zhangdakun commited on
Commit
56ee770
·
verified ·
1 Parent(s): 12d44d6

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +45 -3
README.md CHANGED
@@ -1,3 +1,45 @@
1
- ---
2
- license: unknown
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: llama3.1
3
+ language:
4
+ - en
5
+ base_model:
6
+ - meta-llama/Llama-3.1-8B-Instruct
7
+ ---
8
+
9
+ # Description
10
+
11
+ This is a classification model fine-tuned from [meta-llama/Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct).
12
+ It classifies English input sentences into one of four categories: News, Social, Speech, and Literary.
13
+
14
+ Training data: [WMT2024 testset](https://huggingface.co/datasets/google/wmt24pp)
15
+
16
+ # Example
17
+
18
+ ```python
19
+ import transformers
20
+ import torch
21
+
22
+ model_id = "Systran/Llama-3.1-8B-Instruct-ft-wmt25-classifier"
23
+
24
+ pipeline = transformers.pipeline(
25
+ "text-generation",
26
+ model=model_id,
27
+ model_kwargs={"torch_dtype": torch.bfloat16},
28
+ device_map="auto",
29
+ )
30
+
31
+ messages = [
32
+ {"role": "system", "content": "You are a language expert."},
33
+ {
34
+ "role": "user",
35
+ "content": "Classify the following English sentence into one of the following categories based on its content and style:\nNews: Factual reporting or informative text typically found in journalism.\nSocial: Informal, conversational, or casual text often used on social media or in personal messages.\nSpeech: Spoken or scripted verbal communication, such as political speeches, interviews, or lectures.\nLiterary: Creative or artistic writing, including fiction, poetry, or other literary works.\n\nSentence: What is hip hop?\n\nYour task: Identify the most appropriate category from the four above. Just respond with the category name: News, Social, Speech, or Literary.",
36
+ },
37
+ ]
38
+
39
+ outputs = pipeline(
40
+ messages,
41
+ max_new_tokens=256,
42
+ )
43
+ print(outputs[0]["generated_text"][-1])
44
+
45
+