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Merged
merged 70 commits into from
Jul 27, 2025
Merged

Feature/hstu #290

merged 70 commits into from
Jul 27, 2025

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teodor-r
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@teodor-r teodor-r commented Jul 16, 2025 •
edited by blondered
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Added:

  • HSTUModel
  • leave_one_out_mask
  • context argument to recommend method
  • fixed cosine distance in DistanceSimilarityModule

Removed Dropout module from IdEmbeddingsItemNet

teodor-r added 30 commits May 26, 2025 21:45
@teodor-r
extended data_preparator
00d16ad
@teodor-r
first proba
a25c50a
@teodor-r
correct attention core $ timestamp preproc on ml
016f088
@teodor-r
version for benchmarks
f0cc912
@teodor-r
drop xavier everywhere
452b1ea
@teodor-r
fix gradient damping & added reverse pos encoding
23ddb80
@teodor-r
hot fix
2bea7bd
@teodor-r
+reco, xavier init, drop emb scale multiplicator
6c7ca6b
@teodor-r
spliter v2
0a6b8dc
@teodor-r
add univeral reco poicy
1abac47
@teodor-r
remove cv_hstu plug
1fbc991
@teodor-r
add datetime spec
4eee397
@teodor-r
alpha stable version
b44f7d3
@teodor-r
before change TransformerTorchBackbone
71deefe
@teodor-r
common preproc extras & torch backbone
8c6ce83
@teodor-r
Revert "common preproc extras & torch backbone"
3577d13 
This reverts commit 8c6ce83.

revert torch backbone changes
@teodor-r
extra cols & prep_recommend & revert to hstu data preparator
198f26f
@teodor-r
prefinal hstu & prefinal base data preparator
df968dc
@teodor-r
rude change data_preparator
ce683ab
@teodor-r
final data prepartor & separate logic HSTU init & previous collate fu…
4858152 
…nctions & require_context property
@teodor-r
common torch backbone & data preparator unix_ts
9b23bdc
@teodor-r
minor fixs
8f036ed
@teodor-r
a few minors & show val mask issue
b54b4fe
@teodor-r
solve issue double dropout
74b3ef9
@teodor-r
for diff
c1313e9
@teodor-r
inherit SASRec data preparator & change preproc rec context & drop do…
ce23e22 
…uble dropout
@teodor-r
start guide
7885eb2
@teodor-r
proba hstu guide
28f8308
@teodor-r
guide & + docstrings
66d1f50
@teodor-r
+ func quant
a81b117
teodor-r added 2 commits July 18, 2025 11:50
@teodor-r
Feature/loo_mask (MobileTeleSystems#292)
04fa384 
- `leave_one_out_mask` function (`rectools.models.nn.transformers.utils.leave_one_out_mask`) for LOO validation during transformer models training.
@teodor-r
universal loo mask
79b4fb4
blondered
blondered reviewed Jul 18, 2025
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blondered
blondered reviewed Jul 18, 2025
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blondered
blondered reviewed Jul 18, 2025
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blondered
blondered reviewed Jul 18, 2025
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blondered
blondered reviewed Jul 20, 2025
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blondered
blondered reviewed Jul 20, 2025
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blondered
blondered reviewed Jul 20, 2025
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feldlime
feldlime reviewed Jul 20, 2025
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That's really cool, great job!

blondered
blondered reviewed Jul 22, 2025
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blondered
blondered reviewed Jul 23, 2025
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@blondered blondered merged commit 2859e59 into MobileTeleSystems:main Jul 27, 2025
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@feldlime feldlime feldlime left review comments

@blondered blondered blondered approved these changes

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@teodor-r @feldlime @blondered