Files
gnoma/internal/router/task.go
T
vikingowl a9213ec382 feat(slm): Wave C — SLM classifier, MaxComplexity routing, CLI subcommands, TUI status
- slm.Classifier: openaicompat → llamafile, 2s timeout + heuristic fallback,
  heuristic baseline blended so Priority/RequiredEffort are never zeroed,
  extractJSON strips markdown fences from small-model responses
- router.ParseTaskType: case-insensitive string → TaskType, unknown → TaskGeneration
- router.Arm.MaxComplexity: zero = no ceiling (preserves existing arm behavior);
  filterFeasible excludes arms when task.ComplexityScore > MaxComplexity
- config.SLMSection: [slm] enabled / model_url / data_dir
- openaicompat.NewLlamafile: no API key, model = "default", no retries
- slm.Manager: DefaultDataDir() (XDG), Manifest() accessor
- cmd/gnoma: `gnoma slm setup` / `gnoma slm status` subcommands; SLM arm
  registered with MaxComplexity=0.3 when enabled + set up
- tui: /config shows slm status (ready/missing/not set up + base URL if running)
- docs: roadmap updated to reflect llamafile pivot from Ollama
2026-05-07 16:44:32 +02:00

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package router
import (
"fmt"
"strings"
"somegit.dev/Owlibou/gnoma/internal/provider"
)
// TaskType classifies a task for routing purposes.
type TaskType int
const (
TaskBoilerplate TaskType = iota // simple scaffolding, templates
TaskGeneration // new code creation
TaskRefactor // restructuring existing code
TaskReview // code review, analysis
TaskUnitTest // writing tests
TaskPlanning // architecture, design
TaskOrchestration // multi-step coordination
TaskSecurityReview // security-focused analysis
TaskDebug // finding and fixing bugs
TaskExplain // explaining code or concepts
)
func (t TaskType) String() string {
switch t {
case TaskBoilerplate:
return "boilerplate"
case TaskGeneration:
return "generation"
case TaskRefactor:
return "refactor"
case TaskReview:
return "review"
case TaskUnitTest:
return "unit_test"
case TaskPlanning:
return "planning"
case TaskOrchestration:
return "orchestration"
case TaskSecurityReview:
return "security_review"
case TaskDebug:
return "debug"
case TaskExplain:
return "explain"
default:
return fmt.Sprintf("unknown(%d)", t)
}
}
// Priority indicates task importance for routing decisions.
type Priority int
const (
PriorityLow Priority = iota
PriorityNormal
PriorityHigh
PriorityCritical
)
// Task represents a classified unit of work for routing.
type Task struct {
Type TaskType
Priority Priority
EstimatedTokens int
RequiresTools bool
ComplexityScore float64 // 0-1
RequiredEffort provider.EffortLevel // EffortAuto = no constraint on thinking
}
// ValueScore computes a routing value based on priority and type.
func (t Task) ValueScore() float64 {
base := map[Priority]float64{
PriorityLow: 0.5,
PriorityNormal: 1.0,
PriorityHigh: 2.0,
PriorityCritical: 5.0,
}[t.Priority]
return base * taskTypeMultiplier[t.Type]
}
var taskTypeMultiplier = map[TaskType]float64{
TaskBoilerplate: 0.6,
TaskGeneration: 1.0,
TaskRefactor: 0.9,
TaskReview: 1.1,
TaskUnitTest: 0.8,
TaskPlanning: 1.4,
TaskOrchestration: 1.5,
TaskSecurityReview: 2.0,
TaskDebug: 1.2,
TaskExplain: 0.7,
}
// QualityThreshold defines minimum acceptable quality for a task type.
type QualityThreshold struct {
Minimum float64 // below → output is harmful, never accept
Acceptable float64 // good enough
Target float64 // ideal
}
// DefaultThresholds are calibrated for M4 heuristic scores (range ~00.85).
// M9 will replace these with bandit-derived values once quality data accumulates.
var DefaultThresholds = map[TaskType]QualityThreshold{
TaskBoilerplate: {0.40, 0.55, 0.70}, // any capable arm works
TaskGeneration: {0.45, 0.60, 0.75},
TaskRefactor: {0.50, 0.65, 0.78},
TaskReview: {0.55, 0.68, 0.80},
TaskUnitTest: {0.45, 0.60, 0.75},
TaskPlanning: {0.60, 0.72, 0.82},
TaskOrchestration: {0.65, 0.75, 0.83},
TaskSecurityReview: {0.70, 0.78, 0.84}, // requires thinking or large context window
TaskDebug: {0.50, 0.65, 0.78},
TaskExplain: {0.40, 0.55, 0.72},
}
// inferEffort derives the minimum required reasoning effort from task type and complexity.
func inferEffort(task Task) provider.EffortLevel {
switch task.Type {
case TaskSecurityReview:
return provider.EffortHigh
case TaskOrchestration:
if task.ComplexityScore >= 0.5 {
return provider.EffortHigh
}
return provider.EffortMedium
case TaskPlanning:
if task.ComplexityScore >= 0.7 {
return provider.EffortHigh
}
return provider.EffortMedium
case TaskDebug, TaskRefactor, TaskReview:
if task.ComplexityScore >= 0.7 {
return provider.EffortMedium
}
if task.ComplexityScore >= 0.4 {
return provider.EffortLow
}
return provider.EffortAuto
case TaskGeneration:
if task.ComplexityScore >= 0.8 {
return provider.EffortMedium
}
return provider.EffortAuto
default:
return provider.EffortAuto
}
}
// ClassifyTask infers a TaskType from the user's prompt using keyword heuristics.
func ClassifyTask(prompt string) Task {
lower := strings.ToLower(prompt)
task := Task{
Priority: PriorityNormal,
RequiresTools: true, // assume tools needed by default
}
// Check for task type keywords (order matters — more specific/common first).
// Orchestration is placed late: its keywords ("dispatch", "pipeline", "orchestrat")
// appear as nouns in non-orchestration prompts (e.g. "refactor the pipeline dispatch",
// "review the orchestration layer"). Operational task types must gate first.
switch {
case containsAny(lower, "security", "vulnerability", "cve", "owasp", "xss", "injection", "audit security"):
task.Type = TaskSecurityReview
task.Priority = PriorityHigh
case containsAny(lower, "debug", "fix", "troubleshoot", "not working", "error", "crash", "failing", "bug"):
task.Type = TaskDebug
case containsAny(lower, "review", "check", "analyze", "audit", "inspect"):
task.Type = TaskReview
case containsAny(lower, "refactor", "restructure", "reorganize", "clean up", "simplify"):
task.Type = TaskRefactor
case containsAny(lower, "test", "spec", "coverage", "assert"):
task.Type = TaskUnitTest
case containsAny(lower, "explain", "what is", "how does", "describe", "tell me about"):
task.Type = TaskExplain
task.RequiresTools = false
case containsAny(lower, "plan", "architect", "design", "strategy", "roadmap"):
task.Type = TaskPlanning
case containsAny(lower, "orchestrat", "coordinate", "dispatch", "pipeline",
"fan out", "subtask", "delegate to", "spawn elf"):
task.Type = TaskOrchestration
task.Priority = PriorityHigh
case containsAny(lower, "create", "implement", "build", "add", "write", "generate", "make"):
task.Type = TaskGeneration
case containsAny(lower, "scaffold", "boilerplate", "template", "stub", "skeleton"):
task.Type = TaskBoilerplate
default:
task.Type = TaskGeneration // default
}
// Estimate complexity from prompt length and keywords
task.ComplexityScore = estimateComplexity(lower)
task.RequiredEffort = inferEffort(task)
return task
}
func containsAny(s string, keywords ...string) bool {
for _, kw := range keywords {
if strings.Contains(s, kw) {
return true
}
}
return false
}
func estimateComplexity(prompt string) float64 {
score := 0.0
// Length contributes to complexity
words := len(strings.Fields(prompt))
score += float64(words) / 200.0 // normalize: 200 words = 1.0
// Complexity keywords
complexKeywords := []string{"implement", "design", "architect", "system", "integration", "migrate", "optimize"}
for _, kw := range complexKeywords {
if strings.Contains(prompt, kw) {
score += 0.15
}
}
// Simple keywords reduce complexity
simpleKeywords := []string{"rename", "format", "add field", "change name", "typo", "simple"}
for _, kw := range simpleKeywords {
if strings.Contains(prompt, kw) {
score -= 0.15
}
}
// Clamp to [0, 1]
if score < 0 {
score = 0
}
if score > 1 {
score = 1
}
return score
}
// ParseTaskType converts a string from an SLM JSON response to a TaskType.
// Matching is case-insensitive. Unknown strings fall back to TaskGeneration.
func ParseTaskType(s string) TaskType {
switch strings.ToLower(strings.ReplaceAll(s, "_", "")) {
case "debug":
return TaskDebug
case "explain":
return TaskExplain
case "generation":
return TaskGeneration
case "refactor":
return TaskRefactor
case "unittest":
return TaskUnitTest
case "boilerplate":
return TaskBoilerplate
case "planning":
return TaskPlanning
case "orchestration":
return TaskOrchestration
case "securityreview":
return TaskSecurityReview
case "review":
return TaskReview
default:
return TaskGeneration
}
}