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Diffstat (limited to 'agl_service_voiceagent/nlu/snips_interface.py')
-rw-r--r-- | agl_service_voiceagent/nlu/snips_interface.py | 46 |
1 files changed, 46 insertions, 0 deletions
diff --git a/agl_service_voiceagent/nlu/snips_interface.py b/agl_service_voiceagent/nlu/snips_interface.py new file mode 100644 index 0000000..f0b05d2 --- /dev/null +++ b/agl_service_voiceagent/nlu/snips_interface.py @@ -0,0 +1,46 @@ +# 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
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