| Machine | Num CPU cores | CPU | CPU-link | Num GPU Cores | GPU | GPU-link | Neural Engine | Neural Engine-link |
|---|---|---|---|---|---|---|---|---|
| MacBook Pro M1 Pro 14 inch, 2021 | 10 | 1809 | Link | 16 | 5192 | Link | 6462 | Link |
| MacBook Pro M3 14 inch, 2023 | 8 | 2356 | Link | 10 | 5747 | [Link](https://bro |
mrdbourke
/ mac-m3-geekbench-ml.md
Created
January 9, 2024 01:05
mrdbourke
/ mac-m3-llama-ml-test-7-text-gen.md
Created
January 9, 2024 01:04
| Model | Task | Num Questions | Num Answers | Total Generations | Backend |
|---|---|---|---|---|---|
| Llama 2 7B .gguf format | Text Generation | 20 | 5 | 20*5 = 100 | llama-cpp-python |
mrdbourke
/ mac-m3-tensorflow-ml-test-5-imdb.md
Created
January 9, 2024 01:02
| Model | Dataset | Sequence Size | Epochs | Num Samples | Num Classes | Problem Type |
|---|---|---|---|---|---|---|
| SmallTransformer (custom) | IMDB | 200 | 5 | 25,000 train, 25,000 test | 2 | Text Classification |
mrdbourke
/ mac-m3-tensorflow-ml-test-5-food101.md
Created
January 9, 2024 01:01
mrdbourke
/ mac-m3-tensorflow-ml-test-4-cifar100.md
Created
January 9, 2024 01:00
mrdbourke
/ mac-m3-pytorch-ml-test-3-imdb.md
Created
January 9, 2024 00:57
| Model | Dataset | Sequence Size | Epochs | Num Samples | Num Classes | Problem Type |
|---|---|---|---|---|---|---|
| DistilBERT (fine-tune top 2 layers + top Transformer block) | IMDB | 512 | 5 | 25,000 train, 25,000 test | 2 | Text Classification |
mrdbourke
/ mac-m3-pytorch-ml-test-2-food101.md
Created
January 9, 2024 00:48
mrdbourke
/ mac-m3-pytorch-ml-test-1-cifar100.md
Created
January 9, 2024 00:47
mrdbourke
/ mac-m3-machine-learning-speed-tests.md
Created
January 9, 2024 00:42
| Experiment | Model | Dataset | Num Samples | Problem Type | Backend |
|---|---|---|---|---|---|
| 1 | ResNet50 (CNN) | CIFAR100 | 50,000 train, 10,000 test | Image Classification | PyTorch |
| 2 | ResNet50 | Food101 | 75,750 train, 25,250 test | Image Classification | PyTorch |
| 3 | DistilBERT (Transformer) | IMDB | 25,000 train, 25,000 test | Text Classification | PyTorch |
| 4 | ResNet50 | CIFAR100 | 50,000 train, 10,000 test | Image Classification | TensorFlow |
| 5 | ResNet50 | Food101 | 75,750 train, 25,250 test | Image Classification | TensorFlow |
| 6 | SmallTransformer | IMDB | 25,000 train, 25,000 test | Text Classification | TensorFlow |
| 7 | Llama 2 7B Q4_0.gguf | N/A | 100 (generate 100 answers) | Text Generation | llama.cpp |
| 8 (bonus) | Geekbench ML | Multiple | Multiple | Multiple |
mrdbourke
/ mac-m3-machine-learning-speed-test-machines-table.md
Created
January 9, 2024 00:40
mac-m3-machine-learning-speed-test-machines-table
| Machine | CPU | GPU | RAM | Storage | Price (USD) |
|---|---|---|---|---|---|
| M1 Pro 14" 2021 | 10-core CPU | 16-core GPU | 32GB | 4TB SSD | ~$3,500 |
| M3 14" 2023 | 8-core CPU | 10-core GPU | 8GB | 512GB SSD | $1,599 |
| M3 Pro 14" 2023 | 11-core CPU | 14-core GPU | 18GB | 512GB SSD | $1,999 |
| M3 Max 14" 2023 | 14-core CPU | 30-core GPU | 36GB | 1TB SSD | $3,199 |
| Deep Learning PC | Intel i9 | NVIDIA TITAN RTX (24GB) | 32GB | 1TB SSD | ~$3,000 |
| Google Colab Free Tier | 2-core CPU | NVIDIA Tesla V100 (16GB) | 12GB | 100GB SSD | Free or $10/month for more compute |
NewerOlder