d06e9f0 | Paul Koch | 04 April 2024, 21:28:58 UTC | update hyperparameter recommendations | 04 April 2024, 21:28:58 UTC |
c0dc714 | Paul Koch | 04 April 2024, 17:27:39 UTC | optimize BinSumsBoosting for multiclass | 04 April 2024, 17:27:39 UTC |
2bc0988 | Paul Koch | 04 April 2024, 17:13:40 UTC | optimize parallel BinSumsBoosting | 04 April 2024, 17:13:40 UTC |
72854ab | Paul Koch | 04 April 2024, 09:40:31 UTC | optimize binary classifier loop for memory latency | 04 April 2024, 09:40:31 UTC |
be6eb59 | Paul Koch | 04 April 2024, 09:27:43 UTC | optimize regression loop for memory latency | 04 April 2024, 09:40:15 UTC |
369e99f | Paul Koch | 04 April 2024, 09:16:46 UTC | optimize objective loop for memory latency avoidance | 04 April 2024, 09:16:46 UTC |
b1b9f97 | Paul Koch | 04 April 2024, 09:12:42 UTC | fix buffer overrun segfault during DataSetBoosting construction | 04 April 2024, 09:12:42 UTC |
281e35d | Paul Koch | 04 April 2024, 01:26:34 UTC | prefetch the next memory gather operation as an optimization | 04 April 2024, 05:56:24 UTC |
61394f6 | Paul Koch | 03 April 2024, 17:32:49 UTC | move the location of the shifts in preparation for prefetching the gather operations | 03 April 2024, 21:23:34 UTC |
e218796 | Paul Koch | 01 April 2024, 06:05:44 UTC | optimize the multiclass collapsed specialization of the BinSumsBoosting function | 01 April 2024, 06:05:44 UTC |
6d13fb2 | Paul Koch | 01 April 2024, 05:03:03 UTC | optimize collapsed BinSumBoosting for non-multiclass scenario | 01 April 2024, 05:40:18 UTC |
bd292aa | Paul Koch | 01 April 2024, 04:59:22 UTC | in the parallel BinSumsBoosting, load the first item in each parallel bin instead of the first chronological ordered ones, and add some static assert restrictions | 01 April 2024, 05:01:25 UTC |
7e3a5b8 | Paul Koch | 01 April 2024, 00:46:50 UTC | merge gradient and hessian specializations of BinSumsBoosting | 01 April 2024, 00:46:50 UTC |
c9bf732 | Paul Koch | 31 March 2024, 23:53:22 UTC | harmonizing difference between gradient and hessian versions of the parallel BinSumsBoosting | 01 April 2024, 00:44:10 UTC |
0c9c43a | Paul Koch | 31 March 2024, 23:28:41 UTC | change Interleaf function to return separate variables instead of overwriting them | 31 March 2024, 23:28:41 UTC |
fe10ac3 | Paul Koch | 31 March 2024, 20:53:59 UTC | reduce size of memory allowed for parallel handling of histograms in BinSumsBoosting | 31 March 2024, 20:53:59 UTC |
9ca58ec | Paul Koch | 31 March 2024, 20:08:32 UTC | disable fast reciprocal division in SIMD because it seems to make the final results worse | 31 March 2024, 20:08:32 UTC |
614b97a | Paul Koch | 31 March 2024, 07:05:34 UTC | optimizations to the new 64-bit combined load BinSumsBoosting | 31 March 2024, 08:14:11 UTC |
fa4253d | Paul Koch | 31 March 2024, 03:10:25 UTC | optimize BinSumsBoosting for AVX512 by loading the gradient/hessian floats as a single 64-bit value | 31 March 2024, 06:16:55 UTC |
688c7ce | Paul Koch | 31 March 2024, 03:09:25 UTC | small optimization in the avx2 operators | 31 March 2024, 03:09:25 UTC |
385a66b | Paul Koch | 31 March 2024, 02:29:53 UTC | optimize BinSumsBoosting for AVX2 with hessian by loading gradients and hessians together in 64 bit chunks | 31 March 2024, 02:29:53 UTC |
3b11a06 | Paul Koch | 31 March 2024, 02:29:13 UTC | add 64 bit scatter/gather options to the Avx2 operator class | 31 March 2024, 02:29:13 UTC |
8286bb3 | Paul Koch | 30 March 2024, 18:37:46 UTC | make the indexing restrictions signed since in SIMD the indexes are signed | 30 March 2024, 18:49:08 UTC |
9e4f31e | Paul Koch | 30 March 2024, 09:57:20 UTC | add cShift template parameter to the Load/Store of the CPU operator class | 30 March 2024, 11:09:36 UTC |
1f96534 | Paul Koch | 30 March 2024, 07:05:01 UTC | disable parallel multiclass since it seems to be slower in general | 30 March 2024, 07:08:27 UTC |
b2a06c7 | Paul Koch | 30 March 2024, 07:01:48 UTC | parallel binning for multiclass | 30 March 2024, 07:01:48 UTC |
d38fd62 | Paul Koch | 30 March 2024, 02:09:56 UTC | reduce the allocation size of the fast bins memory buffer when we don't need extra memory for the parallel binning | 30 March 2024, 02:09:56 UTC |
4791ebf | Paul Koch | 29 March 2024, 23:56:53 UTC | fix the shift size restrictions in AVX2 and AVX512 and simplify ConvertAddBin by using the new gradient and hessian constants provided in the Bin class | 30 March 2024, 00:13:39 UTC |
c8262cf | Paul Koch | 29 March 2024, 23:19:10 UTC | add speculative changes for future investigation in BinSumsBoosting where we treat bins with hessians differently by gather loading the gradients and hessians together | 29 March 2024, 23:19:10 UTC |
476508b | Paul Koch | 29 March 2024, 21:21:25 UTC | separate BinSumsBoosting into separate hessian and non-hessian specializations | 29 March 2024, 21:29:32 UTC |
1fe326b | Paul Koch | 29 March 2024, 09:59:17 UTC | add more missing template keywords | 29 March 2024, 09:59:17 UTC |
9152386 | Paul Koch | 29 March 2024, 08:55:54 UTC | optimize BinSumsBoosting by prefetching gathering load as early as possible | 29 March 2024, 09:17:07 UTC |
171aae3 | Paul Koch | 29 March 2024, 08:02:04 UTC | add missing template keywords for clang/g++ | 29 March 2024, 08:02:04 UTC |
341722e | Paul Koch | 29 March 2024, 07:52:43 UTC | add missing typename that was causing clang/g++ to fail to compile | 29 March 2024, 07:52:43 UTC |
cd1f010 | Paul Koch | 28 March 2024, 22:38:23 UTC | use parallel histograms in BinSumsBoosting when they do not take up excessive memory | 29 March 2024, 07:33:24 UTC |
4200a52 | Paul Koch | 28 March 2024, 21:12:49 UTC | add shift control for SIMD gather/scatter Load/Save | 28 March 2024, 21:38:19 UTC |
25561d2 | Paul Koch | 28 March 2024, 03:33:58 UTC | eliminate k_cItemsPerBitPackNone | 28 March 2024, 03:33:58 UTC |
09b00c4 | Paul Koch | 28 March 2024, 03:08:54 UTC | add new bCollapsed template argument to BinSumsBoosting | 28 March 2024, 03:12:49 UTC |
310998c | Paul Koch | 28 March 2024, 02:13:40 UTC | add new bCollapsed template argument to the Objectives | 28 March 2024, 02:54:08 UTC |
a58c176 | Paul Koch | 27 March 2024, 23:15:52 UTC | eliminate bit packing specializations for sizes that cannot exist due to the size of the integer types into which the bits are being packed and increase the range of bit packing allowed on BinSumsBoosting to the entire legal range | 27 March 2024, 23:18:51 UTC |
354d3d1 | Paul Koch | 27 March 2024, 23:08:59 UTC | simplify the RMSE objective code since clang and g++ seem to already be optimizing a loop away and the Microsoft compiler seems to be choosing to not do this although it appears that this is due to a heuristic in the compiler based on the complexity of the contents of the loop | 27 March 2024, 23:08:59 UTC |
d452ea6 | Paul Koch | 27 March 2024, 08:32:26 UTC | improvements to the RMSE objective loop unrolling | 27 March 2024, 08:32:26 UTC |
10b205b | Paul Koch | 27 March 2024, 08:14:26 UTC | modify the Objectives to in theory allow the compiler to unroll their bitpack loops, although most seem too complex for the compiler to want to do this, other than the RMSE objective which the compiler is currently unrolling | 27 March 2024, 08:14:26 UTC |
29504a4 | Paul Koch | 27 March 2024, 01:56:21 UTC | change ApplyUpdate to only call with complete bitpacks unless the call is for a dynamic sized bitpack | 27 March 2024, 02:17:43 UTC |
2ae152c | Paul Koch | 27 March 2024, 01:02:28 UTC | reformat with clang | 27 March 2024, 01:03:22 UTC |
4b9983e | Paul Koch | 27 March 2024, 00:52:21 UTC | template out multiple specializations of bit packing for the objectives | 27 March 2024, 00:56:04 UTC |
9d0f3b1 | Paul Koch | 27 March 2024, 00:25:46 UTC | separate out multiclass from single score calls in the Objective class | 27 March 2024, 00:43:18 UTC |
5b655c5 | Paul Koch | 27 March 2024, 00:21:59 UTC | simplify the Objective templating since we no longer have access to the templated bitpacking outside of the GPU | 27 March 2024, 00:21:59 UTC |
fa4fff0 | Paul Koch | 26 March 2024, 23:25:18 UTC | move the templating of the bit packs into the GPU for Objectives | 27 March 2024, 00:03:50 UTC |
913da98 | Paul Koch | 26 March 2024, 22:55:23 UTC | small improvements to BinSumsBoosting | 26 March 2024, 22:55:23 UTC |
a3650cf | Paul Koch | 26 March 2024, 21:43:53 UTC | move the computation of the remnants value into the bit packed templated function | 26 March 2024, 21:44:46 UTC |
adb7e87 | Paul Koch | 26 March 2024, 20:59:21 UTC | move the advancement of the weight, gradient, and packed pointers to outside of the call to BinSumsBoosting | 26 March 2024, 21:25:31 UTC |
d0ee146 | Paul Koch | 26 March 2024, 19:31:09 UTC | minimize the difference between the dynamic and fixed size bitpacking code | 26 March 2024, 19:37:35 UTC |
f063f7e | Paul Koch | 26 March 2024, 19:01:48 UTC | change indexing in BinSumsBoosting to end at zero for optimization purposes if the compiler does not optimize away the bit packing loop | 26 March 2024, 19:29:00 UTC |
e57d79b | Paul Koch | 26 March 2024, 08:56:30 UTC | unroll the bit packing loop as an optimization for BinSumsBoosting | 26 March 2024, 10:06:53 UTC |
62388b4 | Paul Koch | 26 March 2024, 08:16:55 UTC | call BinSumsBoosting twice to handle the bit packing reminants | 26 March 2024, 08:16:55 UTC |
574aefa | Paul Koch | 26 March 2024, 07:39:03 UTC | create specialized BinSumsBoosting functions for each bit pack | 26 March 2024, 07:39:03 UTC |
9ad6f0f | Paul Koch | 26 March 2024, 07:16:33 UTC | separate bit packing into version for multiple scores and version for single scores | 26 March 2024, 07:16:33 UTC |
dfd84eb | Paul Koch | 26 March 2024, 07:00:26 UTC | move the bit packing templating after the operator callback | 26 March 2024, 07:00:26 UTC |
2340a48 | Paul Koch | 26 March 2024, 01:28:59 UTC | small optimizations to BinSumsInteraction | 26 March 2024, 01:28:59 UTC |
2fa6cfd | Paul Koch | 25 March 2024, 23:40:55 UTC | remove the inline attribute from the NEVER_INLINE definition | 25 March 2024, 23:40:55 UTC |
0306cf8 | Paul Koch | 25 March 2024, 22:36:19 UTC | fix bug that was preventing the use of SIMD | 25 March 2024, 22:36:19 UTC |
be4e231 | Paul Koch | 25 March 2024, 22:26:54 UTC | fix bug that the cached counts and weights were being added multiple times if there were multiple subsets (bug introduced in commit 01a5c3f8 on 2024-03-24) | 25 March 2024, 22:31:27 UTC |
dc0fdc5 | Paul Koch | 25 March 2024, 09:15:25 UTC | eliminate the counts and weights from the histograms when possible | 25 March 2024, 10:25:52 UTC |
e34e7dc | Paul Koch | 25 March 2024, 07:44:48 UTC | separate the Bin class into specialized versions with and without the count and weight fields | 25 March 2024, 07:44:48 UTC |
607878d | Paul Koch | 25 March 2024, 07:12:39 UTC | add a base data class above the Bin class to hold the data that we can later specialize | 25 March 2024, 07:12:39 UTC |
1bca184 | Paul Koch | 25 March 2024, 05:47:38 UTC | remove storage of the occurrence counts, which are no longer needed | 25 March 2024, 05:47:38 UTC |
1dc4d5b | Paul Koch | 25 March 2024, 01:51:32 UTC | remove unneeded work during BinSumsBoosting when cached counts and weights are available | 25 March 2024, 01:51:32 UTC |
31b8f32 | Paul Koch | 25 March 2024, 01:09:16 UTC | eliminate unnecessary allocations for the cached count and weight tensors | 25 March 2024, 01:09:16 UTC |
01a5c3f | Paul Koch | 24 March 2024, 23:28:30 UTC | use the cached counts and weights instead of the computed ones | 24 March 2024, 23:50:35 UTC |
d86cdff | Paul Koch | 24 March 2024, 06:47:09 UTC | cache results count/weight computations | 24 March 2024, 08:49:54 UTC |
754ee5c | Paul Koch | 23 March 2024, 22:54:43 UTC | simplify InitBags now that the outer bag weights are unpacked in a previous function | 23 March 2024, 23:57:15 UTC |
cf4b81d | Paul Koch | 23 March 2024, 22:31:18 UTC | change InitBags function to work with the cached bag weights instead of working directly from the shared dataset memory | 23 March 2024, 22:31:18 UTC |
eda8c18 | Paul Koch | 23 March 2024, 19:53:49 UTC | preserve sample weights for future re-inner bagging | 23 March 2024, 20:09:11 UTC |
9ba15e9 | Paul Koch | 23 March 2024, 00:06:31 UTC | update release notes | 23 March 2024, 00:06:31 UTC |
ee3b5fe | Paul Koch | 16 March 2024, 07:36:21 UTC | version 0.6.0 release | 16 March 2024, 08:56:38 UTC |
7c2284a | Paul Koch | 16 March 2024, 06:50:10 UTC | update release process and hyperparameters | 16 March 2024, 06:50:10 UTC |
139fddc | Paul Koch | 16 March 2024, 00:33:32 UTC | add warning regarding using monotonic constraints during fitting | 16 March 2024, 00:33:32 UTC |
86e60fe | Paul Koch | 15 March 2024, 20:55:18 UTC | handle monotonicity when using random boosting | 15 March 2024, 22:30:43 UTC |
e660298 | Paul Koch | 15 March 2024, 18:44:05 UTC | change smoothing rounds back to 200 and 50 for interaction smoothing rounds | 15 March 2024, 18:44:05 UTC |
274379c | Paul Koch | 14 March 2024, 23:07:22 UTC | restore tests for python 3.12 | 14 March 2024, 23:07:22 UTC |
fc0c81c | Paul Koch | 14 March 2024, 21:59:46 UTC | change cyclic_progress to accept bools and make default True | 14 March 2024, 21:59:46 UTC |
bf3189d | Paul Koch | 14 March 2024, 21:20:04 UTC | remove DecisionListClassifier from documentation since skope-rules is no longer maintained and the documentation no longer builds | 14 March 2024, 21:55:42 UTC |
7a30293 | Paul Koch | 14 March 2024, 20:59:43 UTC | rename breakpoint_iteration to best_iteration to align with XGBoost naming | 14 March 2024, 21:03:48 UTC |
019c713 | Paul Koch | 14 March 2024, 18:57:23 UTC | update documentation to use cyclic_progress variable instead of greediness (which has been deprecated) | 14 March 2024, 18:57:23 UTC |
a6f3120 | Paul Koch | 14 March 2024, 18:48:11 UTC | rename greediness to greedy_ratio to better match it's new behavior | 14 March 2024, 18:49:45 UTC |
aeec521 | Paul Koch | 14 March 2024, 05:57:03 UTC | reformatting | 14 March 2024, 05:57:03 UTC |
008e63b | Paul Koch | 14 March 2024, 05:21:23 UTC | expose boosting based monotonicity | 14 March 2024, 05:52:59 UTC |
e1ead2e | Paul Koch | 14 March 2024, 00:31:20 UTC | add monotonicity to test api | 14 March 2024, 00:31:20 UTC |
3328880 | Paul Koch | 13 March 2024, 23:54:48 UTC | update to use python 3.9 for building | 13 March 2024, 23:54:48 UTC |
7a8c0c5 | Paul Koch | 13 March 2024, 02:44:36 UTC | fix the shap issue in version 0.45 where tree shap has changed the axis where it expresses the class index | 13 March 2024, 02:44:36 UTC |
66e04fa | Paul Koch | 13 March 2024, 02:06:10 UTC | C++ reformat | 13 March 2024, 02:06:10 UTC |
9498ba6 | Paul Koch | 12 March 2024, 23:15:52 UTC | ability to constrain by monotonicity | 12 March 2024, 23:15:52 UTC |
6e01242 | Paul Koch | 12 March 2024, 21:48:34 UTC | use same version of clang-format as VS and shaping for future monotonicity | 12 March 2024, 21:48:34 UTC |
d5ec3fa | Paul Koch | 09 March 2024, 06:09:53 UTC | update URLs to https | 09 March 2024, 06:09:53 UTC |
9631291 | Paul Koch | 05 March 2024, 15:47:08 UTC | update hyperparameter values | 05 March 2024, 15:47:49 UTC |
5813304 | DerWeh | 05 March 2024, 00:12:51 UTC | TST: loosen requirements for tests (#520) Signed-off-by: DerWeh <andreas.weh@web.de> | 05 March 2024, 00:12:51 UTC |
1877154 | Paul Koch | 04 March 2024, 19:48:27 UTC | modify boost loop to handle fractional cyclic_progress values | 04 March 2024, 19:48:27 UTC |
cc75f87 | Paul Koch | 04 March 2024, 19:25:45 UTC | change cyclic_progress to accept a float percentage | 04 March 2024, 19:28:26 UTC |
3b9012b | Paul Koch | 04 March 2024, 07:39:06 UTC | update greediness parameter to accept numbers greater than 1.0 in accordance to the newer interpretation of that parameter and remove the refresh_rate parameter and expose the cyclic_progress parameter | 04 March 2024, 07:39:06 UTC |