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β’
47984ee
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Parent(s):
bfd434f
changes
Browse files
app.py
CHANGED
@@ -1,7 +1,6 @@
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import os
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import time
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import traceback
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import logging
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from typing import Optional
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from config_store import (
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@@ -36,10 +35,8 @@ BACKENDS = ["pytorch", "openvino"]
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TASKS = set(TASKS_TO_OVMODEL.keys()) & set(TASKS_TO_MODEL_LOADERS.keys())
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def run_benchmark(
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if oauth_token.token is None or oauth_token.token == "":
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yield tuple(None for _ in BACKENDS)
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raise gr.Error("Please login to be able to run the benchmark.")
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timestamp = time.strftime("%Y-%m-%d-%H-%M-%S")
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@@ -47,17 +44,15 @@ def run_benchmark(kwargs, oauth_token: Optional[gr.OAuthToken] = None):
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repo_id = f"{name}/benchmarks"
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token = oauth_token.token
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configs = {
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"process": {},
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"inference": {},
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"pytorch": {},
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"openvino": {},
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}
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for key, value in
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if key.label == "model":
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model = value
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elif key.label == "task":
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@@ -76,16 +71,10 @@ def run_benchmark(kwargs, oauth_token: Optional[gr.OAuthToken] = None):
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configs["process"] = ProcessConfig(**configs.pop("process"))
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configs["inference"] = InferenceConfig(**configs.pop("inference"))
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configs["pytorch"] = PyTorchConfig(
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task=task,
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model=model,
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device=DEVICE,
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**configs["pytorch"],
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)
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configs["openvino"] = OVConfig(
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task=task,
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model=model,
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device=DEVICE,
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**configs["openvino"],
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)
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outputs = {
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@@ -95,8 +84,6 @@ def run_benchmark(kwargs, oauth_token: Optional[gr.OAuthToken] = None):
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yield tuple(outputs[b] for b in BACKENDS)
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setup_logging(level="INFO", prefix="MAIN-PROCESS")
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for backend in BACKENDS:
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try:
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benchmark_name = f"{timestamp}/{backend}"
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@@ -118,20 +105,19 @@ def run_benchmark(kwargs, oauth_token: Optional[gr.OAuthToken] = None):
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repo_id=repo_id, subfolder=benchmark_name, token=oauth_token.token
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)
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yield tuple(outputs[b] for b in BACKENDS)
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gr.Info(f"
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outputs[backend] = f"\n
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yield tuple(outputs[b] for b in BACKENDS)
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logging.getLogger().setLevel(logging.NOTSET)
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def update_task(model_id):
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@@ -195,11 +181,11 @@ with gr.Blocks() as demo:
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with gr.Row():
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button = gr.Button(value="Run Benchmark", variant="primary")
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with gr.Row()
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with gr.Accordion(label="PyTorch
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with gr.Accordion(label="OpenVINO
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model.submit(inputs=model, outputs=task, fn=update_task)
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@@ -215,8 +201,8 @@ with gr.Blocks() as demo:
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*openvino_config.values(),
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},
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outputs={
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},
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concurrency_limit=1,
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)
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@@ -225,5 +211,6 @@ with gr.Blocks() as demo:
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if __name__ == "__main__":
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os.environ["LOG_TO_FILE"] = "0"
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os.environ["LOG_LEVEL"] = "INFO"
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demo.queue(max_size=10).launch()
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import os
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import time
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import traceback
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from typing import Optional
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from config_store import (
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TASKS = set(TASKS_TO_OVMODEL.keys()) & set(TASKS_TO_MODEL_LOADERS.keys())
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def run_benchmark(inputs, oauth_token: Optional[gr.OAuthToken] = None):
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if oauth_token.token is None or oauth_token.token == "":
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raise gr.Error("Please login to be able to run the benchmark.")
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timestamp = time.strftime("%Y-%m-%d-%H-%M-%S")
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repo_id = f"{name}/benchmarks"
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token = oauth_token.token
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try:
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create_repo(repo_id, token=token, repo_type="dataset", exist_ok=True)
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gr.Info(f"π Created dataset repository {repo_id} on the Hub.")
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except Exception:
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raise gr.Error(f"Error while creating dataset repository {repo_id} on the Hub.")
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configs = {"process": {}, "inference": {}, "pytorch": {}, "openvino": {}}
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for key, value in inputs.items():
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if key.label == "model":
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model = value
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elif key.label == "task":
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configs["process"] = ProcessConfig(**configs.pop("process"))
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configs["inference"] = InferenceConfig(**configs.pop("inference"))
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configs["pytorch"] = PyTorchConfig(
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task=task, model=model, device=DEVICE, **configs["pytorch"]
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)
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configs["openvino"] = OVConfig(
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task=task, model=model, device=DEVICE, **configs["openvino"]
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)
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outputs = {
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yield tuple(outputs[b] for b in BACKENDS)
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for backend in BACKENDS:
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try:
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benchmark_name = f"{timestamp}/{backend}"
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repo_id=repo_id, subfolder=benchmark_name, token=oauth_token.token
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)
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except Exception:
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outputs[backend] = f"\n```python-traceback\n{traceback.format_exc()}```\n"
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yield tuple(outputs[b] for b in BACKENDS)
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gr.Info(f"β Error while running benchmark for {backend} backend.")
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else:
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outputs[backend] = f"\n{benchmark_report.to_markdown_text()}\n"
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yield tuple(outputs[b] for b in BACKENDS)
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gr.Info(f"β
Benchmark for {backend} backend ran successfully.")
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def update_task(model_id):
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with gr.Row():
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button = gr.Button(value="Run Benchmark", variant="primary")
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with gr.Row():
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with gr.Accordion(label="PyTorch Report", open=True, visible=True):
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pytorch_report = gr.Markdown()
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with gr.Accordion(label="OpenVINO Report", open=True, visible=True):
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openvino_report = gr.Markdown()
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model.submit(inputs=model, outputs=task, fn=update_task)
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*openvino_config.values(),
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},
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outputs={
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pytorch_report,
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openvino_report,
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},
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concurrency_limit=1,
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)
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if __name__ == "__main__":
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os.environ["LOG_TO_FILE"] = "0"
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os.environ["LOG_LEVEL"] = "INFO"
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setup_logging(level="INFO", prefix="MAIN-PROCESS")
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demo.queue(max_size=10).launch()
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