAD_BYTES="yes"; shift 2 ;;
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-h|--help) usage; exit 0 ;;
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-h|--help) usage; exit 0 ;;
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*)
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*)
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echo "Unknown argument: $1" >&2
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echo "Unknown argument: $1" >&2
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@@ -65,18 +73,24 @@ case "$PRESET" in
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PRESET_NUM_PARALLEL="1"
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PRESET_NUM_PARALLEL="1"
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PRESET_MAX_LOADED_MODELS="1"
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PRESET_MAX_LOADED_MODELS="1"
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PRESET_FLASH_ATTENTION="false"
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PRESET_FLASH_ATTENTION="false"
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PRESET_KEEP_ALIVE="0"
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PRESET_GPU_OVERHEAD_BYTES="2147483648"
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;;
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;;
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balanced)
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balanced)
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PRESET_CONTEXT_LENGTH="8192"
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PRESET_CONTEXT_LENGTH="8192"
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PRESET_NUM_PARALLEL="1"
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PRESET_NUM_PARALLEL="1"
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PRESET_MAX_LOADED_MODELS="1"
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PRESET_MAX_LOADED_MODELS="1"
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PRESET_FLASH_ATTENTION="false"
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PRESET_FLASH_ATTENTION="false"
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PRESET_KEEP_ALIVE="5m"
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PRESET_GPU_OVERHEAD_BYTES="1073741824"
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;;
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;;
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max)
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max)
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PRESET_CONTEXT_LENGTH="16384"
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PRESET_CONTEXT_LENGTH="16384"
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PRESET_NUM_PARALLEL="2"
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PRESET_NUM_PARALLEL="2"
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PRESET_MAX_LOADED_MODELS="2"
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PRESET_MAX_LOADED_MODELS="2"
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PRESET_FLASH_ATTENTION="true"
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PRESET_FLASH_ATTENTION="true"
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PRESET_KEEP_ALIVE="10m"
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PRESET_GPU_OVERHEAD_BYTES="536870912"
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;;
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;;
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*)
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*)
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echo "--preset must be one of: safe, balanced, max" >&2
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echo "--preset must be one of: safe, balanced, max" >&2
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@@ -88,11 +102,15 @@ CUSTOM_CONTEXT_LENGTH="$CONTEXT_LENGTH"
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CUSTOM_NUM_PARALLEL="$NUM_PARALLEL"
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CUSTOM_NUM_PARALLEL="$NUM_PARALLEL"
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CUSTOM_MAX_LOADED_MODELS="$MAX_LOADED_MODELS"
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CUSTOM_MAX_LOADED_MODELS="$MAX_LOADED_MODELS"
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CUSTOM_FLASH_ATTENTION="$FLASH_ATTENTION"
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CUSTOM_FLASH_ATTENTION="$FLASH_ATTENTION"
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CUSTOM_KEEP_ALIVE="$KEEP_ALIVE"
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CUSTOM_GPU_OVERHEAD_BYTES="$GPU_OVERHEAD_BYTES"
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CONTEXT_LENGTH="$PRESET_CONTEXT_LENGTH"
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CONTEXT_LENGTH="$PRESET_CONTEXT_LENGTH"
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NUM_PARALLEL="$PRESET_NUM_PARALLEL"
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NUM_PARALLEL="$PRESET_NUM_PARALLEL"
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MAX_LOADED_MODELS="$PRESET_MAX_LOADED_MODELS"
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MAX_LOADED_MODELS="$PRESET_MAX_LOADED_MODELS"
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FLASH_ATTENTION="$PRESET_FLASH_ATTENTION"
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FLASH_ATTENTION="$PRESET_FLASH_ATTENTION"
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KEEP_ALIVE="$PRESET_KEEP_ALIVE"
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GPU_OVERHEAD_BYTES="$PRESET_GPU_OVERHEAD_BYTES"
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if [[ "$EXPLICIT_CONTEXT_LENGTH" == "yes" ]]; then
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if [[ "$EXPLICIT_CONTEXT_LENGTH" == "yes" ]]; then
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CONTEXT_LENGTH="$CUSTOM_CONTEXT_LENGTH"
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CONTEXT_LENGTH="$CUSTOM_CONTEXT_LENGTH"
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@@ -110,6 +128,14 @@ if [[ "$EXPLICIT_FLASH_ATTENTION" == "yes" ]]; then
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FLASH_ATTENTION="$CUSTOM_FLASH_ATTENTION"
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FLASH_ATTENTION="$CUSTOM_FLASH_ATTENTION"
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fi
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fi
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if [[ "$EXPLICIT_KEEP_ALIVE" == "yes" ]]; then
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KEEP_ALIVE="$CUSTOM_KEEP_ALIVE"
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fi
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if [[ "$EXPLICIT_GPU_OVERHEAD_BYTES" == "yes" ]]; then
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GPU_OVERHEAD_BYTES="$CUSTOM_GPU_OVERHEAD_BYTES"
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fi
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if [[ -z "$CTID" ]]; then
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if [[ -z "$CTID" ]]; then
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echo "--ctid is required." >&2
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echo "--ctid is required." >&2
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usage
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usage
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@@ -139,6 +165,16 @@ case "$FLASH_ATTENTION" in
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;;
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;;
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esac
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esac
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if [[ -z "$KEEP_ALIVE" ]]; then
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echo "--keep-alive must be non-empty (examples: 0, 5m, 10m)" >&2
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exit 1
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fi
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if ! [[ "$GPU_OVERHEAD_BYTES" =~ ^[0-9]+$ ]]; then
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echo "--gpu-overhead-bytes must be an integer >= 0" >&2
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exit 1
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fi
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require_root
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require_root
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if ! pct status "$CTID" >/dev/null 2>&1; then
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if ! pct status "$CTID" >/dev/null 2>&1; then
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@@ -158,6 +194,8 @@ pct exec "$CTID" -- env \
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NUM_PARALLEL="$NUM_PARALLEL" \
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NUM_PARALLEL="$NUM_PARALLEL" \
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MAX_LOADED_MODELS="$MAX_LOADED_MODELS" \
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MAX_LOADED_MODELS="$MAX_LOADED_MODELS" \
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FLASH_ATTENTION="$FLASH_ATTENTION" \
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FLASH_ATTENTION="$FLASH_ATTENTION" \
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KEEP_ALIVE="$KEEP_ALIVE" \
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GPU_OVERHEAD_BYTES="$GPU_OVERHEAD_BYTES" \
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bash -s <<'IN_CT'
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bash -s <<'IN_CT'
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set -euo pipefail
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set -euo pipefail
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@@ -168,6 +206,8 @@ Environment=OLLAMA_CONTEXT_LENGTH=${CONTEXT_LENGTH}
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Environment=OLLAMA_MAX_LOADED_MODELS=${MAX_LOADED_MODELS}
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Environment=OLLAMA_MAX_LOADED_MODELS=${MAX_LOADED_MODELS}
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Environment=OLLAMA_NUM_PARALLEL=${NUM_PARALLEL}
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Environment=OLLAMA_NUM_PARALLEL=${NUM_PARALLEL}
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Environment=OLLAMA_FLASH_ATTENTION=${FLASH_ATTENTION}
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Environment=OLLAMA_FLASH_ATTENTION=${FLASH_ATTENTION}
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Environment=OLLAMA_KEEP_ALIVE=${KEEP_ALIVE}
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Environment=OLLAMA_GPU_OVERHEAD=${GPU_OVERHEAD_BYTES}
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EOF
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EOF
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systemctl daemon-reload
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systemctl daemon-reload
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