diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml index 4c850c08..31661ba2 100644 --- a/.github/workflows/python-tests.yml +++ b/.github/workflows/python-tests.yml @@ -31,6 +31,7 @@ jobs: run: | cd python/aibrix python -m ruff check . + python -m ruff format --check . - name: Run isort run: | cd python/aibrix diff --git a/python/aibrix/aibrix/downloader/base.py b/python/aibrix/aibrix/downloader/base.py index 0afaba1a..198c9b2f 100644 --- a/python/aibrix/aibrix/downloader/base.py +++ b/python/aibrix/aibrix/downloader/base.py @@ -32,17 +32,19 @@ class BaseDownloader(ABC): model_uri: str model_name: str - required_envs: List[str] = field(default_factory=list) - optional_envs: List[str] = field(default_factory=list) - allow_file_suffix: List[str] = field(default_factory=list) + bucket_path: str + bucket_name: Optional[str] + allow_file_suffix: Optional[List[str]] = field( + default_factory=lambda: envs.DOWNLOADER_ALLOW_FILE_SUFFIX + ) def __post_init__(self): - # ensure downloader required envs are set - self._check_config() + # valid downloader config + self._valid_config() self.model_name_path = self.model_name.replace("/", "_") @abstractmethod - def _check_config(self): + def _valid_config(self): pass @abstractmethod @@ -59,7 +61,13 @@ def _support_range_download(self) -> bool: pass @abstractmethod - def download(self, path: str, local_path: Path, enable_range: bool = True): + def download( + self, + local_path: Path, + bucket_path: str, + bucket_name: Optional[str] = None, + enable_range: bool = True, + ): pass def download_directory(self, local_path: Path): @@ -68,9 +76,9 @@ def download_directory(self, local_path: Path): directory method for ``Downloader``. Otherwise, the following logic will be used to download the directory. """ - directory_list = self._directory_list(self.model_uri) - if len(self.allow_file_suffix) == 0: - logger.info("All files from {self.model_uri} will be downloaded.") + directory_list = self._directory_list(self.bucket_path) + if self.allow_file_suffix is None: + logger.info(f"All files from {self.bucket_path} will be downloaded.") filtered_files = directory_list else: filtered_files = [ @@ -91,7 +99,11 @@ def download_directory(self, local_path: Path): executor = ThreadPoolExecutor(num_threads) futures = [ executor.submit( - self.download, path=file, local_path=local_path, enable_range=False + self.download, + local_path=local_path, + bucket_path=file, + bucket_name=self.bucket_name, + enable_range=False, ) for file in filtered_files ] @@ -108,7 +120,7 @@ def download_directory(self, local_path: Path): st = time.perf_counter() for file in filtered_files: # use range download to speedup download - self.download(file, local_path, True) + self.download(local_path, file, self.bucket_name, True) duration = time.perf_counter() - st logger.info( f"Downloader {self.__class__.__name__} download " @@ -117,7 +129,7 @@ def download_directory(self, local_path: Path): f"duration: {duration:.2f} seconds." ) - def download_model(self, local_path: Optional[str]): + def download_model(self, local_path: Optional[str] = None): if local_path is None: local_path = envs.DOWNLOADER_LOCAL_DIR Path(local_path).mkdir(parents=True, exist_ok=True) @@ -129,11 +141,19 @@ def download_model(self, local_path: Optional[str]): # TODO check local file exists if self._is_directory(): - self.download_directory(model_path) + self.download_directory(local_path=model_path) else: - self.download(self.model_uri, model_path) + self.download( + local_path=model_path, + bucket_path=self.bucket_path, + bucket_name=self.bucket_name, + enable_range=self._support_range_download(), + ) return model_path + def __hash__(self): + return hash(tuple(self.__dict__)) + def get_downloader(model_uri: str) -> BaseDownloader: """Get downloader for model_uri.""" diff --git a/python/aibrix/aibrix/downloader/huggingface.py b/python/aibrix/aibrix/downloader/huggingface.py index 2fb63593..95636b4f 100644 --- a/python/aibrix/aibrix/downloader/huggingface.py +++ b/python/aibrix/aibrix/downloader/huggingface.py @@ -13,27 +13,99 @@ # limitations under the License. from pathlib import Path -from typing import List +from typing import List, Optional +from huggingface_hub import HfApi, hf_hub_download, snapshot_download + +from aibrix import envs from aibrix.downloader.base import BaseDownloader +from aibrix.logger import init_logger + +logger = init_logger(__name__) + + +def _parse_model_name_from_uri(model_uri: str) -> str: + return model_uri class HuggingFaceDownloader(BaseDownloader): - def __init__(self, model_uri): - super().__init__(model_uri) + def __init__(self, model_uri: str, model_name: Optional[str] = None): + if model_name is None: + if envs.DOWNLOADER_MODEL_NAME is not None: + model_name = envs.DOWNLOADER_MODEL_NAME + else: + model_name = _parse_model_name_from_uri(model_uri) + + self.hf_token = envs.DOWNLOADER_HF_TOKEN + self.hf_endpoint = envs.DOWNLOADER_HF_ENDPOINT + self.hf_revision = envs.DOWNLOADER_HF_REVISION + + super().__init__( + model_uri=model_uri, + model_name=model_name, + bucket_path=model_uri, + bucket_name=None, + ) # type: ignore - def _check_config(self): - pass + # Dependent on the attributes generated in the base class, + # so place it after the super().__init__() call. + self.allow_patterns = ( + None + if self.allow_file_suffix is None + else [f"*.{suffix}" for suffix in self.allow_file_suffix] + ) + logger.debug( + f"Downloader {self.__class__.__name__} initialized." + f"HF Settings are followed: \n" + f"hf_token={self.hf_token}, \n" + f"hf_endpoint={self.hf_endpoint}" + ) + + def _valid_config(self): + assert ( + len(self.model_uri.split("/")) == 2 + ), "Model uri must be in `repo/name` format." + assert self.bucket_name is None, "Bucket name is empty in HuggingFace." + assert self.model_name is not None, "Model name is not set." def _is_directory(self) -> bool: - """Check if model_uri is a directory.""" - return False + """Check if model_uri is a directory. + model_uri in `repo/name` format must be a directory. + """ + return True def _directory_list(self, path: str) -> List[str]: - return [] + hf_api = HfApi(endpoint=self.hf_endpoint, token=self.hf_token) + return hf_api.list_repo_files(repo_id=self.model_uri) def _support_range_download(self) -> bool: - return True + return False + + def download( + self, + local_path: Path, + bucket_path: str, + bucket_name: Optional[str] = None, + enable_range: bool = True, + ): + hf_hub_download( + repo_id=self.model_uri, + filename=bucket_path, + local_dir=local_path, + revision=self.hf_revision, + token=self.hf_token, + endpoint=self.hf_endpoint, + local_dir_use_symlinks=False, + ) - def download(self, path: str, local_path: Path, enable_range: bool = True): - pass + def download_directory(self, local_path: Path): + snapshot_download( + self.model_uri, + local_dir=local_path, + revision=self.hf_revision, + token=self.hf_token, + allow_patterns=self.allow_patterns, + max_workers=envs.DOWNLOADER_NUM_THREADS, + endpoint=self.hf_endpoint, + local_dir_use_symlinks=False, + ) diff --git a/python/aibrix/aibrix/downloader/s3.py b/python/aibrix/aibrix/downloader/s3.py index b4d46a6e..ea61b4a3 100644 --- a/python/aibrix/aibrix/downloader/s3.py +++ b/python/aibrix/aibrix/downloader/s3.py @@ -11,29 +11,125 @@ # 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 functools import lru_cache from pathlib import Path -from typing import List +from typing import List, Optional, Tuple +from urllib.parse import urlparse + +import boto3 +from boto3.s3.transfer import TransferConfig +from tqdm import tqdm +from aibrix import envs from aibrix.downloader.base import BaseDownloader +def _parse_bucket_info_from_uri(uri: str) -> Tuple[str, str]: + parsed = urlparse(uri, scheme="s3") + bucket_name = parsed.netloc + bucket_path = parsed.path.lstrip("/") + return bucket_name, bucket_path + + class S3Downloader(BaseDownloader): def __init__(self, model_uri): - super().__init__(model_uri) + model_name = envs.DOWNLOADER_MODEL_NAME + ak = envs.DOWNLOADER_AWS_ACCESS_KEY + sk = envs.DOWNLOADER_AWS_SECRET_KEY + endpoint = envs.DOWNLOADER_AWS_ENDPOINT + region = envs.DOWNLOADER_AWS_REGION + bucket_name, bucket_path = _parse_bucket_info_from_uri(model_uri) - def _check_config(self): - pass + self.client = boto3.client( + service_name="s3", + region_name=region, + endpoint_url=endpoint, + aws_access_key_id=ak, + aws_secret_access_key=sk, + ) + super().__init__( + model_uri=model_uri, + model_name=model_name, + bucket_path=bucket_path, + bucket_name=bucket_name, + ) # type: ignore + + def _valid_config(self): + assert ( + self.bucket_name is not None or self.bucket_name == "" + ), "S3 bucket name is not set." + assert ( + self.bucket_path is not None or self.bucket_path == "" + ), "S3 bucket path is not set." + try: + self.client.head_bucket(Bucket=self.bucket_name) + except Exception as e: + assert False, f"S3 bucket {self.bucket_name} not exist for {e}." + + @lru_cache() def _is_directory(self) -> bool: """Check if model_uri is a directory.""" - return False + if self.bucket_path.endswith("/"): + return True + objects_out = self.client.list_objects_v2( + Bucket=self.bucket_name, Delimiter="/", Prefix=self.bucket_path + ) + contents = objects_out.get("Contents", []) + if len(contents) == 1 and contents[0].get("Key") == self.bucket_path: + return False + return True def _directory_list(self, path: str) -> List[str]: - return [] + objects_out = self.client.list_objects_v2( + Bucket=self.bucket_name, Delimiter="/", Prefix=path + ) + contents = objects_out.get("Contents", []) + return [content.get("Key") for content in contents] def _support_range_download(self) -> bool: return True - def download(self, path: str, local_path: Path, enable_range: bool = True): - pass + def download( + self, + local_path: Path, + bucket_path: str, + bucket_name: Optional[str] = None, + enable_range: bool = True, + ): + # check if file exist + try: + meta_data = self.client.head_object(Bucket=bucket_name, Key=bucket_path) + except Exception as e: + raise ValueError(f"S3 bucket path {bucket_path} not exist for {e}.") + + _file_name = bucket_path.split("/")[-1] + # S3 client does not support Path, convert it to str + local_file = str(local_path.joinpath(_file_name).absolute()) + + # construct TransferConfig + config_kwargs = { + "max_concurrency": envs.DOWNLOADER_NUM_THREADS, + "use_threads": enable_range, + } + if envs.DOWNLOADER_PART_THRESHOLD is not None: + config_kwargs["multipart_threshold"] = envs.DOWNLOADER_PART_THRESHOLD + if envs.DOWNLOADER_PART_CHUNKSIZE is not None: + config_kwargs["multipart_chunksize"] = envs.DOWNLOADER_PART_CHUNKSIZE + + config = TransferConfig(**config_kwargs) + + # download file + total_length = int(meta_data.get("ContentLength", 0)) + with tqdm(total=total_length, unit="b", unit_scale=True) as pbar: + + def download_progress(bytes_transferred): + pbar.update(bytes_transferred) + + self.client.download_file( + Bucket=bucket_name, + Key=bucket_path, + Filename=local_file, + Config=config, + Callback=download_progress, + ) diff --git a/python/aibrix/aibrix/downloader/tos.py b/python/aibrix/aibrix/downloader/tos.py index d8b11527..7c3affeb 100644 --- a/python/aibrix/aibrix/downloader/tos.py +++ b/python/aibrix/aibrix/downloader/tos.py @@ -11,29 +11,121 @@ # 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. - +import logging +from functools import lru_cache from pathlib import Path -from typing import List +from typing import List, Optional, Tuple +from urllib.parse import urlparse + +import tos +from tos import DataTransferType +from tqdm import tqdm +from aibrix import envs from aibrix.downloader.base import BaseDownloader +tos_logger = logging.getLogger("tos") +tos_logger.setLevel(logging.WARNING) + + +def _parse_bucket_info_from_uri(uri: str) -> Tuple[str, str]: + parsed = urlparse(uri, scheme="tos") + bucket_name = parsed.netloc + bucket_path = parsed.path.lstrip("/") + return bucket_name, bucket_path + class TOSDownloader(BaseDownloader): def __init__(self, model_uri): - super().__init__(model_uri) + model_name = envs.DOWNLOADER_MODEL_NAME + ak = envs.DOWNLOADER_TOS_ACCESS_KEY + sk = envs.DOWNLOADER_TOS_SECRET_KEY + endpoint = envs.DOWNLOADER_TOS_ENDPOINT or "" + region = envs.DOWNLOADER_TOS_REGION or "" + bucket_name, bucket_path = _parse_bucket_info_from_uri(model_uri) + + self.client = tos.TosClientV2(ak=ak, sk=sk, endpoint=endpoint, region=region) + + super().__init__( + model_uri=model_uri, + model_name=model_name, + bucket_path=bucket_path, + bucket_name=bucket_name, + ) # type: ignore - def _check_config(self): - pass + def _valid_config(self): + assert ( + self.bucket_name is not None or self.bucket_name == "" + ), "TOS bucket name is not set." + assert ( + self.bucket_path is not None or self.bucket_path == "" + ), "TOS bucket path is not set." + try: + self.client.head_bucket(self.bucket_name) + except Exception as e: + assert False, f"TOS bucket {self.bucket_name} not exist for {e}." + @lru_cache() def _is_directory(self) -> bool: """Check if model_uri is a directory.""" - return False + if self.bucket_path.endswith("/"): + return True + objects_out = self.client.list_objects_type2( + self.bucket_name, prefix=self.bucket_path, delimiter="/" + ) + if ( + len(objects_out.contents) == 1 + and objects_out.contents[0].key == self.bucket_path + ): + return False + return True def _directory_list(self, path: str) -> List[str]: - return [] + # TODO cache list_objects_type2 result to avoid too many requests + objects_out = self.client.list_objects_type2( + self.bucket_name, prefix=path, delimiter="/" + ) + return [obj.key for obj in objects_out.contents] def _support_range_download(self) -> bool: return True - def download(self, path: str, local_path: Path, enable_range: bool = True): - pass + def download( + self, + local_path: Path, + bucket_path: str, + bucket_name: Optional[str] = None, + enable_range: bool = True, + ): + # check if file exist + try: + meta_data = self.client.head_object(bucket=bucket_name, key=bucket_path) + except Exception as e: + raise ValueError(f"TOS bucket path {bucket_path} not exist for {e}.") + + _file_name = bucket_path.split("/")[-1] + # TOS client does not support Path, convert it to str + local_file = str(local_path.joinpath(_file_name).absolute()) + task_num = envs.DOWNLOADER_NUM_THREADS if enable_range else 1 + + download_kwargs = {} + if envs.DOWNLOADER_PART_THRESHOLD is not None: + download_kwargs["multipart_threshold"] = envs.DOWNLOADER_PART_THRESHOLD + + # download file + total_length = meta_data.content_length + with tqdm(total=total_length, unit="b", unit_scale=True) as pbar: + + def download_progress( + consumed_bytes, total_bytes, rw_once_bytes, type: DataTransferType + ): + pbar.update(rw_once_bytes) + + self.client.download_file( + bucket=bucket_name, + key=bucket_path, + file_path=local_file, + task_num=task_num, + data_transfer_listener=download_progress, + **download_kwargs, + ) diff --git a/python/aibrix/aibrix/envs.py b/python/aibrix/aibrix/envs.py index 3e42412f..eef792ee 100644 --- a/python/aibrix/aibrix/envs.py +++ b/python/aibrix/aibrix/envs.py @@ -13,13 +13,60 @@ # limitations under the License. import os +from typing import Optional + +ENV_VARS_TRUE_VALUES = {"1", "ON", "YES", "TRUE"} + + +def _is_true(value: Optional[str]) -> bool: + if value is None: + return False + return value.upper() in ENV_VARS_TRUE_VALUES + + +def _parse_list_str(value: Optional[str], sep: str = ",") -> Optional[list[str]]: + if value is None: + return None + return [str(item).strip() for item in value.split(sep)] + + +def _parse_int_or_none(value: Optional[str]) -> Optional[int]: + if value is None: + return None + return int(value) + # Model Download Related Config # Downloader Default Directory -DOWNLOADER_LOCAL_DIR = os.getenv("DOWNLOADER_LOCAL_DIR", '"/tmp/aibrix/models/"') -DOWNLOADER_NUM_THREADS = int(os.getenv("DOWNLOADER_NUM_THREADS", "2")) +DOWNLOADER_LOCAL_DIR = os.getenv("DOWNLOADER_LOCAL_DIR", "/tmp/aibrix/models/") + + +DOWNLOADER_MODEL_NAME = os.getenv("DOWNLOADER_MODEL_NAME") +DOWNLOADER_NUM_THREADS = int(os.getenv("DOWNLOADER_NUM_THREADS", "4")) +DOWNLOADER_PART_THRESHOLD = _parse_int_or_none(os.getenv("DOWNLOADER_PART_THRESHOLD")) +DOWNLOADER_PART_CHUNKSIZE = _parse_int_or_none(os.getenv("DOWNLOADER_PART_CHUNKSIZE")) +DOWNLOADER_ALLOW_FILE_SUFFIX = _parse_list_str( + os.getenv("DOWNLOADER_ALLOW_FILE_SUFFIX") +) # Downloader Regex DOWNLOADER_S3_REGEX = r"^s3://" -DOWNLOADER_TOS_REGEX = r"https://(.+?).tos-(.+?).volces.com/(.+)" +DOWNLOADER_TOS_REGEX = r"^tos://" + +# Downloader HuggingFace Envs +DOWNLOADER_HF_TOKEN = os.getenv("HF_TOKEN") +DOWNLOADER_HF_ENDPOINT = os.getenv("HF_ENDPOINT") +DOWNLOADER_HF_REVISION = os.getenv("HF_REVISION") + +# Downloader TOS Envs +DOWNLOADER_TOS_ACCESS_KEY = os.getenv("TOS_ACCESS_KEY") +DOWNLOADER_TOS_SECRET_KEY = os.getenv("TOS_SECRET_KEY") +DOWNLOADER_TOS_ENDPOINT = os.getenv("TOS_ENDPOINT") +DOWNLOADER_TOS_REGION = os.getenv("TOS_REGION") + +# Downloader AWS S3 Envs +DOWNLOADER_AWS_ACCESS_KEY = os.getenv("AWS_ACCESS_KEY_ID") +DOWNLOADER_AWS_SECRET_KEY = os.getenv("AWS_SECRET_ACCESS_KEY") +DOWNLOADER_AWS_ENDPOINT = os.getenv("AWS_ENDPOINT_URL") +DOWNLOADER_AWS_REGION = os.getenv("AWS_REGION") diff --git a/python/aibrix/poetry.lock b/python/aibrix/poetry.lock index c8738b3f..5c632e79 100644 --- a/python/aibrix/poetry.lock +++ b/python/aibrix/poetry.lock @@ -1,5 +1,153 @@ # 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