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Add Pathways Benchmarking Recipes for Scale Testing
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,117 @@ | ||
| """ | ||
| 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. | ||
| """ | ||
|
|
||
| import sys | ||
| import os | ||
| import args_helper as helper | ||
|
|
||
| parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) | ||
| sys.path.append(parent_dir) | ||
|
|
||
| import maxtext_trillium_model_configs as model_configs | ||
| import maxtext_xpk_runner as mxr | ||
|
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| HEAD_PROXY_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/proxy_server:latest" | ||
| HEAD_SERVER_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/server:latest" | ||
| HEAD_RUNNER = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/maxtext_jax_stable:latest" | ||
|
|
||
| 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" | ||
|
|
||
| # Handle command line arguments using args_helper | ||
| should_continue = helper.handle_cmd_args( | ||
| cluster_config, helper.DELETE, xpk_path=xpk_path | ||
| ) | ||
|
|
||
| if not should_continue: | ||
| return 0 | ||
|
|
||
| user = os.environ["USER"] | ||
| region = "-".join(cluster_config.zone.split("-")[:-1]) | ||
| base_output_directory = f"gs://{user}-{region}/{user}" | ||
|
|
||
| list_of_models = [ | ||
| model_configs.llama3_1_70b_8192_pw_lr_real_data, | ||
| ] | ||
| pathways_config = mxr.PathwaysConfig( | ||
| server_image=HEAD_SERVER_IMAGE, | ||
| proxy_image=HEAD_PROXY_IMAGE, | ||
| runner_image=HEAD_RUNNER, | ||
| ) | ||
| num_slices_list = [ | ||
| 2 | ||
| ] | ||
|
|
||
| xpk_workload_cmds = [] | ||
| xpk_workload_names = [] | ||
|
|
||
| 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="", | ||
| 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 | ||
| ) | ||
|
|
||
| print(f"Name of the workload is: {name} \n") | ||
| xpk_workload_names.append(name) | ||
|
|
||
| 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}") | ||
|
|
||
|
|
||
| if __name__ == "__main__": | ||
| main() |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,127 @@ | ||
| """ | ||
| 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. | ||
| """ | ||
|
|
||
| import sys | ||
| import os | ||
| import args_helper as helper | ||
|
|
||
| parent_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) | ||
| sys.path.append(parent_dir) | ||
|
|
||
| import maxtext_trillium_model_configs as model_configs | ||
| import maxtext_xpk_runner as mxr | ||
|
|
||
| HEAD_PROXY_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/proxy_server:latest" | ||
| HEAD_SERVER_IMAGE = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/server:latest" | ||
| HEAD_RUNNER = "us-docker.pkg.dev/cloud-tpu-v2-images-dev/pathways/maxtext_jax_stable:latest" | ||
|
|
||
| CLUSTER = "v6e-256-cluster" | ||
| PROJECT = "tpu-prod-env-cluster" | ||
| ZONE = "us-east5-b" | ||
| DEVICE_TYPE = "v6e-256" | ||
| BENCHMARK_STEPS = 20 | ||
|
|
||
|
|
||
| def main() -> int: | ||
| # V6e cluster config | ||
| cluster_config = mxr.XpkClusterConfig( | ||
| cluster_name=CLUSTER, | ||
| project=PROJECT, | ||
| zone=ZONE, | ||
| device_type=DEVICE_TYPE, | ||
| ) | ||
| xpk_path = "xpk" | ||
|
|
||
| # Handle command line arguments using args_helper | ||
| should_continue = helper.handle_cmd_args( | ||
| cluster_config, helper.DELETE, xpk_path=xpk_path | ||
| ) | ||
|
|
||
| if not should_continue: | ||
| return 0 | ||
|
|
||
| user = os.environ["USER"] | ||
| region = "-".join(cluster_config.zone.split("-")[:-1]) | ||
| base_output_directory = f"gs://{user}-{region}/{user}" | ||
|
|
||
| # The user MUST build their own maxtext image: | ||
| # https://github.com/AI-Hypercomputer/maxtext/blob/main/docker_build_dependency_image.sh | ||
| local_maxtext_image = f"gcr.io/{PROJECT}/{user}_latest:latest" | ||
|
|
||
| models = { | ||
| "mcjax": [ | ||
| model_configs.llama3_1_70b_8192, | ||
| ], | ||
| "pathways": [ | ||
| model_configs.llama3_1_70b_8192_pw, | ||
| ] | ||
| } | ||
| pathways_config = mxr.PathwaysConfig( | ||
| server_image=HEAD_SERVER_IMAGE, | ||
| proxy_image=HEAD_PROXY_IMAGE, | ||
| runner_image=HEAD_RUNNER, | ||
| ) | ||
| num_slices_list = [ | ||
| 2 | ||
| ] | ||
|
|
||
| xpk_workload_cmds = [] | ||
| xpk_workload_names = [] | ||
|
|
||
| for infra, model_list in models.items(): | ||
| for model in model_list: | ||
| # 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=0, | ||
| libtpu_type=None, | ||
| libtpu_nightly_version="", | ||
| base_docker_image=local_maxtext_image if infra == "mcjax" else "", | ||
| pathways_config=pathways_config if infra == "pathways" else None, | ||
| xpk_path=xpk_path, | ||
| num_steps=BENCHMARK_STEPS, | ||
| ) | ||
| command, name = mxr.generate_xpk_workload_cmd( | ||
| cluster_config=cluster_config, wl_config=wl_config | ||
| ) | ||
|
|
||
| print(f"Name of the workload is: {name} \n") | ||
| xpk_workload_names.append(name) | ||
|
|
||
| print(f"XPK command to be used is: {command} \n") | ||
| xpk_workload_cmds.append(command) | ||
|
|
||
| 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}") | ||
|
|
||
|
|
||
| if __name__ == "__main__": | ||
| main() |