Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							a0f5326a25 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							479b0e2aa9 
							
						 
					 
					
						
						
							
							fixed gqa qkv code comments ( #660 )  
						
						 
						
						
						
						
					 
					
						2025-06-13 08:21:28 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Greg Gandenberger 
							
						 
					 
					
						
						
						
						
							
						
						
							2af3cf070c 
							
						 
					 
					
						
						
							
							Update ch07.ipynb ( #643 )  
						
						 
						
						... 
						
						
						
						Correct function name 
						
						
					 
					
						2025-06-13 08:17:10 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Shimpei Kojio 
							
						 
					 
					
						
						
						
						
							
						
						
							1446cfd824 
							
						 
					 
					
						
						
							
							fixed video link ( #646 )  
						
						 
						
						
						
						
					 
					
						2025-06-13 08:16:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Pratyush Subhadarshi 
							
						 
					 
					
						
						
						
						
							
						
						
							d142741ef4 
							
						 
					 
					
						
						
							
							Correcting the wrong reference ( #649 )  
						
						 
						
						... 
						
						
						
						Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2025-06-12 16:35:51 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							a3c4c33347 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							55e2a0978a 
							
						 
					 
					
						
						
							
							DeBERTa-v3 baseline ( #630 )  
						
						 
						
						... 
						
						
						
						* Llama3 from scratch improvements
* deberta-baseline
* restore 
						
						
					 
					
						2025-04-19 21:16:17 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							02ca4ac42d 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							ec062e1099 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							3eca919a52 
							
						 
					 
					
						
						
							
							Llama3 from scratch improvements ( #621 )  
						
						 
						
						... 
						
						
						
						* Llama3 from scratch improvements
* restore 
						
						
					 
					
						2025-04-16 18:08:26 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								casinca 
							
						 
					 
					
						
						
						
						
							
						
						
							1cbdcd86c3 
							
						 
					 
					
						
						
							
							Minor DPO fixes ( #617 )  
						
						 
						
						... 
						
						
						
						* minor dpo fixes
* Update dpo-from-scratch.ipynb
metadata diff 
						
						
					 
					
						2025-04-16 12:56:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							6ec8fb3dfe 
							
						 
					 
					
						
						
							
							fixed <|endoftext|> token ( #620 )  
						
						 
						
						
						
						
					 
					
						2025-04-16 12:15:59 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Henry Shi 
							
						 
					 
					
						
						
						
						
							
						
						
							88250d953d 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							48e98abc8e 
							
						 
					 
					
						
						
							
							add special token handling to bpe from scratch code ( #616 )  
						
						 
						
						
						
						
					 
					
						2025-04-13 12:38:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							d5eaa36416 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							cff41c1fbc 
							
						 
					 
					
						
						
							
							fix: typo in ch07.ipynb ( #612 )  
						
						 
						
						
						
						
					 
					
						2025-04-12 10:29:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							b662ec9ada 
							
						 
					 
					
						
						
							
							Improve ModernBERT comments ( #606 )  
						
						 
						
						... 
						
						
						
						* Improve modernbert comments
* bash code formatting 
						
						
					 
					
						2025-04-06 18:29:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							9e08fff657 
							
						 
					 
					
						
						
							
							align formulas in notes with code ( #605 )  
						
						 
						
						
						
						
					 
					
						2025-04-06 16:46:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							97a199e40b 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							c43d7ef663 
							
						 
					 
					
						
						
							
							reformat nbs ( #602 )  
						
						 
						
						
						
						
					 
					
						2025-04-05 16:18:27 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							ab17357474 
							
						 
					 
					
						
						
							
							Correct BERT experiments ( #600 )  
						
						 
						
						
						
						
					 
					
						2025-04-05 10:05:15 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							14f976e024 
							
						 
					 
					
						
						
							
							Add ModernBERT ( #598 )  
						
						 
						
						
						
						
					 
					
						2025-04-05 09:13:30 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							396e96ab07 
							
						 
					 
					
						
						
							
							Fix Llama language typo in bonus materials ( #597 )  
						
						 
						
						
						
						
					 
					
						2025-04-02 21:41:36 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							f61baf86f2 
							
						 
					 
					
						
						
							
							Fix link ( #596 )  
						
						 
						
						
						
						
					 
					
						2025-04-02 09:47:07 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							2dc2df593a 
							
						 
					 
					
						
						
							
							Llama3Fast ( #593 )  
						
						 
						
						... 
						
						
						
						* Llama3Fast
* Update pkg/llms_from_scratch/tests/test_llama3.py 
						
						
					 
					
						2025-04-01 12:56:11 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							4128a91c1d 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							d7c316533a 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							d75f74bd0c 
							
						 
					 
					
						
						
							
							Fix data download if UCI is temporarily down ( #592 )  
						
						 
						
						
						
						
					 
					
						2025-03-31 16:25:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							0bdcce4e40 
							
						 
					 
					
						
						
							
							Clarify dataset length in chapter 2 ( #589 )  
						
						 
						
						
						
						
					 
					
						2025-03-30 16:01:37 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							4e3b752e5e 
							
						 
					 
					
						
						
							
							Memory optimized Llama ( #588 )  
						
						 
						
						... 
						
						
						
						* Memory optimized Llama
* re-ad login 
						
						
					 
					
						2025-03-30 15:18:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							e55e3e88e1 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							e07a7abdd5 
							
						 
					 
					
						
						
							
							Add GPTModelFast ( #584 )  
						
						 
						
						... 
						
						
						
						* Add GPTModelFast
* update 
						
						
					 
					
						2025-03-27 14:00:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							c9271ac427 
							
						 
					 
					
						
						
							
							Adjust comment to save compiled model ( #583 )  
						
						 
						
						
						
						
					 
					
						2025-03-27 10:43:45 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							d4d420361c 
							
						 
					 
					
						
						
							
							updated .gitignore ( #581 )  
						
						 
						
						
						
						
					 
					
						2025-03-26 13:21:14 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							857acfcc12 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							fee7d4bb05 
							
						 
					 
					
						
						
							
							More explicit torchrun usage doc ( #578 )  
						
						 
						
						
						
						
					 
					
						2025-03-24 12:01:03 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							cf6fb73553 
							
						 
					 
					
						
						
							
							Add readme ( #577 )  
						
						 
						
						
						
						
					 
					
						2025-03-23 19:35:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7114ccd10d 
							
						 
					 
					
						
						
							
							Add PyPI package ( #576 )  
						
						 
						
						... 
						
						
						
						* Add PyPI package
* fixes
* fixes 
						
						
					 
					
						2025-03-23 19:28:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							85f2bc0a58 
							
						 
					 
					
						
						
							
							Speed comparison figure ( #575 )  
						
						 
						
						
						
						
					 
					
						2025-03-21 11:29:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							84591abd5f 
							
						 
					 
					
						
						
							
							add ch04 code along video ( #573 )  
						
						 
						
						
						
						
					 
					
						2025-03-17 11:20:55 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							d21d821412 
							
						 
					 
					
						
						
							
							Add chapter 3 coding along video link ( #572 )  
						
						 
						
						
						
						
					 
					
						2025-03-16 16:07:14 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							384b9ce959 
							
						 
					 
					
						
						
							
							Better instruction eva prompt ( #571 )  
						
						 
						
						
						
						
					 
					
						2025-03-15 17:13:15 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Greg Gandenberger 
							
						 
					 
					
						
						
						
						
							
						
						
							1ec5631c70 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							67244aba8a 
							
						 
					 
					
						
						
							
							Clarification about launching jupyter lab ( #565 )  
						
						 
						
						... 
						
						
						
						* Clarification about launching jupyter lab
* fix juputer typo 
						
						
					 
					
						2025-03-14 14:37:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							634a531223 
							
						 
					 
					
						
						
							
							Cosmetic improvements to the BPE code ( #562 )  
						
						 
						
						
						
						
					 
					
						2025-03-09 10:49:40 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							6aec412421 
							
						 
					 
					
						
						
							
							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 
							
						 
					 
					
						
						
						
						
							
						
						
							faadd13871 
							
						 
					 
					
						
						
							
							Update mha plot ( #560 )  
						
						 
						
						
						
						
					 
					
						2025-03-06 20:29:04 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							4fb0ea9d1f 
							
						 
					 
					
						
						
							
							Specify UTF-8 encoding in the json load command explicitely ( #557 )  
						
						 
						
						
						
						
					 
					
						2025-03-05 11:46:21 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							de60da9a6b 
							
						 
					 
					
						
						
							
							Add a note about "zsh: illegal hardware instruction python" error ( #555 )  
						
						 
						
						
						
						
					 
					
						2025-03-02 15:18:24 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							5be0e3cbbd 
							
						 
					 
					
						
						
							
							add link to supplementary ch02 video ( #553 )  
						
						 
						
						
						
						
					 
					
						2025-03-02 13:17:42 -06:00