Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							4fad4695f6 
							
						 
					 
					
						
						
							
							Fix timeout issue related to spam data backup url ( #544 )  
						
						 
						
						... 
						
						
						
						* Add backup url for Spam Dataset
* import urllib
* fix url
* fix timeout issue 
						
						
					 
					
						2025-02-20 09:26:23 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							eb6787397c 
							
						 
					 
					
						
						
							
							Add backup url for Spam Dataset ( #543 )  
						
						 
						
						... 
						
						
						
						* Add backup url for Spam Dataset
* import urllib
* fix url 
						
						
					 
					
						2025-02-20 08:08:28 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7e2092dd01 
							
						 
					 
					
						
						
							
							More pythonic way to find the longest sequence ( #512 )  
						
						 
						
						... 
						
						
						
						* More pythonic way to find the longest sequence
* pep8 fix 
						
						
					 
					
						2025-02-01 10:22:47 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7659af7cdd 
							
						 
					 
					
						
						
							
							Add backup URL for gpt2 weights ( #469 )  
						
						 
						
						... 
						
						
						
						* Add backup URL for gpt2 weights
* newline 
						
						
					 
					
						2025-01-05 11:28:09 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							dcef9b7d6f 
							
						 
					 
					
						
						
							
							Fixed command for row 16 additional experiment ( #439 )  
						
						 
						
						... 
						
						
						
						* fixed command for row 16 experiment
* Update README.md
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-11-17 06:50:00 +09:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							841b64f2b9 
							
						 
					 
					
						
						
							
							Add flexible padding bonus experiment ( #438 )  
						
						 
						
						... 
						
						
						
						* Add flexible padding bonus experiment
* fix links 
						
						
					 
					
						2024-11-15 08:51:01 +09:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							3c3dae0967 
							
						 
					 
					
						
						
							
							Add mean pooling experiment to classifier bonus experiments ( #406 )  
						
						 
						
						... 
						
						
						
						* Add mean pooling experiment to classifier bonus  experiments
* formatting
* add average embeddings option
* pep8 
						
						
					 
					
						2024-10-20 11:04:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							296a91afb8 
							
						 
					 
					
						
						
							
							add BERT experiment results ( #333 )  
						
						 
						
						... 
						
						
						
						* add BERT experiment results
* cleanup
* formatting 
						
						
					 
					
						2024-08-23 08:40:40 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7cbfe418bf 
							
						 
					 
					
						
						
							
							grammar fix  
						
						 
						
						
						
						
					 
					
						2024-08-21 19:16:21 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							1a962f3983 
							
						 
					 
					
						
						
							
							update lora experiments  
						
						 
						
						
						
						
					 
					
						2024-08-16 08:57:46 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							70a7cddf9c 
							
						 
					 
					
						
						
							
							typo fix ( #323 )  
						
						 
						
						
						
						
					 
					
						2024-08-16 06:57:30 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							e1072bbcd6 
							
						 
					 
					
						
						
							
							typo fix ( #321 )  
						
						 
						
						... 
						
						
						
						* typo fix
experiment 5 is the same size as experiment 1, both are 124 Million. and experiment 6 is 355M ~3x 124M.
* typo fix
all layer FT vs all layer FT, "slightly worse by 1.3% " indicates it's exp 5 vs exp 9
* exp 5 vs 9
* Update ch06/02_bonus_additional-experiments/README.md
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-15 08:45:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							e4cfcc5b66 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-08-15 08:22:47 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							895512ebee 
							
						 
					 
					
						
						
							
							Revert accidental edit  
						
						 
						
						
						
						
					 
					
						2024-08-06 19:54:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							7a5771932b 
							
						 
					 
					
						
						
							
							note about logistic sigmoid  
						
						 
						
						
						
						
					 
					
						2024-08-06 19:48:30 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							192bdc3501 
							
						 
					 
					
						
						
							
							improve gradient accumulation ( #300 )  
						
						 
						
						
						
						
					 
					
						2024-08-05 18:27:20 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							d0f3b034d8 
							
						 
					 
					
						
						
							
							Add download help message ( #274 )  
						
						 
						
						
						
						
					 
					
						2024-07-19 08:29:29 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Jeroen Van Goey 
							
						 
					 
					
						
						
						
						
							
						
						
							70cfced899 
							
						 
					 
					
						
						
							
							fix typos, add codespell pre-commit hook ( #264 )  
						
						 
						
						... 
						
						
						
						* fix typos, add codespell pre-commit hook
* Update .pre-commit-config.yaml
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-07-16 07:07:04 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							87f47a281a 
							
						 
					 
					
						
						
							
							fixed spelling typos ( #258 )  
						
						 
						
						
						
						
					 
					
						2024-07-03 07:47:33 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							fb4e37ae15 
							
						 
					 
					
						
						
							
							fixed minor issues ( #252 )  
						
						 
						
						... 
						
						
						
						* fixed typo
* fixed var name in md text 
						
						
					 
					
						2024-06-29 06:38:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							73be1c592f 
							
						 
					 
					
						
						
							
							fixed num_workers ( #229 )  
						
						 
						
						... 
						
						
						
						* fixed num_workers
* ch06 & ch07: added num_workers to create_dataloader_v1 
						
						
					 
					
						2024-06-19 17:36:46 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							e5c3c5ce99 
							
						 
					 
					
						
						
							
							minor bug fixes ( #207 )  
						
						 
						
						... 
						
						
						
						* fixed path arg for create_dataset_csvs()
* updated assign_check() to remove user warning 
						
						
					 
					
						2024-06-12 06:27:56 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							79210eb393 
							
						 
					 
					
						
						
							
							fixes for code ( #206 )  
						
						 
						
						... 
						
						
						
						* updated .gitignore
* removed unused GELU import
* fixed model_configs, fixed all tensors on same device
* removed unused tiktoken
* update
* update hparam search
* remove redundant tokenizer argument
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2024-06-11 20:59:48 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							b9ed5811c3 
							
						 
					 
					
						
						
							
							fix gradient comment  
						
						 
						
						
						
						
					 
					
						2024-06-09 20:23:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							40ba3a4068 
							
						 
					 
					
						
						
							
							Remove leftover instances of self.tokenizer ( #201 )  
						
						 
						
						... 
						
						
						
						* Remove leftover instances of self.tokenizer
* add endoftext token 
						
						
					 
					
						2024-06-08 14:57:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							e637393056 
							
						 
					 
					
						
						
							
							updated Dockerfile and Additional Classification Finetuning Experiments ( #195 )  
						
						 
						
						... 
						
						
						
						* accuracy to .2f
* added curl 
						
						
					 
					
						2024-06-05 20:17:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							605b4b03d7 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-05-25 10:45:29 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							30ba6a3f4b 
							
						 
					 
					
						
						
							
							trainable token -> trainable token position  
						
						 
						
						
						
						
					 
					
						2024-05-23 11:43:20 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							c35cf65dbf 
							
						 
					 
					
						
						
							
							add assertion about data set length  
						
						 
						
						
						
						
					 
					
						2024-05-23 06:50:43 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							a81ba9bd8b 
							
						 
					 
					
						
						
							
							fixed last_two_blocks  
						
						 
						
						
						
						
					 
					
						2024-05-22 02:02:43 +00:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							80d857c605 
							
						 
					 
					
						
						
							
							fix table alignment  
						
						 
						
						
						
						
					 
					
						2024-05-21 19:51:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							8a27baf7c2 
							
						 
					 
					
						
						
							
							experiment with last two blocks  
						
						 
						
						
						
						
					 
					
						2024-05-21 19:49:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							130a69ce27 
							
						 
					 
					
						
						
							
							improved readability of Additional Experiments table  
						
						 
						
						
						
						
					 
					
						2024-05-21 19:26:25 +00:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							7b9b53c9f2 
							
						 
					 
					
						
						
							
							update lora init  
						
						 
						
						
						
						
					 
					
						2024-05-19 20:11:56 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							bc5cbbf1bd 
							
						 
					 
					
						
						
							
							change defaults to 0 temp  
						
						 
						
						
						
						
					 
					
						2024-05-19 09:04:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							59f5ed8d68 
							
						 
					 
					
						
						
							
							use default value for temperature  
						
						 
						
						
						
						
					 
					
						2024-05-19 08:48:10 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							faffebae4b 
							
						 
					 
					
						
						
							
							add ignore index experiment  
						
						 
						
						
						
						
					 
					
						2024-05-19 07:24:49 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							bdea15f6c6 
							
						 
					 
					
						
						
							
							new experiment w/o causal mask  
						
						 
						
						
						
						
					 
					
						2024-05-18 17:03:36 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							00a466f0b9 
							
						 
					 
					
						
						
							
							fix row number typo  
						
						 
						
						
						
						
					 
					
						2024-05-18 15:54:13 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							9d84935b69 
							
						 
					 
					
						
						
							
							add eos_id option for ch07  
						
						 
						
						
						
						
					 
					
						2024-05-18 12:35:40 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							10ebc47720 
							
						 
					 
					
						
						
							
							Add experiment with gradient accumulation  
						
						 
						
						
						
						
					 
					
						2024-05-17 21:31:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							623bc19665 
							
						 
					 
					
						
						
							
							fix no padding option  
						
						 
						
						
						
						
					 
					
						2024-05-17 21:06:51 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							f1db50fe9a 
							
						 
					 
					
						
						
							
							fix indent  
						
						 
						
						
						
						
					 
					
						2024-05-17 07:58:01 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							2653c36957 
							
						 
					 
					
						
						
							
							Add new experiment without padding  
						
						 
						
						
						
						
					 
					
						2024-05-17 07:55:51 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7370ad1615 
							
						 
					 
					
						
						
							
							val before test acc  
						
						 
						
						
						
						
					 
					
						2024-05-13 07:36:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							03d3b6ca72 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-05-11 06:42:05 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							cf299777b6 
							
						 
					 
					
						
						
							
							Move GPU column so that test accuracy is always visible  
						
						 
						
						
						
						
					 
					
						2024-05-11 06:41:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							cfa1d0f997 
							
						 
					 
					
						
						
							
							Add LoRA experiments ( #151 )  
						
						 
						
						... 
						
						
						
						* Add LoRA experiments
* Update ch06/02_bonus_additional-experiments/additional-experiments.py 
						
						
					 
					
						2024-05-10 07:26:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							75545e4c1b 
							
						 
					 
					
						
						
							
							experiments with largest model  
						
						 
						
						
						
						
					 
					
						2024-05-09 07:40:09 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							9457676640 
							
						 
					 
					
						
						
							
							ouput -> output  
						
						 
						
						
						
						
					 
					
						2024-05-05 12:21:10 -05:00