Examples

Inspect without model dependencies

tidelm info --json
tidelm data prepare
python scripts/validate-project.py

Generate

tidelm generate \
  "Write a Python function that returns the larger of two numbers." \
  --max-new-tokens 96

Grade outputs

tidelm evaluate \
  --cases evaluation/cases/core-v0.1.0.jsonl \
  --outputs path/to/outputs.jsonl \
  --report path/to/report.json

Each output line needs case_id, model_label, response, and optional performance fields.

Run the full diagnostic

tidelm benchmark \
  --adapter models/tidelm \
  --output-dir evaluation/results/local/tidelm

On CPU this can be slow. Do not quote expected timing; use the measured report.

Train

tidelm data tokenize --max-length 160
tidelm train --config configs/train-cpu-v0.1.0.json

Training creates a new immutable artifact directory and refuses to overwrite an existing experiment.