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  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4a9654173c 
							
						 
					 
					
						
						
							
							Add ModernBERT ( #598 )  
						
						 
						
						
						
						
					 
					
						2025-04-05 09:13:30 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							d4c8d8f2c9 
							
						 
					 
					
						
						
							
							Fix Llama language typo in bonus materials ( #597 )  
						
						 
						
						
						
						
					 
					
						2025-04-02 21:41:36 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							49330d0990 
							
						 
					 
					
						
						
							
							Fix link ( #596 )  
						
						 
						
						
						
						
					 
					
						2025-04-02 09:47:07 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							43e25a5165 
							
						 
					 
					
						
						
							
							Llama3Fast ( #593 )  
						
						 
						
						... 
						
						
						
						* Llama3Fast
* Update pkg/llms_from_scratch/tests/test_llama3.py 
						
						
					 
					
						2025-04-01 12:56:11 -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 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							222803737d 
							
						 
					 
					
						
						
							
							Fix data download if UCI is temporarily down ( #592 )  
						
						 
						
						
						
						
					 
					
						2025-03-31 16:25:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							6ea4dd3ae7 
							
						 
					 
					
						
						
							
							Clarify dataset length in chapter 2 ( #589 )  
						
						 
						
						
						
						
					 
					
						2025-03-30 16:01:37 -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 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							3f93d73d6d 
							
						 
					 
					
						
						
							
							Alt weight loading code via PyTorch ( #585 )  
						
						 
						
						... 
						
						
						
						* Alt weight loading code via PyTorch
* commit additional files 
						
						
					 
					
						2025-03-27 20:10:23 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							ffd4035144 
							
						 
					 
					
						
						
							
							Add GPTModelFast ( #584 )  
						
						 
						
						... 
						
						
						
						* Add GPTModelFast
* update 
						
						
					 
					
						2025-03-27 14:00:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							2e143f17b8 
							
						 
					 
					
						
						
							
							Adjust comment to save compiled model ( #583 )  
						
						 
						
						
						
						
					 
					
						2025-03-27 10:43:45 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							f01e163aad 
							
						 
					 
					
						
						
							
							updated .gitignore ( #581 )  
						
						 
						
						
						
						
					 
					
						2025-03-26 13:21:14 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							92f1313e00 
							
						 
					 
					
						
						
							
							Vocab padding clarification ( #582 )  
						
						 
						
						... 
						
						
						
						* vocab padding clarification
* Update ch05/10_llm-training-speed/README.md 
						
						
					 
					
						2025-03-26 13:19:55 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							b7893457da 
							
						 
					 
					
						
						
							
							More explicit torchrun usage doc ( #578 )  
						
						 
						
						
						
						
					 
					
						2025-03-24 12:01:03 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							feb1e9a83d 
							
						 
					 
					
						
						
							
							Add readme ( #577 )  
						
						 
						
						
						
						
					 
					
						2025-03-23 19:35:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c21bfe4a23 
							
						 
					 
					
						
						
							
							Add PyPI package ( #576 )  
						
						 
						
						... 
						
						
						
						* Add PyPI package
* fixes
* fixes 
						
						
					 
					
						2025-03-23 19:28:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							7757c3d308 
							
						 
					 
					
						
						
							
							Speed comparison figure ( #575 )  
						
						 
						
						
						
						
					 
					
						2025-03-21 11:29:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							73f4342664 
							
						 
					 
					
						
						
							
							add ch04 code along video ( #573 )  
						
						 
						
						
						
						
					 
					
						2025-03-17 11:20:55 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4db0e826b7 
							
						 
					 
					
						
						
							
							Add chapter 3 coding along video link ( #572 )  
						
						 
						
						
						
						
					 
					
						2025-03-16 16:07:14 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							54474fb452 
							
						 
					 
					
						
						
							
							Better instruction eva prompt ( #571 )  
						
						 
						
						
						
						
					 
					
						2025-03-15 17:13:15 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Greg Gandenberger 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c1611d4ea8 
							
						 
					 
					
						
						
							
							Fix minor printing issue and note inconsistency across platforms ( #563 )  
						
						 
						
						... 
						
						
						
						* Fix printing issue and note inconsistency
* Rerun notebook 
						
						
					 
					
						2025-03-14 15:12:09 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8d01d3b0c1 
							
						 
					 
					
						
						
							
							Clarification about launching jupyter lab ( #565 )  
						
						 
						
						... 
						
						
						
						* Clarification about launching jupyter lab
* fix juputer typo 
						
						
					 
					
						2025-03-14 14:37:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							2f41429cf4 
							
						 
					 
					
						
						
							
							Cosmetic improvements to the BPE code ( #562 )  
						
						 
						
						
						
						
					 
					
						2025-03-09 10:49:40 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							f63f04d8d5 
							
						 
					 
					
						
						
							
							Fix BPE bonus materials ( #561 )  
						
						 
						
						... 
						
						
						
						* Fix BPE bonus materials
* fix bpe implementation
* update
* Add 'Hello, world. Is this-- a test?' test case
* update link to test file
* update path handling
* update path handling
* fix pytest paths 
						
						
					 
					
						2025-03-08 17:21:30 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							96ca2fcb2f 
							
						 
					 
					
						
						
							
							Update mha plot ( #560 )  
						
						 
						
						
						
						
					 
					
						2025-03-06 20:29:04 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							86b714a5e0 
							
						 
					 
					
						
						
							
							Specify UTF-8 encoding in the json load command explicitely ( #557 )  
						
						 
						
						
						
						
					 
					
						2025-03-05 11:46:21 -06:00