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Multislice TPU device count example
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# Copyright 2023 The TensorFlow Authors. All Rights Reserved. | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# 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. | |
# ============================================================================== | |
"""Simple e2e example running device count on multislice.""" | |
""" | |
# Dev box set up | |
ray start --head | |
DEV_BOX_IP=10.164.0.35 | |
# set up slice to join ray cluster | |
# slice 0 | |
gcloud compute tpus tpu-vm ssh yejingxin-tpu-slice0 \ | |
--zone europe-west4-a --worker=all \ | |
--command "pip install 'ray[default]' && .local/bin/ray start --address='$DEV_BOX_IP:6379' --resources='{\"yejingxin-tpu-slice_0\": 1}'" \ | |
# slice1 | |
gcloud compute tpus tpu-vm ssh yejingxin-tpu-slice1 \ | |
--zone europe-west4-a --worker=all \ | |
--command "pip install 'ray[default]' && .local/bin/ray start --address='$DEV_BOX_IP:6379' --resources='{\"yejingxin-tpu-slice_1\": 1}'" \ | |
# check ray status | |
# python run_device_count.py | |
""" | |
import time | |
import ray | |
from ray.job_submission import JobStatus # , JobStatusInfo | |
from ray.job_submission import JobSubmissionClient | |
def get_head_worker_ip(): | |
"""Get head worker IP address.""" | |
pass | |
client = JobSubmissionClient("auto") | |
run_name = "yejingxin-maxtext-llama-032605" | |
job_ids = [] | |
num_slices = 2 # 2 x v5p-128 | |
worker0_ip_address = get_head_worker_ip() # to be defined | |
mxla_coordinator_address = f"{worker0_ip_address}:8080" | |
for slice_index in range(num_slices): | |
for job_index in range(16): | |
job_id = client.submit_job( | |
entrypoint="python3 -c 'import jax; print(jax.device_count())'", | |
runtime_env={ | |
"working_dir": ".", | |
"env_vars": { | |
"MEGASCALE_COORDINATOR_ADDRESS": mxla_coordinator_address, | |
"MEGASCALE_SLICE_ID": f"{slice_index}", | |
"MEGASCALE_NUM_SLICES": f"{num_slices}", | |
"TF_CPP_MIN_LOG_LEVEL": "0", | |
"TPU_STDERR_LOG_LEVEL": "0", | |
"TPU_MIN_LOG_LEVEL": "0", | |
}, | |
"pip": [ | |
( | |
"-f https://storage.googleapis.com/jax-releases/jax_nightly_releases.html" | |
), | |
( | |
"-f https://storage.googleapis.com/jax-releases/jaxlib_nightly_releases.html" | |
), | |
( | |
"-f https://storage.googleapis.com/jax-releases/libtpu_releases.html" | |
), | |
], | |
}, | |
entrypoint_resources={f"yejingxin-tpu-slice_{slice_index}": 1}, | |
) | |
job_ids.append(job_id) | |
print(job_ids) | |
print(f"ray job logs -f {job_ids[0]}") |
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