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Add Pathways Benchmarking Recipes for Scale Testing
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| """ | ||
| Copyright 2025 Google LLC | ||
| 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 | ||
| https://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. | ||
| """ | ||
|
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| import sys | ||
| import os | ||
| import args_helper as helper | ||
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| parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) | ||
| sys.path.append(parent_dir) | ||
|
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| import maxtext_trillium_model_configs as model_configs | ||
| import maxtext_xpk_runner as mxr | ||
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| PROXY_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/sanitized_proxy_server:latest" | ||
| SERVER_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/sanitized_server:latest" | ||
| RUNNER = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/maxtext_jax_stable:latest" | ||
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| CLUSTER = "v6e-256-cluster" | ||
| PROJECT = "tpu-prod-env-cluster" | ||
| ZONE = "us-east5-b" | ||
| DEVICE_TYPE = "v6e-256" | ||
| BENCHMARK_STEPS = 100000 | ||
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| def main() -> int: | ||
| # V6e cluster config | ||
| cluster_config = mxr.XpkClusterConfig( | ||
| cluster_name=CLUSTER, | ||
| project=PROJECT, | ||
| zone=ZONE, | ||
| device_type=DEVICE_TYPE, | ||
| ) | ||
| xpk_path = "xpk" | ||
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| # Handle command line arguments using args_helper | ||
| should_continue = helper.handle_cmd_args( | ||
| cluster_config, helper.DELETE, xpk_path=xpk_path | ||
| ) | ||
|
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| if not should_continue: | ||
| return 0 | ||
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| user = os.environ["USER"] | ||
| region = "-".join(cluster_config.zone.split("-")[:-1]) | ||
| base_output_directory = f"gs://{user}-{region}/{user}" | ||
|
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| list_of_models = [ | ||
| model_configs.llama3_1_70b_8192_pw_lr_real_data, | ||
| ] | ||
| pathways_config = mxr.PathwaysConfig( | ||
| server_image=SERVER_IMAGE, | ||
| proxy_image=PROXY_IMAGE, | ||
| runner_image=RUNNER, | ||
| ) | ||
| num_slices_list = [ | ||
| 2 | ||
| ] | ||
|
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| xpk_workload_cmds = [] | ||
| xpk_workload_names = [] | ||
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| for model in list_of_models: | ||
| # Run workloads on the below clusters | ||
| for cluster_config in [ | ||
| cluster_config, | ||
| ]: | ||
| # Run workloads in the following slice configurations | ||
| for num_slices in num_slices_list: | ||
| wl_config = mxr.WorkloadConfig( | ||
| model=model, | ||
| num_slices=num_slices, | ||
| device_type=cluster_config.device_type, | ||
| base_output_directory=base_output_directory, | ||
| max_restarts=100, | ||
| libtpu_type=None, | ||
| libtpu_nightly_version="", | ||
| base_docker_image=None, | ||
| pathways_config=pathways_config, | ||
| xpk_path=xpk_path, | ||
| num_steps=BENCHMARK_STEPS, | ||
| ) | ||
| command, name = mxr.generate_xpk_workload_cmd( | ||
| cluster_config=cluster_config, wl_config=wl_config | ||
| ) | ||
|
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| print(f"Name of the workload is: {name} \n") | ||
| xpk_workload_names.append(name) | ||
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| print(f"XPK command to be used is: {command} \n") | ||
| xpk_workload_cmds.append(command) | ||
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| for xpk_workload_name, xpk_workload_cmd in zip( | ||
| xpk_workload_names, xpk_workload_cmds | ||
| ): | ||
| print(f"Running workload: {xpk_workload_name} with command: {xpk_workload_cmd}") | ||
| return_code = mxr.run_command_with_updates( | ||
| xpk_workload_cmd, xpk_workload_name | ||
| ) | ||
| if return_code != 0: | ||
| print(f"Unable to run xpk workload: {xpk_workload_name}") | ||
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| if __name__ == "__main__": | ||
| main() |
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