Spaces:
Sleeping
Sleeping
Upload agent.py
Browse files
agent.py
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from transformers import pipeline
|
| 2 |
+
|
| 3 |
+
# Load fine-tuned translation model
|
| 4 |
+
translator = pipeline("text-generation", model="JenniferHJF/qwen1.5-emoji-finetuned", max_new_tokens=20, device=0)
|
| 5 |
+
|
| 6 |
+
# Load hate speech classifier model
|
| 7 |
+
classifier = pipeline("text-classification", model="unitary/toxic-bert", top_k=None, device=0)
|
| 8 |
+
|
| 9 |
+
def classify_emoji_text(text):
|
| 10 |
+
translated = translator(f"输入:{text}\n输出:")[0]["generated_text"]
|
| 11 |
+
translated_text = translated.strip().split("\n")[-1]
|
| 12 |
+
result = classifier(translated_text)[0]
|
| 13 |
+
label = result["label"]
|
| 14 |
+
score = result["score"]
|
| 15 |
+
return translated_text, label, score
|