Upload 3 files
Browse files- README.md +33 -0
- tokenizer_config.json +7 -22
README.md
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Mini GPT1 Clone
|
| 2 |
+
|
| 3 |
+
This is a decoder-only transformer model (GPT1-style) trained from scratch using PyTorch.
|
| 4 |
+
|
| 5 |
+
## Model Details
|
| 6 |
+
|
| 7 |
+
- **Architecture**: Decoder-only Transformer
|
| 8 |
+
- **Layers**: 6
|
| 9 |
+
- **Embedding Size**: 512
|
| 10 |
+
- **Heads**: 8
|
| 11 |
+
- **Feedforward Dim**: 2048
|
| 12 |
+
- **Sequence Length**: 256
|
| 13 |
+
- **Vocab Size**: 35,000
|
| 14 |
+
|
| 15 |
+
## Tokenizer
|
| 16 |
+
|
| 17 |
+
Trained using `ByteLevelBPETokenizer` from the `tokenizers` library.
|
| 18 |
+
|
| 19 |
+
## Inference Example
|
| 20 |
+
|
| 21 |
+
```python
|
| 22 |
+
from transformers import PreTrainedTokenizerFast, AutoModelForCausalLM
|
| 23 |
+
import torch
|
| 24 |
+
|
| 25 |
+
tokenizer = PreTrainedTokenizerFast(tokenizer_file="tokenizer/tokenizer.json")
|
| 26 |
+
model = AutoModelForCausalLM.from_pretrained("dilip025/mini-gpt1")
|
| 27 |
+
|
| 28 |
+
prompt = "Once upon a time,"
|
| 29 |
+
input_ids = tokenizer(prompt, return_tensors="pt").input_ids
|
| 30 |
+
outputs = model.generate(input_ids, max_length=50)
|
| 31 |
+
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
|
| 32 |
+
License
|
| 33 |
+
MIT
|
tokenizer_config.json
CHANGED
|
@@ -1,23 +1,8 @@
|
|
| 1 |
{
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
"
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
"rstrip": false,
|
| 10 |
-
"single_word": false,
|
| 11 |
-
"special": true
|
| 12 |
-
}
|
| 13 |
-
},
|
| 14 |
-
"bos_token": "<|endoftext|>",
|
| 15 |
-
"clean_up_tokenization_spaces": false,
|
| 16 |
-
"eos_token": "<|endoftext|>",
|
| 17 |
-
"errors": "replace",
|
| 18 |
-
"extra_special_tokens": {},
|
| 19 |
-
"model_max_length": 1000000000000000019884624838656,
|
| 20 |
-
"pad_token": null,
|
| 21 |
-
"tokenizer_class": "GPT2Tokenizer",
|
| 22 |
-
"unk_token": "<|endoftext|>"
|
| 23 |
-
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"model_max_length": 256,
|
| 4 |
+
"tokenizer_class": "PreTrainedTokenizerFast",
|
| 5 |
+
"unk_token": "<unk>",
|
| 6 |
+
"bos_token": "<s>",
|
| 7 |
+
"eos_token": "</s>"
|
| 8 |
+
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|