In the world of web development, building solid and green APIs is crucial. APIs (Application Programming Interfaces) act as a bridge between software program structures, allowing easy verbal exchange and recording of changes. Python is a popular choice for growing APIs due to its flexibility and flexibility. Among the many Python frameworks used for this […]
Tag: falcon
Generative AI new world | Falcon 40B large model fine-tuning and quantification practice
The author of this article Huang Haowen Amazon Cloud Technology Senior Developer Evangelist In the previous article, we sorted out the theoretical basis behind large model parameter efficient fine-tuning (PEFT) and QLoRA quantification technology. Compared to standard 16-bit model fine-tuning, QLoRA reduces memory usage for large model fine-tuning without performance trade-offs. After exploring the basic […]
Falcon-7B large language model fine-tuned using QLoRA on mental health conversation dataset
From: NLP Engineering Join the NLP group->Join the NLP communication group The text is the Chinese translation of reference [1], which mainly explains the process of fine-tuning the Falcon-7B large language model using QLoRA on the mental health conversation data set. The project GitHub link is https://github.com/iamarunbrahma/finetuned-qlora-falcon7b-medical, as shown below: Using domain adaptation techniques to […]
Falcon-7B large language model fine-tuned using QLoRA on mental health conversation dataset
The text is the Chinese translation of reference [1], which mainly explains the process of fine-tuning the Falcon-7B large language model using QLoRA on the mental health conversation data set. The project GitHub link is https://github.com/iamarunbrahma/finetuned-qlora-falcon7b-medical, as shown below: Using domain adaptation techniques to fine-tune pre-trained LLM can improve performance on domain-specific tasks. However, fully […]
QLoRA fine-tuning practice based on Falcon-7B model: building a Chatbot for the mental health field
Editor’s note: In the previous series of articles, we introduced the principles of large models and the theoretical methods of fine-tuning implementation. In this article, we will take actual scenarios as examples to introduce the practical process of fine-tuning and related codes in detail. The author introduces in detail how to use QLoRA technology to […]
Falcon 180B is currently the most powerful open source model
Technology Innovation Institute recently released the Falcon 180B large language model (LLM), which beats Llama-2 70b and is on par with Google Bard’s base model PaLM-2 Large. The 180B is the latest version of the Falcon 40B model. Here’s a quick overview of the model: 180B parameter model, two versions (base and chat) Train on […]
Generative AI New World | Analysis of the deployment method of Falcon 40B open source large model
The author of this article Huang Haowen Amazon Cloud Technology Senior Developer Evangelist In the previous article, we discussed how to fine-tune the model on a custom data set. In this article, we will return to the large model deployment scenario for text generation and explore how to deploy the Falcon 40B open source large […]
Send the open source model Falcon-7B to the cloud based on Truss+Docker+Kubernetes (translation)
Background So far, we have seen the capabilities of ChatGPT and the great features it has to offer. However, for enterprise applications, a closed-source model like ChatGPT can pose risks, since the enterprises themselves have no control over their data. Although OpenAI claims that user data will not be stored or used to train models, […]
Falcon: We defeated LLaMA by washing data!
Deep Learning Natural Language Processing ShareZhihu: He Zhi Falcon is a large language model released by The Technology Innovation Institute (TII) in June 2023, including three scales of 1B, 7B, and 40B. This model has received much attention for its performance on 40B over 65B LLaMA. Although a recent article pointed out that there may […]
Digital Signature Schemes of the Future: Dilithium, FALCON, and SPHINCS+
1. Introduction The current digital signature schemes mainly include: RSA ECDSA EdDSA: Deprecated DSA, included EdDSA in FIPS 186. None of these digital signature schemes are resistant to quantum attacks. To this end, a new quantum robust signature scheme is required, and NIST has introduced three new standardization schemes for PQC digital signatures: 1) CRYSTALS-Dilithium […]