Vijay Janapa Reddi 34c6d95f59 Add normalized scoring and MLPerf principles to Module 19 ...

Enhancements to benchmarking module:
- Added calculate_normalized_scores() for fair hardware comparison
- Implemented speedup, compression ratio, accuracy delta metrics
- Added MLPerf principles section to educational content
- Updated module to support competition fairness

These changes enable Module 20 competition to work across different hardware.

2025-11-07 20:04:46 -05:00

..

01_tensor

fix(module-01): Fix batched matmul and transpose grad preservation

2025-10-27 20:28:53 -04:00

02_activations

fix(module-02): Rewrite Softmax to use Tensor operations

2025-10-27 20:29:35 -04:00

03_layers

fix(module-03): Rewrite Dropout to use Tensor operations

2025-10-27 20:29:43 -04:00

04_losses

feat: Add Milestone 04 (CNN Revolution 1998) + Clean spatial imports

2025-09-30 17:04:41 -04:00

05_autograd

Merge transformer-training into dev

2025-10-30 17:48:11 -04:00

06_optimizers

feat: Add Milestone 04 (CNN Revolution 1998) + Clean spatial imports

2025-09-30 17:04:41 -04:00

07_training

feat(autograd): Fix gradient flow through all transformer components

2025-10-30 10:20:33 -04:00

08_dataloader

🤖 Fix transformer module exports and milestone 05 imports

2025-10-27 16:17:55 -04:00

09_spatial

feat: Add Milestone 04 (CNN Revolution 1998) + Clean spatial imports

2025-09-30 17:04:41 -04:00

10_tokenization

Merge transformer-training into dev

2025-10-30 17:48:11 -04:00

11_embeddings

feat: Add PyTorch-style __call__ methods and update milestone syntax

2025-10-28 13:46:05 -04:00

12_attention

feat(autograd): Fix gradient flow through all transformer components

2025-10-30 10:20:33 -04:00

13_transformers

Merge transformer-training into dev

2025-10-30 17:48:11 -04:00

14_kvcaching

Add comprehensive documentation for KV cache path selection

2025-11-06 12:30:39 -05:00

15_profiling

Add Module 14-15 connection section to profiling documentation

2025-11-06 15:31:48 -05:00

16_acceleration

Rename ProfilerComplete to Profiler for cleaner API

2025-11-06 20:35:21 -05:00

17_quantization

Add Profiler demo to Module 17 Quantization

2025-11-06 20:38:44 -05:00

18_compression

Add Profiler demo to Module 18 Compression

2025-11-06 20:38:50 -05:00

19_benchmarking

Add normalized scoring and MLPerf principles to Module 19

2025-11-07 20:04:46 -05:00

20_capstone

Fix nbdev export system across all 20 modules

2025-09-30 11:21:04 -04:00

20_competition

Add validation and normalized scoring to Module 20 competition submissions

2025-11-06 23:57:55 -05:00