diff --git a/GenAIEval/benchmark/__init__.py b/GenAIEval/benchmark/__init__.py new file mode 100644 index 00000000..916f3a44 --- /dev/null +++ b/GenAIEval/benchmark/__init__.py @@ -0,0 +1,2 @@ +# Copyright (C) 2024 Intel Corporation +# SPDX-License-Identifier: Apache-2.0 diff --git a/GenAIEval/benchmark/chatqna_benchmark.py b/GenAIEval/benchmark/chatqna_benchmark.py new file mode 100644 index 00000000..18550478 --- /dev/null +++ b/GenAIEval/benchmark/chatqna_benchmark.py @@ -0,0 +1,72 @@ +# Copyright (C) 2024 Intel Corporation +# SPDX-License-Identifier: Apache-2.0 + +import argparse +import concurrent.futures +import json +import random +import time + +import numpy +import requests + +response_times = [] + + +def extract_qText(json_data): + try: + file = open("data.json") + data = json.load(file) + post_json_data = {} + post_json_data["model"] = "Intel/neural-chat-7b-v3-3" + post_json_data["messages"] = data[random.randint(0, len(data) - 1)]["qText"] + return json.dumps(post_json_data) + except (json.JSONDecodeError, KeyError, IndexError): + return None + + +def send_request(url, json_data): + global response_times + print(f"Sending request to {url} with data {json_data}") + start_time = time.time() + headers = {"Content-Type": "application/json"} + response = requests.post(url, data=json_data, headers=headers) + end_time = time.time() + response_times.append(end_time - start_time) + print(f"Question: {json_data} Response: {response.status_code} - {response.text}") + + +def main(url, json_data, concurrency): + global response_times + with concurrent.futures.ThreadPoolExecutor(max_workers=concurrency) as executor: + future_to_url = { + executor.submit(send_request, url, extract_qText(json_data)): url for _ in range(concurrency * 2) + } + for future in concurrent.futures.as_completed(future_to_url): + _ = future_to_url[future] + + print(f"Total Requests: {concurrency*2}") + + # Calculate the P50 (median) + p50 = numpy.percentile(response_times, 50) + print("P50 latency is ", p50, "s") + + # Calculate the P99 + p99 = numpy.percentile(response_times, 99) + print("P99 latency is ", p99, "s") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Concurrent client to send POST requests") + parser.add_argument( + "--backend_url", type=str, default="http://localhost:8888/v1/chatqna", help="Service URL to send requests to" + ) + parser.add_argument( + "--json_data", + type=str, + default='{"inputs":"Which NFL team won the Super Bowl in the 2010 season?","parameters":{"do_sample": true}}', + help="JSON data to send", + ) + parser.add_argument("--concurrency", type=int, default=100, help="Concurrency level") + args = parser.parse_args() + main(args.backend_url, args.json_data, args.concurrency) diff --git a/GenAIEval/benchmark/data.json b/GenAIEval/benchmark/data.json new file mode 100644 index 00000000..b5728b0d --- /dev/null +++ b/GenAIEval/benchmark/data.json @@ -0,0 +1,191 @@ +[ +{"qId": "wqr000000", "qText": "what is the name of justin bieber brother?", "SV": [], "lemmaSV": [], "LAT": [{"synset": "10131898", "text": "monk", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "9836176", "text": "associate", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "10256643", "text": "kinsman", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "9651570", "text": "religious person", "specificity": "-3.0", "type": "WordnetLAT"}, {"synset": "7846", "text": "person", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "10538195", "text": "religious", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "10255246", "text": "relative", "specificity": "-3.0", "type": "WordnetLAT"}, {"synset": "9649426", "text": "peer", "specificity": "-3.0", "type": "WordnetLAT"}, {"synset": "10132360", "text": "friend", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "10305781", "text": "male sibling", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "10326901", "text": "member", "specificity": "-1.0", "type": "WordnetLAT"}, {"text": "brother", "specificity": "0.0", "type": "LAT"}], "Concept": [{"fullLabel": "Justin Bieber", "cookedLabel": "Justin Bieber", "pageID": "23680998", "editDist": 0.0, "labelProbability": 0.995669, "logPopularity": 5.991464547107982, "score": 0.925242503944315, "getByLAT": 0, "getByNE": 0, "getBySubject": 0, "getByNgram": 0, "getByFuzzyLookup": 1, "getByCWLookup": 1}], "Clue": [{"label": "the name of justin bieber brother", "type": "ClueSubjectPhrase", "weight": 2.7}, {"label": "name of justin bieber brother", "type": "CluePhrase", "weight": 0.99}, {"label": "name", "type": "ClueSubjectToken", "weight": 2.5}, {"label": "justin bieber brother", "type": "CluePhrase", "weight": 0.99}] }, +{"qId": "wqr000020", "qText": "where to fly into bali?", "SV": ["fly"], "lemmaSV": ["fly"], "LAT": [{"synset": "27365", "text": "location", "specificity": "0.0", "type": "QuestionWordLAT"}], "Concept": [{"fullLabel": "To Fly!", "cookedLabel": "To Fly!", "pageID": "76390", "editDist": 0.0, "labelProbability": 1.0, "logPopularity": 4.174387269895637, "score": 0.8093029754987044, "getByLAT": 0, "getByNE": 0, "getBySubject": 0, "getByNgram": 0, "getByFuzzyLookup": 1, "getByCWLookup": 1}, {"fullLabel": "Bali", "cookedLabel": "Bali", "pageID": "4147", "editDist": 0.0, "labelProbability": 0.882369, "logPopularity": 5.8664680569332965, "score": 0.8721413788784711, "getByLAT": 0, "getByNE": 0, "getBySubject": 0, "getByNgram": 0, "getByFuzzyLookup": 1, "getByCWLookup": 1}], "Clue": [{"label": "to fly", "type": "ClueNE", "weight": 1.11}] }, +{"qId": "wqr000040", "qText": "what is cher's son's name?", "SV": [], "lemmaSV": [], "LAT": [{"synset": "9937706", "text": "child", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "9559169", "text": "God", "specificity": "-3.0", "type": "WordnetLAT"}, {"synset": "5950141", "text": "belief", "specificity": "-5.0", "type": "WordnetLAT"}, {"synset": 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"weight": 2.5}] }, +{"qId": "wqr000060", "qText": "what countries do people speak portuguese?", "SV": ["speak"], "lemmaSV": ["speak"], "LAT": [{"synset": "27365", "text": "location", "specificity": "-4.0", "type": "WordnetLAT"}, {"synset": "8648560", "text": "region", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "8024893", "text": "organization", "specificity": "-3.0", "type": "WordnetLAT"}, {"synset": "8508836", "text": "administrative district", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "7958392", "text": "people", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "8206589", "text": "unit", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "8569713", "text": "district", "specificity": "-2.0", "type": "WordnetLAT"}, {"synset": "8376876", "text": "political unit", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "8591861", "text": "geographical area", "specificity": "-1.0", "type": "WordnetLAT"}, {"synset": "7967506", "text": "social 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