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vllm/lib/python3.10/site-packages/fastapi-0.115.6.dist-info/INSTALLER

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+pip

vllm/lib/python3.10/site-packages/fastapi-0.115.6.dist-info/METADATA

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+Metadata-Version: 2.1
+Name: fastapi
+Version: 0.115.6
+Summary: FastAPI framework, high performance, easy to learn, fast to code, ready for production
+Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com>
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python
+Classifier: Topic :: Internet
+Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development
+Classifier: Typing :: Typed
+Classifier: Development Status :: 4 - Beta
+Classifier: Environment :: Web Environment
+Classifier: Framework :: AsyncIO
+Classifier: Framework :: FastAPI
+Classifier: Framework :: Pydantic
+Classifier: Framework :: Pydantic :: 1
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: MIT License
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Topic :: Internet :: WWW/HTTP :: HTTP Servers
+Classifier: Topic :: Internet :: WWW/HTTP
+Project-URL: Homepage, https://github.com/fastapi/fastapi
+Project-URL: Documentation, https://fastapi.tiangolo.com/
+Project-URL: Repository, https://github.com/fastapi/fastapi
+Project-URL: Issues, https://github.com/fastapi/fastapi/issues
+Project-URL: Changelog, https://fastapi.tiangolo.com/release-notes/
+Requires-Python: >=3.8
+Requires-Dist: starlette<0.42.0,>=0.40.0
+Requires-Dist: pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,!=2.1.0,<3.0.0,>=1.7.4
+Requires-Dist: typing-extensions>=4.8.0
+Provides-Extra: standard
+Requires-Dist: fastapi-cli[standard]>=0.0.5; extra == "standard"
+Requires-Dist: httpx>=0.23.0; extra == "standard"
+Requires-Dist: jinja2>=2.11.2; extra == "standard"
+Requires-Dist: python-multipart>=0.0.7; extra == "standard"
+Requires-Dist: email-validator>=2.0.0; extra == "standard"
+Requires-Dist: uvicorn[standard]>=0.12.0; extra == "standard"
+Provides-Extra: all
+Requires-Dist: fastapi-cli[standard]>=0.0.5; extra == "all"
+Requires-Dist: httpx>=0.23.0; extra == "all"
+Requires-Dist: jinja2>=2.11.2; extra == "all"
+Requires-Dist: python-multipart>=0.0.7; extra == "all"
+Requires-Dist: itsdangerous>=1.1.0; extra == "all"
+Requires-Dist: pyyaml>=5.3.1; extra == "all"
+Requires-Dist: ujson!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,>=4.0.1; extra == "all"
+Requires-Dist: orjson>=3.2.1; extra == "all"
+Requires-Dist: email-validator>=2.0.0; extra == "all"
+Requires-Dist: uvicorn[standard]>=0.12.0; extra == "all"
+Requires-Dist: pydantic-settings>=2.0.0; extra == "all"
+Requires-Dist: pydantic-extra-types>=2.0.0; extra == "all"
+Description-Content-Type: text/markdown
+
+<p align="center">
+  <a href="https://fastapi.tiangolo.com"><img src="https://fastapi.tiangolo.com/img/logo-margin/logo-teal.png" alt="FastAPI"></a>
+</p>
+<p align="center">
+    <em>FastAPI framework, high performance, easy to learn, fast to code, ready for production</em>
+</p>
+<p align="center">
+<a href="https://github.com/fastapi/fastapi/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster" target="_blank">
+    <img src="https://github.com/fastapi/fastapi/workflows/Test/badge.svg?event=push&branch=master" alt="Test">
+</a>
+<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/fastapi" target="_blank">
+    <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/fastapi.svg" alt="Coverage">
+</a>
+<a href="https://pypi.org/project/fastapi" target="_blank">
+    <img src="https://img.shields.io/pypi/v/fastapi?color=%2334D058&label=pypi%20package" alt="Package version">
+</a>
+<a href="https://pypi.org/project/fastapi" target="_blank">
+    <img src="https://img.shields.io/pypi/pyversions/fastapi.svg?color=%2334D058" alt="Supported Python versions">
+</a>
+</p>
+
+---
+
+**Documentation**: <a href="https://fastapi.tiangolo.com" target="_blank">https://fastapi.tiangolo.com</a>
+
+**Source Code**: <a href="https://github.com/fastapi/fastapi" target="_blank">https://github.com/fastapi/fastapi</a>
+
+---
+
+FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints.
+
+The key features are:
+
+* **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance).
+* **Fast to code**: Increase the speed to develop features by about 200% to 300%. *
+* **Fewer bugs**: Reduce about 40% of human (developer) induced errors. *
+* **Intuitive**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging.
+* **Easy**: Designed to be easy to use and learn. Less time reading docs.
+* **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs.
+* **Robust**: Get production-ready code. With automatic interactive documentation.
+* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
+
+<small>* estimation based on tests on an internal development team, building production applications.</small>
+
+## Sponsors
+
+<!-- sponsors -->
+
+<a href="https://cryptapi.io/" target="_blank" title="CryptAPI: Your easy to use, secure and privacy oriented payment gateway."><img src="https://fastapi.tiangolo.com/img/sponsors/cryptapi.svg"></a>
+<a href="https://platform.sh/try-it-now/?utm_source=fastapi-signup&utm_medium=banner&utm_campaign=FastAPI-signup-June-2023" target="_blank" title="Build, run and scale your apps on a modern, reliable, and secure PaaS."><img src="https://fastapi.tiangolo.com/img/sponsors/platform-sh.png"></a>
+<a href="https://www.porter.run" target="_blank" title="Deploy FastAPI on AWS with a few clicks"><img src="https://fastapi.tiangolo.com/img/sponsors/porter.png"></a>
+<a href="https://bump.sh/fastapi?utm_source=fastapi&utm_medium=referral&utm_campaign=sponsor" target="_blank" title="Automate FastAPI documentation generation with Bump.sh"><img src="https://fastapi.tiangolo.com/img/sponsors/bump-sh.svg"></a>
+<a href="https://github.com/scalar/scalar/?utm_source=fastapi&utm_medium=website&utm_campaign=main-badge" target="_blank" title="Scalar: Beautiful Open-Source API References from Swagger/OpenAPI files"><img src="https://fastapi.tiangolo.com/img/sponsors/scalar.svg"></a>
+<a href="https://www.propelauth.com/?utm_source=fastapi&utm_campaign=1223&utm_medium=mainbadge" target="_blank" title="Auth, user management and more for your B2B product"><img src="https://fastapi.tiangolo.com/img/sponsors/propelauth.png"></a>
+<a href="https://www.withcoherence.com/?utm_medium=advertising&utm_source=fastapi&utm_campaign=website" target="_blank" title="Coherence"><img src="https://fastapi.tiangolo.com/img/sponsors/coherence.png"></a>
+<a href="https://www.mongodb.com/developer/languages/python/python-quickstart-fastapi/?utm_campaign=fastapi_framework&utm_source=fastapi_sponsorship&utm_medium=web_referral" target="_blank" title="Simplify Full Stack Development with FastAPI & MongoDB"><img src="https://fastapi.tiangolo.com/img/sponsors/mongodb.png"></a>
+<a href="https://zuplo.link/fastapi-gh" target="_blank" title="Zuplo: Scale, Protect, Document, and Monetize your FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/zuplo.png"></a>
+<a href="https://liblab.com?utm_source=fastapi" target="_blank" title="liblab - Generate SDKs from FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/liblab.png"></a>
+<a href="https://docs.render.com/deploy-fastapi?utm_source=deploydoc&utm_medium=referral&utm_campaign=fastapi" target="_blank" title="Deploy & scale any full-stack web app on Render. Focus on building apps, not infra."><img src="https://fastapi.tiangolo.com/img/sponsors/render.svg"></a>
+<a href="https://github.com/deepset-ai/haystack/" target="_blank" title="Build powerful search from composable, open source building blocks"><img src="https://fastapi.tiangolo.com/img/sponsors/haystack-fastapi.svg"></a>
+<a href="https://databento.com/" target="_blank" title="Pay as you go for market data"><img src="https://fastapi.tiangolo.com/img/sponsors/databento.svg"></a>
+<a href="https://speakeasy.com?utm_source=fastapi+repo&utm_medium=github+sponsorship" target="_blank" title="SDKs for your API | Speakeasy"><img src="https://fastapi.tiangolo.com/img/sponsors/speakeasy.png"></a>
+<a href="https://www.svix.com/" target="_blank" title="Svix - Webhooks as a service"><img src="https://fastapi.tiangolo.com/img/sponsors/svix.svg"></a>
+<a href="https://www.codacy.com/?utm_source=github&utm_medium=sponsors&utm_id=pioneers" target="_blank" title="Take code reviews from hours to minutes"><img src="https://fastapi.tiangolo.com/img/sponsors/codacy.png"></a>
+<a href="https://www.stainlessapi.com/?utm_source=fastapi&utm_medium=referral" target="_blank" title="Stainless | Generate best-in-class SDKs"><img src="https://fastapi.tiangolo.com/img/sponsors/stainless.png"></a>
+
+<!-- /sponsors -->
+
+<a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">Other sponsors</a>
+
+## Opinions
+
+"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"
+
+<div style="text-align: right; margin-right: 10%;">Kabir Khan - <strong>Microsoft</strong> <a href="https://github.com/fastapi/fastapi/pull/26" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_"
+
+<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_"
+
+<div style="text-align: right; margin-right: 10%;">Kevin Glisson, Marc Vilanova, Forest Monsen - <strong>Netflix</strong> <a href="https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_I’m over the moon excited about **FastAPI**. It’s so fun!_"
+
+<div style="text-align: right; margin-right: 10%;">Brian Okken - <strong><a href="https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855" target="_blank">Python Bytes</a> podcast host</strong> <a href="https://twitter.com/brianokken/status/1112220079972728832" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that._"
+
+<div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="https://github.com/hugapi/hug" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]_"
+
+"_We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]_"
+
+<div style="text-align: right; margin-right: 10%;">Ines Montani - Matthew Honnibal - <strong><a href="https://explosion.ai" target="_blank">Explosion AI</a> founders - <a href="https://spacy.io" target="_blank">spaCy</a> creators</strong> <a href="https://twitter.com/_inesmontani/status/1144173225322143744" target="_blank"><small>(ref)</small></a> - <a href="https://twitter.com/honnibal/status/1144031421859655680" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_If anyone is looking to build a production Python API, I would highly recommend **FastAPI**. It is **beautifully designed**, **simple to use** and **highly scalable**, it has become a **key component** in our API first development strategy and is driving many automations and services such as our Virtual TAC Engineer._"
+
+<div style="text-align: right; margin-right: 10%;">Deon Pillsbury - <strong>Cisco</strong> <a href="https://www.linkedin.com/posts/deonpillsbury_cisco-cx-python-activity-6963242628536487936-trAp/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+## **Typer**, the FastAPI of CLIs
+
+<a href="https://typer.tiangolo.com" target="_blank"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg" style="width: 20%;"></a>
+
+If you are building a <abbr title="Command Line Interface">CLI</abbr> app to be used in the terminal instead of a web API, check out <a href="https://typer.tiangolo.com/" class="external-link" target="_blank">**Typer**</a>.
+
+**Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀
+
+## Requirements
+
+FastAPI stands on the shoulders of giants:
+
+* <a href="https://www.starlette.io/" class="external-link" target="_blank">Starlette</a> for the web parts.
+* <a href="https://docs.pydantic.dev/" class="external-link" target="_blank">Pydantic</a> for the data parts.
+
+## Installation
+
+Create and activate a <a href="https://fastapi.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install FastAPI:
+
+<div class="termy">
+
+```console
+$ pip install "fastapi[standard]"
+
+---> 100%
+```
+
+</div>
+
+**Note**: Make sure you put `"fastapi[standard]"` in quotes to ensure it works in all terminals.
+
+## Example
+
+### Create it
+
+* Create a file `main.py` with:
+
+```Python
+from typing import Union
+
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: Union[str, None] = None):
+    return {"item_id": item_id, "q": q}
+```
+
+<details markdown="1">
+<summary>Or use <code>async def</code>...</summary>
+
+If your code uses `async` / `await`, use `async def`:
+
+```Python hl_lines="9  14"
+from typing import Union
+
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+async def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+async def read_item(item_id: int, q: Union[str, None] = None):
+    return {"item_id": item_id, "q": q}
+```
+
+**Note**:
+
+If you don't know, check the _"In a hurry?"_ section about <a href="https://fastapi.tiangolo.com/async/#in-a-hurry" target="_blank">`async` and `await` in the docs</a>.
+
+</details>
+
+### Run it
+
+Run the server with:
+
+<div class="termy">
+
+```console
+$ fastapi dev main.py
+
+ ╭────────── FastAPI CLI - Development mode ───────────╮
+ │                                                     │
+ │  Serving at: http://127.0.0.1:8000                  │
+ │                                                     │
+ │  API docs: http://127.0.0.1:8000/docs               │
+ │                                                     │
+ │  Running in development mode, for production use:   │
+ │                                                     │
+ │  fastapi run                                        │
+ │                                                     │
+ ╰─────────────────────────────────────────────────────╯
+
+INFO:     Will watch for changes in these directories: ['/home/user/code/awesomeapp']
+INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+INFO:     Started reloader process [2248755] using WatchFiles
+INFO:     Started server process [2248757]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+```
+
+</div>
+
+<details markdown="1">
+<summary>About the command <code>fastapi dev main.py</code>...</summary>
+
+The command `fastapi dev` reads your `main.py` file, detects the **FastAPI** app in it, and starts a server using <a href="https://www.uvicorn.org" class="external-link" target="_blank">Uvicorn</a>.
+
+By default, `fastapi dev` will start with auto-reload enabled for local development.
+
+You can read more about it in the <a href="https://fastapi.tiangolo.com/fastapi-cli/" target="_blank">FastAPI CLI docs</a>.
+
+</details>
+
+### Check it
+
+Open your browser at <a href="http://127.0.0.1:8000/items/5?q=somequery" class="external-link" target="_blank">http://127.0.0.1:8000/items/5?q=somequery</a>.
+
+You will see the JSON response as:
+
+```JSON
+{"item_id": 5, "q": "somequery"}
+```
+
+You already created an API that:
+
+* Receives HTTP requests in the _paths_ `/` and `/items/{item_id}`.
+* Both _paths_ take `GET` <em>operations</em> (also known as HTTP _methods_).
+* The _path_ `/items/{item_id}` has a _path parameter_ `item_id` that should be an `int`.
+* The _path_ `/items/{item_id}` has an optional `str` _query parameter_ `q`.
+
+### Interactive API docs
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+You will see the automatic interactive API documentation (provided by <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank">Swagger UI</a>):
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png)
+
+### Alternative API docs
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+You will see the alternative automatic documentation (provided by <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank">ReDoc</a>):
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png)
+
+## Example upgrade
+
+Now modify the file `main.py` to receive a body from a `PUT` request.
+
+Declare the body using standard Python types, thanks to Pydantic.
+
+```Python hl_lines="4  9-12  25-27"
+from typing import Union
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    price: float
+    is_offer: Union[bool, None] = None
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: Union[str, None] = None):
+    return {"item_id": item_id, "q": q}
+
+
+@app.put("/items/{item_id}")
+def update_item(item_id: int, item: Item):
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+The `fastapi dev` server should reload automatically.
+
+### Interactive API docs upgrade
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+* The interactive API documentation will be automatically updated, including the new body:
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png)
+
+* Click on the button "Try it out", it allows you to fill the parameters and directly interact with the API:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-04-swagger-03.png)
+
+* Then click on the "Execute" button, the user interface will communicate with your API, send the parameters, get the results and show them on the screen:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-05-swagger-04.png)
+
+### Alternative API docs upgrade
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+* The alternative documentation will also reflect the new query parameter and body:
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png)
+
+### Recap
+
+In summary, you declare **once** the types of parameters, body, etc. as function parameters.
+
+You do that with standard modern Python types.
+
+You don't have to learn a new syntax, the methods or classes of a specific library, etc.
+
+Just standard **Python**.
+
+For example, for an `int`:
+
+```Python
+item_id: int
+```
+
+or for a more complex `Item` model:
+
+```Python
+item: Item
+```
+
+...and with that single declaration you get:
+
+* Editor support, including:
+    * Completion.
+    * Type checks.
+* Validation of data:
+    * Automatic and clear errors when the data is invalid.
+    * Validation even for deeply nested JSON objects.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of input data: coming from the network to Python data and types. Reading from:
+    * JSON.
+    * Path parameters.
+    * Query parameters.
+    * Cookies.
+    * Headers.
+    * Forms.
+    * Files.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of output data: converting from Python data and types to network data (as JSON):
+    * Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc).
+    * `datetime` objects.
+    * `UUID` objects.
+    * Database models.
+    * ...and many more.
+* Automatic interactive API documentation, including 2 alternative user interfaces:
+    * Swagger UI.
+    * ReDoc.
+
+---
+
+Coming back to the previous code example, **FastAPI** will:
+
+* Validate that there is an `item_id` in the path for `GET` and `PUT` requests.
+* Validate that the `item_id` is of type `int` for `GET` and `PUT` requests.
+    * If it is not, the client will see a useful, clear error.
+* Check if there is an optional query parameter named `q` (as in `http://127.0.0.1:8000/items/foo?q=somequery`) for `GET` requests.
+    * As the `q` parameter is declared with `= None`, it is optional.
+    * Without the `None` it would be required (as is the body in the case with `PUT`).
+* For `PUT` requests to `/items/{item_id}`, read the body as JSON:
+    * Check that it has a required attribute `name` that should be a `str`.
+    * Check that it has a required attribute `price` that has to be a `float`.
+    * Check that it has an optional attribute `is_offer`, that should be a `bool`, if present.
+    * All this would also work for deeply nested JSON objects.
+* Convert from and to JSON automatically.
+* Document everything with OpenAPI, that can be used by:
+    * Interactive documentation systems.
+    * Automatic client code generation systems, for many languages.
+* Provide 2 interactive documentation web interfaces directly.
+
+---
+
+We just scratched the surface, but you already get the idea of how it all works.
+
+Try changing the line with:
+
+```Python
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+...from:
+
+```Python
+        ... "item_name": item.name ...
+```
+
+...to:
+
+```Python
+        ... "item_price": item.price ...
+```
+
+...and see how your editor will auto-complete the attributes and know their types:
+
+![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png)
+
+For a more complete example including more features, see the <a href="https://fastapi.tiangolo.com/tutorial/">Tutorial - User Guide</a>.
+
+**Spoiler alert**: the tutorial - user guide includes:
+
+* Declaration of **parameters** from other different places as: **headers**, **cookies**, **form fields** and **files**.
+* How to set **validation constraints** as `maximum_length` or `regex`.
+* A very powerful and easy to use **<abbr title="also known as components, resources, providers, services, injectables">Dependency Injection</abbr>** system.
+* Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth.
+* More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic).
+* **GraphQL** integration with <a href="https://strawberry.rocks" class="external-link" target="_blank">Strawberry</a> and other libraries.
+* Many extra features (thanks to Starlette) as:
+    * **WebSockets**
+    * extremely easy tests based on HTTPX and `pytest`
+    * **CORS**
+    * **Cookie Sessions**
+    * ...and more.
+
+## Performance
+
+Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as <a href="https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7" class="external-link" target="_blank">one of the fastest Python frameworks available</a>, only below Starlette and Uvicorn themselves (used internally by FastAPI). (*)
+
+To understand more about it, see the section <a href="https://fastapi.tiangolo.com/benchmarks/" class="internal-link" target="_blank">Benchmarks</a>.
+
+## Dependencies
+
+FastAPI depends on Pydantic and Starlette.
+
+### `standard` Dependencies
+
+When you install FastAPI with `pip install "fastapi[standard]"` it comes the `standard` group of optional dependencies:
+
+Used by Pydantic:
+
+* <a href="https://github.com/JoshData/python-email-validator" target="_blank"><code>email-validator</code></a> - for email validation.
+
+Used by Starlette:
+
+* <a href="https://www.python-httpx.org" target="_blank"><code>httpx</code></a> - Required if you want to use the `TestClient`.
+* <a href="https://jinja.palletsprojects.com" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration.
+* <a href="https://github.com/Kludex/python-multipart" target="_blank"><code>python-multipart</code></a> - Required if you want to support form <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>, with `request.form()`.
+
+Used by FastAPI / Starlette:
+
+* <a href="https://www.uvicorn.org" target="_blank"><code>uvicorn</code></a> - for the server that loads and serves your application. This includes `uvicorn[standard]`, which includes some dependencies (e.g. `uvloop`) needed for high performance serving.
+* `fastapi-cli` - to provide the `fastapi` command.
+
+### Without `standard` Dependencies
+
+If you don't want to include the `standard` optional dependencies, you can install with `pip install fastapi` instead of `pip install "fastapi[standard]"`.
+
+### Additional Optional Dependencies
+
+There are some additional dependencies you might want to install.
+
+Additional optional Pydantic dependencies:
+
+* <a href="https://docs.pydantic.dev/latest/usage/pydantic_settings/" target="_blank"><code>pydantic-settings</code></a> - for settings management.
+* <a href="https://docs.pydantic.dev/latest/usage/types/extra_types/extra_types/" target="_blank"><code>pydantic-extra-types</code></a> - for extra types to be used with Pydantic.
+
+Additional optional FastAPI dependencies:
+
+* <a href="https://github.com/ijl/orjson" target="_blank"><code>orjson</code></a> - Required if you want to use `ORJSONResponse`.
+* <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - Required if you want to use `UJSONResponse`.
+
+## License
+
+This project is licensed under the terms of the MIT license.

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+Wheel-Version: 1.0
+Generator: pdm-backend (2.4.3)
+Root-Is-Purelib: true
+Tag: py3-none-any

vllm/lib/python3.10/site-packages/fastapi-0.115.6.dist-info/entry_points.txt

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+[console_scripts]
+fastapi = fastapi.cli:main
+
+[gui_scripts]
+

vllm/lib/python3.10/site-packages/fastapi-0.115.6.dist-info/licenses/LICENSE

@@ -0,0 +1,21 @@
+The MIT License (MIT)
+
+Copyright (c) 2018 Sebastián Ramírez
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.

vllm/lib/python3.10/site-packages/googleapis_common_protos-1.66.0.dist-info/INSTALLER

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+pip

vllm/lib/python3.10/site-packages/googleapis_common_protos-1.66.0.dist-info/METADATA

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+Metadata-Version: 2.1
+Name: googleapis-common-protos
+Version: 1.66.0
+Summary: Common protobufs used in Google APIs
+Home-page: https://github.com/googleapis/python-api-common-protos
+Author: Google LLC
+Author-email: googleapis-packages@google.com
+License: Apache-2.0
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Requires-Python: >=3.7
+Description-Content-Type: text/markdown
+License-File: LICENSE
+Requires-Dist: protobuf!=3.20.0,!=3.20.1,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.20.2
+Provides-Extra: grpc
+Requires-Dist: grpcio<2.0.0.dev0,>=1.44.0; extra == "grpc"
+
+Google APIs common protos
+-------------------------
+
+.. image:: https://img.shields.io/pypi/v/googleapis-common-protos.svg
+    :target: https://pypi.org/project/googleapis-common-protos/
+
+
+googleapis-common-protos contains the python classes generated from the common
+protos in the `googleapis/googleapis <https://github.com/googleapis/googleapis>`_ repository.

vllm/lib/python3.10/site-packages/googleapis_common_protos-1.66.0.dist-info/WHEEL

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+Wheel-Version: 1.0
+Generator: setuptools (75.3.0)
+Root-Is-Purelib: true
+Tag: py2-none-any
+Tag: py3-none-any
+

vllm/lib/python3.10/site-packages/googleapis_common_protos-1.66.0.dist-info/top_level.txt

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+google

vllm/lib/python3.10/site-packages/joblib/test/data/joblib_0.9.2_pickle_py34_np19.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8a538100e6ae94b16f2ab0f7d92d4d7e7a622be2dfcc0f6b0b73b623bc513ae2
+size 691

vllm/lib/python3.10/site-packages/msgpack-1.1.0.dist-info/COPYING

@@ -0,0 +1,14 @@
+Copyright (C) 2008-2011 INADA Naoki <songofacandy@gmail.com>
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
+

vllm/lib/python3.10/site-packages/msgpack-1.1.0.dist-info/INSTALLER

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+pip

vllm/lib/python3.10/site-packages/msgpack-1.1.0.dist-info/METADATA

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+Metadata-Version: 2.1
+Name: msgpack
+Version: 1.1.0
+Summary: MessagePack serializer
+Author-email: Inada Naoki <songofacandy@gmail.com>
+License: Apache 2.0
+Project-URL: Homepage, https://msgpack.org/
+Project-URL: Documentation, https://msgpack-python.readthedocs.io/
+Project-URL: Repository, https://github.com/msgpack/msgpack-python/
+Project-URL: Tracker, https://github.com/msgpack/msgpack-python/issues
+Project-URL: Changelog, https://github.com/msgpack/msgpack-python/blob/main/ChangeLog.rst
+Keywords: msgpack,messagepack,serializer,serialization,binary
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Apache Software License
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown
+License-File: COPYING
+
+# MessagePack for Python
+
+[![Build Status](https://github.com/msgpack/msgpack-python/actions/workflows/wheel.yml/badge.svg)](https://github.com/msgpack/msgpack-python/actions/workflows/wheel.yml)
+[![Documentation Status](https://readthedocs.org/projects/msgpack-python/badge/?version=latest)](https://msgpack-python.readthedocs.io/en/latest/?badge=latest)
+
+## What's this
+
+[MessagePack](https://msgpack.org/) is an efficient binary serialization format.
+It lets you exchange data among multiple languages like JSON.
+But it's faster and smaller.
+This package provides CPython bindings for reading and writing MessagePack data.
+
+## Install
+
+```
+$ pip install msgpack
+```
+
+### Pure Python implementation
+
+The extension module in msgpack (`msgpack._cmsgpack`) does not support PyPy.
+
+But msgpack provides a pure Python implementation (`msgpack.fallback`) for PyPy.
+
+
+### Windows
+
+When you can't use a binary distribution, you need to install Visual Studio
+or Windows SDK on Windows.
+Without extension, using pure Python implementation on CPython runs slowly.
+
+
+## How to use
+
+### One-shot pack & unpack
+
+Use `packb` for packing and `unpackb` for unpacking.
+msgpack provides `dumps` and `loads` as an alias for compatibility with
+`json` and `pickle`.
+
+`pack` and `dump` packs to a file-like object.
+`unpack` and `load` unpacks from a file-like object.
+
+```pycon
+>>> import msgpack
+>>> msgpack.packb([1, 2, 3])
+'\x93\x01\x02\x03'
+>>> msgpack.unpackb(_)
+[1, 2, 3]
+```
+
+Read the docstring for options.
+
+
+### Streaming unpacking
+
+`Unpacker` is a "streaming unpacker". It unpacks multiple objects from one
+stream (or from bytes provided through its `feed` method).
+
+```py
+import msgpack
+from io import BytesIO
+
+buf = BytesIO()
+for i in range(100):
+   buf.write(msgpack.packb(i))
+
+buf.seek(0)
+
+unpacker = msgpack.Unpacker(buf)
+for unpacked in unpacker:
+    print(unpacked)
+```
+
+
+### Packing/unpacking of custom data type
+
+It is also possible to pack/unpack custom data types. Here is an example for
+`datetime.datetime`.
+
+```py
+import datetime
+import msgpack
+
+useful_dict = {
+    "id": 1,
+    "created": datetime.datetime.now(),
+}
+
+def decode_datetime(obj):
+    if '__datetime__' in obj:
+        obj = datetime.datetime.strptime(obj["as_str"], "%Y%m%dT%H:%M:%S.%f")
+    return obj
+
+def encode_datetime(obj):
+    if isinstance(obj, datetime.datetime):
+        return {'__datetime__': True, 'as_str': obj.strftime("%Y%m%dT%H:%M:%S.%f")}
+    return obj
+
+
+packed_dict = msgpack.packb(useful_dict, default=encode_datetime)
+this_dict_again = msgpack.unpackb(packed_dict, object_hook=decode_datetime)
+```
+
+`Unpacker`'s `object_hook` callback receives a dict; the
+`object_pairs_hook` callback may instead be used to receive a list of
+key-value pairs.
+
+NOTE: msgpack can encode datetime with tzinfo into standard ext type for now.
+See `datetime` option in `Packer` docstring.
+
+
+### Extended types
+
+It is also possible to pack/unpack custom data types using the **ext** type.
+
+```pycon
+>>> import msgpack
+>>> import array
+>>> def default(obj):
+...     if isinstance(obj, array.array) and obj.typecode == 'd':
+...         return msgpack.ExtType(42, obj.tostring())
+...     raise TypeError("Unknown type: %r" % (obj,))
+...
+>>> def ext_hook(code, data):
+...     if code == 42:
+...         a = array.array('d')
+...         a.fromstring(data)
+...         return a
+...     return ExtType(code, data)
+...
+>>> data = array.array('d', [1.2, 3.4])
+>>> packed = msgpack.packb(data, default=default)
+>>> unpacked = msgpack.unpackb(packed, ext_hook=ext_hook)
+>>> data == unpacked
+True
+```
+
+
+### Advanced unpacking control
+
+As an alternative to iteration, `Unpacker` objects provide `unpack`,
+`skip`, `read_array_header` and `read_map_header` methods. The former two
+read an entire message from the stream, respectively de-serialising and returning
+the result, or ignoring it. The latter two methods return the number of elements
+in the upcoming container, so that each element in an array, or key-value pair
+in a map, can be unpacked or skipped individually.
+
+
+## Notes
+
+### string and binary type in old msgpack spec
+
+Early versions of msgpack didn't distinguish string and binary types.
+The type for representing both string and binary types was named **raw**.
+
+You can pack into and unpack from this old spec using `use_bin_type=False`
+and `raw=True` options.
+
+```pycon
+>>> import msgpack
+>>> msgpack.unpackb(msgpack.packb([b'spam', 'eggs'], use_bin_type=False), raw=True)
+[b'spam', b'eggs']
+>>> msgpack.unpackb(msgpack.packb([b'spam', 'eggs'], use_bin_type=True), raw=False)
+[b'spam', 'eggs']
+```
+
+### ext type
+
+To use the **ext** type, pass `msgpack.ExtType` object to packer.
+
+```pycon
+>>> import msgpack
+>>> packed = msgpack.packb(msgpack.ExtType(42, b'xyzzy'))
+>>> msgpack.unpackb(packed)
+ExtType(code=42, data='xyzzy')
+```
+
+You can use it with `default` and `ext_hook`. See below.
+
+
+### Security
+
+To unpacking data received from unreliable source, msgpack provides
+two security options.
+
+`max_buffer_size` (default: `100*1024*1024`) limits the internal buffer size.
+It is used to limit the preallocated list size too.
+
+`strict_map_key` (default: `True`) limits the type of map keys to bytes and str.
+While msgpack spec doesn't limit the types of the map keys,
+there is a risk of the hashdos.
+If you need to support other types for map keys, use `strict_map_key=False`.
+
+
+### Performance tips
+
+CPython's GC starts when growing allocated object.
+This means unpacking may cause useless GC.
+You can use `gc.disable()` when unpacking large message.
+
+List is the default sequence type of Python.
+But tuple is lighter than list.
+You can use `use_list=False` while unpacking when performance is important.
+
+
+## Major breaking changes in the history
+
+### msgpack 0.5
+
+Package name on PyPI was changed from `msgpack-python` to `msgpack` from 0.5.
+
+When upgrading from msgpack-0.4 or earlier, do `pip uninstall msgpack-python` before
+`pip install -U msgpack`.
+
+
+### msgpack 1.0
+
+* Python 2 support
+
+  * The extension module does not support Python 2 anymore.
+    The pure Python implementation (`msgpack.fallback`) is used for Python 2.
+  
+  * msgpack 1.0.6 drops official support of Python 2.7, as pip and
+    GitHub Action (setup-python) no longer support Python 2.7.
+
+* Packer
+
+  * Packer uses `use_bin_type=True` by default.
+    Bytes are encoded in bin type in msgpack.
+  * The `encoding` option is removed.  UTF-8 is used always.
+
+* Unpacker
+
+  * Unpacker uses `raw=False` by default.  It assumes str types are valid UTF-8 string
+    and decode them to Python str (unicode) object.
+  * `encoding` option is removed.  You can use `raw=True` to support old format (e.g. unpack into bytes, not str).
+  * Default value of `max_buffer_size` is changed from 0 to 100 MiB to avoid DoS attack.
+    You need to pass `max_buffer_size=0` if you have large but safe data.
+  * Default value of `strict_map_key` is changed to True to avoid hashdos.
+    You need to pass `strict_map_key=False` if you have data which contain map keys
+    which type is not bytes or str.

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vllm/lib/python3.10/site-packages/msgpack-1.1.0.dist-info/WHEEL

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+Generator: setuptools (74.1.2)
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vllm/lib/python3.10/site-packages/msgpack-1.1.0.dist-info/top_level.txt

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+msgpack

vllm/lib/python3.10/site-packages/pyasn1-0.6.1.dist-info/INSTALLER

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+pip

vllm/lib/python3.10/site-packages/pyasn1-0.6.1.dist-info/METADATA

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+Metadata-Version: 2.1
+Name: pyasn1
+Version: 0.6.1
+Summary: Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)
+Home-page: https://github.com/pyasn1/pyasn1
+Author: Ilya Etingof
+Author-email: etingof@gmail.com
+Maintainer: pyasn1 maintenance organization
+Maintainer-email: Christian Heimes <christian@python.org>
+License: BSD-2-Clause
+Project-URL: Documentation, https://pyasn1.readthedocs.io
+Project-URL: Source, https://github.com/pyasn1/pyasn1
+Project-URL: Issues, https://github.com/pyasn1/pyasn1/issues
+Project-URL: Changelog, https://pyasn1.readthedocs.io/en/latest/changelog.html
+Platform: any
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Environment :: Console
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Intended Audience :: Telecommunications Industry
+Classifier: License :: OSI Approved :: BSD License
+Classifier: Natural Language :: English
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Topic :: Communications
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown
+License-File: LICENSE.rst
+
+
+ASN.1 library for Python
+------------------------
+[![PyPI](https://img.shields.io/pypi/v/pyasn1.svg?maxAge=2592000)](https://pypi.org/project/pyasn1)
+[![Python Versions](https://img.shields.io/pypi/pyversions/pyasn1.svg)](https://pypi.org/project/pyasn1/)
+[![Build status](https://github.com/pyasn1/pyasn1/actions/workflows/main.yml/badge.svg)](https://github.com/pyasn1/pyasn1/actions/workflows/main.yml)
+[![Coverage Status](https://img.shields.io/codecov/c/github/pyasn1/pyasn1.svg)](https://codecov.io/github/pyasn1/pyasn1)
+[![GitHub license](https://img.shields.io/badge/license-BSD-blue.svg)](https://raw.githubusercontent.com/pyasn1/pyasn1/master/LICENSE.txt)
+
+This is a free and open source implementation of ASN.1 types and codecs
+as a Python package. It has been first written to support particular
+protocol (SNMP) but then generalized to be suitable for a wide range
+of protocols based on
+[ASN.1 specification](https://www.itu.int/rec/dologin_pub.asp?lang=e&id=T-REC-X.208-198811-W!!PDF-E&type=items).
+
+**NOTE:** The package is now maintained by *Christian Heimes* and
+*Simon Pichugin* in project https://github.com/pyasn1/pyasn1.
+
+Features
+--------
+
+* Generic implementation of ASN.1 types (X.208)
+* Standards compliant BER/CER/DER codecs
+* Can operate on streams of serialized data
+* Dumps/loads ASN.1 structures from Python types
+* 100% Python, works with Python 3.8+
+* MT-safe
+* Contributed ASN.1 compiler [Asn1ate](https://github.com/kimgr/asn1ate)
+
+Why using pyasn1
+----------------
+
+ASN.1 solves the data serialisation problem. This solution was
+designed long ago by the wise Ancients. Back then, they did not
+have the luxury of wasting bits. That is why ASN.1 is designed
+to serialise data structures of unbounded complexity into
+something compact and efficient when it comes to processing
+the data.
+
+That probably explains why many network protocols and file formats
+still rely on the 30+ years old technology. Including a number of
+high-profile Internet protocols and file formats.
+
+Quite a number of books cover the topic of ASN.1. 
+[Communication between heterogeneous systems](http://www.oss.com/asn1/dubuisson.html)
+by Olivier Dubuisson is one of those high quality books freely 
+available on the Internet.
+
+The pyasn1 package is designed to help Python programmers tackling
+network protocols and file formats at the comfort of their Python
+prompt. The tool struggles to capture all aspects of a rather
+complicated ASN.1 system and to represent it on the Python terms.
+
+How to use pyasn1
+-----------------
+
+With pyasn1 you can build Python objects from ASN.1 data structures.
+For example, the following ASN.1 data structure:
+
+```bash
+Record ::= SEQUENCE {
+  id        INTEGER,
+  room  [0] INTEGER OPTIONAL,
+  house [1] INTEGER DEFAULT 0
+}
+```
+
+Could be expressed in pyasn1 like this:
+
+```python
+class Record(Sequence):
+    componentType = NamedTypes(
+        NamedType('id', Integer()),
+        OptionalNamedType(
+            'room', Integer().subtype(
+                implicitTag=Tag(tagClassContext, tagFormatSimple, 0)
+            )
+        ),
+        DefaultedNamedType(
+            'house', Integer(0).subtype(
+                implicitTag=Tag(tagClassContext, tagFormatSimple, 1)
+            )
+        )
+    )
+```
+
+It is in the spirit of ASN.1 to take abstract data description 
+and turn it into a programming language specific form.
+Once you have your ASN.1 data structure expressed in Python, you
+can use it along the lines of similar Python type (e.g. ASN.1
+`SET` is similar to Python `dict`, `SET OF` to `list`):
+
+```python
+>>> record = Record()
+>>> record['id'] = 123
+>>> record['room'] = 321
+>>> str(record)
+Record:
+ id=123
+ room=321
+>>>
+```
+
+Part of the power of ASN.1 comes from its serialisation features. You
+can serialise your data structure and send it over the network.
+
+```python
+>>> from pyasn1.codec.der.encoder import encode
+>>> substrate = encode(record)
+>>> hexdump(substrate)
+00000: 30 07 02 01 7B 80 02 01 41
+```
+
+Conversely, you can turn serialised ASN.1 content, as received from
+network or read from a file, into a Python object which you can
+introspect, modify, encode and send back.
+
+```python
+>>> from pyasn1.codec.der.decoder import decode
+>>> received_record, rest_of_substrate = decode(substrate, asn1Spec=Record())
+>>>
+>>> for field in received_record:
+>>>    print('{} is {}'.format(field, received_record[field]))
+id is 123
+room is 321
+house is 0
+>>>
+>>> record == received_record
+True
+>>> received_record.update(room=123)
+>>> substrate = encode(received_record)
+>>> hexdump(substrate)
+00000: 30 06 02 01 7B 80 01 7B
+```
+
+The pyasn1 classes struggle to emulate their Python prototypes (e.g. int,
+list, dict etc.). But ASN.1 types exhibit more complicated behaviour.
+To make life easier for a Pythonista, they can turn their pyasn1
+classes into Python built-ins:
+
+```python
+>>> from pyasn1.codec.native.encoder import encode
+>>> encode(record)
+{'id': 123, 'room': 321, 'house': 0}
+```
+
+Or vice-versa -- you can initialize an ASN.1 structure from a tree of
+Python objects:
+
+```python
+>>> from pyasn1.codec.native.decoder import decode
+>>> record = decode({'id': 123, 'room': 321, 'house': 0}, asn1Spec=Record())
+>>> str(record)
+Record:
+ id=123
+ room=321
+>>>
+```
+
+With ASN.1 design, serialisation codecs are decoupled from data objects,
+so you could turn every single ASN.1 object into many different 
+serialised forms. As of this moment, pyasn1 supports BER, DER, CER and
+Python built-ins codecs. The extremely compact PER encoding is expected
+to be introduced in the upcoming pyasn1 release.
+
+More information on pyasn1 APIs can be found in the
+[documentation](https://pyasn1.readthedocs.io/en/latest/pyasn1/contents.html),
+compiled ASN.1 modules for different protocols and file formats
+could be found in the pyasn1-modules 
+[repo](https://github.com/pyasn1/pyasn1-modules).
+
+How to get pyasn1
+-----------------
+
+The pyasn1 package is distributed under terms and conditions of 2-clause
+BSD [license](https://pyasn1.readthedocs.io/en/latest/license.html). Source code is freely
+available as a GitHub [repo](https://github.com/pyasn1/pyasn1).
+
+You could `pip install pyasn1` or download it from [PyPI](https://pypi.org/project/pyasn1).
+
+If something does not work as expected, 
+[open an issue](https://github.com/epyasn1/pyasn1/issues) at GitHub or
+post your question [on Stack Overflow](https://stackoverflow.com/questions/ask)
+or try browsing pyasn1 
+[mailing list archives](https://sourceforge.net/p/pyasn1/mailman/pyasn1-users/).
+
+Copyright (c) 2005-2020, [Ilya Etingof](mailto:etingof@gmail.com).
+All rights reserved.

vllm/lib/python3.10/site-packages/pyasn1-0.6.1.dist-info/zip-safe

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