README.md

---
license: cc-by-nc-sa-4.0
datasets:
- roneneldan/TinyStories
---
This is a character (english a-z 0-9 and so on) trained model following Andrej karpathy's llama.c project https://github.com/karpathy/llama2.c on both TinyStories and my own internal similar dataset I made. the last 150k is from a subset of cosmopedia I extracted for younger people.

Trained for      49,152,000,000 tokens

for it to see/output Uppercase letters this model uses a Shift-Key modifier before the letter to become uppercase, and has never been trained on actual uppercase letters.

This modifier is ↨ and here are the functions I use to convert from straight text to the modified format and back.
```
def add_caseifer(text):
    # Using list comprehension for more efficient concatenation
    return ''.join(['↨' + char.lower() if char.isupper() else char for char in text
    
def remove_caseifer(text):
    new_text = ""
    i = 0
    while i < len(text):
        if text[i] == "↨":
            if i+1 < len(text):
                new_text += text[i+1].upper()
                i += 1
            else:
                pass  # skip this index
        else:
            new_text += text[i]
        i += 1
    return new_text
```

As such for test strings to use in chat try using somthing like:
```
↨hello, my name is ↨clara and ↨i like
```

Run history:
      iter ▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
loss/train █▅▄▅▃▅▄▃▄▄▄▄▃▃▄▄▂▁▂▂▃▃▂▃▃▃▂▃▂▃▂▂▂▂▃▁▂▂▁▂
  loss/val █▇▆▅▅▄▄▄▄▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁
        lr ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
       mfu ▅▅▅▄▅▅▅▅▅▅▄▅▅▅▁▅▅▅▄▅▅▅▅█▅▅▅▅▅▅▅▅▅▅▅▅█▅▅█
 step_time ██████▇████████▇████▇██▂▇██▇█████▇▇▇▁▇█▁
    tokens ▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███

Run summary:
      iter 500000
loss/train 0.48935
  loss/val 0.45042
        lr 1e-05
       mfu 9.31042
 step_time 63441.47873
    tokens 49152000000