893 Commits

Author SHA1 Message Date
Sebastian Raschka
8b3e4b24b0
Remove unused params for hparam script (#710) 2025-06-25 12:50:32 -05:00
Sebastian Raschka
190c66b3b0
Add Qwen3 1.7, 4B, 8B, and 32B support to from-scratch nb (#709) 2025-06-25 08:53:09 -05:00
Sebastian Raschka
2f53bf5fe5
Link the other KV cache sections (#708) 2025-06-24 16:52:29 -05:00
Sebastian Raschka
47a750014d
Add link to free exercise PDF (#706) 2025-06-24 08:24:02 -05:00
Sebastian Raschka
3bdf18a599
Update Llama 3 table for consistency with Qwen3 2025-06-23 18:33:04 -05:00
Sebastian Raschka
81eda38d3b
Improve KV cache code for torch.compile (#705)
* Improve KV cache code for torch.compile

* cleanup

* cleanup
2025-06-23 18:08:49 -05:00
Martin Ma
6522be94be
Fix bug in masking when kv cache is used. (#697)
* Fix bug in masking when kv cache is used.

* add tests

* dd tests

* upd

* add kv cache test to gh workflow

* explicit mask slicing

* upd

---------

Co-authored-by: rasbt <mail@sebastianraschka.com>
2025-06-23 13:12:56 -05:00
Sebastian Raschka
37b26c2e04
CPU compile performance for Qwen3 models (#704)
* Ch06 classifier function asserts

* Qwen3 cpu compilation perf
2025-06-23 11:06:10 -05:00
Sebastian Raschka
4014bdd520
Ch06 classifier function asserts (#703) 2025-06-23 08:21:55 -05:00
Shamik
f5bc863752
Update README.md (#702)
Typo in kv cache readme
2025-06-23 07:21:51 -05:00
Matthew Hernandez
5c66f74fbe
Fix issue #684: Minor docstring edit (#699) 2025-06-23 07:18:28 -05:00
Sebastian Raschka
d37ddb668a
Fix code comment: embed_dim -> d_out (#698) 2025-06-22 16:36:39 -05:00
Sebastian Raschka
01be5a42e4
Use more recent sentencepiece tokenizer API (#696) 2025-06-22 13:52:30 -05:00
Sebastian Raschka
bcfdbd7008
Fix some wording issues in the notes (#695) 2025-06-22 13:46:16 -05:00
Sajjad Baloch
661a6e84ee
Fix: Typo in appendix_d.py comments. (#682)
* Fix: pkg/llms_from_scratch/appendix_d.py

* minor language typo fix

* fix 691

---------

Co-authored-by: PrinceSajjadHussain <PrinceSajjadHussain@users.noreply.github.com>
Co-authored-by: rasbt <mail@sebastianraschka.com>
2025-06-22 12:15:12 -05:00
casinca
564e986496
fix issue #664 - inverted token and pos emb layers (#665)
* fix inverted token and pos layers

* remove redundant code

---------

Co-authored-by: rasbt <mail@sebastianraschka.com>
2025-06-22 12:15:01 -05:00
Sebastian Raschka
0a2e8c39c4
Qwen3 KV cache (#688) 2025-06-21 17:34:39 -05:00
Daniel Kleine
14c054d36c
added pkg fixes (#676)
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com>
2025-06-21 16:07:50 -05:00
Sebastian Raschka
fdc3e1b701
Add GPT-2 KV cache to pkg (#687) 2025-06-21 12:29:04 -05:00
Sebastian Raschka
3be0f3202a
Llama 3 KV Cache (#685)
* Llama 3 KV Cache

* skip expensive tests on Gh actions

* Update __init__.py
2025-06-21 10:55:20 -05:00
Sebastian Raschka
c008f95072
Fix formatting in Qwen3 nb (#680)
* Fix formatting in Qwen3 nb

* upd
2025-06-20 07:28:27 -05:00
casinca
00b8c0a107
minor readability improvements (#668) 2025-06-19 18:56:49 -05:00
Daniel Kleine
15fa6a84f6
fixed plot_losses (#677) 2025-06-19 18:55:43 -05:00
Sebastian Raschka
e719bd86ad
Qwen3 From Scratch (#678)
* Qwen3 From Scratch

* rev other file

* upd

* upd

* upd

* url fixes
2025-06-19 18:44:38 -05:00
casinca
58b8672452
removed old args in GQA class (#674) 2025-06-17 13:09:53 -05:00
Sebastian Raschka
ece59ba587
Optimize KV cache (#673)
* Optimize KV cache

* style

* interpretable generate

* interpretable generate

* update readme
2025-06-16 16:00:50 -05:00
Sebastian Raschka
ba0370abd1
Optimized KV cache (#672)
* Optimized KV cache

* typo fix
2025-06-15 14:26:16 -05:00
Sebastian Raschka
2af686d70b
Add KV cache (#671) 2025-06-15 09:58:08 -05:00
Sebastian Raschka
78bbcb3643
Remove redundant model = (#663) 2025-06-13 11:03:55 -05:00
Sebastian Raschka
3dfd7e5f06
Update pixi (#661)
* Llama3 from scratch improvements

* Update HF hub version in pixi.toml

* Update README.md
2025-06-13 10:50:17 -05:00
Daniel Kleine
c2cfb47b1a
fixed gqa qkv code comments (#660) 2025-06-13 08:21:28 -05:00
Greg Gandenberger
7632eb018b
Update ch07.ipynb (#643)
Correct function name
2025-06-13 08:17:10 -05:00
Shimpei Kojio
baaa6c9283
fixed video link (#646) 2025-06-13 08:16:18 -05:00
Pratyush Subhadarshi
d56417c34c
Correcting the wrong reference (#649)
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com>
2025-06-12 16:35:51 -05:00
Sebastian Raschka
c4cde1c21b
Reduce Llama 3 RoPE memory requirements (#658)
* Llama3 from scratch improvements

* Fix Llama 3 expensive RoPE memory issue

* updates

* update package

* benchmark

* remove unused rescale_theta
2025-06-12 11:08:02 -05:00
Sebastian Raschka
c278745aff
DeBERTa-v3 baseline (#630)
* Llama3 from scratch improvements

* deberta-baseline

* restore
2025-04-19 21:16:17 -05:00
Sebastian Raschka
4ff743051e
BPE cosmetics (#629)
* Llama3 from scratch improvements

* Cosmetic BPE improvements

* restore

* Update ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb

* Update ch02/05_bpe-from-scratch/bpe-from-scratch.ipynb

* endoftext whitespace
2025-04-18 18:57:09 -05:00
Sebastian Raschka
adaf4faaae
Dpo vocab size clarification (#628)
* Llama3 from scratch improvements

* vocab size should be 50257 not 50256

* restore
2025-04-18 17:20:56 -05:00
Sebastian Raschka
47c036058d
Llama3 from scratch improvements (#621)
* Llama3 from scratch improvements

* restore
2025-04-16 18:08:26 -05:00
casinca
1b242d01a5
Minor DPO fixes (#617)
* minor dpo fixes

* Update dpo-from-scratch.ipynb

metadata diff
2025-04-16 12:56:49 -05:00
Daniel Kleine
f3d1566c2e
fixed <|endoftext|> token (#620) 2025-04-16 12:15:59 -05:00
Henry Shi
02779f5e35
updated exercise 5.3 (#615)
* updated exercise 5.3

temperature can be set to 0 to regardless of top_k setting to force deterministic behavior

* fix notebook json

---------

Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com>
2025-04-13 13:06:57 -05:00
Sebastian Raschka
72efebd7f8
add special token handling to bpe from scratch code (#616) 2025-04-13 12:38:22 -05:00
Sebastian Raschka
92b308e512
Ch06 and Ch07 videos (#613)
* Ch06 and Ch07 videos

* exclude google scholar from link checking
2025-04-12 14:51:02 -05:00
PRASHANTH REDDY NIMMAKAYALA
74b9f1fcde
fix: typo in ch07.ipynb (#612) 2025-04-12 10:29:53 -05:00
Sebastian Raschka
9df572fdf4
Improve ModernBERT comments (#606)
* Improve modernbert comments

* bash code formatting
2025-04-06 18:29:22 -05:00
Sebastian Raschka
3654571184
align formulas in notes with code (#605) 2025-04-06 16:46:53 -05:00
Sebastian Raschka
67e0680210
Disable mask saving as weight in Llama 3 model (#604)
* Disable mask saving as weight

* update pixi

* update pixi
2025-04-06 09:33:36 -05:00
Sebastian Raschka
f1434652f2
reformat nbs (#602) 2025-04-05 16:18:27 -05:00
Sebastian Raschka
371ab9e8ff
Correct BERT experiments (#600) 2025-04-05 10:05:15 -05:00