5ff4b8a2eb
Port LEM scoring/training pipeline into CoreGo as pkg/ml with: - Inference abstraction with HTTP, llama-server, and Ollama backends - 3-tier scoring engine (heuristic, exact, LLM judge) - Capability and content probes for model evaluation - GGUF/safetensors format converters, MLX to PEFT adapter conversion - DuckDB integration for training data pipeline - InfluxDB metrics for lab dashboard - Training data export (JSONL + Parquet) - Expansion generation pipeline with distributed workers - 10 CLI commands under 'core ml' (score, probe, export, expand, status, gguf, convert, agent, worker) - 5 MCP tools (ml_generate, ml_score, ml_probe, ml_status, ml_backends) All 37 ML tests passing. Binary builds at 138MB with all commands. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
66 lines
1.5 KiB
Go
66 lines
1.5 KiB
Go
package ml
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import (
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"context"
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"encoding/json"
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"fmt"
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"os"
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"forge.lthn.ai/core/cli/pkg/cli"
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"forge.lthn.ai/core/cli/pkg/ml"
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)
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var (
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probeOutput string
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)
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var probeCmd = &cli.Command{
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Use: "probe",
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Short: "Run capability and content probes against a model",
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Long: "Runs 23 capability probes and 6 content probes against an OpenAI-compatible API.",
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RunE: runProbe,
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}
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func init() {
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probeCmd.Flags().StringVar(&probeOutput, "output", "", "Output JSON file for probe results")
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}
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func runProbe(cmd *cli.Command, args []string) error {
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if apiURL == "" {
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return fmt.Errorf("--api-url is required")
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}
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model := modelName
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if model == "" {
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model = "default"
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}
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ctx := context.Background()
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backend := ml.NewHTTPBackend(apiURL, model)
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fmt.Printf("Running %d capability probes against %s...\n", len(ml.CapabilityProbes), apiURL)
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results := ml.RunCapabilityProbes(ctx, backend)
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fmt.Printf("\nResults: %.1f%% (%d/%d)\n", results.Accuracy, results.Correct, results.Total)
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for cat, data := range results.ByCategory {
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catAcc := 0.0
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if data.Total > 0 {
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catAcc = float64(data.Correct) / float64(data.Total) * 100
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}
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fmt.Printf(" %-20s %d/%d (%.0f%%)\n", cat, data.Correct, data.Total, catAcc)
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}
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if probeOutput != "" {
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data, err := json.MarshalIndent(results, "", " ")
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if err != nil {
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return fmt.Errorf("marshal results: %w", err)
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}
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if err := os.WriteFile(probeOutput, data, 0644); err != nil {
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return fmt.Errorf("write output: %w", err)
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}
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fmt.Printf("\nResults written to %s\n", probeOutput)
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}
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return nil
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}
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