Update app.py
Browse files
app.py
CHANGED
|
@@ -39,21 +39,27 @@ async def predict(request: Request):
|
|
| 39 |
raise HTTPException(status_code=400, detail="No text provided")
|
| 40 |
|
| 41 |
# Tokenize input
|
| 42 |
-
inputs = tokenizer(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 43 |
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
"
|
| 47 |
-
|
| 48 |
-
|
|
|
|
| 49 |
|
| 50 |
# Prepare response with converted types
|
| 51 |
-
|
| 52 |
-
"embedding":
|
| 53 |
-
"
|
|
|
|
| 54 |
}
|
| 55 |
-
print("embeddings", response["embedding"])
|
| 56 |
-
return jsonable_encoder(response)
|
| 57 |
|
| 58 |
except Exception as e:
|
| 59 |
raise HTTPException(status_code=500, detail=str(e))
|
|
|
|
| 39 |
raise HTTPException(status_code=400, detail="No text provided")
|
| 40 |
|
| 41 |
# Tokenize input
|
| 42 |
+
inputs = tokenizer(
|
| 43 |
+
text,
|
| 44 |
+
return_tensors="np",
|
| 45 |
+
padding=False, # Disable padding
|
| 46 |
+
truncation=False, # Disable truncation
|
| 47 |
+
add_special_tokens=True # Ensure CLS/SEP tokens
|
| 48 |
+
)
|
| 49 |
|
| 50 |
+
onnx_inputs = {
|
| 51 |
+
"input_ids": np.array(inputs["input_ids"], dtype=np.int64),
|
| 52 |
+
"attention_mask": np.array(inputs["attention_mask"], dtype=np.int64)
|
| 53 |
+
}
|
| 54 |
+
|
| 55 |
+
outputs = session.run(None, onnx_inputs)
|
| 56 |
|
| 57 |
# Prepare response with converted types
|
| 58 |
+
return {
|
| 59 |
+
"embedding": outputs[0][0].astype(float).tolist(),
|
| 60 |
+
"input_ids": inputs["input_ids"][0].tolist(),
|
| 61 |
+
"attention_mask": inputs["attention_mask"][0].tolist()
|
| 62 |
}
|
|
|
|
|
|
|
| 63 |
|
| 64 |
except Exception as e:
|
| 65 |
raise HTTPException(status_code=500, detail=str(e))
|