diff --git a/fastdeploy/_rest.py b/fastdeploy/_rest.py index 3e5f49d..ab9c9b8 100644 --- a/fastdeploy/_rest.py +++ b/fastdeploy/_rest.py @@ -136,7 +136,10 @@ def on_post(self, req, resp): if success is not True: resp.status = falcon.HTTP_400 - resp.data = failure_response + if input_type == "json": + resp.media = failure_response + else: + resp.data = failure_response else: ( @@ -146,7 +149,10 @@ def on_post(self, req, resp): unique_id, is_compressed, input_type, client_timeout ) resp.status = falcon.HTTP_200 if success else falcon.HTTP_400 - resp.data = response + if input_type == "json": + resp.media = response + else: + resp.data = response class PrometheusMetrics(object): diff --git a/recipes/text_embeddings/example.py b/recipes/text_embeddings/example.py index 8ee8ad1..c40433c 100644 --- a/recipes/text_embeddings/example.py +++ b/recipes/text_embeddings/example.py @@ -1,5 +1,23 @@ -example = [ - "This is a test sentence which is a bit longer than the others and also very long than normal and some more words here and some more words here and some more there", - "This is another test sentence", - "This is a third test sentence" -] +# generate random sentence with words of size 1-10 characters and total 5-100 words + +import random +import string + +words = open("words.txt", "r").read().split() + +def generate_random_sentence(): + # Generate random number of words between 5-100 + num_words = random.randint(3, 100) + + sentence = [] + for _ in range(num_words): + word = random.choice(words) + sentence.append(word) + + return ' '.join(sentence) + + +def example_function(): + return [generate_random_sentence() for _ in range(random.randint(1, 10))] + +example = example_function() \ No newline at end of file diff --git a/recipes/text_embeddings/predictor.py b/recipes/text_embeddings/predictor.py index e35b0b8..dcb3b88 100644 --- a/recipes/text_embeddings/predictor.py +++ b/recipes/text_embeddings/predictor.py @@ -4,8 +4,6 @@ model = SentenceTransformer('Alibaba-NLP/gte-base-en-v1.5', trust_remote_code=True, backend="onnx", model_kwargs={"file_name": "model.onnx", "provider": "CPUExecutionProvider"}) -from time import time - def predictor(input_list, batch_size=16): return model.encode(input_list, convert_to_numpy=True, normalize_embeddings=True, show_progress_bar=False, batch_size=batch_size) diff --git a/recipes/text_embeddings/words.txt b/recipes/text_embeddings/words.txt new file mode 100644 index 0000000..68e5f7d --- /dev/null +++ b/recipes/text_embeddings/words.txt @@ -0,0 +1,9894 @@ +the +of +and +to +a +in +for +is +on +that +by +this +with +i +you +it +not +or +be +are +from +at +as +your +all +have +new +more +an +was +we +will +home +can +us +about +if +page +my +has +search +free +but +our +one +other +do +no +information +time +they +site +he +up +may +what +which +their +news +out +use +any +there +see +only +so +his +when +contact +here +business +who +web +also +now +help +get +pm +view +online +c 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+frankfurt +prisoner +daisy +halifax +encourages +ultram +cursor +assembled +earliest +donated +stuffed +restructuring +insects +terminals +crude +morrison +maiden +simulations +cz +sufficiently +examines +viking +myrtle +bored +cleanup +yarn +knit +conditional +mug +crossword +bother +budapest +conceptual +knitting +attacked +hl +bhutan +liechtenstein +mating +compute +redhead +arrives +translator +automobiles +tractor +allah +continent +ob +unwrap +fares +longitude +resist +challenged +telecharger +hoped +pike +safer +insertion +instrumentation +ids +hugo +wagner +constraint +groundwater +touched +strengthening +cologne +gzip +wishing +ranger +smallest +insulation +newman +marsh +ricky +ctrl +scared +theta +infringement +bent +laos +subjective +monsters +asylum +lightbox +robbie +stake +cocktail +outlets +swaziland +varieties +arbor +mediawiki +configurations +poison \ No newline at end of file diff --git a/setup.py b/setup.py index b41c93a..3135c27 100644 --- a/setup.py +++ b/setup.py @@ -18,7 +18,7 @@ EMAIL = "praneeth@bpraneeth.com" AUTHOR = "BEDAPUDI PRANEETH" REQUIRES_PYTHON = ">=3.6.0" -VERSION = "3.0.20" +VERSION = "3.0.21" # What packages are required for this module to be executed? REQUIRED = ["falcon", "liteindex==0.0.3.2.dev4", "zstandard", "gunicorn[gevent]", "msgpack"] diff --git a/testing/benchmark.py b/testing/benchmark.py index 28e8766..236852a 100644 --- a/testing/benchmark.py +++ b/testing/benchmark.py @@ -11,20 +11,57 @@ from datetime import datetime import os import uuid +import importlib.util from fdclient import FDClient + # Configure logging logging.basicConfig(format='%(asctime)s [%(threadName)s] - %(message)s') logger = logging.getLogger(__name__) +def load_input_source(sample_path): + """Load either JSON file or import example_function from Python file""" + if sample_path.endswith('.json'): + with open(sample_path, 'r') as f: + return {'type': 'json', 'data': json.load(f)} + elif sample_path.endswith('.py'): + # Convert to absolute path and split directory and filename + abs_path = os.path.abspath(sample_path) + directory = os.path.dirname(abs_path) + filename = os.path.basename(abs_path) + + # Store current directory + original_dir = os.getcwd() + + try: + # Change to the script's directory + os.chdir(directory) + + # Import the module + module_name = os.path.splitext(filename)[0] + spec = importlib.util.spec_from_file_location(module_name, filename) + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + + if not hasattr(module, 'example_function'): + raise ValueError("Python file must contain example_function()") + + # Return the function while still in the correct directory + return {'type': 'function', 'data': module.example_function} + finally: + # Always restore original directory + os.chdir(original_dir) + else: + raise ValueError("Input file must be .json or .py") + class BenchmarkRunner: def __init__(self, target_rps, duration_seconds, server_url, - warmup_seconds=5, sample_input=None, concurrent_users=50, + warmup_seconds=5, input_source=None, concurrent_users=50, request_batch_size=1, log_dir=None, debug=False): self.target_rps = target_rps self.duration_seconds = duration_seconds self.warmup_seconds = warmup_seconds self.server_url = server_url - self.sample_input = sample_input + self.input_source = input_source self.concurrent_users = concurrent_users self.request_batch_size = request_batch_size self.log_dir = log_dir @@ -40,18 +77,24 @@ def __init__(self, target_rps, duration_seconds, server_url, if self.log_dir: os.makedirs(self.log_dir, exist_ok=True) - self.client = FDClient(server_url=self.server_url) + self.client = FDClient(server_url=self.server_url, request_timeout=10) # Per-user metrics self.user_metrics = {} self.metrics_lock = threading.Lock() + def generate_payload(self): + """Generate payload based on input source type""" + if self.input_source['type'] == 'json': + return [self.input_source['data'][random.randint(0, len(self.input_source['data']) - 1)] for _ in range(self.request_batch_size)] + else: # function + return self.input_source['data']() + def make_request(self, user_id, request_id, is_warmup=False): start_time = time.time() try: - inps = [self.sample_input[random.randint(0, len(self.sample_input) - 1)] - for _ in range(self.request_batch_size)] + inps = self.generate_payload() if self.debug: logger.debug(f"User {user_id} - Request {request_id} - Sending input: {inps}...") @@ -154,7 +197,7 @@ def run_user_session(self, user_id, progress_queue): warmup_start = time.time() warmup_requests = 0 while time.time() - warmup_start < self.warmup_seconds: - self.make_request(user_id, request_id=f"{user_id}-warm-{warmup_requests}", is_warmup=True) + self.make_request(user_id, request_id=f"r{user_id}-warm-{warmup_requests}", is_warmup=True) warmup_requests += 1 if self.debug: @@ -169,7 +212,7 @@ def run_user_session(self, user_id, progress_queue): while time.time() - start_time < self.duration_seconds: request_start = time.time() - self.make_request(user_id, request_id=f"{user_id}-{requests_made}") + self.make_request(user_id, request_id=f"r{user_id}-{requests_made}") requests_made += 1 pbar.update(1) @@ -266,16 +309,15 @@ def validate_url(url): return False def main(): - import json parser = argparse.ArgumentParser(description='API Benchmark Tool') parser.add_argument('--host', type=str, required=True, help='Server hostname or IP') - parser.add_argument('--port', type=int, required=True, help='Server port') + parser.add_argument('--port', type=int, required=False, help='Server port') parser.add_argument('--rps_per_user', type=int, default=None, help='Target requests per second per user') parser.add_argument('--duration', type=int, default=60, help='Test duration in seconds') parser.add_argument('--warmup', type=int, default=5, help='Warmup period in seconds') parser.add_argument('--users', type=int, default=2, help='Number of concurrent users') parser.add_argument('--debug', action='store_true', help='Enable debug logging') - parser.add_argument('--sample_json', type=str, default=None, help='Input json file path', required=True) + parser.add_argument('--sample_json', type=str, default=None, help='Input .json or .py file path', required=True) parser.add_argument('--request_batch_size', type=int, default=1, help='Request batch size') parser.add_argument('--log_dir', type=str, default=None, help='Directory to log request inputs and outputs') args = parser.parse_args() @@ -284,10 +326,13 @@ def main(): logger.setLevel(logging.DEBUG) # Construct and validate server URL - server_url = f"http://{args.host}:{args.port}" + if not args.host.startswith("http"): + server_url = f"http://{args.host}:{args.port}" + else: + server_url = args.host - with open(args.sample_json, 'r') as f: - sample_input = json.load(f) + # Load input source (either JSON data or example_function) + input_source = load_input_source(args.sample_json) # Initialize and run benchmark runner = BenchmarkRunner( @@ -295,7 +340,7 @@ def main(): duration_seconds=args.duration, server_url=server_url, warmup_seconds=args.warmup, - sample_input=sample_input, + input_source=input_source, concurrent_users=args.users, request_batch_size=args.request_batch_size, log_dir=args.log_dir, @@ -305,7 +350,8 @@ def main(): print(f"\nStarting benchmark with {args.users} concurrent users...") print(f"Target RPS per user: {args.rps_per_user or 'unlimited'}") print(f"Duration: {args.duration} seconds (+ {args.warmup} seconds warmup)") - print(f"Request batch size: {args.request_batch_size}\n") + print(f"Request batch size: {args.request_batch_size}") + print(f"Input source: {args.sample_json} ({input_source['type']})\n") results = runner.run_benchmark()