Fix federated learning demos and tests (#9488)
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@@ -6,7 +6,7 @@ This directory contains a demo of Vertical Federated Learning using
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## Training with CPU only
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To run the demo, first build XGBoost with the federated learning plugin enabled (see the
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[README](../../plugin/federated/README.md)).
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[README](../../../plugin/federated/README.md)).
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Install NVFlare (note that currently NVFlare only supports Python 3.8):
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```shell
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@@ -16,7 +16,7 @@ class SupportedTasks(object):
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class XGBoostTrainer(Executor):
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def __init__(self, server_address: str, world_size: int, server_cert_path: str,
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client_key_path: str, client_cert_path: str):
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client_key_path: str, client_cert_path: str, use_gpus: bool):
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"""Trainer for federated XGBoost.
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Args:
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@@ -32,6 +32,7 @@ class XGBoostTrainer(Executor):
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self._server_cert_path = server_cert_path
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self._client_key_path = client_key_path
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self._client_cert_path = client_cert_path
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self._use_gpus = use_gpus
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def execute(self, task_name: str, shareable: Shareable, fl_ctx: FLContext,
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abort_signal: Signal) -> Shareable:
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@@ -81,6 +82,8 @@ class XGBoostTrainer(Executor):
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'objective': 'binary:logistic',
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'eval_metric': 'auc',
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}
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if self._use_gpus:
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self.log_info(fl_ctx, 'GPUs are not currently supported by vertical federated XGBoost')
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# specify validations set to watch performance
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watchlist = [(dtest, "eval"), (dtrain, "train")]
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@@ -56,7 +56,7 @@ fi
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nvflare poc -n 2 --prepare
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mkdir -p /tmp/nvflare/poc/admin/transfer/vertical-xgboost
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cp -fr config custom /tmp/nvflare/poc/admin/transfer/vertical-xgboost
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cp -fr ../config custom /tmp/nvflare/poc/admin/transfer/vertical-xgboost
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cp server-*.pem client-cert.pem /tmp/nvflare/poc/server/
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for (( site=1; site<=world_size; site++ )); do
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cp server-cert.pem client-*.pem /tmp/nvflare/poc/site-"${site}"/
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