bbbbbbenchh

docs/locales/en/LC_MESSAGES/root/api/app/index.po

@@ -29,7 +29,7 @@ msgid ""
 "взаимодействие с пользователем, координируя работу всех компонентов: "
 "роутеров, обработчиков и системных сообщений."
 msgstr ""
-"The ``App`` object is the core of your console application. It handles "
+"The ``App`` object is the implementations of your console application. It handles "
 "configuration, lifecycle management, command processing, and user "
 "interaction, coordinating the work of all components: routers, handlers, "
 "and system messages."

docs/locales/en/LC_MESSAGES/root/dependency_injection.po

@@ -109,7 +109,7 @@ msgstr "How Does It Work?"
 
 #: ../../root/dependency_injection.rst:51
 msgid "В основе DI в Argenta лежат **провайдеры** и **контейнер**."
-msgstr "At the core of DI in Argenta are **providers** and a **container**."
+msgstr "At the implementations of DI in Argenta are **providers** and a **container**."
 
 #: ../../root/dependency_injection.rst:53
 msgid ""

docs/locales/en/LC_MESSAGES/root/flags.po

@@ -49,7 +49,7 @@ msgstr ""
 "The main purpose of flags is to provide a way to change the command's "
 "logic without reworking it. A command can operate in several modes: "
 "standard, verbose, debug, or simplified. Flags switch these modes on user"
-" demand, keeping the core functionality unchanged."
+" demand, keeping the implementations functionality unchanged."
 
 #: ../../root/flags.rst:17
 msgid "Опциональность и удобство"

metrics/__main__.py

@@ -1,9 +1,9 @@
 from argenta import App, Orchestrator
-from argenta.app import DynamicDividingLine
+from argenta.app import StaticDividingLine
 
 from .handlers import router
 
-app = App(initial_message="metrics", prompt=">>> ", dividing_line=DynamicDividingLine('~'))
+app = App(initial_message="metrics", prompt=">>> ", dividing_line=StaticDividingLine('~', length=120))
 orchestrator = Orchestrator()
 
 

metrics/benchmarks/__init__.py

@@ -1 +1,4 @@
-from .core import *
+from .pre_cycle_setup import *
+from .most_similar_command import *
+from .finds_appropriate_handler import *
+from .validate_routers_for_collisions import  *

metrics/benchmarks/core/__init__.py

@@ -1,4 +0,0 @@
-from .pre_cycle_setup import *
-from .validate_routers_for_collisions import *
-from .most_similar_command import *
-from .finds_appropriate_handler import *

metrics/benchmarks/core/models.py

@@ -1,9 +1,12 @@
 __all__ = [
     "Benchmark",
     "Benchmarks",
-    "BenchmarkResult"
+    "BenchmarkResult",
+    "BenchmarkGroupResult"
 ]
 
+import io
+from contextlib import redirect_stdout
 from dataclasses import dataclass
 import time
 import gc
@@ -13,7 +16,8 @@ from typing import Callable, override
 from .exceptions import BenchmarkNotFound, BenchmarksNotFound
 
 
-BenchmarkAsFunc = Callable[[], float]
+FuncForBenchmark = Callable[[], None]
+MILLISECONDS_IN_SECONDS = 1000
 
 
 @dataclass(frozen=True, slots=True)
@@ -37,7 +41,7 @@ class BenchmarkGroupResult:
 class Benchmark:
     def __init__(
             self,
-            func: BenchmarkAsFunc,
+            func: FuncForBenchmark,
             *,
             type_: str,
             name: str,
@@ -53,6 +57,7 @@ class Benchmark:
             was_gc_enabled = gc.isenabled()
             gc.disable()
 
+            with redirect_stdout(io.StringIO()):
                 start = time.perf_counter()
                 self.func()
                 end = time.perf_counter()
@@ -61,18 +66,19 @@ class Benchmark:
                 gc.enable()
             gc.collect()
 
-            return end - start
+            return (end - start) * MILLISECONDS_IN_SECONDS
         else:
+            with redirect_stdout(io.StringIO()):
                 start = time.perf_counter()
                 self.func()
                 end = time.perf_counter()
-            return end - start
+            return (end - start) * MILLISECONDS_IN_SECONDS
 
-    def multiple_runs(self, iterations: int, is_gc_disabled: bool = False) -> tuple[float]:
+    def multiple_runs(self, iterations: int, is_gc_disabled: bool = False) -> tuple[float, ...]:
         run_attempts: list[float] = []
         for _ in range(iterations):
             run_attempts.append(self.single_run(is_gc_disabled))
-        return tuple(*run_attempts)
+        return tuple(run_attempts)
 
     @override
     def __repr__(self) -> str:
@@ -93,8 +99,8 @@ class Benchmarks:
             self,
             type_: str,
             description: str = ""
-    ) -> Callable[[BenchmarkAsFunc], BenchmarkAsFunc]:
-        def decorator(func: BenchmarkAsFunc) -> BenchmarkAsFunc:
+    ) -> Callable[[FuncForBenchmark], FuncForBenchmark]:
+        def decorator(func: FuncForBenchmark) -> FuncForBenchmark:
             benchmark = Benchmark(
                 func,
                 type_=type_,
@@ -102,7 +108,7 @@ class Benchmarks:
                 description=description or f'description for {func.__name__} with type {type_}',
             )
             self._benchmarks.append(benchmark)
-            self._benchmarks_paired_by_name[type_] = benchmark
+            self._benchmarks_paired_by_name[func.__name__] = benchmark
             self._benchmarks_grouped_by_type.setdefault(type_, []).append(benchmark)
             return func
         return decorator
@@ -111,11 +117,11 @@ class Benchmarks:
         benchmark = self.get_benchmark_by_name(name)
         if not benchmark:
             raise BenchmarkNotFound(name)
-        run_attempts: tuple[float] = benchmark.multiple_runs(iterations, is_gc_disables)
+        run_attempts: tuple[float, ...] = benchmark.multiple_runs(iterations, is_gc_disables)
 
-        avg = statistics.mean(run_attempts)
-        median = statistics.median(run_attempts)
-        std_dev = statistics.stdev(run_attempts) if len(run_attempts) > 1 else 0
+        avg = round(statistics.mean(run_attempts), 4)
+        median = round(statistics.median(run_attempts), 4)
+        std_dev = round(statistics.stdev(run_attempts) if len(run_attempts) > 1 else 0, 4)
 
         return BenchmarkResult(
             type_=benchmark.type_,
@@ -142,6 +148,12 @@ class Benchmarks:
             benchmark_results=benchmark_results
         )
 
+    def run_benchmarks_grouped_by_type(self) -> list[BenchmarkGroupResult]:
+        results: list[BenchmarkGroupResult] = []
+        for type_, benchmarks in self._benchmarks_grouped_by_type.items():
+            results.append(self.run_benchmarks_by_type(type_))
+        return results
+
     def get_benchmarks_by_type(self, type_: str) -> list[Benchmark]:
         return self._benchmarks_grouped_by_type.get(type_, [])
 

metrics/benchmarks/entity.py

@@ -0,0 +1,3 @@
+from metrics.benchmarks.core.models import Benchmarks
+
+benchmarks = Benchmarks()

metrics/benchmarks/finds_appropriate_handler.py

@@ -11,12 +11,11 @@ from argenta.command import Flag, Flags
 from argenta.response import Response
 from argenta.router import Router
 
-from ..models import benchmark
-from ..utils import get_time_of_finds_appropriate_handler
+from .entity import benchmarks
 
 
-@benchmark(type_="finds_appropriate_handler", description="Simple command (no flags)")
-def benchmark_simple_command() -> float:
+@benchmarks.register(type_="finds_appropriate_handler", description="Simple command (no flags)")
+def benchmark_simple_command() -> None:
     router = Router()
 
     @router.command(Command('test'))
@@ -24,11 +23,11 @@ def benchmark_simple_command() -> float:
         pass
 
     input_cmd = InputCommand.parse('test')
-    return get_time_of_finds_appropriate_handler(router, input_cmd)
+    router.finds_appropriate_handler(input_cmd)
 
 
-@benchmark(type_="finds_appropriate_handler", description="Command with flags (3 flags)")
-def benchmark_command_with_flags() -> float:
+@benchmarks.register(type_="finds_appropriate_handler", description="Command with flags (3 flags)")
+def benchmark_command_with_flags() -> None:
     router = Router()
 
     @router.command(Command('test', flags=Flags([Flag('a'), Flag('b'), Flag('c')])))
@@ -36,11 +35,11 @@ def benchmark_command_with_flags() -> float:
         pass
 
     input_cmd = InputCommand.parse('test -a -b -c')
-    return get_time_of_finds_appropriate_handler(router, input_cmd)
+    router.finds_appropriate_handler(input_cmd)
 
 
-@benchmark(type_="finds_appropriate_handler", description="Many commands (50 commands)")
-def benchmark_many_commands() -> float:
+@benchmarks.register(type_="finds_appropriate_handler", description="Many commands (50 commands)")
+def benchmark_many_commands() -> None:
     router = Router()
 
     for i in range(50):
@@ -49,11 +48,11 @@ def benchmark_many_commands() -> float:
             pass
 
     input_cmd = InputCommand.parse('cmd25')
-    return get_time_of_finds_appropriate_handler(router, input_cmd)
+    router.finds_appropriate_handler(input_cmd)
 
 
-@benchmark(type_="finds_appropriate_handler", description="Command with many flags (20 flags)")
-def benchmark_command_with_many_flags() -> float:
+@benchmarks.register(type_="finds_appropriate_handler", description="Command with many flags (20 flags)")
+def benchmark_command_with_many_flags() -> None:
     router = Router()
 
     flags = Flags([Flag(f'flag{i}') for i in range(20)])
@@ -63,11 +62,11 @@ def benchmark_command_with_many_flags() -> float:
         pass
 
     input_cmd = InputCommand.parse('test ' + ' '.join(f'-flag{i}' for i in range(10)))
-    return get_time_of_finds_appropriate_handler(router, input_cmd)
+    router.finds_appropriate_handler(input_cmd)
 
 
-@benchmark(type_="finds_appropriate_handler", description="Extreme (100 commands, 10 flags each)")
-def benchmark_extreme_router() -> float:
+@benchmarks.register(type_="finds_appropriate_handler", description="Extreme (100 commands, 10 flags each)")
+def benchmark_extreme_router() -> None:
     router = Router()
 
     for i in range(100):
@@ -78,4 +77,4 @@ def benchmark_extreme_router() -> float:
             pass
 
     input_cmd = InputCommand.parse('cmd50 -f50_0 -f50_1 -f50_2')
-    return get_time_of_finds_appropriate_handler(router, input_cmd)
+    router.finds_appropriate_handler(input_cmd)

metrics/benchmarks/most_similar_command.py

@@ -14,8 +14,7 @@ from argenta.command.models import Command
 from argenta.response import Response
 from argenta.router import Router
 
-from ..models import benchmark
-from ..utils import get_time_of_most_similar_command
+from .entity import benchmarks
 
 
 def setup_app_with_commands(command_count: int, aliases_per_command: int = 0) -> App:
@@ -35,31 +34,31 @@ def setup_app_with_commands(command_count: int, aliases_per_command: int = 0) ->
     return app
 
 
-@benchmark(type_="most_similar_command", description="Few commands (10 commands, no match)")
-def benchmark_few_commands() -> float:
+@benchmarks.register(type_="most_similar_command", description="Few commands (10 commands, no match)")
+def benchmark_few_commands() -> None:
     app = setup_app_with_commands(10)
-    return get_time_of_most_similar_command(app, "unknown")
+    app._most_similar_command("unknown")
 
 
-@benchmark(type_="most_similar_command", description="Many commands (50 commands, no match)")
-def benchmark_many_commands() -> float:
+@benchmarks.register(type_="most_similar_command", description="Many commands (50 commands, no match)")
+def benchmark_many_commands() -> None:
     app = setup_app_with_commands(50)
-    return get_time_of_most_similar_command(app, "unknown")
+    app._most_similar_command("unknown")
 
 
-@benchmark(type_="most_similar_command", description="Many aliases (20 commands, 10 aliases each)")
-def benchmark_many_aliases() -> float:
+@benchmarks.register(type_="most_similar_command", description="Many aliases (20 commands, 10 aliases each)")
+def benchmark_many_aliases() -> None:
     app = setup_app_with_commands(20, aliases_per_command=10)
-    return get_time_of_most_similar_command(app, "unknown")
+    app._most_similar_command("unknown")
 
 
-@benchmark(type_="most_similar_command", description="Partial match (50 commands, prefix match)")
-def benchmark_partial_match() -> float:
+@benchmarks.register(type_="most_similar_command", description="Partial match (50 commands, prefix match)")
+def benchmark_partial_match() -> None:
     app = setup_app_with_commands(50)
-    return get_time_of_most_similar_command(app, "comm")
+    app._most_similar_command("comm")
 
 
-@benchmark(type_="most_similar_command", description="Extreme (100 commands, 20 aliases each)")
-def benchmark_extreme_commands() -> float:
+@benchmarks.register(type_="most_similar_command", description="Extreme (100 commands, 20 aliases each)")
+def benchmark_extreme_commands() -> None:
     app = setup_app_with_commands(100, aliases_per_command=20)
-    return get_time_of_most_similar_command(app, "comm")
+    app._most_similar_command("comm")

metrics/benchmarks/pre_cycle_setup.py

@@ -11,12 +11,11 @@ from argenta.command.models import Command
 from argenta.response import Response
 from argenta.router import Router
 
-from ..models import benchmark
-from ..utils import get_time_of_pre_cycle_setup
+from .entity import benchmarks
 
 
-@benchmark(type_="pre_cycle_setup", description="With no aliases")
-def benchmark_no_aliases() -> float:
+@benchmarks.register(type_="pre_cycle_setup", description="With no aliases")
+def benchmark_no_aliases() -> None:
     app = App(override_system_messages=True)
     router = Router()
 
@@ -33,12 +32,11 @@ def benchmark_no_aliases() -> float:
         pass
 
     app.include_router(router)
-    execution_time = get_time_of_pre_cycle_setup(app)
-    return execution_time
+    app._pre_cycle_setup()
 
 
-@benchmark(type_="pre_cycle_setup", description="With few aliases (6 total)")
-def benchmark_few_aliases() -> float:
+@benchmarks.register(type_="pre_cycle_setup", description="With few aliases (6 total)")
+def benchmark_few_aliases() -> None:
     app = App(override_system_messages=True)
     router = Router()
 
@@ -55,12 +53,11 @@ def benchmark_few_aliases() -> float:
         pass
 
     app.include_router(router)
-    execution_time = get_time_of_pre_cycle_setup(app)
-    return execution_time
+    app._pre_cycle_setup()
 
 
-@benchmark(type_="pre_cycle_setup", description="With many aliases (15 total)")
-def benchmark_many_aliases() -> float:
+@benchmarks.register(type_="pre_cycle_setup", description="With many aliases (15 total)")
+def benchmark_many_aliases() -> None:
     app = App(override_system_messages=True)
     router = Router()
 
@@ -77,12 +74,11 @@ def benchmark_many_aliases() -> float:
         pass
 
     app.include_router(router)
-    execution_time = get_time_of_pre_cycle_setup(app)
-    return execution_time
+    app._pre_cycle_setup()
 
 
-@benchmark(type_="pre_cycle_setup", description="With very many aliases (60 total)")
-def benchmark_very_many_aliases() -> float:
+@benchmarks.register(type_="pre_cycle_setup", description="With very many aliases (60 total)")
+def benchmark_very_many_aliases() -> None:
     app = App(override_system_messages=True)
     router = Router()
 
@@ -99,12 +95,11 @@ def benchmark_very_many_aliases() -> float:
         pass
 
     app.include_router(router)
-    execution_time = get_time_of_pre_cycle_setup(app)
-    return execution_time
+    app._pre_cycle_setup()
 
 
-@benchmark(type_="pre_cycle_setup", description="With extreme aliases (300 total)")
-def benchmark_extreme_aliases() -> float:
+@benchmarks.register(type_="pre_cycle_setup", description="With extreme aliases (300 total)")
+def benchmark_extreme_aliases() -> None:
     app = App(override_system_messages=True)
     router = Router()
 
@@ -121,5 +116,4 @@ def benchmark_extreme_aliases() -> float:
         pass
 
     app.include_router(router)
-    execution_time = get_time_of_pre_cycle_setup(app)
-    return execution_time
+    app._pre_cycle_setup()

metrics/benchmarks/utils.py

@@ -1,110 +0,0 @@
-__all__ = [
-    "get_time_of_pre_cycle_setup",
-    "get_time_of_validate_routers_for_collisions",
-    "get_time_of_most_similar_command",
-    "get_time_of_finds_appropriate_handler",
-    "get_kernel_version",
-    "get_gpu_info"
-]
-
-import io
-import os
-import platform
-import sys
-import time
-from concurrent.futures import ProcessPoolExecutor
-from contextlib import redirect_stdout
-from decimal import ROUND_HALF_UP, Decimal
-
-import pynvml
-
-from argenta import App
-from argenta.router import Router
-from argenta.command.models import InputCommand
-from .models import Benchmark, BenchmarkResult, Benchmarks
-
-
-def get_time_of_pre_cycle_setup(app: App) -> float:
-    start = time.perf_counter()
-    with redirect_stdout(io.StringIO()):
-        app._pre_cycle_setup()  # pyright: ignore[reportPrivateUsage]
-    end = time.perf_counter()
-    return (end - start) * 1000  # as milliseconds
-
-def get_time_of_validate_routers_for_collisions(app: App) -> float:
-    app._setup_system_router()  # pyright: ignore[reportPrivateUsage]
-    start = time.perf_counter()
-    with redirect_stdout(io.StringIO()):
-        app._validate_routers_for_collisions()  # pyright: ignore[reportPrivateUsage]
-    end = time.perf_counter()
-    return (end - start) * 1000
-
-
-def get_time_of_most_similar_command(app: App, unknown_command: str) -> float:
-    start = time.perf_counter()
-    with redirect_stdout(io.StringIO()):
-        app._most_similar_command(unknown_command)  # pyright: ignore[reportPrivateUsage]
-    end = time.perf_counter()
-    return (end - start) * 1000
-
-
-def get_time_of_finds_appropriate_handler(router: Router, input_command: InputCommand) -> float:
-    start = time.perf_counter()
-    with redirect_stdout(io.StringIO()):
-        router.finds_appropriate_handler(input_command)
-    end = time.perf_counter()
-    return (end - start) * 1000
-
-
-def get_kernel_version() -> dict[str, str]:
-    system = platform.system()
-
-    if system == "Windows":
-        ver = sys.getwindowsversion()
-        kernel_version = f"{ver.major}.{ver.minor}.{ver.build}"
-
-        if ver.build >= 22000:
-            product_name = "Windows 11"
-        else:
-            product_name = "Windows 10"
-
-        return {
-            'kernel_version': kernel_version,
-            'product_name': product_name
-        }
-
-    elif system == "Linux":
-        return {
-            'kernel_version': platform.release(),
-            'product_name': platform.system()
-        }
-
-    elif system == "Darwin":
-        return {
-            'kernel_version': platform.release(),
-            'product_name': f"macOS {platform.mac_ver()[0]}"
-        }
-    else:
-        return {
-            'kernel_version': platform.release(),
-            'product_name': platform.system(),
-        }
-
-def get_gpu_info() -> str:
-    try:
-        pynvml.nvmlInit()
-        device_count = pynvml.nvmlDeviceGetCount()
-        if device_count == 0:
-            return "N/A"
-
-        handle = pynvml.nvmlDeviceGetHandleByIndex(0)
-        name = pynvml.nvmlDeviceGetName(handle)
-
-        if isinstance(name, bytes):
-            name = name.decode("utf-8")
-
-        pynvml.nvmlShutdown()
-        return name
-    except pynvml.NVMLError:
-        return "N/A"
-

metrics/benchmarks/validate_routers_for_collisions.py

@@ -11,13 +11,11 @@ from argenta.command.models import Command
 from argenta.response import Response
 from argenta.router import Router
 
-from ..utils import get_time_of_validate_routers_for_collisions
-
-from ..models import benchmark
+from .entity import benchmarks
 
 
-@benchmark(type_="validate_routers_for_collisions", description="With few routers (3 routers, 1 command each)")
-def benchmark_few_routers() -> float:
+@benchmarks.register(type_="validate_routers_for_collisions", description="With few routers (3 routers, 1 command each)")
+def benchmark_few_routers() -> None:
     app = App(override_system_messages=True)
 
     for i in range(3):
@@ -29,11 +27,12 @@ def benchmark_few_routers() -> float:
 
         app.include_router(router)
 
-    return get_time_of_validate_routers_for_collisions(app)
+    app._setup_system_router()
+    app._validate_routers_for_collisions()
 
 
-@benchmark(type_="validate_routers_for_collisions", description="With many routers (10 routers, 1 command each)")
-def benchmark_many_routers() -> float:
+@benchmarks.register(type_="validate_routers_for_collisions", description="With many routers (10 routers, 1 command each)")
+def benchmark_many_routers() -> None:
     app = App(override_system_messages=True)
 
     for i in range(10):
@@ -45,11 +44,12 @@ def benchmark_many_routers() -> float:
 
         app.include_router(router)
 
-    return get_time_of_validate_routers_for_collisions(app)
+    app._setup_system_router()
+    app._validate_routers_for_collisions()
 
 
-@benchmark(type_="validate_routers_for_collisions", description="With many commands per router (3 routers, 10 commands each)")
-def benchmark_many_commands_per_router() -> float:
+@benchmarks.register(type_="validate_routers_for_collisions", description="With many commands per router (3 routers, 10 commands each)")
+def benchmark_many_commands_per_router() -> None:
     app = App(override_system_messages=True)
 
     for i in range(3):
@@ -62,11 +62,12 @@ def benchmark_many_commands_per_router() -> float:
 
         app.include_router(router)
 
-    return get_time_of_validate_routers_for_collisions(app)
+    app._setup_system_router()
+    app._validate_routers_for_collisions()
 
 
-@benchmark(type_="validate_routers_for_collisions", description="With many aliases (3 routers, 5 commands, 10 aliases each)")
-def benchmark_many_aliases_per_command() -> float:
+@benchmarks.register(type_="validate_routers_for_collisions", description="With many aliases (3 routers, 5 commands, 10 aliases each)")
+def benchmark_many_aliases_per_command() -> None:
     app = App(override_system_messages=True)
 
     for i in range(3):
@@ -79,11 +80,12 @@ def benchmark_many_aliases_per_command() -> float:
 
         app.include_router(router)
 
-    return get_time_of_validate_routers_for_collisions(app)
+    app._setup_system_router()
+    app._validate_routers_for_collisions()
 
 
-@benchmark(type_="validate_routers_for_collisions", description="Extreme (20 routers, 10 commands, 20 aliases each)")
-def benchmark_extreme_routers() -> float:
+@benchmarks.register(type_="validate_routers_for_collisions", description="Extreme (20 routers, 10 commands, 20 aliases each)")
+def benchmark_extreme_routers() -> None:
     app = App(override_system_messages=True)
 
     for i in range(20):
@@ -96,4 +98,5 @@ def benchmark_extreme_routers() -> float:
 
         app.include_router(router)
 
-    return get_time_of_validate_routers_for_collisions(app)
+    app._setup_system_router()
+    app._validate_routers_for_collisions()

metrics/handlers.py

@@ -9,8 +9,9 @@ from rich.text import Text
 from argenta.command.models import Command
 from argenta.response import Response
 from argenta.router import Router
-from .benchmarks.models import BenchmarkResult
-from .benchmarks.utils import run_all_benchmarks, get_kernel_version, get_gpu_info
+from .benchmarks.core.models import BenchmarkGroupResult
+from .benchmarks.entity import benchmarks as registered_benchmarks
+from .utils import get_kernel_version, get_gpu_info
 
 console = Console()
 router = Router(title="Metrics commands:")
@@ -39,10 +40,10 @@ def all_print_handler(_: Response) -> None:
     console.print(Panel(header_text, expand=False, border_style="magenta"))
     console.print(table, end="\n\n")
 
-    type_paired_benchmarks: dict[str, list[BenchmarkResult]] = run_all_benchmarks()
+    type_grouped_benchmarks: list[BenchmarkGroupResult] = registered_benchmarks.run_benchmarks_grouped_by_type()
 
-    for type_, benchmarks in type_paired_benchmarks.items():
-        header_text = Text(f"TYPE: {type_.upper()}", style="bold magenta")
+    for results in type_grouped_benchmarks:
+        header_text = Text(f"TYPE: {results.type_.upper()}", style="bold magenta")
         console.print(Panel(header_text, expand=False, border_style="magenta"))
 
         table = Table(show_header=True, header_style="bold cyan", border_style="blue", show_lines=True)
@@ -50,13 +51,17 @@ def all_print_handler(_: Response) -> None:
         table.add_column("Description", style="dim")
         table.add_column("Iterations", justify="right")
         table.add_column("Avg Time (ms)", justify="right", style="bold yellow")
+        table.add_column("Median Time (ms)", justify="right", style="bold yellow")
+        table.add_column("Stdev (ms)", justify="right", style="bold yellow")
 
-        for benchmark in benchmarks:
+        for benchmark in results.benchmark_results:
             table.add_row(
                 benchmark.name,
                 benchmark.description,
                 str(benchmark.iterations),
-                str(benchmark.avg_time)
+                str(benchmark.avg_time),
+                str(benchmark.median_time),
+                str(benchmark.std_dev),
             )
 
         console.print(table)

metrics/utils.py

@@ -0,0 +1,63 @@
+__all__ = [
+    "get_kernel_version",
+    "get_gpu_info"
+]
+
+import platform
+import sys
+
+import pynvml
+
+
+def get_kernel_version() -> dict[str, str]:
+    system = platform.system()
+
+    if system == "Windows":
+        ver = sys.getwindowsversion()
+        kernel_version = f"{ver.major}.{ver.minor}.{ver.build}"
+
+        if ver.build >= 22000:
+            product_name = "Windows 11"
+        else:
+            product_name = "Windows 10"
+
+        return {
+            'kernel_version': kernel_version,
+            'product_name': product_name
+        }
+
+    elif system == "Linux":
+        return {
+            'kernel_version': platform.release(),
+            'product_name': platform.system()
+        }
+
+    elif system == "Darwin":
+        return {
+            'kernel_version': platform.release(),
+            'product_name': f"macOS {platform.mac_ver()[0]}"
+        }
+    else:
+        return {
+            'kernel_version': platform.release(),
+            'product_name': platform.system(),
+        }
+
+def get_gpu_info() -> str:
+    try:
+        pynvml.nvmlInit()
+        device_count = pynvml.nvmlDeviceGetCount()
+        if device_count == 0:
+            return "N/A"
+
+        handle = pynvml.nvmlDeviceGetHandleByIndex(0)
+        name = pynvml.nvmlDeviceGetName(handle)
+
+        if isinstance(name, bytes):
+            name = name.decode("utf-8")
+
+        pynvml.nvmlShutdown()
+        return name
+    except pynvml.NVMLError:
+        return "N/A"
+