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OpenChatKit includes an instruction-tuned 20 billion parameter language model called GPT-NeoXT-Chat-Base-20B, a 6 billion parameter moderation model, and an extensible retrieval system for including up-to-date responses from custom repositories. It was trained on the OIG-43M training dataset, which was a collaboration between Together, LAION, and Ontocord.ai. Much more than a model release, this is the beginning of an open source project. We are releasing a set of tools and processes for ongoing improvement with community contributions.In this doc, you'll find steps for:Training an OpenChatKit modelTesting inference using the modelAugmenting the model with additional context from a retrieval indexContentsRequirementsPre-trained WeightsDatasetsData ContributionsPretrained Base ModelTraining and Finetuning(Optional) 8bit AdamTrain GPT-NeoX-Chat-Base-20BConverting Weights to Huggingface FormatInferenceMonitoringLoguruWeights & BiasesExperimental: Retrieval-Augmented ModelsAcknowledgementsRequirementsBefore you begin, you need to install PyTorch and other dependencies.Install Miniconda from their website.Install Git LFS from their website.Install the git lfs hooks.Install mamba in the base environment so it's available in all environments.conda install mamba -n base -c conda-forgeCreate an environment called OpenChatKit using the environment.yml file at the root of this repo.mamba env create -f environment.yml Activate the new conda environment.conda activate OpenChatKitPre-trained WeightsGPT-NeoXT-Chat-Base-20B is a 20B-parameter variant of GPT-NeoX, fine-tuned on conversational datasets. We are releasing pre-trained weights for this model as togethercomputer/GPT-NeoXT-Chat-Base-20B on Huggingface.More details can be found on the model card for GPT-NeoXT-Chat-Base-20B on Huggingface.DatasetsThe chat model was trained on the OIG dataset built by LAION, Together, and Ontocord.ai. To download the dataset from Huggingface run the command below from the root of the repo.python data/OIG/prepare.pyOnce the command completes, the data will be in the data/OIG/files directory.Data ContributionsYou can help make this chat model better by contributing data! See the OpenDataHub repo for more details.Pretrained Base ModelAs mentioned above, the chat model is a fine-tuned variant of GPT-NeoX-20B from Eleuther AI. To download GPT-NeoX-20B and prepare it for fine tuning, run this command from the root of the repo.python pretrained/GPT-NeoX-20B/prepare.pyThe weights for this model will be in the pretrained/GPT-NeoX-20B/EleutherAI_gpt-neox-20b.In case you want to fine-tune other gpt-neox models, e.g. the Pythia model suite, you can specify the HF model name, for example:python pretrained/GPT-NeoX-20B/prepare.py --model-name EleutherAI/pythia-6.9b-dedupedAnd the weights for this model will

Say hello to ChatBox, your intelligent AI chatbot built on cutting-edge chat models. This all-in-one AI assistant is here to assist with everything from writing and problem-solving to brainstorming and more!What can this AI chat app do? Numerous tasks! ChatBox can become your:AI TEXT GENERATION TOOLThis AI writing assistant can craft compelling speeches, catchy song lyrics, and engaging text messages. More than just a chatbot, it’s also a skilled AI essay writer, capable of proofreading, refining, and elevating the style of any text!AI IMAGE GENERATORThis AI photo generator can convert any text to image. Ready to create your first AI art with ChatBox?DOC CENTERRewrite, translate, or summarize your files effortlessly with the help of your pocket AI chat! Upload documents in any format: PDFs, Word files, images, and more.IMAGE-TO-TEXT CONVERTERShare any photo or screenshot in the AI chat, and ChatBox's text recognizer will extract the text using OCR!CREW OF AI ASSISTANTSChatBox isn't just a one-trick AI chatbot—it's got a whole squad of personal assistants. Whether you're willing to explore legal issues or just expand your knowledge, your AI sidekick has got you.AI SUMMARY CREATORChatBox is like a summarizing superhero, developed on DeepSeek, Claude, and GPT-4o! It can condense long pieces into concise summaries and help you get the gist of any document. Plus, this AI bot can create summaries of PDF files and web pages!AI PRODUCTIVITY PARTNERNeed to create a sales email or a business proposal? With the chatbot's AI email generator feature, it’s a snap. Or maybe you’re searching for a job? ChatBox’s AI resume builder is at your disposal. With this AI message generator and cover letter creator by your side, professional communication will be a breeze!AI HOMEWORK HELPERChatBox, built on DeepSeek, Gemini, Claude, and GPT-4o, simplifies complex math with step-by-step explanations. This smart AI solver also helps with Chemistry, Biology, and English.AI VISIONNeed the recipe for a dish? A catchy caption for a photo? Refurnishing tips for your room? Just upload an image and let AI Vision do the work.AI MUSIC GENERATORSimply choose the desired genre (rap, pop, rock, etc.) and duration, and this AI song generator will create a piece of music for you.COLLECTION OF PROMPTSAccess a library of curated prompts for any task—be it scripting a viral video, drafting a CV, or brainstorming creative ideas. These prompts, built on GPT-4o mini, GPT-4o, and Claude, unlock inspiration and simplify your workflow!AI STORY GENERATORDive into the world

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Benefits, but none that go far and beyond what Gemini can accomplish.With a ChatGPT Plus subscription that costs $20 per month, you get higher file upload limits, advanced voice mode, access to latest AI models, Deep Research, and the ability to create custom GPT agents. Gemini offers all those facilities, and then some more, for the same price.Nadeem Sarwar / Digital TrendsIf you get a Gemini Advanced subscription via the Google One AI Premium plan, you get access to a handful of extra perks such as 2TB of cloud storage, the latest Gemini 2.0 series models, NotebookLM Plus access, and a rewarding integration across all Google products.Deep Research, in particular, is my favourite. With a single click, I can export the entire research material into a Doc file, and turn it into an immersive podcast using Notebook LM without ever leaving the Google ecosystem.The sum total of the arguments here is that Gemini not only offers better value over Siri, both quantitative and qualitative, but also ease of access.For a tool developed with the sole intent of making our lives easier, it’s a fundamental win. It’s just a shame that a Google tool is doing it better on iPhones than Apple’s once-pioneering AI assistant.

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