Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
---
|
4 |
+
Model: "mychen76/tinyllama-colorist-v2" - is a finetuned TinyLlama model using color dataset.
|
5 |
+
Dataset: "burkelibbey/colors"
|
6 |
+
|
7 |
+
PROMPT FORMAT:
|
8 |
+
"<|im_start|>user\n{question}<|im_end|>\n<|im_start|>assistant:""
|
9 |
+
|
10 |
+
MODEL USAGE:
|
11 |
+
```python
|
12 |
+
import torch
|
13 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer
|
14 |
+
from transformers import pipeline
|
15 |
+
|
16 |
+
def print_color_space(hex_color):
|
17 |
+
def hex_to_rgb(hex_color):
|
18 |
+
hex_color = hex_color.lstrip('#')
|
19 |
+
return tuple(int(hex_color[i:i+2], 16) for i in (0, 2, 4))
|
20 |
+
r, g, b = hex_to_rgb(hex_color)
|
21 |
+
print(f'{hex_color}: \033[48;2;{r};{g};{b}m \033[0m')
|
22 |
+
|
23 |
+
tokenizer = AutoTokenizer.from_pretrained(model_id_colorist_final)
|
24 |
+
pipe = pipeline(
|
25 |
+
"text-generation",
|
26 |
+
model=model_id_colorist_final,
|
27 |
+
torch_dtype=torch.float16,
|
28 |
+
device_map="auto",
|
29 |
+
)
|
30 |
+
|
31 |
+
from time import perf_counter
|
32 |
+
start_time = perf_counter()
|
33 |
+
|
34 |
+
prompt = formatted_prompt('give me a pure brown color')
|
35 |
+
sequences = pipe(
|
36 |
+
prompt,
|
37 |
+
do_sample=True,
|
38 |
+
temperature=0.1,
|
39 |
+
top_p=0.9,
|
40 |
+
num_return_sequences=1,
|
41 |
+
eos_token_id=tokenizer.eos_token_id,
|
42 |
+
max_new_tokens=12
|
43 |
+
)
|
44 |
+
for seq in sequences:
|
45 |
+
print(f"Result: {seq['generated_text']}")
|
46 |
+
|
47 |
+
output_time = perf_counter() - start_time
|
48 |
+
print(f"Time taken for inference: {round(output_time,2)} seconds")
|
49 |
+
|
50 |
+
```
|
51 |
+
result:
|
52 |
+
```
|
53 |
+
Result: <|im_start|>user
|
54 |
+
give me a pure brown color<|im_end|>
|
55 |
+
<|im_start|>assistant: #807070<|im_end>
|
56 |
+
|
57 |
+
Time taken for inference: 0.19 seconds
|
58 |
+
```
|
59 |
+
|