Haystack

Haystack

deepset
+
+

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About

Apply the latest NLP technology to your own data with the use of Haystack's pipeline architecture. Implement production-ready semantic search, question answering, summarization and document ranking for a wide range of NLP applications. Evaluate components and fine-tune models. Ask questions in natural language and find granular answers in your documents using the latest QA models with the help of Haystack pipelines. Perform semantic search and retrieve ranked documents according to meaning, not just keywords! Make use of and compare the latest pre-trained transformer-based languages models like OpenAI’s GPT-3, BERT, RoBERTa, DPR, and more. Build semantic search and question-answering applications that can scale to millions of documents. Building blocks for the entire product development cycle such as file converters, indexing functions, models, labeling tools, domain adaptation modules, and REST API.

About

Unsloth is an open source platform designed to accelerate and optimize the fine-tuning and training of Large Language Models (LLMs). It enables users to train custom models, such as ChatGPT, in just 24 hours instead of the typical 30 days, achieving speeds up to 30 times faster than Flash Attention 2 (FA2) while using 90% less memory. Unsloth supports both LoRA and QLoRA fine-tuning techniques, allowing for efficient customization of models like Mistral, Gemma, and Llama versions 1, 2, and 3. Unsloth's efficiency stems from manually deriving computationally intensive mathematical steps and handwriting GPU kernels, resulting in significant performance gains without requiring hardware modifications. Unsloth delivers a 10x speed increase on a single GPU and up to 32x on multi-GPU systems compared to FA2, with compatibility across NVIDIA GPUs from Tesla T4 to H100, and portability to AMD and Intel GPUs.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Businesses and developers wanting a solution to evaluate components and fine-tune models to improve their applications

Audience

AI researchers and developers in need of a solution to optimize the fine-tuning and training of LLMs with reduced resource consumption

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Company Information

deepset
Founded: 2018
Germany
haystack.deepset.ai/

Company Information

Unsloth
Founded: 2023
United States
unsloth.ai/

Alternatives

Alternatives

LLaMA-Factory

LLaMA-Factory

hoshi-hiyouga
BERT

BERT

Google
Tinker

Tinker

Thinking Machines Lab

Categories

Categories

AI Fine-Tuning Supported

Integrations

BERT Supported
DPR Supported
Devstral Not Supported
Elasticsearch Supported
Faiss Supported
Gemma Not Supported
Google Colab Not Supported
Hugging Face Supported
Llama 2 Not Supported
Llama 3 Not Supported
Milvus Supported
Mistral AI Not Supported
Muse Glimmer Not Supported
NVIDIA DRIVE Not Supported
OpenAI Supported
OpenSearch Supported
Pinecone Supported
Pinecone Rerank v0 Supported
RoBERTa Supported
Thunder Compute Not Supported

Integrations

BERT Not Supported
DPR Not Supported
Devstral Supported
Elasticsearch Not Supported
Faiss Not Supported
Gemma Supported
Google Colab Supported
Hugging Face Not Supported
Llama 2 Supported
Llama 3 Supported
Milvus Not Supported
Mistral AI Supported
Muse Glimmer Supported
NVIDIA DRIVE Supported
OpenAI Not Supported
OpenSearch Not Supported
Pinecone Not Supported
Pinecone Rerank v0 Not Supported
RoBERTa Not Supported
Thunder Compute Supported
Claim Haystack and update features and information
Claim Haystack and update features and information
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Claim Unsloth and update features and information