# Phase 1: Core Implementation Design Approved 19 Feb 2026. ## Component Structure 4 files, layered bottom-up: ``` internal/llamacpp/client.go <- HTTP + SSE (no inference types) server.go <- process lifecycle (spawn, health, kill) model.go <- inference.TextModel (wraps server + client) backend.go <- inference.Backend (fill in stubs) ``` Each layer only knows about the one below it. `internal/llamacpp/` is a pure HTTP client with zero go-inference dependency — it speaks llama-server's OpenAI-compatible API and returns plain Go types. ## Data Flow ``` LoadModel("/path/to/model.gguf") -> backend.go: find llama-server binary, apply LoadConfig -> server.go: spawn process (HIP_VISIBLE_DEVICES=0, random port) poll GET /health until {"status":"ok"} (timeout 60s) -> model.go: return &rocmModel{server, client} Generate(ctx, "prompt") -> model.go: build request body from GenerateConfig -> client.go: POST /v1/completions, stream=true parse SSE lines: data: {json} yield Token{Text: chunk} via iter.Seq[Token] -> on ctx cancel: close HTTP response body (stops SSE) Close() -> server.go: SIGTERM -> wait 5s -> SIGKILL if needed ``` ## Key Decisions - **Server lifecycle**: Long-lived. Spawn on LoadModel(), reuse for all Generate/Chat calls, kill on Close(). - **Port selection**: `net.Listen(":0")` for kernel-assigned free port. Close listener, pass port to llama-server. - **SSE parsing**: Hand-rolled with `bufio.Scanner`. llama-server's SSE format is simple (`data: {json}\n\n`), ~20 lines. - **Health polling**: Simple loop, 100ms interval, 60s timeout. Returns error if exceeded. - **Error handling**: `Err()` stores last error. Process death mid-stream detected via response body EOF + process state. - **Thread safety**: `rocmModel` safe for concurrent calls (llama-server handles via slots). `lastErr` protected by mutex. - **iGPU mitigation**: `HIP_VISIBLE_DEVICES=0` set in process env unconditionally. ## Testing - **Unit tests** (no GPU): mock HTTP responses for SSE parsing in client.go - **Integration test** (GPU + model): LoadModel -> Generate -> Close, `t.Skip()` when unavailable - **Test model**: LEK-Gemma3-1B-layered-v2-Q5_K_M.gguf (smallest, fast load)