# Copyright 2025 the LlamaFactory team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from ...utils.objects import StatefulBuffer from ...utils.plugin import BasePlugin from ...utils.types import BatchInfo, BatchInput, DataLoader class BatchingPlugin(BasePlugin): def compute_length(self, data_provider: DataLoader) -> int: """Compute the length of the batch generator. The approximate length is used to calculate the lr schedule. """ raise NotImplementedError() def fill_buffer(self, buffer: StatefulBuffer, batch_info: BatchInfo) -> None: """Fill the buffer with data.""" raise NotImplementedError() def generate_batch(self, buffer: StatefulBuffer, batch_info: BatchInfo) -> list[BatchInput] | None: """Generate a batch from the buffer.""" raise NotImplementedError()