feat: upload inference script
Browse files- inference.py +18 -0
inference.py
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import numpy as np
|
| 3 |
+
from openai import OpenAI
|
| 4 |
+
from transformers import AutoModel
|
| 5 |
+
|
| 6 |
+
texts = ["Eh you damn stupid lah!", "Have a nice day :)", "This is cool~"]
|
| 7 |
+
|
| 8 |
+
# Load model directly from Hub
|
| 9 |
+
model = AutoModel.from_pretrained("govtech/lionguard-2", trust_remote_code=True)
|
| 10 |
+
|
| 11 |
+
# Get embeddings (users to input their own OpenAI API key)
|
| 12 |
+
client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
|
| 13 |
+
response = client.embeddings.create(input=texts, model="text-embedding-3-large")
|
| 14 |
+
embeddings = np.array([data.embedding for data in response.data])
|
| 15 |
+
|
| 16 |
+
# Run inference
|
| 17 |
+
predictions = model.predict(embeddings)
|
| 18 |
+
print(predictions)
|