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LMM Fine Tuning - Supervised Fine Tuning Trainer (SFTTrainer) vs transformers Trainer

Fine Tuning Large Language Models SFT Trainer vs transformers Trainer Large Language Models LLMs are incredibly powerful tools with wide applications However fo

3 min read 05-10-2024 58
LMM Fine Tuning - Supervised Fine Tuning Trainer (SFTTrainer) vs transformers Trainer
LMM Fine Tuning - Supervised Fine Tuning Trainer (SFTTrainer) vs transformers Trainer

Differences between Langchain & LlamaIndex

Lang Chain vs Llama Index Choosing the Right Tool for Your LLM Application The world of large language models LLMs is rapidly evolving and with it a host of too

3 min read 05-10-2024 45
Differences between Langchain & LlamaIndex
Differences between Langchain & LlamaIndex

Display Streaming output on Chainlit from AutoGPTQForCausalLM and RetrievalQA.from_chain_type

Streaming Output from Auto GPTQ For Causal LM and Retrieval QA from chain type to Chainlit Problem Developers often struggle to visually track the real time pro

2 min read 05-10-2024 45
Display Streaming output on Chainlit from AutoGPTQForCausalLM and RetrievalQA.from_chain_type
Display Streaming output on Chainlit from AutoGPTQForCausalLM and RetrievalQA.from_chain_type

BFloat16 is not supported on MPS (macOS)

B Float16 A Performance Booster Unavailable on mac OS The Problem You want to leverage the speed and efficiency of B Float16 data type for your machine learning

2 min read 04-10-2024 45
BFloat16 is not supported on MPS (macOS)
BFloat16 is not supported on MPS (macOS)

Langchain csv_agent with ConversationChain

Unleashing the Power of Conversational AI Lang Chains CSV Agent with Conversation Chain The Problem Imagine you have a large dataset stored in a CSV file and yo

2 min read 04-10-2024 60
Langchain csv_agent with ConversationChain
Langchain csv_agent with ConversationChain

How do I import and configure an LLM so that auto device_map='auto' is supported or circumvented?

Unlocking Auto Device Mapping for LLMs A Guide to Importing and Configuration Large Language Models LLMs are revolutionizing the way we interact with technology

2 min read 04-10-2024 45
How do I import and configure an LLM so that auto device_map='auto' is supported or circumvented?
How do I import and configure an LLM so that auto device_map='auto' is supported or circumvented?

Gemini Pro API's response omits the "text" field when I ask to translate a document

Gemini Pro API Translation Trouble Missing text Field in Document Translations Problem When using the Gemini Pro API to translate a document the response someti

2 min read 04-10-2024 47
Gemini Pro API's response omits the "text" field when I ask to translate a document
Gemini Pro API's response omits the "text" field when I ask to translate a document

Langchain(HuggingFaceModel) - argument needs to be of type (SquadExample, dict)

Demystifying the Argument needs to be of type Squad Example dict Error in Lang Chain with Hugging Face Models Lang Chain is a powerful tool for building LLM pow

2 min read 04-10-2024 56
Langchain(HuggingFaceModel) - argument needs to be of type (SquadExample, dict)
Langchain(HuggingFaceModel) - argument needs to be of type (SquadExample, dict)

While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`

Using the Trainer with Py Torch requires accelerate 0 21 0 Unlocking the Power of Seq2 Seq Training Problem You re attempting to use the Seq2 Seq Training Argum

2 min read 04-10-2024 48
While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`
While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`

How to pass custom prompt variables in a chainlit app?

Unlocking Dynamic Conversations with Custom Prompt Variables in Chainlit Chainlit is a powerful tool for building interactive conversational applications powere

2 min read 04-10-2024 65
How to pass custom prompt variables in a chainlit app?
How to pass custom prompt variables in a chainlit app?

Using only one specific document as source in llm - chainlit

Using a Specific Document as a Source in LLM with Chainlit In the realm of natural language processing NLP and language learning models LLMs there are instances

3 min read 04-10-2024 61
Using only one specific document as source in llm - chainlit
Using only one specific document as source in llm - chainlit

Deploying LLM on Sagemaker Endpoint - CUDA out of Memory

Taming the CUDA Beast Deploying LLMs on Sage Maker Endpoints with Limited Memory The Problem You ve painstakingly trained your massive language model LLM and ar

3 min read 04-10-2024 48
Deploying LLM on Sagemaker Endpoint - CUDA out of Memory
Deploying LLM on Sagemaker Endpoint - CUDA out of Memory

AttributeError: 'Document' object has no attribute 'get_doc_id'

Attribute Error Document object has no attribute get doc id Unlocking the Mystery in Pythons Document Processing You re working on a Python project involving do

2 min read 04-10-2024 48
AttributeError: 'Document' object has no attribute 'get_doc_id'
AttributeError: 'Document' object has no attribute 'get_doc_id'

What differentiates Direct Preference Optimization (DPO) from supervised fine-tuning (SFT)

DPO vs SFT Understanding the Nuances of Large Language Model Fine Tuning The world of large language models LLMs is rapidly evolving and with it new techniques

3 min read 04-10-2024 41
What differentiates Direct Preference Optimization (DPO) from supervised fine-tuning (SFT)
What differentiates Direct Preference Optimization (DPO) from supervised fine-tuning (SFT)

How do I embed json documents using embedding models like sentence-transformer or open ai's embedding model?

Embedding JSON Documents Unlocking the Power of Semantic Search JSON Java Script Object Notation is a ubiquitous format for storing structured data But how do y

2 min read 04-10-2024 49
How do I embed json documents using embedding models like sentence-transformer or open ai's embedding model?
How do I embed json documents using embedding models like sentence-transformer or open ai's embedding model?

How to install and run Ollama server in AWS Kubernetes cluster (EKS)?

Unleashing the Power of Ollama on AWS EKS A Comprehensive Guide Ollama is a revolutionary open source platform that empowers you to run large language models LL

3 min read 04-10-2024 58
How to install and run Ollama server in AWS Kubernetes cluster (EKS)?
How to install and run Ollama server in AWS Kubernetes cluster (EKS)?

What does "I" in the section "_IQ" and "_M" mean in this name "Meta-Llama-3-8B-Instruct-IQ3_M.gguf"?

Decoding the I and M in Meta Llama 3 8 B Instruct IQ 3 M gguf A Guide to Large Language Model Naming Conventions The name Meta Llama 3 8 B Instruct IQ 3 M gguf

less than a minute read 04-10-2024 50
What does "I" in the section "_IQ" and "_M" mean in this name "Meta-Llama-3-8B-Instruct-IQ3_M.gguf"?
What does "I" in the section "_IQ" and "_M" mean in this name "Meta-Llama-3-8B-Instruct-IQ3_M.gguf"?

How to set location in Langchain for Google ChatVertexAI model

Setting Location for Your Lang Chain Google Chat Vertex AI Model A Guide Ever wanted to customize your Lang Chain Google Chat Vertex AI model to have specific g

2 min read 04-10-2024 45
How to set location in Langchain for Google ChatVertexAI model
How to set location in Langchain for Google ChatVertexAI model

Implementing Router Chains in Langchain Agents

Navigating the Information Highway Implementing Router Chains in Lang Chain Agents Lang Chain agents are powerful tools for building intelligent applications th

3 min read 04-10-2024 58
Implementing Router Chains in Langchain Agents
Implementing Router Chains in Langchain Agents

ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3

Unraveling the ORPO Trainer Error Calculated loss must be on the original device cuda 0 but device in use is cuda 3 Problem You re attempting to train a machine

2 min read 04-10-2024 48
ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3
ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3

Error installing Meta-Llama-3-70B model from Hugging Face Hub

Meta Llama 3 70 B Installation Headache We ve Got You Covered The Problem Installing Meta Llama 3 70 B from Hugging Face Hub You re excited to work with the pow

2 min read 04-10-2024 50
Error installing Meta-Llama-3-70B model from Hugging Face Hub
Error installing Meta-Llama-3-70B model from Hugging Face Hub

How to run a local Open Source LLM in llama-index in a restricted environment?

Running a Local Open Source LLM in llama index on a Restricted Network In todays world powerful language models LLMs like GPT 3 and La MDA are making waves Howe

3 min read 04-10-2024 60
How to run a local Open Source LLM in llama-index in a restricted environment?
How to run a local Open Source LLM in llama-index in a restricted environment?

How to delete a datapoint from vector search index in GCP?

Deleting Datapoints from Your Vector Search Index on Google Cloud Platform Vector search a powerful technique for finding similar items based on their features

2 min read 04-10-2024 48
How to delete a datapoint from vector search index in GCP?
How to delete a datapoint from vector search index in GCP?

Issues with LLM Retrieving Passwords from Provided Passages

Why Your LLM Cant and Shouldn t Find Your Passwords Large Language Models LLMs are powerful tools capable of summarizing information translating languages and e

2 min read 04-10-2024 53
Issues with LLM Retrieving Passwords from Provided Passages
Issues with LLM Retrieving Passwords from Provided Passages

Performing Function Calling with Mistral AI through Hugging Face Endpoint

Performing Function Calling with Mistral AI through Hugging Face Endpoint In recent years artificial intelligence has advanced rapidly providing developers with

3 min read 30-09-2024 59
Performing Function Calling with Mistral AI through Hugging Face Endpoint
Performing Function Calling with Mistral AI through Hugging Face Endpoint