Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							01be5a42e4 
							
						 
					 
					
						
						
							
							Use more recent sentencepiece tokenizer API ( #696 )  
						
						
						
						
					 
					
						2025-06-22 13:52:30 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							0a2e8c39c4 
							
						 
					 
					
						
						
							
							Qwen3 KV cache ( #688 )  
						
						
						
						
					 
					
						2025-06-21 17:34:39 -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 
						 
				 
			
				
					
						
							
							
								casinca 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							58b8672452 
							
						 
					 
					
						
						
							
							removed old args in GQA class ( #674 )  
						
						
						
						
					 
					
						2025-06-17 13:09:53 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c2cfb47b1a 
							
						 
					 
					
						
						
							
							fixed gqa qkv code comments ( #660 )  
						
						
						
						
					 
					
						2025-06-13 08:21:28 -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 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							47c036058d 
							
						 
					 
					
						
						
							
							Llama3 from scratch improvements ( #621 )  
						
						... 
						
						
						
						* Llama3 from scratch improvements
* restore 
						
						
					 
					
						2025-04-16 18:08:26 -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 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							d4c8d8f2c9 
							
						 
					 
					
						
						
							
							Fix Llama language typo in bonus materials ( #597 )  
						
						
						
						
					 
					
						2025-04-02 21:41:36 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							aedad7efc3 
							
						 
					 
					
						
						
							
							Add Llama 3.2 to pkg ( #591 )  
						
						... 
						
						
						
						* Add Llama 3.2 to pkg
* remove redundant attributes
* update tests
* updates
* updates
* updates
* fix link
* fix link 
						
						
					 
					
						2025-03-31 18:59:47 -05:00 
						 
				 
			
				
					
						
							
							
								casinca 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							152a087a37 
							
						 
					 
					
						
						
							
							removing unused RoPE parameters ( #590 )  
						
						... 
						
						
						
						* removing unused RoPE parameters
* remove redundant context_length in GQA
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2025-03-31 17:10:39 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							0f6894f41e 
							
						 
					 
					
						
						
							
							Memory optimized Llama ( #588 )  
						
						... 
						
						
						
						* Memory optimized Llama
* re-ad login 
						
						
					 
					
						2025-03-30 15:18:12 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c21bfe4a23 
							
						 
					 
					
						
						
							
							Add PyPI package ( #576 )  
						
						... 
						
						
						
						* Add PyPI package
* fixes
* fixes 
						
						
					 
					
						2025-03-23 19:28:49 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a08d7aaa84 
							
						 
					 
					
						
						
							
							Uv workflow improvements ( #531 )  
						
						... 
						
						
						
						* Uv workflow improvements
* Uv workflow improvements
* linter improvements
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix 
						
						
					 
					
						2025-02-16 13:16:51 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4bfbcd069d 
							
						 
					 
					
						
						
							
							Auto download DPO dataset if not already available in path ( #479 )  
						
						... 
						
						
						
						* Auto download DPO dataset if not already available in path
* update tests to account for latest HF transformers release in unit tests
* pep 8 
						
						
					 
					
						2025-01-12 12:27:28 -06:00 
						 
				 
			
				
					
						
							
							
								casinca 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							bb31de8999 
							
						 
					 
					
						
						
							
							[minor] typo & comments ( #441 )  
						
						... 
						
						
						
						* typo & comment
- safe -> save
- commenting code: batch_size, seq_len = in_idx.shape
* comment
- adding # NEW for assert num_heads % num_kv_groups == 0
* update memory wording
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2024-11-18 19:52:42 +09:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							81eed9afe2 
							
						 
					 
					
						
						
							
							updated RoPE statement ( #423 )  
						
						... 
						
						
						
						* updated RoPE statement
* updated .gitignore
* Update ch05/07_gpt_to_llama/converting-gpt-to-llama2.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-30 08:00:08 -05:00 
						 
				 
			
				
					
						
							
							
								ROHAN WINSOR 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							cd24a27161 
							
						 
					 
					
						
						
							
							Fix argument name in LlamaTokenizer constructor ( #421 )  
						
						... 
						
						
						
						This PR addresses an oversight in the LlamaTokenizer class by changing the constructor argument from filepath to tokenizer_file. 
						
						
					 
					
						2024-10-29 18:01:36 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							e8c2f962e9 
							
						 
					 
					
						
						
							
							minor fixes: Llama 3.2 standalone ( #420 )  
						
						... 
						
						
						
						* minor fixes
* reformat rope base as float
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-25 21:08:06 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							1516de54a5 
							
						 
					 
					
						
						
							
							RoPE theta rescaling ( #419 )  
						
						... 
						
						
						
						* rope fixes
* update
* update
* cleanup 
						
						
					 
					
						2024-10-25 15:27:23 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							5ff72c2850 
							
						 
					 
					
						
						
							
							fixed typos ( #414 )  
						
						... 
						
						
						
						* fixed typos
* fixed formatting
* Update ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb
* del weights after load into model
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-24 18:23:53 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							d38083c401 
							
						 
					 
					
						
						
							
							Updated Llama 2 to 3 paths ( #413 )  
						
						... 
						
						
						
						* llama 2 and 3 path fixes
* updated llama 3, 3.1 and 3.2 paths
* updated .gitignore
* Typo fix
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-24 07:40:08 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							e1dfd2cb7a 
							
						 
					 
					
						
						
							
							Update test-requirements-extra.txt  
						
						
						
						
					 
					
						2024-10-23 19:19:58 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							7cd6a670ed 
							
						 
					 
					
						
						
							
							RoPE updates ( #412 )  
						
						... 
						
						
						
						* RoPE updates
* Apply suggestions from code review
* updates
* updates
* updates 
						
						
					 
					
						2024-10-23 18:07:49 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4f9c9fb703 
							
						 
					 
					
						
						
							
							Update tests.py  
						
						
						
						
					 
					
						2024-10-23 07:48:33 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							534a704364 
							
						 
					 
					
						
						
							
							RoPE increase ( #407 )  
						
						
						
						
					 
					
						2024-10-21 19:58:38 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							ec18b6a8a3 
							
						 
					 
					
						
						
							
							Add Llama 3.2 RoPE to CI ( #391 )  
						
						... 
						
						
						
						* add Llama 3.2 RoPE to CI
* update 
						
						
					 
					
						2024-10-08 08:28:34 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							1eb0b3810a 
							
						 
					 
					
						
						
							
							Introduce buffers to improve Llama 3.2 efficiency ( #389 )  
						
						... 
						
						
						
						* Introduce buffers to improve Llama 3.2 efficiency
* update
* update 
						
						
					 
					
						2024-10-06 12:49:04 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a0c0c765a8 
							
						 
					 
					
						
						
							
							fixed Llama 2 to 3.2 NBs ( #388 )  
						
						... 
						
						
						
						* updated requirements
* fixes llama2 to llama3
* fixed llama 3.2 standalone
* fixed typo
* fixed rope formula
* Update requirements-extra.txt
* Update ch05/07_gpt_to_llama/converting-llama2-to-llama3.ipynb
* Update ch05/07_gpt_to_llama/converting-llama2-to-llama3.ipynb
* Update ch05/07_gpt_to_llama/standalone-llama32.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-06 09:56:55 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							0972ded530 
							
						 
					 
					
						
						
							
							Add a note about weight tying in Llama 3.2 ( #386 )  
						
						
						
						
					 
					
						2024-10-05 09:20:54 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8553644440 
							
						 
					 
					
						
						
							
							Llama 3.2 requirements file  
						
						
						
						
					 
					
						2024-10-05 07:32:43 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							b44096acef 
							
						 
					 
					
						
						
							
							Implement Llama 3.2 ( #383 )  
						
						
						
						
					 
					
						2024-10-05 07:30:47 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a5405c255d 
							
						 
					 
					
						
						
							
							Cos-sin fix in Llama 2 bonus notebook ( #381 )  
						
						
						
						
					 
					
						2024-10-03 20:45:40 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							b993c2b25b 
							
						 
					 
					
						
						
							
							Improve rope settings for llama3 ( #380 )  
						
						
						
						
					 
					
						2024-10-03 08:29:54 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							278a50a348 
							
						 
					 
					
						
						
							
							add section numbers  
						
						
						
						
					 
					
						2024-09-30 08:42:22 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							b56d0b2942 
							
						 
					 
					
						
						
							
							Add llama2 unit tests ( #372 )  
						
						... 
						
						
						
						* add llama2 unit tests
* update
* updates
* updates
* update file path
* update requirements file
* rmsnorm test
* update 
						
						
					 
					
						2024-09-25 19:40:36 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a6d8e93da3 
							
						 
					 
					
						
						
							
							improve formatting  
						
						
						
						
					 
					
						2024-09-24 18:49:17 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							ff31b345b0 
							
						 
					 
					
						
						
							
							ch05/07 gpt_to_llama text improvements ( #369 )  
						
						... 
						
						
						
						* fixed typo
* fixed RMSnorm formula
* fixed SwiGLU formula
* temperature=0 for untrained model for reproducibility
* added extra info hf token 
						
						
					 
					
						2024-09-24 18:45:49 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							d144bd5b7a 
							
						 
					 
					
						
						
							
							add json import  
						
						
						
						
					 
					
						2024-09-23 09:12:35 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							6bc3de165c 
							
						 
					 
					
						
						
							
							move access token to config.json  
						
						
						
						
					 
					
						2024-09-23 08:56:16 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							58df945ed4 
							
						 
					 
					
						
						
							
							add llama3 comparison  
						
						
						
						
					 
					
						2024-09-23 08:17:10 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							0467c8289b 
							
						 
					 
					
						
						
							
							GPT to Llama ( #368 )  
						
						... 
						
						
						
						* GPT to Llama
* fix urls 
						
						
					 
					
						2024-09-23 07:34:06 -05:00