minimind/course/impl/core/generation.py

25 lines
644 B
Python

"""Generation helpers for the course implementation."""
from __future__ import annotations
import torch
@torch.inference_mode()
def generate(
model,
input_ids: torch.Tensor,
attention_mask: torch.Tensor | None = None,
max_new_tokens: int = 64,
temperature: float = 1.0,
top_k: int = 0,
top_p: float = 1.0,
eos_token_id: int | None = None,
use_cache: bool = True,
):
"""TODO: implement minimal autoregressive generation with optional KV cache.
Align with: model/model_minimind.py::MiniMindForCausalLM.generate
"""
raise NotImplementedError("Implement in the generation/KV cache lesson.")