mirror of https://github.com/InternLM/InternLM
storage
parent
06cdcc3654
commit
3b7fb97e04
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@ -720,9 +720,10 @@ class CheckpointManager:
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self.load_ckpt_info["content"] = CheckpointLoadMask(self.load_ckpt_info["content"])
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self.load_ckpt_info["content"] = CheckpointLoadMask(self.load_ckpt_info["content"])
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self.load_ckpt_info["ckpt_type"] = CheckpointLoadMethod.convet_load_type(self.load_ckpt_info["ckpt_type"])
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self.load_ckpt_info["ckpt_type"] = CheckpointLoadMethod.convet_load_type(self.load_ckpt_info["ckpt_type"])
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torch.distributed.barrier()
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# test storage setting is ok.
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# test storage setting is ok.
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# if self.enable_save_ckpt:
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if self.enable_save_ckpt:
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# self.try_ping_storage()
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self.try_ping_storage()
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def quit_signal_handler(self, train_state) -> bool:
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def quit_signal_handler(self, train_state) -> bool:
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"""
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"""
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@ -1016,7 +1017,7 @@ now step_count is {train_state.step_count}",
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self.storage_manager.latest_save_step = step
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self.storage_manager.latest_save_step = step
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def try_ping_storage(self):
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def try_ping_storage(self):
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if gpc.get_global_rank() % 8 == 0:
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if gpc.is_rank_for_log():
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buff = torch.ones((1, 64, 64), dtype=torch.bfloat16)
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buff = torch.ones((1, 64, 64), dtype=torch.bfloat16)
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test_fn = os.path.join(self.save_ckpt_folder, f"pings/{socket.gethostname()}.ping")
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test_fn = os.path.join(self.save_ckpt_folder, f"pings/{socket.gethostname()}.ping")
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self.storage_manager.save(test_fn, buff)
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self.storage_manager.save(test_fn, buff)
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@ -18,10 +18,6 @@ from typing import Any, Awaitable, Callable, Dict, List, Union
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import torch
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import torch
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import torch.distributed as dist
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import torch.distributed as dist
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from internlm.core.context import global_context as gpc
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from internlm.utils.common import SingletonMeta
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from internlm.utils.logger import get_logger
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try:
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try:
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import boto3
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import boto3
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import botocore
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import botocore
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@ -30,8 +26,7 @@ except ImportError:
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try:
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try:
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import tos
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import tos
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from tos import DataTransferType
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from tos.utils import SizeAdapter
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from tos.utils import SizeAdapter, MergeProcess
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except ImportError:
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except ImportError:
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pass
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pass
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@ -43,7 +38,26 @@ except ImportError:
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pass
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pass
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logger = get_logger(__file__)
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class Logger:
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"Dummy logger"
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def info(self, mesage: str):
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print(f"Info: {mesage}", flush=True)
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def warning(self, mesage: str):
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print(f"Warning: {mesage}", flush=True)
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def error(self, mesage: str):
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print(f"Error: {mesage}", flush=True)
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try:
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from internlm.utils.logger import get_logger
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logger = get_logger(__file__)
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except ImportError:
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logger = Logger()
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boto3_url_re = re.compile(r"([^\.]+)\.([\d\.]+)")
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boto3_url_re = re.compile(r"([^\.]+)\.([\d\.]+)")
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volc_url_re = re.compile(r"^(.*?)\.(.*)$")
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volc_url_re = re.compile(r"^(.*?)\.(.*)$")
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@ -68,7 +82,13 @@ def llm_load(fp: str, **kwargs):
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def llm_save(save_path: str, saved_obj: Any, **kwargs):
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def llm_save(save_path: str, saved_obj: Any, **kwargs):
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storage_manager.save(save_path, to_save_obj=saved_obj, **kwargs)
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storage_manager.save(save_path, to_save_obj=saved_obj, **kwargs)
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def is_rank_for_log():
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if dist.is_initialized():
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return dist.get_rank() % 8 == 0
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return True
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class StorageClient:
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class StorageClient:
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"""
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"""
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@ -271,21 +291,21 @@ def compute_file_md5_by_chunk(file_name: str):
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def try_get_storage_backend(path: str):
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def try_get_storage_backend(path: str):
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if path.startswith("s3:"):
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if path.startswith("s3:"):
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of boto3.")
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of boto3.")
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return "boto3", path
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return "boto3", path
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elif path.startswith("vc:"):
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elif path.startswith("vc:"):
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of volc.")
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of volc.")
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return "volc", path
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return "volc", path
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elif path.startswith("ali:"):
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elif path.startswith("ali:"):
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of ali.")
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of ali.")
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return "oss2", path
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return "oss2", path
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else:
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else:
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sre = path.split(":", maxsplit=1)
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sre = path.split(":", maxsplit=1)
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if len(sre) == 1:
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if len(sre) == 1:
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of local.")
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logger.warning(f"path: '{path}' not start with backend prefix, guess it is the backend of local.")
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return "local", sre[0]
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return "local", sre[0]
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else:
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else:
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@ -403,7 +423,7 @@ class Boto3Client(StorageClient):
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folder_name_list.append(pth.split(fp, maxsplit=1)[1].strip("/").split("/", maxsplit=1)[0])
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folder_name_list.append(pth.split(fp, maxsplit=1)[1].strip("/").split("/", maxsplit=1)[0])
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return list(set(folder_name_list))
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return list(set(folder_name_list))
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else:
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else:
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"'{fp}' not found!")
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logger.warning(f"'{fp}' not found!")
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return None
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return None
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@ -534,7 +554,7 @@ class VolcClient(StorageClient):
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return list(set(folder_name_list))
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return list(set(folder_name_list))
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else:
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else:
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"'{fp}' not found!")
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logger.warning(f"'{fp}' not found!")
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return None
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return None
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@ -550,22 +570,25 @@ class VolcClient(StorageClient):
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parts = []
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parts = []
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# 上传分片数据
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# 上传分片数据
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logger.info('Begin multipart upload of one file')
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with open(local_nvme_path, "rb") as f:
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with open(local_nvme_path, 'rb') as f:
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part_number = 1
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part_number = 1
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offset = 0
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offset = 0
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while offset < total_size:
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while offset < total_size:
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num_to_upload = min(part_size, total_size - offset)
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num_to_upload = min(part_size, total_size - offset)
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out = handler.client.upload_part(bucket_name, fp, upload_id, part_number,
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out = handler.client.upload_part(
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content=SizeAdapter(f, num_to_upload, init_offset=offset))
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bucket_name,
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fp,
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upload_id,
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part_number,
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content=SizeAdapter(f, num_to_upload, init_offset=offset),
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)
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parts.append(out)
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parts.append(out)
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offset += num_to_upload
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offset += num_to_upload
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part_number += 1
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part_number += 1
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# 完成分片上传任务
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# 完成分片上传任务
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handler.client.complete_multipart_upload(bucket_name, fp, upload_id, parts)
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handler.client.complete_multipart_upload(bucket_name, fp, upload_id, parts)
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logger.info('Finish multipart upload of one file')
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except handler.handler.exceptions.TosClientError as exc:
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except handler.handler.exceptions.TosClientError as exc:
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raise RuntimeError(
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raise RuntimeError(
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f"Volc Network Error: fail with client error, message:{exc.message}, cause: {exc.cause}"
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f"Volc Network Error: fail with client error, message:{exc.message}, cause: {exc.cause}"
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@ -600,10 +623,10 @@ class AliClient(StorageClient):
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"""Ali object/file storage management class
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"""Ali object/file storage management class
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Args:
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Args:
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access_key (str): Ali access key ID.
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access_key (str): Ali access key ID.s
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secret_key (str): Ali secret access key.
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secret_key (str): Ali secret access key.
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endpoint (str): Ali tos endpoint.
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endpoint (str): Ali tos endpoint.
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region (str): Ali tos region.
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bucket_name (str): Ali tos bucket_name.
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"""
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"""
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super().__init__(oss2)
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super().__init__(oss2)
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@ -664,7 +687,7 @@ class AliClient(StorageClient):
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return list(set(folder_name_list))
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return list(set(folder_name_list))
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else:
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else:
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"'{fp}' not found!")
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logger.warning(f"'{fp}' not found!")
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return None
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return None
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@ -672,24 +695,25 @@ class AliClient(StorageClient):
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def async_upload_fileobj(handler, fp: str, local_nvme_path: str):
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def async_upload_fileobj(handler, fp: str, local_nvme_path: str):
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try:
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try:
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# handler.client.put_object_from_file(fp, local_nvme_path)
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# handler.client.put_object_from_file(fp, local_nvme_path)
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total_size = os.path.getsize(local_nvme_path)
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total_size = os.path.getsize(local_nvme_path)
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part_size = determine_part_size(total_size, preferred_size=5 * 1024 * 1024)
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part_size = determine_part_size(total_size, preferred_size=5 * 1024 * 1024)
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upload_id = handler.client.init_multipart_upload(fp).upload_id
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upload_id = handler.client.init_multipart_upload(fp).upload_id
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parts = []
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parts = []
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with open(local_nvme_path, 'rb') as fileobj:
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with open(local_nvme_path, "rb") as fileobj:
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part_number = 1
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part_number = 1
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offset = 0
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offset = 0
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while offset < total_size:
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while offset < total_size:
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num_to_upload = min(part_size, total_size - offset)
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num_to_upload = min(part_size, total_size - offset)
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# 调用SizedFileAdapter(fileobj, size)方法会生成一个新的文件对象,重新计算起始追加位置。
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# 调用SizedFileAdapter(fileobj, size)方法会生成一个新的文件对象,重新计算起始追加位置。
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result = handler.client.upload_part(fp, upload_id, part_number,
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result = handler.client.upload_part(
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SizedFileAdapter(fileobj, num_to_upload))
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fp, upload_id, part_number, SizedFileAdapter(fileobj, num_to_upload)
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)
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parts.append(PartInfo(part_number, result.etag))
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parts.append(PartInfo(part_number, result.etag))
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offset += num_to_upload
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offset += num_to_upload
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part_number += 1
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part_number += 1
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headers = dict()
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headers = dict()
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handler.client.complete_multipart_upload(fp, upload_id, parts, headers=headers)
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handler.client.complete_multipart_upload(fp, upload_id, parts, headers=headers)
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except Exception as e:
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except Exception as e:
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@ -733,7 +757,7 @@ class LocalClient(StorageClient):
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@staticmethod
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@staticmethod
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def get_fns(folder):
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def get_fns(folder):
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if not os.path.exists(folder):
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if not os.path.exists(folder):
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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logger.warning(f"'{folder}' not found!")
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logger.warning(f"'{folder}' not found!")
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return None
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return None
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else:
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else:
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@ -865,6 +889,23 @@ def check_tmp_folder_accessibility(tmp_local_folder: str):
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raise RuntimeError(error_str)
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raise RuntimeError(error_str)
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class SingletonMeta(type):
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"""
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Singleton Meta.
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"""
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_instances = {}
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def __call__(cls, *args, **kwargs):
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if cls not in cls._instances:
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cls._instances[cls] = super().__call__(*args, **kwargs)
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else:
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assert (
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len(args) == 0 and len(kwargs) == 0
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), f"{cls.__name__} is a singleton class and a instance has been created."
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return cls._instances[cls]
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class StorageManager(metaclass=SingletonMeta):
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class StorageManager(metaclass=SingletonMeta):
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"""
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"""
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Storage Manager for saving or loading checkpoint.
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Storage Manager for saving or loading checkpoint.
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@ -948,7 +989,7 @@ class StorageManager(metaclass=SingletonMeta):
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or "HTTP_PROXY" in os.environ
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or "HTTP_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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):
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):
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if not self.has_warning and gpc.is_rank_for_log():
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if not self.has_warning and is_rank_for_log():
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logger.warning(
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logger.warning(
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"HTTP/HTTPS proxy is detected when using boto3, incorrectly setting \
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"HTTP/HTTPS proxy is detected when using boto3, incorrectly setting \
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the proxy may make boto3 unavailable or affect performance."
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the proxy may make boto3 unavailable or affect performance."
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@ -967,7 +1008,7 @@ class StorageManager(metaclass=SingletonMeta):
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or "HTTP_PROXY" in os.environ
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or "HTTP_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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):
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):
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if not self.has_warning and gpc.is_rank_for_log():
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if not self.has_warning and is_rank_for_log():
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logger.warning(
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logger.warning(
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"HTTP/HTTPS proxy is detected when using volc, incorrectly setting \
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"HTTP/HTTPS proxy is detected when using volc, incorrectly setting \
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the proxy may make volc unavailable or affect performance."
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the proxy may make volc unavailable or affect performance."
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@ -986,7 +1027,7 @@ class StorageManager(metaclass=SingletonMeta):
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or "HTTP_PROXY" in os.environ
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or "HTTP_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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or "HTTPS_PROXY" in os.environ
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):
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):
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if not self.has_warning and gpc.is_rank_for_log():
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if not self.has_warning and is_rank_for_log():
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logger.warning(
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logger.warning(
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"HTTP/HTTPS proxy is detected when using oss2, incorrectly setting \
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"HTTP/HTTPS proxy is detected when using oss2, incorrectly setting \
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the proxy may make oss2 unavailable or affect performance."
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the proxy may make oss2 unavailable or affect performance."
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@ -1132,7 +1173,7 @@ class StorageManager(metaclass=SingletonMeta):
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self._to_be_del_files.clear()
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self._to_be_del_files.clear()
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self.async_task_peeding = False
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self.async_task_peeding = False
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if gpc.is_rank_for_log():
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if is_rank_for_log():
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self.upload_count += 1
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self.upload_count += 1
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if self.async_mode and self.latest_save_folder:
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if self.async_mode and self.latest_save_folder:
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self.save(
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self.save(
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@ -8,7 +8,7 @@ import torch
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from internlm.core.context import global_context as gpc
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from internlm.core.context import global_context as gpc
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from internlm.core.context.parallel_context import Config
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from internlm.core.context.parallel_context import Config
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from internlm.solver.optimizer.hybrid_zero_optim import HybridZeroOptimizer
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from internlm.solver.optimizer.hybrid_zero_optim import HybridZeroOptimizer
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from internlm.utils.common import SingletonMeta
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from internlm.utils.storage_manager import SingletonMeta
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OSS_NAME = os.environ.get("OSS_BUCKET_NAME")
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OSS_NAME = os.environ.get("OSS_BUCKET_NAME")
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OSS_IP = os.environ.get("OSS_IP")
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OSS_IP = os.environ.get("OSS_IP")
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@ -100,7 +100,6 @@ def test_storage_mm_save_load(ckpt_config): # noqa # pylint: disable=unused-arg
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init_storage_manager,
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init_storage_manager,
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llm_load,
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llm_load,
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llm_save,
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llm_save,
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wait_async_upload_finish,
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)
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)
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ckpt_config = Config(ckpt_config)
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ckpt_config = Config(ckpt_config)
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|
@ -118,8 +117,6 @@ def test_storage_mm_save_load(ckpt_config): # noqa # pylint: disable=unused-arg
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||||||
tobj = torch.rand(64, 64)
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tobj = torch.rand(64, 64)
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||||||
save_fn = os.path.join(ckpt_config.save_folder, "test.pt")
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save_fn = os.path.join(ckpt_config.save_folder, "test.pt")
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llm_save(save_fn, tobj)
|
llm_save(save_fn, tobj)
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||||||
if ckpt_config.test_id == 0:
|
|
||||||
wait_async_upload_finish()
|
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||||||
check_folder(save_fn)
|
check_folder(save_fn)
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||||||
assert get_fns(ckpt_config.save_folder)[0] == "test.pt"
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assert get_fns(ckpt_config.save_folder)[0] == "test.pt"
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||||||
load_obj = llm_load(save_fn, map_location="cpu")
|
load_obj = llm_load(save_fn, map_location="cpu")
|
||||||
|
|
Loading…
Reference in New Issue