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tests/staging_tests/test_different_frameworks_staging.py
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''' | ||
MIT License | ||
Copyright (c) 2023 Ulster University (https://www.ulster.ac.uk). | ||
Project: Harmony (https://harmonydata.ac.uk) | ||
Maintainer: Thomas Wood (https://fastdatascience.com) | ||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. | ||
''' | ||
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import json | ||
import unittest | ||
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import requests | ||
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headers = { | ||
'accept': 'application/json', | ||
'Content-Type': 'application/json', | ||
'Accept-Encoding': 'gzip, deflate, br', | ||
} | ||
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json_data_to_match_gad_7 = { | ||
'instruments': [ | ||
{ | ||
'file_id': 'fd60a9a64b1b4078a68f4bc06f20253c', | ||
'instrument_id': '7829ba96f48e4848abd97884911b6795', | ||
'instrument_name': 'GAD-7 English', | ||
'file_name': 'GAD-7 EN.pdf', | ||
'file_type': 'pdf', | ||
'file_section': 'GAD-7 English', | ||
'language': 'en', | ||
'questions': [ | ||
{ | ||
'question_no': '1', | ||
'question_intro': 'Over the last two weeks, how often have you been bothered by the following problems?', | ||
'question_text': 'Feeling nervous, anxious, or on edge', | ||
'options': [ | ||
'Not at all', | ||
'Several days', | ||
'More than half the days', | ||
'Nearly every day', | ||
], | ||
'source_page': 0, | ||
}, | ||
{ | ||
'question_no': '2', | ||
'question_intro': 'Over the last two weeks, how often have you been bothered by the following problems?', | ||
'question_text': 'Not being able to stop or control worrying', | ||
'options': [ | ||
'Not at all', | ||
'Several days', | ||
'More than half the days', | ||
'Nearly every day', | ||
], | ||
'source_page': 0, | ||
}, | ||
], | ||
}, | ||
{ | ||
'file_id': 'fd60a9a64b1b4078a68f4bc06f20253c', | ||
'instrument_id': '7829ba96f48e4848abd97884911b6795', | ||
'instrument_name': 'GAD-7 Portuguese', | ||
'file_name': 'GAD-7 PT.pdf', | ||
'file_type': 'pdf', | ||
'file_section': 'GAD-7 Portuguese', | ||
'language': 'en', | ||
'questions': [ | ||
{ | ||
'question_no': '1', | ||
'question_intro': 'Durante as últimas 2 semanas, com que freqüência você foi incomodado/a pelos problemas abaixo?', | ||
'question_text': 'Sentir-se nervoso/a, ansioso/a ou muito tenso/a', | ||
'options': [ | ||
'Nenhuma vez', | ||
'Vários dias', | ||
'Mais da metade dos dias', | ||
'Quase todos os dias', | ||
], | ||
'source_page': 0, | ||
}, | ||
{ | ||
'question_no': '2', | ||
'question_intro': 'Durante as últimas 2 semanas, com que freqüência você foi incomodado/a pelos problemas abaixo?', | ||
'question_text': ' Não ser capaz de impedir ou de controlar as preocupações', | ||
'options': [ | ||
'Nenhuma vez', | ||
'Vários dias', | ||
'Mais da metade dos dias', | ||
'Quase todos os dias', | ||
], | ||
'source_page': 0, | ||
}, | ||
], | ||
}, | ||
], | ||
'query': 'anxiety', | ||
'parameters': { | ||
'framework': 'huggingface', | ||
'model': 'sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2', | ||
}, | ||
} | ||
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endpoint = 'https://harmonystagingtmp.azurewebsites.net/text/match' | ||
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class TestDifferentFrameworks(unittest.TestCase): | ||
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def test_huggingface(self): | ||
response = requests.post(endpoint, headers=headers, json=json_data_to_match_gad_7) | ||
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print(response.json()["matches"][0][0]) | ||
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self.assertLess(0.99, response.json()["matches"][0][0]) | ||
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def test_google_nonexistent(self): | ||
payload_google = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_google["parameters"]["framework"] = "google" | ||
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response = requests.post(endpoint, headers=headers, json=payload_google) | ||
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self.assertIn("model does not exist", response.text) | ||
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def test_google_real(self): | ||
payload_google = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_google["parameters"]["framework"] = "google" | ||
payload_google["parameters"]["model"] = "textembedding-gecko@003" | ||
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response = requests.post(endpoint, headers=headers, json=payload_google) | ||
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self.assertLess(0.99, response.json()["matches"][0][0]) | ||
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def test_google_different_from_huggingface(self): | ||
response_huggingface = requests.post(endpoint, headers=headers, json=json_data_to_match_gad_7) | ||
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payload_google = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_google["parameters"]["framework"] = "google" | ||
payload_google["parameters"]["model"] = "textembedding-gecko@003" | ||
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response_google = requests.post(endpoint, headers=headers, json=payload_google) | ||
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abs_diff = abs(response_huggingface.json()["matches"][0][1] - response_google.json()["matches"][0][1]) | ||
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print("Absolute difference", abs_diff) | ||
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self.assertLess(0.1, abs_diff) | ||
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def test_google_monolingual(self): | ||
payload_google = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_google["parameters"]["framework"] = "google" | ||
payload_google["parameters"]["model"] = "textembedding-gecko@003" | ||
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response = requests.post(endpoint, headers=headers, json=payload_google) | ||
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self.assertGreater(0.92, response.json()["matches"][0][2]) | ||
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def test_google_multilingual(self): | ||
payload_google = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_google["parameters"]["framework"] = "google" | ||
payload_google["parameters"]["model"] = "textembedding-gecko-multilingual" | ||
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response = requests.post(endpoint, headers=headers, json=payload_google) | ||
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self.assertLess(0.92, response.json()["matches"][0][2]) | ||
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def test_openai(self): | ||
payload_openai = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_openai["parameters"]["framework"] = "openai" | ||
payload_openai["parameters"]["model"] = "text-embedding-3-large" | ||
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response = requests.post(endpoint, headers=headers, json=payload_openai) | ||
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self.assertLess(0.99, response.json()["matches"][0][0]) | ||
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def test_azure_openai(self): | ||
payload_openai = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_openai["parameters"]["framework"] = "azure_openai" | ||
payload_openai["parameters"]["model"] = "fds-text-embedding-3-large" | ||
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response = requests.post(endpoint, headers=headers, json=payload_openai) | ||
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self.assertLess(0.99, response.json()["matches"][0][0]) | ||
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def test_azure_openai_same_as_vanilla_openai(self): | ||
payload_vanilla_openai = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_vanilla_openai["parameters"]["framework"] = "openai" | ||
payload_vanilla_openai["parameters"]["model"] = "text-embedding-3-large" | ||
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vanilla_openai_response = requests.post(endpoint, headers=headers, json=payload_vanilla_openai) | ||
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payload_azure_openai = json.loads(json.dumps(json_data_to_match_gad_7)) | ||
payload_azure_openai["parameters"]["framework"] = "azure_openai" | ||
payload_azure_openai["parameters"]["model"] = "fds-text-embedding-3-large" | ||
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azure_openai_response = requests.post(endpoint, headers=headers, json=payload_azure_openai) | ||
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self.assertGreater(0.01, | ||
abs(vanilla_openai_response.json()["matches"][0][0] - | ||
azure_openai_response.json()["matches"][0][0])) | ||
self.assertGreater(0.01, | ||
abs(vanilla_openai_response.json()["matches"][0][1] - | ||
azure_openai_response.json()["matches"][0][1])) | ||
self.assertGreater(0.01, | ||
abs(vanilla_openai_response.json()["matches"][0][2] - | ||
azure_openai_response.json()["matches"][0][2])) | ||
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if __name__ == '__main__': | ||
unittest.main() |
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@@ -0,0 +1,138 @@ | ||
''' | ||
MIT License | ||
Copyright (c) 2023 Ulster University (https://www.ulster.ac.uk). | ||
Project: Harmony (https://harmonydata.ac.uk) | ||
Maintainer: Thomas Wood (https://fastdatascience.com) | ||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. | ||
''' | ||
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import sys | ||
import unittest | ||
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sys.path.append("../harmony/src") | ||
import requests | ||
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# mhc_questions, mhc_all_metadata, mhc_embeddings = helpers.get_mhc_embeddings() | ||
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headers = { | ||
'accept': 'application/json', | ||
'Content-Type': 'application/json', | ||
'Accept-Encoding': 'gzip, deflate, br', | ||
} | ||
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json_data_to_match_gad_7 = { | ||
'instruments': [ | ||
{ | ||
'file_id': 'fd60a9a64b1b4078a68f4bc06f20253c', | ||
'instrument_id': '7829ba96f48e4848abd97884911b6795', | ||
'instrument_name': 'GAD-7 English', | ||
'file_name': 'GAD-7 EN.pdf', | ||
'file_type': 'pdf', | ||
'file_section': 'GAD-7 English', | ||
'language': 'en', | ||
'questions': [ | ||
{ | ||
'question_no': '1', | ||
'question_intro': 'Over the last two weeks, how often have you been bothered by the following problems?', | ||
'question_text': 'Feeling nervous, anxious, or on edge', | ||
'options': [ | ||
'Not at all', | ||
'Several days', | ||
'More than half the days', | ||
'Nearly every day', | ||
], | ||
'source_page': 0, | ||
}, | ||
{ | ||
'question_no': '2', | ||
'question_intro': 'Over the last two weeks, how often have you been bothered by the following problems?', | ||
'question_text': 'Not being able to stop or control worrying', | ||
'options': [ | ||
'Not at all', | ||
'Several days', | ||
'More than half the days', | ||
'Nearly every day', | ||
], | ||
'source_page': 0, | ||
}, | ||
], | ||
}, | ||
{ | ||
'file_id': 'fd60a9a64b1b4078a68f4bc06f20253c', | ||
'instrument_id': '7829ba96f48e4848abd97884911b6795', | ||
'instrument_name': 'GAD-7 Portuguese', | ||
'file_name': 'GAD-7 PT.pdf', | ||
'file_type': 'pdf', | ||
'file_section': 'GAD-7 Portuguese', | ||
'language': 'en', | ||
'questions': [ | ||
{ | ||
'question_no': '1', | ||
'question_intro': 'Durante as últimas 2 semanas, com que freqüência você foi incomodado/a pelos problemas abaixo?', | ||
'question_text': 'Sentir-se nervoso/a, ansioso/a ou muito tenso/a', | ||
'options': [ | ||
'Nenhuma vez', | ||
'Vários dias', | ||
'Mais da metade dos dias', | ||
'Quase todos os dias', | ||
], | ||
'source_page': 0, | ||
}, | ||
{ | ||
'question_no': '2', | ||
'question_intro': 'Durante as últimas 2 semanas, com que freqüência você foi incomodado/a pelos problemas abaixo?', | ||
'question_text': ' Não ser capaz de impedir ou de controlar as preocupações', | ||
'options': [ | ||
'Nenhuma vez', | ||
'Vários dias', | ||
'Mais da metade dos dias', | ||
'Quase todos os dias', | ||
], | ||
'source_page': 0, | ||
}, | ||
], | ||
}, | ||
], | ||
'query': 'anxiety', | ||
'parameters': { | ||
'framework': 'huggingface', | ||
'model': 'sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2', | ||
}, | ||
} | ||
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endpoint = 'https://harmonystagingtmp.azurewebsites.net/text/match' | ||
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response = requests.post(endpoint, headers=headers, json=json_data_to_match_gad_7) | ||
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class TestMatchMhcLocal(unittest.TestCase): | ||
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def test_match_mhc_local(self): | ||
response_dict = response.json() | ||
self.assertEqual(4, len(response_dict["questions"])) | ||
self.assertEqual("anxiety", response_dict["questions"][0]["topics_auto"][0]) | ||
self.assertEqual("anxiety", list(response_dict["questions"][0]["topics_strengths"])[0]) | ||
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if __name__ == '__main__': | ||
unittest.main() |
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