Instructions to use iamthe66epitaph/BabyAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use iamthe66epitaph/BabyAI with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("fill-mask", model="iamthe66epitaph/BabyAI")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("iamthe66epitaph/BabyAI", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| import asyncio | |
| import sys | |
| import zlib | |
| from concurrent.futures import Executor | |
| from typing import Any, Final, Optional, Protocol, TypedDict, cast | |
| if sys.version_info >= (3, 12): | |
| from collections.abc import Buffer | |
| else: | |
| from typing import Union | |
| Buffer = Union[bytes, bytearray, "memoryview[int]", "memoryview[bytes]"] | |
| try: | |
| try: | |
| import brotlicffi as brotli | |
| except ImportError: | |
| import brotli | |
| HAS_BROTLI = True | |
| except ImportError: # pragma: no cover | |
| HAS_BROTLI = False | |
| MAX_SYNC_CHUNK_SIZE = 1024 | |
| class ZLibCompressObjProtocol(Protocol): | |
| def compress(self, data: Buffer) -> bytes: ... | |
| def flush(self, mode: int = ..., /) -> bytes: ... | |
| class ZLibDecompressObjProtocol(Protocol): | |
| def decompress(self, data: Buffer, max_length: int = ...) -> bytes: ... | |
| def flush(self, length: int = ..., /) -> bytes: ... | |
| def eof(self) -> bool: ... | |
| class ZLibBackendProtocol(Protocol): | |
| MAX_WBITS: int | |
| Z_FULL_FLUSH: int | |
| Z_SYNC_FLUSH: int | |
| Z_BEST_SPEED: int | |
| Z_FINISH: int | |
| def compressobj( | |
| self, | |
| level: int = ..., | |
| method: int = ..., | |
| wbits: int = ..., | |
| memLevel: int = ..., | |
| strategy: int = ..., | |
| zdict: Optional[Buffer] = ..., | |
| ) -> ZLibCompressObjProtocol: ... | |
| def decompressobj( | |
| self, wbits: int = ..., zdict: Buffer = ... | |
| ) -> ZLibDecompressObjProtocol: ... | |
| def compress( | |
| self, data: Buffer, /, level: int = ..., wbits: int = ... | |
| ) -> bytes: ... | |
| def decompress( | |
| self, data: Buffer, /, wbits: int = ..., bufsize: int = ... | |
| ) -> bytes: ... | |
| class CompressObjArgs(TypedDict, total=False): | |
| wbits: int | |
| strategy: int | |
| level: int | |
| class ZLibBackendWrapper: | |
| def __init__(self, _zlib_backend: ZLibBackendProtocol): | |
| self._zlib_backend: ZLibBackendProtocol = _zlib_backend | |
| def name(self) -> str: | |
| return getattr(self._zlib_backend, "__name__", "undefined") | |
| def MAX_WBITS(self) -> int: | |
| return self._zlib_backend.MAX_WBITS | |
| def Z_FULL_FLUSH(self) -> int: | |
| return self._zlib_backend.Z_FULL_FLUSH | |
| def Z_SYNC_FLUSH(self) -> int: | |
| return self._zlib_backend.Z_SYNC_FLUSH | |
| def Z_BEST_SPEED(self) -> int: | |
| return self._zlib_backend.Z_BEST_SPEED | |
| def Z_FINISH(self) -> int: | |
| return self._zlib_backend.Z_FINISH | |
| def compressobj(self, *args: Any, **kwargs: Any) -> ZLibCompressObjProtocol: | |
| return self._zlib_backend.compressobj(*args, **kwargs) | |
| def decompressobj(self, *args: Any, **kwargs: Any) -> ZLibDecompressObjProtocol: | |
| return self._zlib_backend.decompressobj(*args, **kwargs) | |
| def compress(self, data: Buffer, *args: Any, **kwargs: Any) -> bytes: | |
| return self._zlib_backend.compress(data, *args, **kwargs) | |
| def decompress(self, data: Buffer, *args: Any, **kwargs: Any) -> bytes: | |
| return self._zlib_backend.decompress(data, *args, **kwargs) | |
| # Everything not explicitly listed in the Protocol we just pass through | |
| def __getattr__(self, attrname: str) -> Any: | |
| return getattr(self._zlib_backend, attrname) | |
| ZLibBackend: ZLibBackendWrapper = ZLibBackendWrapper(zlib) | |
| def set_zlib_backend(new_zlib_backend: ZLibBackendProtocol) -> None: | |
| ZLibBackend._zlib_backend = new_zlib_backend | |
| def encoding_to_mode( | |
| encoding: Optional[str] = None, | |
| suppress_deflate_header: bool = False, | |
| ) -> int: | |
| if encoding == "gzip": | |
| return 16 + ZLibBackend.MAX_WBITS | |
| return -ZLibBackend.MAX_WBITS if suppress_deflate_header else ZLibBackend.MAX_WBITS | |
| class ZlibBaseHandler: | |
| def __init__( | |
| self, | |
| mode: int, | |
| executor: Optional[Executor] = None, | |
| max_sync_chunk_size: Optional[int] = MAX_SYNC_CHUNK_SIZE, | |
| ): | |
| self._mode = mode | |
| self._executor = executor | |
| self._max_sync_chunk_size = max_sync_chunk_size | |
| class ZLibCompressor(ZlibBaseHandler): | |
| def __init__( | |
| self, | |
| encoding: Optional[str] = None, | |
| suppress_deflate_header: bool = False, | |
| level: Optional[int] = None, | |
| wbits: Optional[int] = None, | |
| strategy: Optional[int] = None, | |
| executor: Optional[Executor] = None, | |
| max_sync_chunk_size: Optional[int] = MAX_SYNC_CHUNK_SIZE, | |
| ): | |
| super().__init__( | |
| mode=( | |
| encoding_to_mode(encoding, suppress_deflate_header) | |
| if wbits is None | |
| else wbits | |
| ), | |
| executor=executor, | |
| max_sync_chunk_size=max_sync_chunk_size, | |
| ) | |
| self._zlib_backend: Final = ZLibBackendWrapper(ZLibBackend._zlib_backend) | |
| kwargs: CompressObjArgs = {} | |
| kwargs["wbits"] = self._mode | |
| if strategy is not None: | |
| kwargs["strategy"] = strategy | |
| if level is not None: | |
| kwargs["level"] = level | |
| self._compressor = self._zlib_backend.compressobj(**kwargs) | |
| self._compress_lock = asyncio.Lock() | |
| def compress_sync(self, data: bytes) -> bytes: | |
| return self._compressor.compress(data) | |
| async def compress(self, data: bytes) -> bytes: | |
| """Compress the data and returned the compressed bytes. | |
| Note that flush() must be called after the last call to compress() | |
| If the data size is large than the max_sync_chunk_size, the compression | |
| will be done in the executor. Otherwise, the compression will be done | |
| in the event loop. | |
| """ | |
| async with self._compress_lock: | |
| # To ensure the stream is consistent in the event | |
| # there are multiple writers, we need to lock | |
| # the compressor so that only one writer can | |
| # compress at a time. | |
| if ( | |
| self._max_sync_chunk_size is not None | |
| and len(data) > self._max_sync_chunk_size | |
| ): | |
| return await asyncio.get_running_loop().run_in_executor( | |
| self._executor, self._compressor.compress, data | |
| ) | |
| return self.compress_sync(data) | |
| def flush(self, mode: Optional[int] = None) -> bytes: | |
| return self._compressor.flush( | |
| mode if mode is not None else self._zlib_backend.Z_FINISH | |
| ) | |
| class ZLibDecompressor(ZlibBaseHandler): | |
| def __init__( | |
| self, | |
| encoding: Optional[str] = None, | |
| suppress_deflate_header: bool = False, | |
| executor: Optional[Executor] = None, | |
| max_sync_chunk_size: Optional[int] = MAX_SYNC_CHUNK_SIZE, | |
| ): | |
| super().__init__( | |
| mode=encoding_to_mode(encoding, suppress_deflate_header), | |
| executor=executor, | |
| max_sync_chunk_size=max_sync_chunk_size, | |
| ) | |
| self._zlib_backend: Final = ZLibBackendWrapper(ZLibBackend._zlib_backend) | |
| self._decompressor = self._zlib_backend.decompressobj(wbits=self._mode) | |
| def decompress_sync(self, data: bytes, max_length: int = 0) -> bytes: | |
| return self._decompressor.decompress(data, max_length) | |
| async def decompress(self, data: bytes, max_length: int = 0) -> bytes: | |
| """Decompress the data and return the decompressed bytes. | |
| If the data size is large than the max_sync_chunk_size, the decompression | |
| will be done in the executor. Otherwise, the decompression will be done | |
| in the event loop. | |
| """ | |
| if ( | |
| self._max_sync_chunk_size is not None | |
| and len(data) > self._max_sync_chunk_size | |
| ): | |
| return await asyncio.get_running_loop().run_in_executor( | |
| self._executor, self._decompressor.decompress, data, max_length | |
| ) | |
| return self.decompress_sync(data, max_length) | |
| def flush(self, length: int = 0) -> bytes: | |
| return ( | |
| self._decompressor.flush(length) | |
| if length > 0 | |
| else self._decompressor.flush() | |
| ) | |
| def eof(self) -> bool: | |
| return self._decompressor.eof | |
| class BrotliDecompressor: | |
| # Supports both 'brotlipy' and 'Brotli' packages | |
| # since they share an import name. The top branches | |
| # are for 'brotlipy' and bottom branches for 'Brotli' | |
| def __init__(self) -> None: | |
| if not HAS_BROTLI: | |
| raise RuntimeError( | |
| "The brotli decompression is not available. " | |
| "Please install `Brotli` module" | |
| ) | |
| self._obj = brotli.Decompressor() | |
| def decompress_sync(self, data: bytes) -> bytes: | |
| if hasattr(self._obj, "decompress"): | |
| return cast(bytes, self._obj.decompress(data)) | |
| return cast(bytes, self._obj.process(data)) | |
| def flush(self) -> bytes: | |
| if hasattr(self._obj, "flush"): | |
| return cast(bytes, self._obj.flush()) | |
| return b"" | |