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Flaky tests. #11867

@trivialfis

Description

@trivialfis

We might need to use the distributed sketching for the leaf value estimation.

test_gpu_hist(
    self=<test_distributed.test_gpu_with_dask.test_gpu_with_dask.TestDistributedGPU object at 0x7c4c051e1bb0>,
    local_cuda_client=<Client: 'tcp://127.0.0.1:33265' processes=2 threads=2, memory=125.66 GiB>,
    params={'max_depth': 1,
     'max_leaves': 1,
     'max_bin': 222,
     'grow_policy': 'lossguide',
     'min_child_weight': 1.0287111223084038,
     'colsample_bytree': 0.889984511685734,
     'colsample_bylevel': 0.5},
    num_rounds=20,
    dataset=sparse-l1,
    dmatrix_type=xgboost.dask.DaskDMatrix,
)
    @reproduce_failure(
        "6.148.7",
        b"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",
    )
2025-12-25T23:42:36.2626735Z E           assert 0.6603163609256085 < 0.6603163468886623
2025-12-25T23:42:36.2627071Z E           Falsifying example: test_approx(
2025-12-25T23:42:36.2627555Z E               self=<test_distributed.test_with_dask.test_with_dask.TestWithDask object at 0x7132346e1060>,
2025-12-25T23:42:36.2628156Z E               client=<Client: 'tcp://127.0.0.1:42683' processes=2 threads=16, memory=30.98 GiB>,
2025-12-25T23:42:36.2628581Z E               params={'max_depth': 2,
2025-12-25T23:42:36.2628858Z E                'max_leaves': 0,
2025-12-25T23:42:36.2629128Z E                'max_bin': 2,
2025-12-25T23:42:36.2629388Z E                'grow_policy': 'lossguide',
2025-12-25T23:42:36.2629690Z E                'min_child_weight': 1.0,
2025-12-25T23:42:36.2629985Z E                'colsample_bytree': 1.0,
2025-12-25T23:42:36.2630279Z E                'colsample_bylevel': 1.0},
2025-12-25T23:42:36.2630671Z E               cache_param={'max_cached_hist_node': 1},  # or any other generated value
2025-12-25T23:42:36.2631070Z E               dataset=cancer,
2025-12-25T23:42:36.2631847Z E           )
2025-12-25T23:42:36.2632650Z E           {'train': OrderedDict([('logloss', [0.6603163468886623, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085, 0.6603163609256085])])}
@reproduce_failure('6.148.7', b'AXicc2RyZHAEYg37DwxggMkAKWBgAACEBAWS') as a decorator on your test case
test_shap_interactions(self=<test_gpu_prediction.TestGPUPredict object at 0x7d7e97ae5120>, num_rounds=10, dataset=calif_housing, param={'max_depth': 6, 'max_leaves': 160, 'num_parallel_tree': 10})
@reproduce_failure('6.148.7', b'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')

Floating point error in the base score

[  FAILED  ] ColumnSplitObjective/TestColumnSplit.Objective/survival_cox, where GetParam() = "survival:cox"

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