research
SSVM
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research
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Cloud, Why So Difficult?
In this insightful article, Elad Ben-Israel, the mind behind the CDK, shares his love for the cloud, but also his frustrations with the complexity of building cloud applications. The challenges he identifies include:1. Focus on non-functional mechanics: The need to understand and manage cloud platform mechanics instead of focusing on building valuable features for users.2. Lack of independence: Developers often need to rely on others to handle parts of the deployment process or to resolve issues, interrupting their work flow.3. Delayed feedback: The current iteration cycle in cloud development can take minutes or even longer, significantly slowing down the development process and making it harder for developers to stay in their flow state.## It's not just a rantElad is not just ranting about cloud development. He proposes a solution in the form of a programming language for the cloud. This language would treat the entire cloud as its computer. The language compiler will be able to see the complete cloud application, unbound by the limits of individual machines. Such a compiler would be able to handle a significant portion of the application's non-functional aspects, enabling developers to operate at a more abstract level, thus reducing complexity and promoting autonomy. Moreover, it could expedite iteration cycles by allowing to compile applications to quick local simulators during the development process. ## The Winglang ProjectElad reveals that he's in the process of developing such an open-source, “cloud-oriented” language, dubbed Winglang. Wing aims to improve the developer experience of cloud applications by enabling developers to build distributed systems that leverage cloud services as first-class citizens. This is achieved by integrating infrastructure and application code in a secure, unified programming model. Wing programs can be executed locally via a fully-functional simulator or deployed to any cloud provider.## My Interest in WinglangI, together with a group of dedicated contributors, joined forces with Elad to develop Winglang.While still in Alpha and not yet ready for production use, it's already possible to build some real applications.Check out https://github.com/winglang/wing for more details.
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A Manifesto for Cloud-Oriented Programming from the creator of the CDK
## My Interest in Winglang I, together with a group of dedicated contributors, joined forces with Elad to develop Winglang. While still in Alpha and not yet ready for production use, it's already possible to build some [real applications](https://github.com/winglang/research/tree/main/dogfooding).
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Cloud, why so difficult? 🤷♀️
We have been working on Wing for almost a year now, and I am excited to invite you to check it out and let me know what you think. While still in Alpha and not yet ready for production use, it's already possible to build some real applications with it.
SSVM
- A WASM runtime for running LLMs locally
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Time-series data ingestion from Rust WebAssembly application, leveraging GreptimeDB and WasmEdge
WasmEdge GitHub address: https://github.com/WasmEdge/WasmEdge.
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Orca-2-13B Runs Directly on Rust+WASM – No Python/C++ Hassles
I see that they recently changed the intro of WasmEdge on Github [1] to " WasmEdge is the easiest and fastest way to run LLMs on your own devices. "
Since it's a wasm runtime capable of many things I find bizarre that they now start describing it with a ultra-specific use case
- [1] https://github.com/WasmEdge/WasmEdge
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Run LLMs on my own Mac fast and efficient Only 2 MBs
Mmm…
The wasm-nn that this relies on (https://github.com/WebAssembly/wasi-nn) is a proposal that relies of arbitrary plugin backends sending arbitrarily chunks to some vendor implementation. The api is literally like set input, compute, set output.
…and that is totally non portable.
The reason this works, is because it’s relying on the abstraction already implemented in llama.cpp that allows it to take a gguf model and map it to multiple hardware targets,which you can see has been lifted here: https://github.com/WasmEdge/WasmEdge/tree/master/plugins/was...
So..
> Developers can refer to this project to write their machine learning application in a high-level language using the bindings, compile it to WebAssembly, and run it with a WebAssembly runtime that supports the wasi-nn proposal, such as WasmEdge.
Is total rubbish; no, you can’t.
This isn’t portable.
It’s not sandboxed.
If you have a wasm binary you might be able to run it if the version of the runtime you’re using happens to implement the specific ggml backend you need, which it probably doesn’t… because there’s literally no requirement for it to do so.
There’s a lot of “so portable” talk in this article which really seems misplaced.
- Security Slam 2023: Contribute to WasmEdge and Elevate Open Source Security
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Requiem for a Stringref
WasmEdge isn't there yet: https://github.com/WasmEdge/WasmEdge/issues/1122#issuecommen...
- Should You Be Scared of Unix Signals?
- WasmEdge 0.13.0: Unified CLI, ARM Support and Migrating Extensions to Plugins
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ChatGPT-powered code review bot to boost your PR merge. Deploy in 5 mins
Example 1: Analyze the content and risks of each commit in the PR. Then make a summary. https://github.com/WasmEdge/WasmEdge/pull/2394#issuecomment-...
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Cloud, Why So Difficult?
There has also been a few "cloud-native" runtimes based on WASM, like WasmEdge but there's a few others (can't remember their names!)...