sergeyk

model: claude-opus-4-20250514
messages:
- role: user
  content:
  - type: text
    text: |
      <system-reminder>
      As you answer the user's questions, you can use the following context:
      # important-instruction-reminders
      Do what has been asked; nothing more, nothing less.

SuperShinyEyes

def f1_loss(y_true:torch.Tensor, y_pred:torch.Tensor, is_training=False) -> torch.Tensor:
    '''Calculate F1 score. Can work with gpu tensors
    
    The original implmentation is written by Michal Haltuf on Kaggle.
    
    Returns
    -------
    torch.Tensor
        `ndim` == 1. 0 <= val <= 1
    

ohjho

# to remove the file on git without deleting from local
#  use -> git rm --cached 
find . -name .ipynb_checkpoints -print0 | xargs -0 git rm -r --ignore-unmatch
echo .ipynb_checkpoints >> .gitignore

yrevar

{0: 'tench, Tinca tinca',
 1: 'goldfish, Carassius auratus',
 2: 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias',
 3: 'tiger shark, Galeocerdo cuvieri',
 4: 'hammerhead, hammerhead shark',
 5: 'electric ray, crampfish, numbfish, torpedo',
 6: 'stingray',
 7: 'cock',
 8: 'hen',
 9: 'ostrich, Struthio camelus',