diff --git a/modelz/__init__.py b/modelz/__init__.py index a5a2b26..3abcde2 100644 --- a/modelz/__init__.py +++ b/modelz/__init__.py @@ -1,5 +1,7 @@ from .client import ModelzClient +from .aioclient import AioModelzClient __all__ = [ "ModelzClient", + "AioModelzClient", ] diff --git a/modelz/aioclient.py b/modelz/aioclient.py new file mode 100644 index 0000000..88fe9a8 --- /dev/null +++ b/modelz/aioclient.py @@ -0,0 +1,170 @@ +from __future__ import annotations +from typing import Any, Callable +from http import HTTPStatus +from urllib.parse import urljoin + +import aiohttp + +from rich.console import Console + +from tenacity import ( + retry, + stop_after_attempt, + wait_exponential, +) + +from modelz.env import EnvConfig +from modelz.serde import Serde, SerdeEnum, TextSerde +from modelz.utils import get_ssl_context_no_verify + + +TIMEOUT = 300 +console = Console() +DEFAULT_RESP_SERDE = TextSerde() +DEFAULT_RETRY = 3 + + +def _create_retry_decorator(stop_after: int = DEFAULT_RETRY) -> Callable[[Any], Any]: + min_seconds = 4 + max_seconds = 10 + # Wait 2^x * 1 second between each retry starting with + # 4 seconds, then up to 10 seconds, then 10 seconds afterwards + return retry( + reraise=True, # type: ignore + stop=stop_after_attempt(stop_after), + wait=wait_exponential(multiplier=1, min=min_seconds, max=max_seconds), + ) + + +retry_decorator = _create_retry_decorator() + + +class ModelzAuth: + def __init__(self, key: str | None = None) -> None: + config = EnvConfig() + self.key: str = key if key else config.api_key + if not self.key: + raise RuntimeError("cannot find the API key") + + def get_headers(self) -> dict: + return {"X-API-Key": self.key} + + +class ModelzResponse: + def __init__(self, resp: aiohttp.ClientResponse, serde: Serde = DEFAULT_RESP_SERDE): + """Modelz internal response.""" + if resp.status != HTTPStatus.OK: + console.print(f"[bold red]err[{resp.status}][/bold red]: {resp.text}") + raise ValueError(f"inference err with code {resp.status}") + self.resp = resp + self.serde = serde + self._data = None + + async def save_to_file(self, file: str): + with open(file, "wb") as f: + f.write(await self.data) + + @property + async def data(self) -> Any: + if not self._data: + self._data = self.serde.decode(await self.resp.content.read()) + return self._data + + async def show(self): + console.print(await self.data) + + +class AioModelzClient: + def __init__( + self, + deployment: str | None = None, + key: str | None = None, + host: str | None = None, + timeout: float = TIMEOUT, + ) -> None: + # ... + config = EnvConfig() + self.host = host if host else config.host + self.deployment = deployment + self.auth = ModelzAuth(key) + self.timeout = timeout + self.session_request_kwargs = {} + if not getattr(config, "ssl_verify", True): + self.session_request_kwargs.update({"ssl": get_ssl_context_no_verify()}) + + @retry_decorator + async def _post(self, url, content, timeout): + headers = self.auth.get_headers() + async with aiohttp.ClientSession() as session: + async with session.post( + url, + data=content, + headers=headers, + timeout=timeout, + **self.session_request_kwargs, + ) as response: + return response + + @retry_decorator + async def _get(self, url, timeout): + headers = self.auth.get_headers() + async with aiohttp.ClientSession() as session: + async with session.get( + url, headers=headers, timeout=timeout, **self.session_request_kwargs + ) as response: + return response + + async def inference( + self, + params: Any, + deployment: str | None = None, + serde: str = "json", + ) -> ModelzResponse: + """Get the inference result. + + Args: + params: request params, will be serialized by `serde` + deployment: deployment ID + serde: serialize/deserialize method, choose from ("json", "msg", "raw") + """ + deploy = deployment if deployment else self.deployment + assert deploy, "deployment is required" + self.serde = SerdeEnum[serde.lower()].value() + + with console.status(f"[bold green]Modelz {deploy} inference..."): + resp = await self._post( + urljoin(self.host.format(deploy), "/inference"), + self.serde.encode(params), + self.timeout, + ) + + return ModelzResponse(resp, self.serde) + + async def metrics(self, deployment: str | None = None) -> ModelzResponse: + """Get deployment metrics. + + Args: + deployment: deployment ID + """ + deploy = deployment if deployment else self.deployment + assert deploy, "deployment is required" + + with console.status(f"[bold green]Modelz {deploy} metrics..."): + resp = await self._get( + urljoin(self.host.format(deploy), "/metrics"), + self.timeout, + ) + + return ModelzResponse(resp) + + async def build(self, repo: str): + """Build a Docker image and push it to the registry.""" + with console.status(f"[bold green]Modelz build {repo}..."): + resp = await self._post( + urljoin(self.host.format("api"), "/build"), + None, + self.timeout, + ) + + ModelzResponse(resp) + console.print(f"created the build job for repo [bold cyan]{repo}[/bold cyan]") diff --git a/modelz/client.py b/modelz/client.py index e28e2b0..fba4016 100644 --- a/modelz/client.py +++ b/modelz/client.py @@ -1,57 +1,8 @@ from __future__ import annotations -from typing import Any, Generator -from http import HTTPStatus -from urllib.parse import urljoin - -import httpx -from rich.console import Console - -from .env import EnvConfig -from .serde import Serde, SerdeEnum, TextSerde - - -TIMEOUT = httpx.Timeout(5, read=300, write=300) -console = Console() -config = EnvConfig() -DEFAULT_RESP_SERDE = TextSerde() -DEFAULT_RETRY = 3 - - -class ModelzAuth(httpx.Auth): - def __init__(self, key: str | None = None) -> None: - self.key: str = key if key else config.api_key - if not self.key: - raise RuntimeError("cannot find the API key") - - def auth_flow( - self, request: httpx.Request - ) -> Generator[httpx.Request, httpx.Response, None]: - request.headers["X-API-Key"] = self.key - yield request - - -class ModelzResponse: - def __init__(self, resp: httpx.Response, serde: Serde = DEFAULT_RESP_SERDE): - """Modelz internal response.""" - if resp.status_code != HTTPStatus.OK: - console.print(f"[bold red]err[{resp.status_code}][/bold red]: {resp.text}") - raise ValueError(f"inference err with code {resp.status_code}") - self.resp = resp - self.serde = serde - self._data = None - - def save_to_file(self, file: str): - with open(file, "wb") as f: - f.write(self.data) - - @property - def data(self) -> Any: - if not self._data: - self._data = self.serde.decode(self.resp.content) - return self._data - - def show(self): - console.print(self.data) +import asyncio +from typing import Any +from modelz.aioclient import ModelzResponse, AioModelzClient +from modelz.aioclient import TIMEOUT class ModelzClient: @@ -60,7 +11,7 @@ def __init__( deployment: str | None = None, key: str | None = None, host: str | None = None, - timeout: float | httpx.Timeout = TIMEOUT, + timeout: float = TIMEOUT, ) -> None: """Create a Modelz Client. @@ -70,13 +21,12 @@ def __init__( host: Modelz host address timeout: request timeout (second) """ - self.host = host if host else config.host - self.deployment = deployment - auth = ModelzAuth(key) - transport = httpx.HTTPTransport(retries=DEFAULT_RETRY) - self.client = httpx.Client(auth=auth, transport=transport) - self.serde: Serde - self.timeout = timeout + self.client = AioModelzClient( + deployment=deployment, + key=key, + host=host, + timeout=timeout, + ) def inference( self, @@ -91,18 +41,7 @@ def inference( deployment: deployment ID serde: serialize/deserialize method, choose from ("json", "msg", "raw") """ - deploy = deployment if deployment else self.deployment - assert deploy, "deployment is required" - self.serde = SerdeEnum[serde.lower()].value() - - with console.status(f"[bold green]Modelz {deploy} inference..."): - resp = self.client.post( - urljoin(self.host.format(deploy), "/inference"), - content=self.serde.encode(params), - timeout=self.timeout, - ) - - return ModelzResponse(resp, self.serde) + return asyncio.run(self.client.inference(params, deployment, serde)) def metrics(self, deployment: str | None = None) -> ModelzResponse: """Get deployment metrics. @@ -110,24 +49,37 @@ def metrics(self, deployment: str | None = None) -> ModelzResponse: Args: deployment: deployment ID """ - deploy = deployment if deployment else self.deployment - assert deploy, "deployment is required" + return asyncio.run(self.client.metrics(deployment)) - with console.status(f"[bold green]Modelz {deploy} metrics..."): - resp = self.client.get( - urljoin(self.host.format(deploy), "/metrics"), - timeout=self.timeout, - ) + def build(self, repo: str): + """Build a Docker image and push it to the registry.""" - return ModelzResponse(resp) + return asyncio.run(self.client.build(repo)) - def build(self, repo: str): + async def ainference( + self, + params: Any, + deployment: str | None = None, + serde: str = "json", + ) -> ModelzResponse: + """Get the inference result. + + Args: + params: request params, will be serialized by `serde` + deployment: deployment ID + serde: serialize/deserialize method, choose from ("json", "msg", "raw") + """ + return await self.client.inference(params, deployment, serde) + + async def ametrics(self, deployment: str | None = None) -> ModelzResponse: + """Get deployment metrics. + + Args: + deployment: deployment ID + """ + return await self.client.metrics(deployment) + + async def abuild(self, repo: str): """Build a Docker image and push it to the registry.""" - with console.status(f"[bold green]Modelz build {repo}..."): - resp = self.client.post( - urljoin(self.host.format("api"), "/build"), - timeout=self.timeout, - ) - ModelzResponse(resp) - console.print(f"created the build job for repo [bold cyan]{repo}[/bold cyan]") + return await self.client.build(repo) diff --git a/modelz/env.py b/modelz/env.py index daa4a19..9cd4cc3 100644 --- a/modelz/env.py +++ b/modelz/env.py @@ -1,6 +1,6 @@ from __future__ import annotations import os - +from modelz.utils import strtobool PREFIX: str = "MODELZ_" @@ -9,10 +9,13 @@ class EnvConfig: def __init__(self) -> None: self.api_key: str self.host: str = "https://{}.modelz.io/" + self.ssl_verify = True self.update_from_env() def update_from_env(self): - for key in ("api_key", "host"): + for key in ("api_key", "host", "ssl_verify"): val = os.environ.get(f"{PREFIX}{key.upper()}") + if key == "ssl_verify" and val is not None: + val = strtobool(val) if val is not None: setattr(self, key, val) diff --git a/modelz/utils.py b/modelz/utils.py new file mode 100644 index 0000000..7f7682b --- /dev/null +++ b/modelz/utils.py @@ -0,0 +1,28 @@ +#!/usr/bin/env python3 + +from typing import Literal +import ssl + + +def strtobool(val: str) -> Literal[0, 1]: + # copied from distutils.util cuz importing it is too slow + """Convert a string representation of truth to true (1) or false (0). + + True values are 'y', 'yes', 't', 'true', 'on', and '1'; false values + are 'n', 'no', 'f', 'false', 'off', and '0'. Raises ValueError if + 'val' is anything else. + """ + val = val.lower() + if val in ("y", "yes", "t", "true", "on", "1"): + return 1 + elif val in ("n", "no", "f", "false", "off", "0"): + return 0 + else: + raise ValueError("invalid truth value %r" % (val,)) + + +def get_ssl_context_no_verify() -> ssl.SSLContext: + sslcontext = ssl.create_default_context() + sslcontext.check_hostname = False + sslcontext.verify_mode = ssl.CERT_NONE + return sslcontext diff --git a/pdm.lock b/pdm.lock index ab03d88..3f54671 100644 --- a/pdm.lock +++ b/pdm.lock @@ -2,22 +2,62 @@ # It is not intended for manual editing. [[package]] -name = "anyio" -version = "3.6.2" -requires_python = ">=3.6.2" -summary = "High level compatibility layer for multiple asynchronous event loop implementations" +name = "aiohttp" +version = "3.8.4" +requires_python = ">=3.6" +summary = "Async http client/server framework (asyncio)" +dependencies = [ + "aiosignal>=1.1.2", + "async-timeout<5.0,>=4.0.0a3", + "asynctest==0.13.0; python_version < \"3.8\"", + "attrs>=17.3.0", + "charset-normalizer<4.0,>=2.0", + "frozenlist>=1.1.1", + "multidict<7.0,>=4.5", + "typing-extensions>=3.7.4; python_version < \"3.8\"", + "yarl<2.0,>=1.0", +] + +[[package]] +name = "aiosignal" +version = "1.3.1" +requires_python = ">=3.7" +summary = "aiosignal: a list of registered asynchronous callbacks" +dependencies = [ + "frozenlist>=1.1.0", +] + +[[package]] +name = "appnope" +version = "0.1.3" +summary = "Disable App Nap on macOS >= 10.9" + +[[package]] +name = "async-timeout" +version = "4.0.2" +requires_python = ">=3.6" +summary = "Timeout context manager for asyncio programs" dependencies = [ - "idna>=2.8", - "sniffio>=1.1", - "typing-extensions; python_version < \"3.8\"", + "typing-extensions>=3.6.5; python_version < \"3.8\"", ] +[[package]] +name = "asynctest" +version = "0.13.0" +requires_python = ">=3.5" +summary = "Enhance the standard unittest package with features for testing asyncio libraries" + [[package]] name = "attrs" version = "22.2.0" requires_python = ">=3.6" summary = "Classes Without Boilerplate" +[[package]] +name = "backcall" +version = "0.2.0" +summary = "Specifications for callback functions passed in to an API" + [[package]] name = "black" version = "23.1.0" @@ -35,10 +75,18 @@ dependencies = [ ] [[package]] -name = "certifi" -version = "2022.12.7" -requires_python = ">=3.6" -summary = "Python package for providing Mozilla's CA Bundle." +name = "cffi" +version = "1.15.1" +summary = "Foreign Function Interface for Python calling C code." +dependencies = [ + "pycparser", +] + +[[package]] +name = "charset-normalizer" +version = "3.1.0" +requires_python = ">=3.7.0" +summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." [[package]] name = "click" @@ -62,43 +110,34 @@ version = "0.9.1" summary = "Python parser for the CommonMark Markdown spec" [[package]] -name = "exceptiongroup" -version = "1.1.0" +name = "debugpy" +version = "1.6.7" requires_python = ">=3.7" -summary = "Backport of PEP 654 (exception groups)" +summary = "An implementation of the Debug Adapter Protocol for Python" [[package]] -name = "h11" -version = "0.14.0" -requires_python = ">=3.7" -summary = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1" -dependencies = [ - "typing-extensions; python_version < \"3.8\"", -] +name = "decorator" +version = "5.1.1" +requires_python = ">=3.5" +summary = "Decorators for Humans" [[package]] -name = "httpcore" -version = "0.16.3" +name = "entrypoints" +version = "0.4" +requires_python = ">=3.6" +summary = "Discover and load entry points from installed packages." + +[[package]] +name = "exceptiongroup" +version = "1.1.0" requires_python = ">=3.7" -summary = "A minimal low-level HTTP client." -dependencies = [ - "anyio<5.0,>=3.0", - "certifi", - "h11<0.15,>=0.13", - "sniffio==1.*", -] +summary = "Backport of PEP 654 (exception groups)" [[package]] -name = "httpx" -version = "0.23.3" +name = "frozenlist" +version = "1.3.3" requires_python = ">=3.7" -summary = "The next generation HTTP client." -dependencies = [ - "certifi", - "httpcore<0.17.0,>=0.15.0", - "rfc3986[idna2008]<2,>=1.3", - "sniffio", -] +summary = "A list-like structure which implements collections.abc.MutableSequence" [[package]] name = "idna" @@ -122,29 +161,142 @@ version = "2.0.0" requires_python = ">=3.7" summary = "brain-dead simple config-ini parsing" +[[package]] +name = "ipykernel" +version = "6.16.2" +requires_python = ">=3.7" +summary = "IPython Kernel for Jupyter" +dependencies = [ + "appnope; platform_system == \"Darwin\"", + "debugpy>=1.0", + "ipython>=7.23.1", + "jupyter-client>=6.1.12", + "matplotlib-inline>=0.1", + "nest-asyncio", + "packaging", + "psutil", + "pyzmq>=17", + "tornado>=6.1", + "traitlets>=5.1.0", +] + +[[package]] +name = "ipython" +version = "7.34.0" +requires_python = ">=3.7" +summary = "IPython: Productive Interactive Computing" +dependencies = [ + "appnope; sys_platform == \"darwin\"", + "backcall", + "colorama; sys_platform == \"win32\"", + "decorator", + "jedi>=0.16", + "matplotlib-inline", + "pexpect>4.3; sys_platform != \"win32\"", + "pickleshare", + "prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0", + "pygments", + "setuptools>=18.5", + "traitlets>=4.2", +] + +[[package]] +name = "jedi" +version = "0.18.2" +requires_python = ">=3.6" +summary = "An autocompletion tool for Python that can be used for text editors." +dependencies = [ + "parso<0.9.0,>=0.8.0", +] + +[[package]] +name = "jupyter-client" +version = "7.4.9" +requires_python = ">=3.7" +summary = "Jupyter protocol implementation and client libraries" +dependencies = [ + "entrypoints", + "jupyter-core>=4.9.2", + "nest-asyncio>=1.5.4", + "python-dateutil>=2.8.2", + "pyzmq>=23.0", + "tornado>=6.2", + "traitlets", +] + +[[package]] +name = "jupyter-core" +version = "4.12.0" +requires_python = ">=3.7" +summary = "Jupyter core package. A base package on which Jupyter projects rely." +dependencies = [ + "pywin32>=1.0; sys_platform == \"win32\" and platform_python_implementation != \"PyPy\"", + "traitlets", +] + +[[package]] +name = "matplotlib-inline" +version = "0.1.6" +requires_python = ">=3.5" +summary = "Inline Matplotlib backend for Jupyter" +dependencies = [ + "traitlets", +] + [[package]] name = "msgpack" version = "1.0.4" summary = "MessagePack serializer" +[[package]] +name = "multidict" +version = "6.0.4" +requires_python = ">=3.7" +summary = "multidict implementation" + [[package]] name = "mypy-extensions" version = "1.0.0" requires_python = ">=3.5" summary = "Type system extensions for programs checked with the mypy type checker." +[[package]] +name = "nest-asyncio" +version = "1.5.6" +requires_python = ">=3.5" +summary = "Patch asyncio to allow nested event loops" + [[package]] name = "packaging" version = "23.0" requires_python = ">=3.7" summary = "Core utilities for Python packages" +[[package]] +name = "parso" +version = "0.8.3" +requires_python = ">=3.6" +summary = "A Python Parser" + [[package]] name = "pathspec" version = "0.11.0" requires_python = ">=3.7" summary = "Utility library for gitignore style pattern matching of file paths." +[[package]] +name = "pexpect" +version = "4.8.0" +summary = "Pexpect allows easy control of interactive console applications." +dependencies = [ + "ptyprocess>=0.5", +] + +[[package]] +name = "pickleshare" +version = "0.7.5" +summary = "Tiny 'shelve'-like database with concurrency support" + [[package]] name = "platformdirs" version = "3.0.0" @@ -163,6 +315,32 @@ dependencies = [ "importlib-metadata>=0.12; python_version < \"3.8\"", ] +[[package]] +name = "prompt-toolkit" +version = "3.0.38" +requires_python = ">=3.7.0" +summary = "Library for building powerful interactive command lines in Python" +dependencies = [ + "wcwidth", +] + +[[package]] +name = "psutil" +version = "5.9.5" +requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +summary = "Cross-platform lib for process and system monitoring in Python." + +[[package]] +name = "ptyprocess" +version = "0.7.0" +summary = "Run a subprocess in a pseudo terminal" + +[[package]] +name = "pycparser" +version = "2.21" +requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +summary = "C parser in Python" + [[package]] name = "pygments" version = "2.14.0" @@ -186,18 +364,26 @@ dependencies = [ ] [[package]] -name = "rfc3986" -version = "1.5.0" -summary = "Validating URI References per RFC 3986" +name = "python-dateutil" +version = "2.8.2" +requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" +summary = "Extensions to the standard Python datetime module" +dependencies = [ + "six>=1.5", +] [[package]] -name = "rfc3986" -version = "1.5.0" -extras = ["idna2008"] -summary = "Validating URI References per RFC 3986" +name = "pywin32" +version = "306" +summary = "Python for Window Extensions" + +[[package]] +name = "pyzmq" +version = "25.0.2" +requires_python = ">=3.6" +summary = "Python bindings for 0MQ" dependencies = [ - "idna", - "rfc3986==1.5.0", + "cffi; implementation_name == \"pypy\"", ] [[package]] @@ -217,6 +403,12 @@ version = "0.0.252" requires_python = ">=3.7" summary = "An extremely fast Python linter, written in Rust." +[[package]] +name = "setuptools" +version = "67.7.2" +requires_python = ">=3.7" +summary = "Easily download, build, install, upgrade, and uninstall Python packages" + [[package]] name = "shellingham" version = "1.5.0.post1" @@ -224,10 +416,16 @@ requires_python = ">=3.7" summary = "Tool to Detect Surrounding Shell" [[package]] -name = "sniffio" -version = "1.3.0" -requires_python = ">=3.7" -summary = "Sniff out which async library your code is running under" +name = "six" +version = "1.16.0" +requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" +summary = "Python 2 and 3 compatibility utilities" + +[[package]] +name = "tenacity" +version = "8.2.2" +requires_python = ">=3.6" +summary = "Retry code until it succeeds" [[package]] name = "tomli" @@ -235,6 +433,18 @@ version = "2.0.1" requires_python = ">=3.7" summary = "A lil' TOML parser" +[[package]] +name = "tornado" +version = "6.2" +requires_python = ">= 3.7" +summary = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." + +[[package]] +name = "traitlets" +version = "5.9.0" +requires_python = ">=3.7" +summary = "Traitlets Python configuration system" + [[package]] name = "typed-ast" version = "1.5.4" @@ -269,6 +479,22 @@ version = "4.5.0" requires_python = ">=3.7" summary = "Backported and Experimental Type Hints for Python 3.7+" +[[package]] +name = "wcwidth" +version = "0.2.6" +summary = "Measures the displayed width of unicode strings in a terminal" + +[[package]] +name = "yarl" +version = "1.9.2" +requires_python = ">=3.7" +summary = "Yet another URL library" +dependencies = [ + "idna>=2.0", + "multidict>=4.0", + "typing-extensions>=3.7.4; python_version < \"3.8\"", +] + [[package]] 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