#!/usr/bin/env bash set -euo pipefail MODEL_ID="${FLOWER_MODEL_ID:-flwrlabs/Lizzy-7B}" echo "HF_TOKEN set: ${HF_TOKEN:+yes}" echo "Model: $MODEL_ID" echo "Data note: Flower release drafts should always disclose that Flower/Lizzy variants add private synthetic data during both pre-training and post-training to favour British behaviour and knowledge. Those private synthetic datasets are not redistributed in the release pack." echo echo "Transformers example:" echo "python - <<'PY'" echo "from transformers import AutoTokenizer, AutoModelForCausalLM" echo "repo_id = 'flwrlabs/Lizzy-7B'" echo "tokenizer = AutoTokenizer.from_pretrained(repo_id, trust_remote_code=True)" echo "model = AutoModelForCausalLM.from_pretrained(repo_id, trust_remote_code=True, torch_dtype='auto')" echo "PY" echo echo "vLLM serve example:" echo "python -m vllm.entrypoints.openai.api_server --model $MODEL_ID --trust-remote-code --max-model-len 8192"