szilard GBM-perf issues

szilard / GBM-perf

Performance of various open source GBM implementations

MIT License

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issues

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2024 updates - c7.metal (Intel & AMD) + multicore scaling

#59 szilard opened 5 months ago
4
historical performance (2017-2024)

#58 szilard opened 5 months ago
0
2024 updates - GPU: A10 / L4 / A100 / H100

#57 szilard opened 5 months ago
1
2024 updates - CPU: m7i / c7i / r7i

#56 szilard opened 5 months ago
0
Ray XGboost

#55 szilard opened 2 years ago
8
may you clarify which data you used ?

#54 Sandy4321 closed 2 years ago
1
TensorFlow Decision Forests

#53 szilard opened 3 years ago
11
tabnet (pytorch-tabnet)

#52 szilard opened 3 years ago
41
Dask lightgbm

#51 szilard opened 3 years ago
5
Dask xgboost

#50 szilard opened 3 years ago
9
Dask (xgboost and lightgbm with Dask) -- likely WRONG results

#49 szilard closed 3 years ago
8
Run on p4d.24xlarge with A100-SXM4-40GB GPU

#48 szilard closed 5 months ago
1
XGBoost CPU speed by version

#47 szilard closed 3 years ago
1
results on instances with smaller amount of cores m5.4xlarge (16 cores=8+8HT)

#46 szilard closed 3 years ago
1
use CLI flags instead of sed for LightGBM GPU install

#45 jameslamb closed 3 years ago
3
Random Forests

#44 szilard opened 4 years ago
11
LightGBM weird multi-core scaling

#43 szilard closed 4 years ago
2
c5a.24xlarge (AMD) & multicore scaling

#42 szilard opened 4 years ago
3
c5.metal & multicore scaling

#41 szilard opened 4 years ago
3
xgboost multicore scaling and NUMA improvement by xgboost version

#40 szilard closed 4 years ago
2
h2o weird multi-core scaling

#39 szilard closed 3 years ago
4
lightgbm with categorical_feature encoding (instead of OHE)

#38 szilard closed 4 years ago
2
[GPU] Result of LightGBM GPU seems strange

#37 guolinke closed 3 years ago
5
sklearn HistGBT

#36 szilard opened 4 years ago
23
aGTBoost

#35 szilard opened 4 years ago
15
Intel vs AMD

#34 szilard opened 4 years ago
0
install RCurl dependency that h2o requires

#33 mluds closed 4 years ago
0
issue to run the 'build' command

#32 pint1022 closed 5 years ago
3
Spark/xgboost integration

#31 szilard opened 5 years ago
8
Spark/h2o integration - sparkling water

#30 szilard opened 5 years ago
3
CPU multicore and NUMA - updated results from old GBM-multicore repo

#29 szilard opened 5 years ago
6
Add Microsoft EBM (Explainable Boosting Machine)

#28 mratsim opened 5 years ago
4
Concurrent scaling (CPU/GPU) - ml-perf repo by @Laurae2

#27 szilard opened 5 years ago
1
Quiz of the day Answers (quiz on twitter)

#26 szilard opened 5 years ago
1
fix NVIDIA reference to uppercase

#25 daroczig closed 5 years ago
0
xgboost on old / low-end laptop vs Spark cluster

#24 szilard opened 5 years ago
3
xgboost Exact performance

#23 Laurae2 closed 5 years ago
0
CPU Single threaded performance

#22 szilard opened 5 years ago
8
Spark cluster

#21 szilard opened 5 years ago
13
Spark logistic regression (for comparison)

#20 szilard opened 5 years ago
3
Spark MLlib GBT 4d (for demos)

#19 szilard closed 5 years ago
3
Spark MLlib GBT 100M dataset

#18 szilard opened 5 years ago
6
Spark MLlib GBT

#17 szilard opened 5 years ago
6
catboost ordered vs plain

#16 szilard closed 5 years ago
0
pygbm

#15 szilard closed 4 years ago
1
100 million data results

#14 Laurae2 opened 5 years ago
10
CPU performance on different CPUs and multi-socket (NUMA) servers

#13 szilard opened 5 years ago
5
GPU performance for Quadro P1000 (and 4 GPUs)

#12 Laurae2 opened 5 years ago
11
GPU utilization patterns

#11 szilard opened 5 years ago
6
xgboost CPU slowdown (on some servers/high number of cores)

#9 szilard closed 4 years ago
6