Sahil Chaudhary @csahil28 Twitter profile

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Sahil Chaudhary

@csahil28

1 year

Past weekend I finetuned LLaMA 7B and 13B following the Stanford Alpaca repo, on 20k code generation/editing/optimization instructions. The 13B model performs impressively at small-scoped well defined insttructions. I have released the code and data here -

GitHub - sahil280114/codealpaca

Contribute to sahil280114/codealpaca development by creating an account on GitHub.

github.com

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Sahil Chaudhary

@csahil28

1 year

Releasing instruct-codegen-16B today. It is a finetuned version of codegen-16B-multi on a dataset of 250k alpaca style codegen instruction samples, and achieves a pass @1 of 37.1%

sahil2801/instruct-codegen-16B · Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

1 year

CodeAlpaca dataset now available on @huggingface hub -

sahil2801/CodeAlpaca-20k · Datasets at Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

11 months

Excited to announce that I'm building @GlaiveAI , helping companies train use-case specific small language models with the help of synthetic data with the goal of commoditising language models

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Sahil Chaudhary

@csahil28

1 year

Built a gradio demo to try out CodeAlpaca on huggingface spaces -

CodeAlpaca - a Hugging Face Space by sahil2801

huggingface.co

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Sahil Chaudhary

@csahil28

9 months

Really excited to share that @glaiveAI has raised a $3.5M seed round led by @sparkcapital with participation from @villageglobal and @amasad

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Sahil Chaudhary

@csahil28

8 months

Releasing a new code model and dataset today, glaive-coder-7b and the 130k+ samples used to train the model licensed as apache-2.0. Instead of just reporting the benchmarks, we also release the Code Models Arena to change the way we evaluate code models.

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Sahil Chaudhary

@csahil28

11 months

Finetuned replit-code-3B on a glaive generated dataset consisting of 1B tokens gets pass @1 of 63.5

sahil2801/replit-code-instruct-glaive · Hugging Face

huggingface.co

Teknium (e/λ)

@Teknium1

11 months

Okay so @csahil28 , the maker of codealpaca and now running the company Glaive, made a dataset of 1B tokens on code generation. It makes Replit3B outperform every opensource code model in the HumanEval benchmark (Code Gen Benchmark). Benchmark has been replicated by @abacaj

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Sahil Chaudhary

@csahil28

9 months

Along with the announcement, releasing a 2.7B open source model with similar function calling abilities as gpt-3.5 while being significantly smaller.

glaiveai/glaive-function-calling-v1 · Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

1 year

For anyone wanting to use CodeAlpaca as an api, you can deploy this template on @BananaDev_ in <5 mins -

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Sahil Chaudhary

@csahil28

1 year

@O42nl Nothing beats GPTrillion

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Sahil Chaudhary

@csahil28

2 years

Working on some very exciting tech @BananaDev_ to unlock a true serverless gpu experience, this is what cold starts on banana are gonna look like soon

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Sahil Chaudhary

@csahil28

1 year

Really impressive model, try it out on banana -

Google Colab Notebook

Run, share, and edit Python notebooks

colab.research.google.com

AK

@_akhaliq

1 year

Riffusion, real-time music generation with stable diffusion @huggingface model: project page:

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Sahil Chaudhary

@csahil28

1 year

Starting a blog series on how to write CUDA kernels to improve model performance, first one is an introduction to basic concepts and terms

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Sahil Chaudhary

@csahil28

7 months

@minimaxir released an open source function calling model + data couple months ago Also working on the next version of the model with @abacaj

glaiveai/glaive-function-calling-v1 · Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

1 year

Img2Prompt is now live on Product Hunt! Check it out and make sure to give it an upvote

Img2Prompt - Product Information, Latest Updates, and Reviews 2024 | Product Hunt

You ever look at a SD image and think to yourself…how could I ever make something that good? Not anymore! Img2Prompt lets you generate prompts based on Stable Diffusion images to help you replicate...

www.producthunt.com

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Sahil Chaudhary

@csahil28

8 months

Rankings are now live on the Glaive Code Arena, seeing some interesting results

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Sahil Chaudhary

@csahil28

11 months

Though human eval isn’t necessarily indicative of how good the model will do for users in real life use cases, having a pass @1 higher than all open source models with just a 3B model and 1B tokens shows how good small models can get given high quality data

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Sahil Chaudhary

@csahil28

9 months

You can run the glaive-function-calling model in production using @BananaDev_

Banana

@BananaDev_

9 months

You may have seen @csahil28 announcement for @GlaiveAI and his new 2.7B open source chat model with function calling abilities. Well, we've got a playground in which you can try it out right now: 🔗

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Sahil Chaudhary

@csahil28

1 year

Time for a whisper hackathon- I’m sharing the model key to call whisper hosted on banana, free to use over the weekend . Use it to build a project and share your demo here by Sunday. Best demo gets $100 worth of @BananaDev_ credits

Whisper hackathon | Notion

Following are the credentials and script to call whisper hosted on Banana. It runs whisper large v2 (same as openAI api)

banana-dev.notion.site

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Sahil Chaudhary

@csahil28

11 months

Also, no closed source api was used for data generation

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Sahil Chaudhary

@csahil28

2 years

@_dmca @Suhail @BananaDev_ We have stable diffusion inferences running in ~2 secs (~5sec with cold boot), let me know if you’d like to try turboboot -

Erik Dunteman 🍌

@erikdunteman

2 years

Introducing @BananaDev_ GPU TurboBoot 🔥🥾 Get 1 second cold boots for large ML models.🤯 yes, REALLY. (we spent months on this) Here's a clip of Stable Diffusion cold boot AND inference in <4.5s. TurboBoot beta access here👇

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Sahil Chaudhary

@csahil28

1 year

reached front page of HN

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Sahil Chaudhary

@csahil28

1 year

The data for this was not generated using any LLM api so this model is fully suitable for commercial use as well.

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Sahil Chaudhary

@csahil28

1 year

Reducing cold boot time has always been one of the most important engineering problems at @BananaDev_ , and with turboboot we make significant progress towards a serverless experience for gpus which is as fast as having always on machines

Banana

@BananaDev_

1 year

Announcing, Turboboot. 🎉🍌 For a year we’ve been grinding R&D, on a quest to reduce serverless GPU cold boots. Turboboot is the result. This new orchestrator now powers Banana's serverless GPUs, and is available for ALL customers. details:

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Sahil Chaudhary

@csahil28

11 months

@RickLamers @Teknium1 @goofirnoth @abacaj I’ll be publishing the data (hopefully) within this week, i verified fully that there are no exact matches with human eval

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Sahil Chaudhary

@csahil28

11 months

This is why I decided to build Glaive, to help companies get high quality data at a fraction of the cost and time and train small models on this data, achieving higher quality, lower latency and reduced costs than LLM APIs

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Sahil Chaudhary

@csahil28

2 years

checkout- Generate research (abstracts, for now) using AI, going to add full length paper generations soon

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Sahil Chaudhary

@csahil28

1 year

You can try out the model using the web demo- and also on banana -

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Sahil Chaudhary

@csahil28

11 months

While I'm looking forward to this new adventure, I'm sad about leaving the wonderful people @BananaDev_ , I've learnt a lot over the past couple years and did some of the best work of my life along with them

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Sahil Chaudhary

@csahil28

1 year

Build a tool to get prompts from stable diffusion generated images -

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Sahil Chaudhary

@csahil28

1 year

The data was generated using text-davinci-003, similar to Alpaca, using a slightly modified initial prompt -

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Sahil Chaudhary

@csahil28

9 months

DM if you’re interested in this

Matt Shumer

@mattshumer_

9 months

. @csahil28 and I may have access to a 32x A100 80GB cluster for 6 months. Looking for a few startups that might want to go in on it together and share the time. More details below. DM me if interested.

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Sahil Chaudhary

@csahil28

1 year

@amasad @Teknium1 Just ran and got pass @1 of 0.262

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Sahil Chaudhary

@csahil28

1 year

For no specific reason, my go to test for a new llm is always to have it explain CUDA and write basic kernels. I just generated a 4 part cuda tutorial series using GPT-4 in under 30 mins, and it's pretty good when compared to other models i've tried -

CUDA Tutorials | Notion

Built with Notion, the all-in-one connected workspace with publishing capabilities.

sahil-ch.notion.site

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Sahil Chaudhary

@csahil28

6 years

Just Published! Discussed how iOS 12 and the new iPhone series will impact on-device machine learning from a developers perspective

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Sahil Chaudhary

@csahil28

1 year

Run StableLM in prod using @BananaDev_

Banana

@BananaDev_

1 year

StableLM is here! 👀🔥 deploy it in minutes with our template 👇

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Sahil Chaudhary

@csahil28

1 year

👀

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Sahil Chaudhary

@csahil28

10 years

I’m following France versus Germany in the FIFA Global Stadium #FRAGER #worldcup #joinin http://t.co/LqXHss8EKV

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Sahil Chaudhary

@csahil28

2 years

only 🥕 demo that matters

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Sahil Chaudhary

@csahil28

9 months

@erikdunteman @swyx @NaderLikeLadder @latentspacepod @mattshumer_ @CyrusHakha @danielgross Hopefully very soon

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Sahil Chaudhary

@csahil28

9 months

@tomchapin @jxnlco Working on building this @GlaiveAI

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Sahil Chaudhary

@csahil28

9 months

@far__el

glaiveai/glaive-function-calling · Datasets at Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

6 years

I just published “Neural Networks in 5 Minutes”

Neural Networks in 5 Minutes

Neural networks are an integral part of machine learning and the number of people wanting to learn about them is increasing rapidly. There…

medium.com

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Sahil Chaudhary

@csahil28

11 months

Having spent past 2 years building ML hosting infra @BananaDev_ I worked with companies to get their models in prod, and saw patterns emerge where companies want to move to custom models but are bottlenecked by high quality use-case specific data

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Sahil Chaudhary

@csahil28

6 years

A really nice way to learn about sql injections using swift playgrounds!

Harshita Arora

@aroraharshita33

6 years

I created Alice in codeLand for WWDC '18 student scholarships. It's an offline hacker simulator and a fun story of a hacker that teaches about SQL injections. Check it out here: … And video Feedback is welcome :)

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Sahil Chaudhary

@csahil28

2 years

@erikdoingthings Probably more credit than I deserve but it’s twitter so I’ll take it

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Sahil Chaudhary

@csahil28

1 year

@ajohansson1981 Not yet, but I’ll probably release it soon

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Sahil Chaudhary

@csahil28

5 years

Some really cool apps in the list!

Fritz AI

@fritzlabs

5 years

Contributor @thesupercoder_ put together this excellent list that represents some of his favorite #iOS camera apps in 2018—photos, videos, GIFs, and more. Some really cool tools in here!

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Sahil Chaudhary

@csahil28

2 years

Can confirm the hype, super excited for this

Erik Dunteman 🍌

@erikdunteman

2 years

Convinced our founding engineer to move to Mexico City. He arrives Thursday. Very big hype.

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Sahil Chaudhary

@csahil28

11 months

@amasad @khandelia1000 @Teknium1 I fixed the early cutoff problem here by adding logit bias so it doesn’t generate the eos token earlier, should improve quality

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Sahil Chaudhary

@csahil28

1 year

@CubanBTC I use @LambdaAPI , they are the best cloud provider for gpus in my opinion

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Sahil Chaudhary

@csahil28

6 years

I got "You're a Threat Researcher." on "Are you a cybersecurity superstar?". What about you?

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Sahil Chaudhary

@csahil28

1 year

Finetuned our carrot image-captioning model on a dataset of stable diffusion prompt-image pairs. Carrot has excellent captioning capabilities and after being trained on SD prompts it seems to do very well on predicting prompts

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Sahil Chaudhary

@csahil28

1 year

Will aim to write 1 tutorial per week, probably on weekends, I usually avoid writing of any kind so this is going to be a fun challenge

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Sahil Chaudhary

@csahil28

1 year

@osanseviero @OrenElbaum @nxz1z @BananaDev_ @huggingface Yeah it took a long time uploading to HF hub, but the huggingface_hub package made it simple 😁

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Sahil Chaudhary

@csahil28

2 years

@erikdoingthings Very grateful to be working with you guys and the entire @BananaDev_ team, looking forward to many more amazing years

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Sahil Chaudhary

@csahil28

1 year

This runs whisper large-v2 (same as openai api) hosted on Banana turboboot, with extremely fast cold boots and in most cases comparable (if not faster) inference speed to openai api

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Sahil Chaudhary

@csahil28

5 months

@Teknium1 @abacaj @artificialguybr @main_horse Training on glaive-code-assistant data right now

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Sahil Chaudhary

@csahil28

2 years

👀

Erik Dunteman 🍌

@erikdunteman

2 years

Introducing @BananaDev_ GPU TurboBoot 🔥🥾 Get 1 second cold boots for large ML models.🤯 yes, REALLY. (we spent months on this) Here's a clip of Stable Diffusion cold boot AND inference in <4.5s. TurboBoot beta access here👇

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Sahil Chaudhary

@csahil28

1 year

@wasauce You can deploy custom repos on banana so you can implement any pre/post processing, or any form of batching on top of whisper and deploy that. Aim is to enable generic api level performance on all models running on banana

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Sahil Chaudhary

@csahil28

8 months

Arena - Model - Data -

glaiveai/glaive-code-assistant · Datasets at Hugging Face

huggingface.co

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Sahil Chaudhary

@csahil28

1 year

@O42nl @NVIDIAAI . @erikdunteman we should probably look into open sourcing banana_model_utils, comparable performance and easier to use

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Sahil Chaudhary

@csahil28

8 months

Check them out here -

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Sahil Chaudhary

@csahil28

2 years

This is true, and feels great

Erik Dunteman 🍌

@erikdunteman

2 years

“Being in a startup at this stage is like being popular in high school” @csahil28 , who’s DMs are still clogged up with people wanting TurboBoot

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Sahil Chaudhary

@csahil28

4 years

Just wrote a tutorial for flutter and tflite, check it out-

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Sahil Chaudhary

@csahil28

1 year

Example- "astronaut riding a horse on mars, desert in the background, soft cinematic lighting, 8k, artstation, octane render, cinema 4 dv"

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Sahil Chaudhary

@csahil28

2 years

@erikdoingthings All thanks to the wonderful team and culture we have @BananaDev_ , enabling people to do their best!

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Sahil Chaudhary

@csahil28

6 years

#12DaysOfHacks @clarifai Loving this

Clarifai

@clarifai

6 years

On the sixth day of #12DaysOfHacks , @clarifai gave to me six trash items sorted automatically 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack to bounties @clarifai .com for a chance to win @shopforce1rc drone!

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Sahil Chaudhary

@csahil28

1 year

@Teknium1 This is great, I’ll try and train this further on the 250k samples

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Sahil Chaudhary

@csahil28

1 year

@sethforsgren Would you like to host the public demo on @BananaDev_ , here’s a colab to try it out

Google Colab Notebook

Run, share, and edit Python notebooks

colab.research.google.com

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Sahil Chaudhary

@csahil28

11 months

@ajohansson1981 @Teknium1 I have a deduped version of that here -

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Sahil Chaudhary

@csahil28

6 years

Great opportunity!

Fritz AI

@fritzlabs

6 years

Mobile devs and machine learners—Heartbeat has a new, updated call for contributors! Check it out and become a leading voice in mobile machine learning.

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Sahil Chaudhary

@csahil28

6 years

#12DaysOfHacks @clarifai Wanting to win oodles of swag

Clarifai

@clarifai

6 years

On the second day of #12DaysOfHacks , Clarifai gave to me two carbon footprints from our AI @Terrabeasts 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack for a chance to win @shopforce1rc drone

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Sahil Chaudhary

@csahil28

2 years

Our new vision-language model api is live on @ProductHunt , check it out-

Carrot - Product Information, Latest Updates, and Reviews 2024 | Product Hunt

Carrot is a model built by Plaintain Labs and hosted on Banana.dev The inspiration came from seeing general purpose text models like GPT3 and asking "can we do this for computer vision too?"

www.producthunt.com

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Sahil Chaudhary

@csahil28

2 years

@analyseian @BananaDev_ Had rate limited it, should be good now

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Sahil Chaudhary

@csahil28

11 months

@ajohansson1981 @Teknium1 I did but have had multiple runs failed so will try to try again soon

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Sahil Chaudhary

@csahil28

6 years

5th day in a row. Some great hacks. @clarifai #12DaysOfHacks

Clarifai

@clarifai

6 years

On the fifth day of #12DaysOfHacks , Clarifai gave to me five gift recommendations for my friends and family 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack for a chance to win @shopforce1rc drone

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Sahil Chaudhary

@csahil28

1 year

@ajohansson1981 @Teknium1 Will start the training run today

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Sahil Chaudhary

@csahil28

8 months

Given the recent questions around benchmarks for code models, it is clear that existing benchmarks are not sufficient and this is why we release the Code Models Arena, to let users vote on model outputs so we can have a better understanding of user preference on code models.

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Sahil Chaudhary

@csahil28

2 years

Model is great, hosting is even better

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Sahil Chaudhary

@csahil28

6 years

#12DaysOfHacks @clarifai New hacks daily. I’m lovin it.

Clarifai

@clarifai

6 years

On the eighth day of #12DaysOfHacks , Clarifai gave to me eight brand new amazing recipes 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack to bounties @clarifai .com for a chance to win @shopforce1rc drone!

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Sahil Chaudhary

@csahil28

5 months

@artificialguybr @Teknium1 @abacaj @main_horse 32 H100s

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Sahil Chaudhary

@csahil28

1 year

These are by no means perfect, but all previous models (including chatGPT) required a lot of prompting to generate usable kernels, but with gpt4 the quality of code and explanations generated with absolutely minimal prompts is amazing

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Sahil Chaudhary

@csahil28

1 year

@erikdunteman Yes

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Sahil Chaudhary

@csahil28

6 years

@clarifai #12DaysOfHacks Oodles of swag on the line

Clarifai

@clarifai

6 years

On the fourth day of #12DaysOfHacks , Clarifai gave to me four sign language translations 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack for a chance to win @shopforce1rc drone

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Sahil Chaudhary

@csahil28

5 years

@maxcodes1 Yeah TunnelBear is good

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Sahil Chaudhary

@csahil28

2 years

@jajoosam Yeah gpt-j for now, will experiment with a bigger model next

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Sahil Chaudhary

@csahil28

6 years

I just published “Building the new internet”

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Sahil Chaudhary

@csahil28

6 years

@clarifai #12DaysOfHacks Some great hacks on show

Clarifai

@clarifai

6 years

On the tenth day of #12DaysOfHacks , Clarifai gave to me ten parking spots for my auto car - yippee! 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack to bounties @clarifai .com for a chance to win @shopforce1rc drone!

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Sahil Chaudhary

@csahil28

6 years

I just published “Future of AI”

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Sahil Chaudhary

@csahil28

6 years

Checkout my new article on mental health and AI #ArtificialInteligence #blogging

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Sahil Chaudhary

@csahil28

7 years

Lionel Richie says “Hello” to startup investing

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Sahil Chaudhary

@csahil28

6 years

#12DaysOfHacks @clarifai Final day Oodles of swag on the line

Clarifai

@clarifai

6 years

On the twelfth day of #12DaysOfHacks , Clarifai gave to me 12 perfect background tunes for my videos 🎁 RT w/ @Clarifai + #12DaysOfHacks for a chance to win swag 📱 Submit your own hack to bounties @clarifai .com for a chance to win @shopforce1rc drone!