982 Commits

Author SHA1 Message Date
Sebastian Raschka
218221ab62
Mixture-of-Experts intro (#888) 2025-10-19 22:17:59 -05:00
Sebastian Raschka
27b6dfab9e
Make it easier to toggle between thinking and instruct variants (#887) 2025-10-16 20:37:31 -05:00
Sebastian Raschka
7fe4874dda
Update the compression rate comment in MLA (#883)
* compression comment

* update
2025-10-14 11:10:06 -05:00
Sebastian Raschka
b969b3ef7a
Use figure numbers in ch05-7 (#881) 2025-10-13 16:26:35 -05:00
Sebastian Raschka
bf039ff3dc
Add alternative attention structure (#880) 2025-10-13 14:31:13 -05:00
Sebastian Raschka
6eb6adfa33
sliding window attention (#879) 2025-10-12 22:13:20 -05:00
Sebastian Raschka
21f0617ea3
Add other appendices for completeness (#878)
* Add other appendices for completeness

* update

* update

* Update
2025-10-12 19:04:53 -05:00
rasbt
44eda5340a
rm plot 2025-10-12 08:55:03 -05:00
Sebastian Raschka
9b9586688d
Multi-Head Latent Attention (#876)
* Multi-Head Latent Attention

* update
2025-10-11 20:08:30 -05:00
Sebastian Raschka
bf27ad1485
Use GB instead of GiB consistently (#875) 2025-10-11 09:11:33 -05:00
Sebastian Raschka
c814814d72
Grouped-Query Attention memory (#874)
* GQA memory

* remove redundant code

* update links

* update
2025-10-11 08:44:19 -05:00
rasbt
b8e12e1dd1
Use inference_device 2025-10-09 10:59:17 -05:00
Sebastian Raschka
fecfdd16ff
Add simpler BPE, and make previous BPE better (#870)
* Add simpler BPE, and make previous BPE better

* update

* Update README.md
2025-10-08 22:22:34 -05:00
Sebastian Raschka
1164cb3e8f
Qwen3 and evaluation bonus materials (#869) 2025-10-08 18:22:19 -05:00
Sebastian Raschka
7bd263144e
Switch from urllib to requests to improve reliability (#867)
* Switch from urllib to requests to improve reliability

* Keep ruff linter-specific

* update

* update

* update
2025-10-07 15:22:59 -05:00
Sebastian Raschka
8552565bda
Add missing comma in imports in README (#865) 2025-10-06 16:03:04 -05:00
Sebastian Raschka
7084123d10
Note about output dimensions (#862) 2025-10-01 10:47:04 -05:00
Sebastian Raschka
4d9f9dcb6c
Update ollama address (#861) 2025-09-30 21:05:53 -05:00
casinca
00c240ff87
some typo fixes (#858)
* fix(typo): correct scaling

* fix(typo): correct comment for `instruct`
2025-09-30 11:18:02 -05:00
Sebastian Raschka
458f2d9b67
Test dependencies with Python 3.13 (#843)
* Custom python 3.13 entry in pyproject.toml

* amend

* update

* update

* update

* Update pyproject.toml

* Update pyproject.toml

* Update pyproject.toml

* update
2025-09-27 08:38:07 -05:00
Sebastian Raschka
47867bc1cb
Update generate script (#847)
* Custom python 3.13 entry in pyproject.toml

* amend

* Update generate script

* update

* Update pyproject.toml
2025-09-27 08:03:54 -05:00
Sebastian Raschka
9bc827ea7e
Numerically stable generate on mps (#849)
* Numerically stable generate on mps

* add file
2025-09-26 22:42:44 -05:00
Sebastian Raschka
f492c949d3
Requirements update (#851)
* Requirements update

* Code change to tricker workers

* update
2025-09-26 22:19:57 -05:00
Sebastian Raschka
322000d833
Windows compile (#845)
* Custom python 3.13 entry in pyproject.toml

* amend

* Note about compile on Windows

* update
2025-09-26 12:01:19 -05:00
Sebastian Raschka
3b83705988
Update package dependencies (#842) 2025-09-22 18:32:39 -05:00
Sebastian Raschka
e742d8af2c
Improve MoE implementation (#841) 2025-09-22 15:21:06 -05:00
Sebastian Raschka
20041fb94b
Note about devcontainer root usage (#833) 2025-09-21 11:12:44 -05:00
Sebastian Raschka
2aa8e8130d
Note about RoPE usage (#839)
* Note about devcontainer root usage

* Add note about RoPE implementation
2025-09-20 16:25:58 +00:00
casinca
42c130623b
Qwen3Tokenizer fix for Qwen3 Base models and generation mismatch with HF (#828)
* prevent `self.apply_chat_template` being applied for base Qwen models

* - added no chat template comparison in `test_chat_wrap_and_equivalence`
- removed duplicate comparison

* Revert "- added no chat template comparison in `test_chat_wrap_and_equivalence`"

This reverts commit 3a5ee8cfa19aa7e4874cd5f35171098be760b05f.

* Revert "prevent `self.apply_chat_template` being applied for base Qwen models"

This reverts commit df504397a8957886c6d6d808615545e37ceffcad.

* copied `download_file` in `utils` from https://github.com/rasbt/reasoning-from-scratch/blob/main/reasoning_from_scratch/utils.py

* added copy of test `def test_tokenizer_equivalence()` from `reasoning-from-scratch` in `test_qwen3.py`

* removed duplicate code fragment in`test_chat_wrap_and_equivalence`

* use apply_chat_template

* add toggle for instruct model

* Update tokenizer usage

---------

Co-authored-by: rasbt <mail@sebastianraschka.com>
2025-09-17 08:14:11 -05:00
Synix
bfc6389fab
fix code comment (#834) 2025-09-17 01:36:02 +00:00
Sebastian Raschka
b6cd0a312f
More efficient angles computation in RoPE (#830) 2025-09-16 03:23:33 +00:00
Sebastian Raschka
147dc49ab5
rename eval method (#832) 2025-09-16 02:47:20 +00:00
Sebastian Raschka
8add26cbe9
Improve weight tying handling (#826)
* Improve weight tying handling

* fix
2025-09-14 15:46:48 -05:00
rasbt
1412b139f2
main push to sync github ruleset 2025-09-14 11:59:52 -05:00
Sebastian Raschka
8f3e5b024d
Add LoRA scaling (#823) 2025-09-14 11:57:55 -05:00
Sebastian Raschka
fc101b710e
Added Apple Silicon GPU device update (#820)
* Added Apple Silicon GPU device

* Added Apple Silicon GPU device

* delete: remove unused model.pth file from understanding-buffers

* update

* update

---------

Co-authored-by: missflash <missflash@gmail.com>
2025-09-13 12:48:06 -05:00
Andreas Yin
8e170312fe
fix: correct role of the beta hyperparameter on the DPO loss (#818)
Increasing beta leads to less divergence between the new model and the reference model.
2025-09-12 20:21:38 -05:00
Sebastian Raschka
32965e0edd
remove redundant next_cache (#817) 2025-09-11 15:16:08 -05:00
Sebastian Raschka
c7a4362ca4
Add defensive context trimming for multiturn (#815)
* Add defensive context trimming for multiturn

* add all mods
2025-09-09 20:19:00 -05:00
Sebastian Raschka
215abdbcdd
Improve multiturn stopping condition (#814)
* Improve multiturn stopping condition

* improve
2025-09-09 19:37:15 -05:00
Sebastian Raschka
4b0021416a
Clarify Qwen3 notebook purpose (#812)
* Clarify Qwen3 notebook purpose

* Update README.md

* Update README.md
2025-09-06 15:31:35 -05:00
Sebastian Raschka
6d175a22df
Fix IMDb spelling (#811)
* Add SSL instructions

* Fix IMDb spelling
2025-09-06 12:04:47 -05:00
Sebastian Raschka
18c6b970ab
Add additional notes on debugging SSL issues (#810)
* Add SSL instructions

* update old pytorch tests

* update

* update

* update

* update

* update

* update

* update

* update
2025-09-06 11:46:50 -05:00
Sebastian Raschka
290fa10d55
Update code dependencies (#809) 2025-09-05 16:40:00 -05:00
Sebastian Raschka
5ae41c402e
Fix code comment 2025-09-05 14:02:24 -05:00
Sebastian Raschka
623dc65d5d
Update requirements for Intel Macs (#807) 2025-09-04 15:07:46 -05:00
Sebastian Raschka
efad18bd0b
Fix accidental indentation 2025-09-04 14:41:08 -05:00
Sebastian Raschka
9bfa92fb3e
Update README.md 2025-09-03 12:41:32 -05:00
Sebastian Raschka
590d8489d0
Update requirements for Intel macOS (#805) 2025-09-03 12:15:25 -05:00
rasbt
65e67a9681
fix typo 2025-09-02 10:17:51 -05:00