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| | import operator as op |
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| | SCALER_NAME = "scaler.pt" |
| | MODEL_NAME = "pytorch_model" |
| | RNG_STATE_NAME = "random_states" |
| | OPTIMIZER_NAME = "optimizer" |
| | SCHEDULER_NAME = "scheduler" |
| | WEIGHTS_NAME = "pytorch_model.bin" |
| | WEIGHTS_INDEX_NAME = "pytorch_model.bin.index.json" |
| | SAFE_WEIGHTS_NAME = "model.safetensors" |
| | SAFE_WEIGHTS_INDEX_NAME = "model.safetensors.index.json" |
| | SAGEMAKER_PYTORCH_VERSION = "1.10.2" |
| | SAGEMAKER_PYTHON_VERSION = "py38" |
| | SAGEMAKER_TRANSFORMERS_VERSION = "4.17.0" |
| | SAGEMAKER_PARALLEL_EC2_INSTANCES = ["ml.p3.16xlarge", "ml.p3dn.24xlarge", "ml.p4dn.24xlarge"] |
| | FSDP_SHARDING_STRATEGY = ["FULL_SHARD", "SHARD_GRAD_OP", "NO_SHARD", "HYBRID_SHARD", "HYBRID_SHARD_ZERO2"] |
| | FSDP_AUTO_WRAP_POLICY = ["TRANSFORMER_BASED_WRAP", "SIZE_BASED_WRAP", "NO_WRAP"] |
| | FSDP_BACKWARD_PREFETCH = ["BACKWARD_PRE", "BACKWARD_POST", "NO_PREFETCH"] |
| | FSDP_STATE_DICT_TYPE = ["FULL_STATE_DICT", "LOCAL_STATE_DICT", "SHARDED_STATE_DICT"] |
| | FSDP_PYTORCH_VERSION = "2.0.1" |
| | DEEPSPEED_MULTINODE_LAUNCHERS = ["pdsh", "standard", "openmpi", "mvapich", "mpich"] |
| | TORCH_DYNAMO_MODES = ["default", "reduce-overhead", "max-autotune"] |
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| | STR_OPERATION_TO_FUNC = {">": op.gt, ">=": op.ge, "==": op.eq, "!=": op.ne, "<=": op.le, "<": op.lt} |
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| | TORCH_LAUNCH_PARAMS = [ |
| | "nnodes", |
| | "nproc_per_node", |
| | "rdzv_backend", |
| | "rdzv_endpoint", |
| | "rdzv_id", |
| | "rdzv_conf", |
| | "standalone", |
| | "max_restarts", |
| | "monitor_interval", |
| | "start_method", |
| | "role", |
| | "module", |
| | "m", |
| | "no_python", |
| | "run_path", |
| | "log_dir", |
| | "r", |
| | "redirects", |
| | "t", |
| | "tee", |
| | "node_rank", |
| | "master_addr", |
| | "master_port", |
| | ] |
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| | CUDA_DISTRIBUTED_TYPES = ["DEEPSPEED", "MULTI_GPU", "FSDP", "MEGATRON_LM"] |
| | TORCH_DISTRIBUTED_OPERATION_TYPES = CUDA_DISTRIBUTED_TYPES + ["MULTI_NPU", "MULTI_XPU", "MULTI_CPU"] |
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