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Upload inference.py
Browse files- inference.py +65 -0
inference.py
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import json
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import httpx
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API_TOKEN = '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'
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headers = {"Authorization": f"Bearer {API_TOKEN}"}
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def query(filename, lang):
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"""
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Function to get inference for three languages
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"""
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if (lang == 'ha') and (filename is not None):
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API_URL = "https://api-inference.huggingface.co/models/Tiamz/hausa-4-ha-wa2vec-data-aug-xls-r-300m"
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with open(filename, "rb") as f:
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data = f.read()
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try:
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response = httpx.request("POST", API_URL, headers=headers, data=data)
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command = json.loads(response.content.decode("utf-8"))
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command = command['text']
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if command != '':
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print(command)
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return command
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else:
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print('No response yet')
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except KeyError as e:
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print('Model is still loading, please wait!')
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elif (lang == 'yo') and (filename is not None):
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API_URL = "https://api-inference.huggingface.co/models/Ayoola/cdial-yoruba-test"
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with open(filename, "rb") as f:
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data = f.read()
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try:
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response = httpx.request("POST", API_URL, headers=headers, data=data)
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command = json.loads(response.content.decode("utf-8"))
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command = command['text']
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if command != '':
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print(command)
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return command
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else:
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pass
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except KeyError as e:
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print('model is still loading, please wait!')
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elif (lang == 'en') and (filename is not None):
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API_URL = "https://api-inference.huggingface.co/models/facebook/wav2vec2-base-960h"
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with open(filename, "rb") as f:
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data = f.read()
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try:
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response = httpx.request("POST", API_URL, headers=headers, data=data)
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command = json.loads(response.content.decode("utf-8"))
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command = command['text']
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if command != '':
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print(command)
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return command.lower()
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else:
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print('No response yet')
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except KeyError as e:
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print('model is still loading..., please wait!')
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else:
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pass
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