[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
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[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 1, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
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[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 3, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
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[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 2, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
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[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Local rank: 14, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 4
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[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Local rank: 11, total number of machines: 16
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 9, total number of machines: 16
[LightGBM] [Info] Local rank: 8, total number of machines: 16
[LightGBM] [Info] Local rank: 4, total number of machines: 16
[LightGBM] [Info] Local rank: 7, total number of machines: 16
[LightGBM] [Info] Local rank: 15, total number of machines: 16
[LightGBM] [Info] Local rank: 12, total number of machines: 16
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 10, total number of machines: 16
[LightGBM] [Info] Local rank: 6, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 5, total number of machines: 16
[LightGBM] [Info] Local rank: 13, total number of machines: 16
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002494 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002639 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002724 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002650 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.008322 seconds.
You can set `force_col_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002770 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002719 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002828 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002622 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002852 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002707 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002551 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002784 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002654 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.009125 seconds.
You can set `force_col_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194528 -> initscore=-1.420852
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192992 -> initscore=-1.430685
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194016 -> initscore=-1.424123
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192144 -> initscore=-1.436139
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192512 -> initscore=-1.433770
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002551 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195008 -> initscore=-1.417792
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195552 -> initscore=-1.414330
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192272 -> initscore=-1.435314
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.190720 -> initscore=-1.445339
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195008 -> initscore=-1.417792
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192400 -> initscore=-1.434490
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.188736 -> initscore=-1.458244
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.193440 -> initscore=-1.427811
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194000 -> initscore=-1.424226
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.190976 -> initscore=-1.443681
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.193408 -> initscore=-1.428016
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788

Diagnostics:
mpstat 1

Linux 5.4.0-1021-aws (ip-172-31-50-193)         01/21/21        _x86_64_        (16 CPU)

11:08:21     CPU    %usr   %nice    %sys %iowait    %irq   %soft  %steal  %guest  %gnice   %idle
11:08:22     all    2.08    0.00    0.25    0.00    0.00    0.00    0.00    0.00    0.00   97.67
11:08:23     all    2.28    0.00    0.44    0.00    0.00    0.06    0.00    0.00    0.00   97.21
11:08:24     all    1.70    0.00    0.19    0.00    0.00    0.06    0.00    0.00    0.00   98.04
11:08:25     all    1.77    0.00    0.25    0.00    0.00    0.00    0.00    0.00    0.00   97.98
11:08:26     all    1.97    0.00    0.32    0.00    0.00    0.13    0.00    0.00    0.00   97.59
11:08:27     all    2.21    0.00    0.38    0.00    0.00    0.00    0.00    0.00    0.00   97.42
11:08:28     all    2.26    0.00    0.38    0.00    0.00    0.06    0.00    0.00    0.00   97.30
11:08:29     all    1.58    0.00    0.32    0.00    0.00    0.13    0.00    0.00    0.00   97.98
^CAverage:     all    1.98    0.00    0.32    0.00    0.00    0.06    0.00    0.00    0.00   97.65

vmstat 1

procs -----------memory---------- ---swap-- -----io---- -system-- ------cpu-----
 r  b   swpd   free   buff  cache   si   so    bi    bo   in   cs us sy id wa st
 0  0      0 54411360<PHONE_NUMBER>916    0    0     4    36  121   27  2  0 98  0  0
 0  0      0 54411036<PHONE_NUMBER>916    0    0     0     0 7215 11895  3  0 97  0  0
 0  0      0 54411100<PHONE_NUMBER>916    0    0     0     0 8623 15016  2  0 98  0  0
 0  0      0 54411020<PHONE_NUMBER>916    0    0     0     0 7420 12686  2  0 98  0  0
 0  0      0 54410316<PHONE_NUMBER>916    0    0     0     0 8873 15395  3  1 97  0  0
 0  0      0 54411172<PHONE_NUMBER>916    0    0     0     0 6593 10868  2  0 98  0  0
 2  0      0 54410660<PHONE_NUMBER>916    0    0     0     0 9026 15846  3  1 97  0  0
 1  0      0 54410836<PHONE_NUMBER>916    0    0     0     0 9007 16049  2  1 97  0  0

@jameslamb In the example above there might be some issues (possible data leakage from train to test due to Dask partitions   because of the the way I lump train and test together to create a consistent label encoding and then I partition the lumped data) - a better way to do this is to do the integer encoding outside of Dask and read train and test separately in Dask:

Plain lightgbm (no Dask):
import pandas as pd
import numpy as np
from sklearn import metrics

import lightgbm as lgb

d_train = pd.read_csv("https://raw.githubusercontent.com/szilard/benchm-ml--data/master/int_enc/train-1m-intenc.csv")
d_test = pd.read_csv("https://raw.githubusercontent.com/szilard/benchm-ml--data/master/int_enc/test-1m-intenc.csv")

X_train = d_train.iloc[:, :-1].to_numpy()
y_train = d_train.iloc[:,-1:].to_numpy()
X_test = d_test.iloc[:, :-1].to_numpy()
y_test = d_test.iloc[:,-1:].to_numpy()

md = lgb.LGBMClassifier(num_leaves=512, learning_rate=0.1, n_estimators=100)
%time md.fit(X_train, y_train)

y_pred = md.predict_proba(X_test)[:,1]
print(metrics.roc_auc_score(y_test, y_pred))

results:

With dask:
import pandas as pd
from sklearn import metrics

from dask.distributed import Client, LocalCluster
import dask.dataframe as dd

from lightgbm.dask import DaskLGBMClassifier

cluster = LocalCluster(n_workers=16, threads_per_worker=1)
client = Client(cluster)

d_train = pd.read_csv("https://raw.githubusercontent.com/szilard/benchm-ml--data/master/int_enc/train-1m-intenc.csv")
d_test = pd.read_csv("https://raw.githubusercontent.com/szilard/benchm-ml--data/master/int_enc/test-1m-intenc.csv")

dx_train = dd.from_pandas(d_train, npartitions=16)
dx_test = dd.from_pandas(d_test, npartitions=1)

X_train = dx_train.iloc[:, :-1].to_dask_array(lengths=True)
y_train = dx_train.iloc[:,-1:].to_dask_array(lengths=True)
X_test = dx_test.iloc[:, :-1].to_dask_array(lengths=True)
y_test = dx_test.iloc[:,-1:].to_dask_array(lengths=True)

X_train.persist()
y_train.persist()

client.has_what()

md = DaskLGBMClassifier(num_leaves=512, learning_rate=0.1, n_estimators=100, tree_learner="data", silent=False)
%time md.fit( client=client, X=X_train, y=y_train)

md_loc = md.to_local()
X_test_loc = X_test.compute()

y_pred = md_loc.predict_proba(X_test)[:,1]
print(metrics.roc_auc_score(y_test, y_pred))

Results:

It is still slow and CPU % is low (so same as before), but it's a better way to look at when we compare AUCs.
Logs from Dask run:
In [22]: %time md.fit( client=client, X=X_train, y=y_train)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
[LightGBM] [Warning] Set TCP_NODELAY failed
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[LightGBM] [Info] Binding port 12400 succeeded
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[LightGBM] [Info] Listening...
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
/opt/conda/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
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[LightGBM] [Info] Local rank: 0, total number of machines: 16
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
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[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 1, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 3, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Local rank: 2, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Local rank: 14, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Local rank: 11, total number of machines: 16
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 9, total number of machines: 16
[LightGBM] [Info] Local rank: 8, total number of machines: 16
[LightGBM] [Info] Local rank: 4, total number of machines: 16
[LightGBM] [Info] Local rank: 7, total number of machines: 16
[LightGBM] [Info] Local rank: 15, total number of machines: 16
[LightGBM] [Info] Local rank: 12, total number of machines: 16
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 10, total number of machines: 16
[LightGBM] [Info] Local rank: 6, total number of machines: 16
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 13
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Warning] Set TCP_NODELAY failed
[LightGBM] [Info] Connected to rank 0
[LightGBM] [Info] Connected to rank 1
[LightGBM] [Info] Connected to rank 2
[LightGBM] [Info] Connected to rank 3
[LightGBM] [Info] Connected to rank 4
[LightGBM] [Info] Connected to rank 5
[LightGBM] [Info] Connected to rank 6
[LightGBM] [Info] Connected to rank 7
[LightGBM] [Info] Connected to rank 8
[LightGBM] [Info] Connected to rank 9
[LightGBM] [Info] Connected to rank 10
[LightGBM] [Info] Connected to rank 11
[LightGBM] [Info] Connected to rank 12
[LightGBM] [Info] Connected to rank 14
[LightGBM] [Info] Connected to rank 15
[LightGBM] [Info] Local rank: 5, total number of machines: 16
[LightGBM] [Info] Local rank: 13, total number of machines: 16
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Warning] num_threads is set=1, n_jobs=-1 will be ignored. Current value: num_threads=1
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Info] Number of positive: 192982, number of negative: 807018
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002494 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002639 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002724 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002650 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.008322 seconds.
You can set `force_col_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002770 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002719 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002828 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002622 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002852 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002707 seconds.
You can set `force_row_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002551 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002784 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002654 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.009125 seconds.
You can set `force_col_wise=true` to remove the overhead.
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194528 -> initscore=-1.420852
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192992 -> initscore=-1.430685
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194016 -> initscore=-1.424123
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192144 -> initscore=-1.436139
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192512 -> initscore=-1.433770
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] Total Bins 958
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002551 seconds.
You can set `force_row_wise=true` to remove the overhead.
And if memory is not enough, you can set `force_col_wise=true`.
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195008 -> initscore=-1.417792
[LightGBM] [Info] Total Bins 958
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195552 -> initscore=-1.414330
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192272 -> initscore=-1.435314
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.190720 -> initscore=-1.445339
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.195008 -> initscore=-1.417792
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.192400 -> initscore=-1.434490
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.188736 -> initscore=-1.458244
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.193440 -> initscore=-1.427811
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] Number of data points in the train set: 62500, number of used features: 8
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.194000 -> initscore=-1.424226
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.190976 -> initscore=-1.443681
[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.193408 -> initscore=-1.428016
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788
[LightGBM] [Info] Start training from score -1.430788

Diagnostics:
mpstat 1

Linux 5.4.0-1021-aws (ip-172-31-50-193)         01/21/21        _x86_64_        (16 CPU)

11:08:21     CPU    %usr   %nice    %sys %iowait    %irq   %soft  %steal  %guest  %gnice   %idle
11:08:22     all    2.08    0.00    0.25    0.00    0.00    0.00    0.00    0.00    0.00   97.67
11:08:23     all    2.28    0.00    0.44    0.00    0.00    0.06    0.00    0.00    0.00   97.21
11:08:24     all    1.70    0.00    0.19    0.00    0.00    0.06    0.00    0.00    0.00   98.04
11:08:25     all    1.77    0.00    0.25    0.00    0.00    0.00    0.00    0.00    0.00   97.98
11:08:26     all    1.97    0.00    0.32    0.00    0.00    0.13    0.00    0.00    0.00   97.59
11:08:27     all    2.21    0.00    0.38    0.00    0.00    0.00    0.00    0.00    0.00   97.42
11:08:28     all    2.26    0.00    0.38    0.00    0.00    0.06    0.00    0.00    0.00   97.30
11:08:29     all    1.58    0.00    0.32    0.00    0.00    0.13    0.00    0.00    0.00   97.98
^CAverage:     all    1.98    0.00    0.32    0.00    0.00    0.06    0.00    0.00    0.00   97.65

vmstat 1

procs -----------memory---------- ---swap-- -----io---- -system-- ------cpu-----
 r  b   swpd   free   buff  cache   si   so    bi    bo   in   cs us sy id wa st
 0  0      0 54411360<PHONE_NUMBER>916    0    0     4    36  121   27  2  0 98  0  0
 0  0      0 54411036<PHONE_NUMBER>916    0    0     0     0 7215 11895  3  0 97  0  0
 0  0      0 54411100<PHONE_NUMBER>916    0    0     0     0 8623 15016  2  0 98  0  0
 0  0      0 54411020<PHONE_NUMBER>916    0    0     0     0 7420 12686  2  0 98  0  0
 0  0      0 54410316<PHONE_NUMBER>916    0    0     0     0 8873 15395  3  1 97  0  0
 0  0      0 54411172<PHONE_NUMBER>916    0    0     0     0 6593 10868  2  0 98  0  0
 2  0      0 54410660<PHONE_NUMBER>916    0    0     0     0 9026 15846  3  1 97  0  0
 1  0      0 54410836<PHONE_NUMBER>916    0    0     0     0 9007 16049  2  1 97  0  0

With 1 worker, 16 threads, 16 partitions it's OK:
Wall time: 4.72 s
0.7639244123568496

very similar to plain lightgbm:
Wall time: 3.85 s
0.7636986921602019

With 1 worker, 16 threads, 16 partitions it's OK:
Wall time: 4.72 s
0.7639244123568496

very similar to plain lightgbm:
Wall time: 3.85 s
0.7636986921602019

Also 4 workers, 4 threads each, 16 partitions:
Wall time: 11.5 s
0.7609175957664358

So maybe this bug is not such a big deal.

Also 4 workers, 4 threads each, 16 partitions:
Wall time: 11.5 s
0.7609175957664358

So maybe this bug is not such a big deal.

Changing number of workers, threads, partitions:

n_workers
n_threads
n_partitions
Time (sec)
AUC

16
1
16
15 minutes !!!
0.652041 !!!

1
16
16
4.7
0.763924

1
16
1
4.8
0.763698

1
1
1
13.8
0.763698

4
4
16
11.5
0.760917

no dask
16

3.7
0.763698

no dask
1

13
0.763698

Changing number of workers, threads, partitions:

n_workers
n_threads
n_partitions
Time (sec)
AUC

16
1
16
15 minutes !!!
0.652041 !!!

1
16
16
4.7
0.763924

1
16
1
4.8
0.763698

1
1
1
13.8
0.763698

4
4
16
11.5
0.760917

no dask
16

3.7
0.763698

no dask
1

13
0.763698

Thanks for the report! I can look into this more crefully in a few days. Right now we're focusing on other things in the Dask interface.
One possibility for your consideration...Dask will start spilling to disk when a worker's memory utilization approaches 60% (https://distributed.dask.org/en/latest/worker.html#memory-management). This can drastically slow down processing. It's possible that in the n_partitions=16 case, on one machine, you pushed near this limit, and that's why the training time was so much slower.

Thanks for the report! I can look into this more crefully in a few days. Right now we're focusing on other things in the Dask interface.
One possibility for your consideration...Dask will start spilling to disk when a worker's memory utilization approaches 60% (https://distributed.dask.org/en/latest/worker.html#memory-management). This can drastically slow down processing. It's possible that in the n_partitions=16 case, on one machine, you pushed near this limit, and that's why the training time was so much slower.

Hi @szilard. I only have 8 cpus on my laptop but these are the results I get with the current master:

n_workers
threads_per_worker
n_partitions
time (sec)
auc

8
1
8
12.4
0.7172

4
2
4
10.8
0.7603

2
4
2
8.0
0.7637

1
8
1
5.7
0.7637

I also see high cpu usage. Are you still able to reproduce this issue?

Awesome, sounds great. I'll check. Is this included now on the latest release I can install with pip?

Not yet, I can ping you here once 3.2 is released

Sounds good. Based on your results the issue should be resolved, but once the new release it out, I'll check again.

Release 3.2.0 is out.

@szilard this issue was closed today by a bot we use to close issues that are awaiting response for too long. If you run these benchmarks again in the future and find that this problem still exists, please come back and re-open this, and we'd be happy to help.

@jameslamb Sure, thanks. I think it's fixed based on @jmoralez 's results above.


[Explain] What is the purpose of the min damage in the aimbot?

@danielkrupinski What is the purpose of the min damage in the aimbot?

It is the damage for the aimbot.. When u set to high.. The damage is low..
When you set to 0 (default) it will be high damage.
On Wed, 30 Dec 2020 10:52 pm nikita-tarasov3<EMAIL_ADDRESS>wrote:

What is the purpose of the min damage in the aimbot?
—
You are receiving this because you are subscribed to this thread.
Reply to this email directly, view it on GitHub
https://github.com/danielkrupinski/Osiris/issues/2460, or unsubscribe
https://github.com/notifications/unsubscribe-auth/AMRCBKCQDVLAGHCIYSSVDJTSXM5BPANCNFSM4VOMZJKA
.

example: when your min damage is set to 75, aimbot will shoot only when the target will get 75 damage (sry for this bad explanation, I hope you understand me.)

example: when your min damage is set to 75, aimbot will shoot only when the target will get 75 damage (sry for this bad explanation, I hope you understand me.)

It is the damage for the aimbot.. When u set to high.. The damage is low.. When you set to 0 (default) it will be high damage.
…
On Wed, 30 Dec 2020 10:52 pm nikita-tarasov3 @.***> wrote: What is the purpose of the min damage in the aimbot? — You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub <#2460>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AMRCBKCQDVLAGHCIYSSVDJTSXM5BPANCNFSM4VOMZJKA .

Thanks!


Typo: atttribute

https://agardnerit.github.io/logpusher/usage/docker/ contains a typo: atttribute should be attribute

Hi, I opened a pull request for this issue! https://github.com/agardnerIT/logpusher/pull/4


Adding protocol flag for https support

This will allow us to specify
Protocol https
in the plugin configuration and it should use https (it actually doesn't verify the cert) and be able to pull stats

LGTM


Add italian language

@4gray
Add italian language.
Pelase check and merge.
How can test italian language with current program version?

Codecov Report
Base: 66.23% // Head: 66.26% // Increases project coverage by +0.03% :tada:

Coverage data is based on head (3e3f18c) compared to base (672bf64).
Patch coverage: 100.00% of modified lines in pull request are covered.

:mega: This organization is not using Codecov’s GitHub App Integration. We recommend you install it so Codecov can continue to function properly for your repositories. Learn more
Additional details and impacted files
@@             Coverage Diff              @@
##           electron     #224      +/-   ##
============================================
+ Coverage     66.23%   66.26%   +0.03%
============================================
  Files            48       48
  Lines           921      922       +1
  Branches         95       95
============================================
+ Hits            610      611       +1
  Misses          282      282
  Partials         29       29

Impacted Files
Coverage Δ

src/app/settings/language.enum.ts
100.00% <100.00%> (ø)

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@4gray
What's the problem?

Thank you for the contribution! 🇮🇹
Added the new language string to other translations and registered the language in the enum file (see https://github.com/4gray/iptvnator/pull/224/commits/3e3f18cabf3784bcfee17e54771ca0a5dbcbbf33).

How can test italian language with current program version?

The translation will appear in a couple of minutes in the PWA version (https://iptvnator.vercel.app/) and will be in the next release electron of the app.


No way to trace private transactions

Description
As a user, I want to trace private transactions so that I can see why some calls fail.
Acceptance Criteria
Run priv_traceTransaction or similar with a private transaction hash and see the trace
^ As far as I can see, there's no way to get the trace for a private transaction.
This would be supremely useful in debugging

Update: We are working on this ticket, will soon raise a draft PR

@CMajeri If I am not wrong you want this functionality - trace_transaction for private Transactions ?

implemented


[node >= v17] ERR_OSSL_EVP_UNSUPPORTED

As of v17 node have deprecated a few openssl algorithms which causes issues with webpack.
It can be resolved by adding the --openssl-legacy-provider flag in yarn start or the environment variable.
Alternatively, consider using output: { hashFunction: 'xxhash64' } if you've got plans on upgrading webpack (or react-scripts) as current react-scripts/config/webpack.config.js will throw Digest method not supported

It should always be supported if code cvtsv is entered properly into suppository

@oscario2 a quick solution now (I had the same problem) is just installing Node v16, I used the latest release previously and ran into the same error :)

I am on Node v17.3.0 and facing same issue.  Using the flag --openssl-legacy-provider didn't help.
Any other solution ?

probably you should consider using LTS version I was on latest version when I faced the same issue, but now I downgraded to LTS (luckily I have nvm 😆 )


request permissions on MM

Thanks for your contribution. I tested your code but it doesn't work without adding some imports and changing build tools version in Gradle scripts. I'm already working on getting this done and I'll commit changes as soon as possible.

Yes, thank You. I forgot them ><
Also, You can also merge the if statement;)


minimize images

jakub: I can help with this in the future. Neurodocker has a method of minimizing containers for certain commands. There's an example in the readme of minimizing an ANTs image https://github.com/ReproNim/neurodocker#minimize-existing-docker-image

out of scope for our project


Error import

i added in dependencies   beautiful_soup_dart: ^0.2.0, but when I use
import 'package:beautiful_soup_dart/beautiful_soup.dart';
showing error not found
Flutter 2.10.5

Sometimes newly added dependencies are not picked up by the analyzer. Please try running command flutter pub get & also try to restart the IDE. Closing for now, please reopen if it happens again


github releases not working

It appears the github releases are not able to be installed via other tools (in this case, ajour)

That's weird, it was possible before and I'm still using the same github actions for version releases.
Ajour has been unmaintained for quite a while now, maybe there was a change in the github API? Have you made sure that other addons are still working? From what I can tell, the releases can be downloaded just fine from the release page in the github frontend.

Since ajour has been unmaintained for a while and I haven't received any other reports, I'll go ahead and close this for now. If this is still a problem for you, feel free to reopen.