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+# SPDX-License-Identifier: Apache-2.0
+#
+# Copyright (c) 2023 Malik Talha
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import re
+from typing import Text
+from snips_inference_agl import SnipsNLUEngine
+
+class SnipsInterface:
+ def __init__(self, model_path: Text):
+ self.engine = SnipsNLUEngine.from_path(model_path)
+
+ def preprocess_text(self, text):
+ # text to lower case and remove trailing and leading spaces
+ preprocessed_text = text.lower().strip()
+ # remove special characters, punctuation, and extra whitespaces
+ preprocessed_text = re.sub(r'[^\w\s]', '', preprocessed_text).strip()
+ return preprocessed_text
+
+ def extract_intent(self, text: Text):
+ preprocessed_text = self.preprocess_text(text)
+ result = self.engine.parse(preprocessed_text)
+ return result
+
+ def process_intent(self, intent_output):
+ intent_actions = {}
+ intent = intent_output['intent']['intentName']
+ slots = intent_output.get('slots', [])
+ for slot in slots:
+ action = slot['entity']
+ value = slot['value']['value']
+ intent_actions[action] = value
+
+ return intent, intent_actions \ No newline at end of file