

Gemma 2B 10M
Overview :
The Gemma 2B - 10M Context is a large-scale language model that, through innovative attention mechanism optimization, can process sequences up to 10M long with memory usage less than 32GB. The model employs recurrent localized attention technology, inspired by the Transformer-XL paper, making it a powerful tool for handling large-scale language tasks.
Target Users :
["Suited for researchers and developers who need to handle large volumes of text data","Ideal for long text generation, summarization, translation, and other language tasks","Attractive to enterprise users seeking high performance and resource optimization"]
Use Cases
Generate summaries for the 'Harry Potter' series books using Gemma 2B - 10M Context
Automatically generate abstracts for academic papers in the field of education
Automatically generate text content for product descriptions and market analysis in the business field
Features
Supports text processing capability with 10M sequence length
Operates under 32GB memory, optimizing resource usage
Native inference performance optimized for CUDA
Recurrent localized attention achieving O(N) memory complexity
200 early checkpoints, planning to train more tokens to improve performance
Utilizes AutoTokenizer and GemmaForCausalLM for text generation
How to Use
Step 1: Install the model and download the Gemma 2B - 10M Context model from huggingface
Step 2: Modify the inference code in main.py to fit specific prompt text
Step 3: Load the model tokenizer using AutoTokenizer.from_pretrained
Step 4: Load the model and specify data type as torch.bfloat16 using GemmaForCausalLM.from_pretrained
Step 5: Set the prompt text, for example, 'Summarize this harry potter book...'
Step 6: Generate text using the generate function without calculating gradients
Step 7: Print the generated text to view the results
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