refactor : 合并 data config docstring 并实现 BFD 打包策略
- 将 ProcessingConfig/OutputConfig 参数描述合并到类级 docstring - Pipeline 支持 packing_strategy/truncation_mode,新增 bfd 打包
This commit is contained in:
@@ -33,25 +33,70 @@ class InputConfig(BaseConfig):
|
||||
|
||||
@dataclass
|
||||
class ProcessingConfig(BaseConfig):
|
||||
"""Processing configuration.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
max_seq_len : int
|
||||
Maximum sequence length (default: 2048).
|
||||
min_chars : int
|
||||
Minimum number of characters to keep (default: 50).
|
||||
max_chars : int
|
||||
Maximum number of characters to keep (default: 2_000_000).
|
||||
max_items : Optional[int]
|
||||
Maximum number of items to process (default: None, unlimited).
|
||||
packing_strategy : str
|
||||
How to pack sequences into a contiguous stream.
|
||||
|
||||
- ``"simple"``: sequential concatenation (default, backward compatible).
|
||||
- ``"bfd"``: best-fit decreasing bin packing, minimises wasted tokens.
|
||||
- ``"bfd_split"``: BFD with over-length sequences split into chunks.
|
||||
max_packed_len : int
|
||||
Maximum length of a packed bin. Sequences longer than this are
|
||||
truncated or split depending on ``packing_strategy`` (default: 8192).
|
||||
truncation_mode : str
|
||||
How to truncate sequences longer than ``max_packed_len``.
|
||||
|
||||
- ``"keep_start"``: keep the first ``max_packed_len`` tokens (default).
|
||||
- ``"keep_end"``: keep the last ``max_packed_len`` tokens.
|
||||
"""
|
||||
|
||||
max_seq_len: int = 2048
|
||||
min_chars: int = 50
|
||||
max_chars: int = 2_000_000
|
||||
max_items: Optional[int] = None
|
||||
packing_strategy: str = "simple"
|
||||
max_packed_len: int = 8192
|
||||
truncation_mode: str = "keep_start"
|
||||
|
||||
|
||||
@dataclass
|
||||
class OutputConfig(BaseConfig):
|
||||
"""Output configuration.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
domain_key : Optional[str]
|
||||
Domain key for the output store (default: None).
|
||||
storage_format : str
|
||||
Storage format, one of ``"bin"``, ``"jsonl"`` (default: ``"bin"``).
|
||||
max_tokens_per_shard : int
|
||||
Maximum tokens per shard before splitting (default: 100_000_000).
|
||||
dtype : Dict[str, str]
|
||||
Per-key dtype overrides, e.g. ``{"input_ids": "int32"}`` (default: {}).
|
||||
position_ids_mode : Optional[str]
|
||||
How to compute position_ids in packed sequences.
|
||||
|
||||
- ``None`` / ``"none"``: do not generate (backward compatible).
|
||||
- ``"doc_reset"``: reset to 0 at each document boundary.
|
||||
- ``"continuous"``: sequential 0, 1, 2, ... (pretrain, single doc).
|
||||
"""
|
||||
|
||||
domain_key: Optional[str] = None
|
||||
storage_format: str = "bin"
|
||||
max_tokens_per_shard: int = 100_000_000
|
||||
dtype: Dict[str, str] = field(default_factory=dict)
|
||||
position_ids_mode: Optional[str] = None
|
||||
"""How to compute position_ids in packed sequences.
|
||||
|
||||
- ``None`` / ``"none"``: do not generate (backward compatible).
|
||||
- ``"doc_reset"``: reset to 0 at each document boundary.
|
||||
- ``"continuous"``: sequential 0, 1, 2, ... (pretrain, single doc).
|
||||
"""
|
||||
|
||||
|
||||
@dataclass
|
||||
|
||||
Reference in New Issue
Block a user