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55b65ff56e
| Author | SHA1 | Date | |
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| 55b65ff56e | |||
| 3b0f82ecfa | |||
| c653e5a5a4 | |||
| 009a8f52a9 | |||
| a774b52e9c | |||
| 01d3aa9c57 |
+8
-3
@@ -3,10 +3,15 @@
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# cpu_ok: yes = usable speed without a GPU (small dense or MoE with few active params).
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# cpu_ok: yes = usable speed without a GPU (small dense or MoE with few active params).
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# rank: higher = better quality for coding; the recommender picks the highest rank that fits.
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# rank: higher = better quality for coding; the recommender picks the highest rank that fits.
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qwen2.5-coder:1.5b 1.0 2.0 yes 10 Tiny; very fast, weak edits. For very small machines.
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qwen2.5-coder:1.5b 1.0 2.0 yes 10 Tiny; very fast, weak edits. For very small machines.
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granite-code:3b 2.0 3.0 yes 15 IBM, Apache-2.0 (fully permissive); a bit weaker than Qwen at this size.
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qwen2.5-coder:3b 1.9 3.0 yes 20 Small and fast; OK for simple edits.
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qwen2.5-coder:3b 1.9 3.0 yes 20 Small and fast; OK for simple edits.
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granite-code:8b 4.6 6.2 yes 27 IBM, Apache-2.0 (fully permissive); solid mid-size coder.
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qwen2.5-coder:7b 4.7 6.5 yes 30 Best all-round choice for laptops / CPU-only.
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qwen2.5-coder:7b 4.7 6.5 yes 30 Best all-round choice for laptops / CPU-only.
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deepseek-coder-v2:16b 8.9 11.5 yes 35 MoE (2.4B active): fast on CPU, needs ~12 GB RAM.
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granite-code:20b 12 15 no 33 IBM, Apache-2.0 (fully permissive); dense, wants a GPU (~15 GB).
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deepseek-coder-v2:16b 8.9 11.5 yes 35 MoE (Mixture of Experts, 2.4B active): fast on CPU, needs ~12 GB RAM.
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qwen2.5-coder:14b 9.0 11.5 no 40 Noticeably smarter than 7B; wants a GPU (~12 GB VRAM).
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qwen2.5-coder:14b 9.0 11.5 no 40 Noticeably smarter than 7B; wants a GPU (~12 GB VRAM).
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gpt-oss:20b 14 17 yes 50 MoE reasoning model; needs ~17 GB RAM or VRAM.
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gpt-oss:20b 14 17 yes 50 MoE (Mixture of Experts) reasoning model; needs ~17 GB RAM or VRAM.
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qwen3-coder:30b 19 23 yes 60 MoE (3B active): strong coder, fast on CPU with 24+ GB RAM.
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granite-code:34b 19 23 no 55 IBM, Apache-2.0 (fully permissive); dense, needs a 24 GB GPU.
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devstral:24b 14 17 no 58 Mistral+All Hands, Apache-2.0; built for agentic multi-file edits, needs ~17 GB RAM or VRAM.
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qwen3-coder:30b 19 23 yes 60 MoE (Mixture of Experts, 3B active): strong coder, fast on CPU with 24+ GB RAM.
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qwen2.5-coder:32b 20 24 no 70 Top-quality dense coder; needs a 24 GB GPU.
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qwen2.5-coder:32b 20 24 no 70 Top-quality dense coder; needs a 24 GB GPU.
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@@ -10,6 +10,7 @@ cd "$(dirname "$0")"
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[ -f .ai-config ] || { echo "No .ai-config yet - run ./setup.sh first." >&2; exit 1; }
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[ -f .ai-config ] || { echo "No .ai-config yet - run ./setup.sh first." >&2; exit 1; }
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# shellcheck disable=SC1091
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# shellcheck disable=SC1091
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source .ai-config
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source .ai-config
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PORT=${AI_PORT:-$PORT} # override for one run: AI_PORT=11500 ./run-ai-image.sh
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running() { [ "$(docker inspect -f '{{.State.Running}}' "$CONTAINER_NAME" 2>/dev/null)" = "true" ]; }
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running() { [ "$(docker inspect -f '{{.State.Running}}' "$CONTAINER_NAME" 2>/dev/null)" = "true" ]; }
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exists() { docker inspect "$CONTAINER_NAME" >/dev/null 2>&1; }
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exists() { docker inspect "$CONTAINER_NAME" >/dev/null 2>&1; }
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@@ -28,6 +29,12 @@ if running; then
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echo "Already running on http://127.0.0.1:$PORT"
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echo "Already running on http://127.0.0.1:$PORT"
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else
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else
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exists && docker rm -f "$CONTAINER_NAME" >/dev/null
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exists && docker rm -f "$CONTAINER_NAME" >/dev/null
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if (exec 3<>"/dev/tcp/127.0.0.1/$PORT") 2>/dev/null; then
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echo "Port $PORT is already in use by something else (a host Ollama, another container?):" >&2
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docker ps --filter "publish=$PORT" --format ' container {{.Names}}' >&2 || true
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echo "Re-run ./setup.sh to pick a free port, or use: AI_PORT=<free port> ./run-ai-image.sh" >&2
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exit 1
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fi
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args=(-d --name "$CONTAINER_NAME" -p "127.0.0.1:$PORT:11434" --restart unless-stopped)
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args=(-d --name "$CONTAINER_NAME" -p "127.0.0.1:$PORT:11434" --restart unless-stopped)
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[ "$USE_GPU" = "1" ] && args+=(--gpus all)
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[ "$USE_GPU" = "1" ] && args+=(--gpus all)
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docker run "${args[@]}" "$IMAGE_NAME" >/dev/null
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docker run "${args[@]}" "$IMAGE_NAME" >/dev/null
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@@ -4,24 +4,29 @@
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# .ai-config (settings used by build-ai-image.sh / run-ai-image.sh)
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# .ai-config (settings used by build-ai-image.sh / run-ai-image.sh)
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# RUN_AIDER.md (how to run aider against the container on this machine)
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# RUN_AIDER.md (how to run aider against the container on this machine)
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#
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#
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# Usage: ./setup.sh [--model <ollama-tag>] [--gpu|--no-gpu] [--yes]
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# Usage: ./setup.sh [--model <ollama-tag>] [--gpu|--no-gpu] [--port <n>] [--yes]
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set -euo pipefail
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set -euo pipefail
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cd "$(dirname "$0")"
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cd "$(dirname "$0")"
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# Numeric formatting/parsing below assumes '.' as the decimal point (awk, sort -n).
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# A locale like de_DE (comma decimal separator) would corrupt those comparisons.
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export LC_ALL=C
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FORCE_MODEL=""; FORCE_GPU=""; ASSUME_YES=0
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FORCE_MODEL=""; FORCE_GPU=""; ASSUME_YES=0; FORCE_PORT=""
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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 "$1" in
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--model) FORCE_MODEL="${2:?--model needs a value}"; shift ;;
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--model) FORCE_MODEL="${2:?--model needs a value}"; shift ;;
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--gpu) FORCE_GPU=1 ;;
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--gpu) FORCE_GPU=1 ;;
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--no-gpu) FORCE_GPU=0 ;;
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--no-gpu) FORCE_GPU=0 ;;
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--port) FORCE_PORT="${2:?--port needs a value}"; shift ;;
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--yes|-y) ASSUME_YES=1 ;;
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--yes|-y) ASSUME_YES=1 ;;
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-h|--help) sed -n '2,8p' "$0" | sed 's/^# \?//'; exit 0 ;;
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-h|--help) sed -n '2,9p' "$0" | sed 's/^# \?//'; exit 0 ;;
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*) echo "Unknown option: $1" >&2; exit 1 ;;
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*) echo "Unknown option: $1" >&2; exit 1 ;;
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esac
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esac
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shift
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shift
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done
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done
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IMAGE_NAME="local-ai"; CONTAINER_NAME="local-ai"; PORT=11434
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IMAGE_NAME="local-ai"; CONTAINER_NAME="local-ai"; PORT=""
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port_busy() { (exec 3<>"/dev/tcp/127.0.0.1/$1") 2>/dev/null; }
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NOTES=() # machine-specific remarks, echoed to the terminal and RUN_AIDER.md
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NOTES=() # machine-specific remarks, echoed to the terminal and RUN_AIDER.md
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# Distro-specific commands to make an NVIDIA GPU usable from Docker.
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# Distro-specific commands to make an NVIDIA GPU usable from Docker.
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@@ -127,9 +132,12 @@ echo
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# ------------------------------------------------ memory budget / context
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# ------------------------------------------------ memory budget / context
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# What a model must fit into: VRAM when a GPU is used, else RAM minus headroom
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# What a model must fit into: VRAM when a GPU is used, else RAM minus headroom
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# for the OS, aider and the editor.
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# for the OS, aider and the editor. hard_budget/gpu_hard have almost no headroom -
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# a model only fitting there is "tight" (usable, but close other apps first).
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budget=$(awk -v r="$ram_gb" 'BEGIN {b=r-4; if (b<1) b=1; printf "%.1f", b}')
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budget=$(awk -v r="$ram_gb" 'BEGIN {b=r-4; if (b<1) b=1; printf "%.1f", b}')
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hard_budget=$(awk -v r="$ram_gb" 'BEGIN {b=r-1; if (b<1) b=1; printf "%.1f", b}')
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gpu_budget=$(awk -v v="$vram_gb" 'BEGIN {printf "%.1f", v*0.9}')
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gpu_budget=$(awk -v v="$vram_gb" 'BEGIN {printf "%.1f", v*0.9}')
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gpu_hard=$(awk -v v="$vram_gb" 'BEGIN {printf "%.1f", v*0.98}')
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if awk -v b="$budget" 'BEGIN{exit !(b<6)}'; then CONTEXT=4096
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if awk -v b="$budget" 'BEGIN{exit !(b<6)}'; then CONTEXT=4096
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elif awk -v b="$budget" 'BEGIN{exit !(b>=40)}'; then CONTEXT=32768
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elif awk -v b="$budget" 'BEGIN{exit !(b>=40)}'; then CONTEXT=32768
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@@ -143,10 +151,14 @@ for i in "${!rows[@]}"; do
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IFS=$'\t' read -r tag disk mem cpu_ok rank desc <<<"${rows[$i]}"
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IFS=$'\t' read -r tag disk mem cpu_ok rank desc <<<"${rows[$i]}"
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tags[i]=$tag
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tags[i]=$tag
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fits_ram=$(awk -v m="$mem" -v b="$budget" 'BEGIN{print (m<=b)}')
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fits_ram=$(awk -v m="$mem" -v b="$budget" 'BEGIN{print (m<=b)}')
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fits_hard_ram=$(awk -v m="$mem" -v b="$hard_budget" 'BEGIN{print (m<=b)}')
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fits_gpu=$(awk -v m="$mem" -v b="$gpu_budget" -v u="$gpu_usable" 'BEGIN{print (u && m<=b)}')
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fits_gpu=$(awk -v m="$mem" -v b="$gpu_budget" -v u="$gpu_usable" 'BEGIN{print (u && m<=b)}')
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fits_hard_gpu=$(awk -v m="$mem" -v b="$gpu_hard" -v u="$gpu_usable" 'BEGIN{print (u && m<=b)}')
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if [ "$fits_gpu" = 1 ]; then status[i]="fits"; speed[i]="fast (GPU)"
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if [ "$fits_gpu" = 1 ]; then status[i]="fits"; speed[i]="fast (GPU)"
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elif [ "$fits_hard_gpu" = 1 ]; then status[i]="tight"; speed[i]="tight (GPU)"
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elif [ "$fits_ram" = 1 ] && [ "$cpu_ok" = yes ]; then status[i]="fits"; speed[i]="ok (CPU)"
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elif [ "$fits_ram" = 1 ] && [ "$cpu_ok" = yes ]; then status[i]="fits"; speed[i]="ok (CPU)"
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elif [ "$fits_ram" = 1 ]; then status[i]="slow"; speed[i]="slow (CPU)"
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elif [ "$fits_ram" = 1 ]; then status[i]="slow"; speed[i]="slow (CPU)"
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elif [ "$fits_hard_ram" = 1 ]; then status[i]="tight"; speed[i]="tight (CPU)"
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else status[i]="too big"; speed[i]="-"; fi
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else status[i]="too big"; speed[i]="-"; fi
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[ "${status[$i]}" = fits ] && rec=$i # sorted by rank, so last "fits" wins
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[ "${status[$i]}" = fits ] && rec=$i # sorted by rank, so last "fits" wins
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done
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done
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@@ -206,7 +218,10 @@ if [ -z "$FORCE_MODEL" ]; then
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[[ "$choice" =~ ^[0-9]+$ ]] && [ "$choice" -ge 1 ] && [ "$choice" -le "${#rows[@]}" ] || { echo "Invalid choice." >&2; exit 1; }
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[[ "$choice" =~ ^[0-9]+$ ]] && [ "$choice" -ge 1 ] && [ "$choice" -le "${#rows[@]}" ] || { echo "Invalid choice." >&2; exit 1; }
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sel=$((choice-1))
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sel=$((choice-1))
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MODEL=${tags[$sel]}
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MODEL=${tags[$sel]}
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if [ "${status[$sel]}" = "too big" ] || [ "${status[$sel]}" = "slow" ]; then
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if [ "${status[$sel]}" = "tight" ]; then
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echo "Warning: $MODEL is 'tight' on this machine (fits, but leaves little headroom - close other apps first)."
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if [ "$ASSUME_YES" != 1 ]; then read -r -p "Continue anyway? [y/N] " a; [[ "$a" =~ ^[Yy] ]] || exit 1; fi
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elif [ "${status[$sel]}" = "too big" ] || [ "${status[$sel]}" = "slow" ]; then
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echo "Warning: $MODEL is '${status[$sel]}' on this machine (may swap, crawl, or crash)."
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echo "Warning: $MODEL is '${status[$sel]}' on this machine (may swap, crawl, or crash)."
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if [ "$ASSUME_YES" != 1 ]; then read -r -p "Continue anyway? [y/N] " a; [[ "$a" =~ ^[Yy] ]] || exit 1; fi
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if [ "$ASSUME_YES" != 1 ]; then read -r -p "Continue anyway? [y/N] " a; [[ "$a" =~ ^[Yy] ]] || exit 1; fi
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fi
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fi
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@@ -219,6 +234,19 @@ if awk -v d="$sel_disk" -v f="$disk_gb" 'BEGIN{exit !(d*2>f)}'; then
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NOTES+=("Low disk space: ${disk_gb} GB free, the build needs roughly 2x the model size (${sel_disk} GB).")
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NOTES+=("Low disk space: ${disk_gb} GB free, the build needs roughly 2x the model size (${sel_disk} GB).")
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fi
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fi
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# ------------------------------------------------------------ host port
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# Default 11434 (Ollama's standard); if something else (e.g. a host Ollama)
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# already uses it, take the next free port.
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if [ -n "$FORCE_PORT" ]; then PORT=$FORCE_PORT
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else
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for PORT in $(seq 11434 11534); do
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# our own container from an earlier run doesn't count as busy
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[ "$(docker port "$CONTAINER_NAME" 11434/tcp 2>/dev/null | head -1 | sed 's/.*://')" = "$PORT" ] && break
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port_busy "$PORT" || break
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done
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[ "$PORT" != 11434 ] && NOTES+=("Port 11434 is already in use on this machine, so the AI container will use port $PORT.")
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fi
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# ------------------------------------------------------------------- output
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# ------------------------------------------------------------------- output
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USE_GPU=$gpu_usable
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USE_GPU=$gpu_usable
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sed -e "s|@@MODEL@@|$MODEL|g" -e "s|@@CONTEXT@@|$CONTEXT|g" Dockerfile.template > Dockerfile
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sed -e "s|@@MODEL@@|$MODEL|g" -e "s|@@CONTEXT@@|$CONTEXT|g" Dockerfile.template > Dockerfile
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