mirror of
https://github.com/twitter/the-algorithm-ml.git
synced 2024-12-24 07:11:49 +01:00
109 lines
2.4 KiB
Python
109 lines
2.4 KiB
Python
import json
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import os
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from typing import List
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KF_DDS_PORT: int = 5050
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SLURM_DDS_PORT: int = 5051
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FLIGHT_SERVER_PORT: int = 2222
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def on_kf():
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return "SPEC_TYPE" in os.environ
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def has_readers():
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if on_kf():
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machines_config_env = json.loads(os.environ["MACHINES_CONFIG"])
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return machines_config_env["dataset_worker"] is not None
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return os.environ.get("HAS_READERS", "False") == "True"
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def get_task_type():
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if on_kf():
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return os.environ["SPEC_TYPE"]
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return os.environ["TASK_TYPE"]
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def is_chief() -> bool:
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return get_task_type() == "chief"
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def is_reader() -> bool:
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return get_task_type() == "datasetworker"
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def is_dispatcher() -> bool:
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return get_task_type() == "datasetdispatcher"
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def get_task_index():
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if on_kf():
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pod_name = os.environ["MY_POD_NAME"]
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return int(pod_name.split("-")[-1])
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else:
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raise NotImplementedError
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def get_reader_port():
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if on_kf():
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return KF_DDS_PORT
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return SLURM_DDS_PORT
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def get_dds():
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if not has_readers():
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return None
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dispatcher_address = get_dds_dispatcher_address()
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if dispatcher_address:
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return f"grpc://{dispatcher_address}"
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else:
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raise ValueError("Job does not have DDS.")
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def get_dds_dispatcher_address():
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if not has_readers():
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return None
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if on_kf():
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job_name = os.environ["JOB_NAME"]
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dds_host = f"{job_name}-datasetdispatcher-0"
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else:
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dds_host = os.environ["SLURM_JOB_NODELIST_HET_GROUP_0"]
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return f"{dds_host}:{get_reader_port()}"
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def get_dds_worker_address():
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if not has_readers():
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return None
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if on_kf():
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job_name = os.environ["JOB_NAME"]
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task_index = get_task_index()
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return f"{job_name}-datasetworker-{task_index}:{get_reader_port()}"
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else:
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node = os.environ["SLURMD_NODENAME"]
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return f"{node}:{get_reader_port()}"
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def get_num_readers():
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if not has_readers():
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return 0
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if on_kf():
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machines_config_env = json.loads(os.environ["MACHINES_CONFIG"])
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return int(machines_config_env["num_dataset_workers"] or 0)
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return len(os.environ["SLURM_JOB_NODELIST_HET_GROUP_1"].split(","))
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def get_flight_server_addresses():
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if on_kf():
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job_name = os.environ["JOB_NAME"]
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return [
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f"grpc://{job_name}-datasetworker-{task_index}:{FLIGHT_SERVER_PORT}"
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for task_index in range(get_num_readers())
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]
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else:
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raise NotImplementedError
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def get_dds_journaling_dir():
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return os.environ.get("DATASET_JOURNALING_DIR", None)
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