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GenAI – IA³ Adapters Tuning .
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GenAI – Bottleneck Adapters Tuning .
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GenAI – What Is Hugging Face PEFT ?
GenAI – What Is Hugging Face PEFT ? Table Of Contents: What Is Hugging Face PEFT ? What Is PEFT ? Features of Hugging Face PEFT . Example: Using LoRA via Hugging Face PEFT Supported Techniques in PEFT Library (1) What Is Hugging Face PEFT ? (2) What Is PEFT ? (3) Features Of Hugging Face PEFT . (4) Example: Using LoRA via Hugging Face PEFT from transformers import AutoModelForCausalLM, AutoTokenizer from peft import get_peft_model, LoraConfig, TaskType model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-2-7b-hf") tokenizer = AutoTokenizer.from_pretrained("meta-llama/Llama-2-7b-hf") # Define LoRA configuration lora_config = LoraConfig( r=8, lora_alpha=16, target_modules=["q_proj", "v_proj"], lora_dropout=0.05, task_type=TaskType.CAUSAL_LM ) # Apply PEFT
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GenAI – Adapters In LLM.
GenAI – What Is Adapters In LLM ? Table Of Contents: What Is An Adapter ? Why To Use Adapters ? How Adapters Works ? Why Use Adapters ? (1) What Is An Adapter ? (2) Why To Use Adapter ? (3) How Adapter Works ? (4) Why Use Adapters ? (5) List Of Adapters Available ? (6) List Of Adapters Methods Available ? Bottleneck Adapters. Language Adapters – Invertible Adapters. Prefix Tuning. Compacter. LoRA. IA3. Vera. Prompt Tuning. ReFT. (7) Example with Hugging Face’s PEFT (LoRA Adapters) from transformers import AutoModelForCausalLM from peft import get_peft_model, LoraConfig model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-2-7b-hf")
