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Abstract

st’s advanced concurrency features provide excellent tooling for efficient and safe multi-threaded programming, maximizing your LLM’s throughput potential.</li><li><b>Web Ecosystem:</b> While Rust may be newer relative to languages like Python and JavaScript, its web development ecosystem is growing rapidly. Frameworks like Actix Web and Rocket offer mature solutions for building high-performance REST APIs.</li><li><b>Cross-Platform Compatibility:</b> Applications built with Rust can easily compile to run on virtually any operating system (Windows, Linux, macOS, etc.). This versatility is a tremendous advantage in deployment scenarios.</li></ol><h1 id="0df0">Let’s set the stage</h1><figure id="d2d7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*AcpA4MkKboaPY0ONHHsN2g.jpeg"><figcaption></figcaption></figure><p id="4fe8">To interact with LLMs from Rust programs, there are a few primary methods:</p><ol><li><b>API Clients:</b> Many LLM services provide readily available REST APIs. Rust offers excellent HTTP client libraries, such as <code>reqwest</code>, to facilitate seamless communication with these APIs.</li><li><b>Model Hosting:</b> If you need low-latency or offline access, consider hosting language models directly within your Rust server. Rust bindings exist for popular frameworks like ONNX Runtime, allowing you to load and execute models locally.</li><li><b>Hybrid Approaches:</b> In some cases, a combination of the above approaches might be optimal. Your Rust server could interact with an external API when dealing with larger, more computationally intensive LLMs, while hosting smaller models locally for real-time tasks.</li></ol><h1 id="39fa">Our approach</h1><figure id="5b02"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*yxk1qTnQ9WfTTwKl-p20lg.jpeg"><figcaption></figcaption></figure><p id="c74d">In this design brainstorming session, we’ll outline the conceptual framework and key components for building a Rust-based REST server aimed at serving Language Model (LM) requests efficiently. Our goal is to design a scalable and performant server architecture that can handle various LM-related functionalities such as chat interactions, health checks, and version information retrieval.</p><h1 id="c75f">Problem Definition</h1><p id="8384"><b>Goal:</b> Establish a clear objective for our server. Possibilities include:</p><ul><li>Providing a central point of access and control for one or more large language models.</li><li>Offering an API layer for other applications to leverage LLM capabilities easily.</li><li>Abstracting away platform-specific LLM details behind a simple REST interface.</li></ul><h1 id="93e8">Target Users:</h1><p id="822d">Who are we building this server for?</p><ul><li>Developers building LLM-powered applications.</li><li>Data scientists conducting experiments with LLMs.</li><li>Int

Options

ernal services within an organization that need LLM functionality.</li></ul><h1 id="40ab">Design Thinking for a Rust LLM REST Server</h1><ol><li>Project Structure:</li></ol><p id="692a">We’ll start by defining the overall project structure, including modules, dependencies, and project organization. This involves setting up a Cargo-based project with appropriate dependencies for handling HTTP requests, JSON serialization, and any required LM-related functionality.</p><p id="08d8">2. Endpoint Design:</p><p id="347b">Next, we’ll design the REST API endpoints that our server will expose. Key endpoints may include:</p><ul><li><code>/api/query</code>: Endpoint for handling chat interactions with the Language Model.</li><li><code>/api/health</code>: Endpoint for performing health checks to ensure the server is running smoothly.</li><li><code>/api/app/version</code>: Endpoint for retrieving version information of the server application.</li></ul><p id="7e21">Each endpoint will have specific request/response formats and logic for handling incoming requests and generating appropriate responses.</p><p id="5660">3. Language Model Integration:</p><p id="cfb7">We’ll integrate the Language Model functionality into our server to handle chat interactions. This may involve leveraging existing LM libraries or implementing custom logic to interact with the LM backend.</p><p id="7166">4. Error Handling:</p><p id="51e4">Error handling is crucial for ensuring the reliability of our server. We’ll design robust error handling mechanisms to gracefully handle errors and return meaningful error responses to clients.</p><p id="4375">5. Concurrency and Performance:</p><p id="2b52">Rust’s concurrency features will be leveraged to ensure our server can handle multiple requests concurrently without compromising performance or safety. We’ll design our server to efficiently utilize system resources and minimize latency.</p><p id="b4f6">6. Configuration and Deployment:</p><p id="ee30">We’ll design our server to be configurable and deployable in various environments. This involves defining configuration options for server settings such as port number, log levels, and any other relevant parameters.</p><p id="e1e2">7. Testing and Quality Assurance:</p><p id="0a99">Comprehensive testing will be an integral part of our design process. We’ll plan for unit tests, integration tests, and possibly end-to-end tests to ensure the reliability and correctness of our server implementation.</p><p id="647b">Conclusion:</p><p id="860d">This design brainstorming session provides a high-level overview of the key components and considerations involved in building a Rust-based REST server for serving Language Model requests. By carefully planning and designing our server architecture, we can create a robust and scalable platform for handling LM interactions effectively.</p></article></body>

POETRY | PROMPT | OCTOBER

‘O’ is for October

Paper Poetry Month-long Prompt for October 2022

When the air gets crisp and cold

And the earth is painted in gold

the beautiful ‘ber’ months unfold.

Hello dear friends,

The onset of autumn sure stirs the tender senses of the soulful poets. I think you would agree. We are waving goodbye to the first ‘ber’ month after floating in the September Verses.

Let’s Float on September Verses

Paper Poetry Month-long Prompt for September 2022

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It has indeed been a September to remember with your lovely September verses. Let’s show some love ❤️ to our fellow poets.

September Verses prompt poems

👉Lily Blushed Golden in Dawn Light- by Carolyn Hastings 👉Bittersweet — by Dr. Fatima Imam 👉Revival — by Dr. Fatima Imam 👉Roe v. Wade and FASD — by Carolyn Hastings 👉Unquestionable — by Dr. Fatima Imam 👉Life in Death — by James G Brennan 👉September Ways — by Monoreena Acharjee Majumdar 👉We Can’t Follow You — by Toni Crowe 👉I’ll Rise — by Carolyn Hastings 👉Be Roriferous-Coruscate — by Jenine "Jeni" Bsharah Baines 👉Entwined — by Mia Verita 👉Salt Lake Ditty — by Raine Lore 👉Pantomime — by Dr. Fatima Imam 👉A Leaf at Dawn — by William J Spirdione 👉Avoidance — by Dr. Fatima Imam 👉Lemon — by Carolyn Hastings 👉Manifestation — by William J Spirdione 👉Bubbles of If — by Indubala Kachhawa 👉Frames — by Dr. Fatima Imam 👉Lemons Visited — by Denise Darby 👉Wow! My Stats Have Gone Sky High! — by Carolyn Hastings 👉A Lake In Front of Me — by Suntonu Bhadra 👉Autumn’s Gift — by Shereen Bingham 👉Serendipity — by William J Spirdione 👉Zenith — by Paroma Sen

Paper Poetry heartily thanks and applauds all the creative collaborators for the September verses 🙌.

‘October’ Prompt

In the month of pumpkin and Halloween, we bring yet another ‘ber’ month prompt,

‘O’ is for October’

Look around, the yellow, orange, and red leaves of autumn are guiding us to let go, there is a beauty in letting gO.

Emphasize O as you say let gO. And as we let gO, O gives us peace, ‘O’ is for October’, let it gO!

Prompt Details

👉 Prompt: ‘O’ is for October’

👉 Task: choose a keyword starting with ‘O’ and include it in a poem Keyword examples: Object, Ocean, Obstacle, Origin, Olive, Often, Onism (please note: function words like ‘of, on, or’ can be used in your poem but cannot be your ‘o’ keyword)

👉 Period: 1st — 31st October 2022

👉 Style/Form: whatever form you decide — haiku, monoku, twittle, free verse, sonnet, epigraphic, micro poetry, prose poetry — your pick.

👉 You can certainly include a background story about the writing process, what motivated you to choose the theme/write the poem, etc.

👉 Word limit: Minimum 5 words, maximum 500 words (poetry content)

👉 Title/subtitle/kicker: please use ‘O is for October’ as the kicker; your choice of title and subtitle that relate to the theme/s you are writing about

👉 Tags: Please use the ‘‘O’ is for October’ tag when submitting your poem.

👉 Image: Minimum one image, maximum two images (must incorporate a handwritten/handcrafted element in either paper or digital format, for clarification, please explore Paper Poetry’s submission guidelines). If you are using two images, at least one of the images has to follow Paper Poetry guidelines, whereas the other one can be from a free-to-use source (i.e., Unsplash, Pexels, etc.).

👉 Extensions: Please include a promotional link to this prompt and invite (@ handle tag) one other poet to join the prompt.

👉 Submission timeline: Saturday, October 1 (UTC-10hrs, the Cook Islands midnight) — closing Monday, October 31 (UTC-10hrs, Cook Islands 11:59 pm)

New Writers are welcome: If you are new to Paper Poetry and want to join the fun, please leave a comment requesting to be added as a writer; or email us at [email protected].

Sign up for our newsletter: To ensure you never miss our prompt announcements, subscribe to our newsletter, Paper Poetry Sparks. Please find the sign-up form at the end of this post.

Enjoy the ‘ber’ months while they are here.

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