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## Best Practices 1. Model-Specific Templates: For a given model, it is important to use an appropriate chat template, as each model is designed to work best with a specific...

### 1. What Equation (8) in the Vim Paper Represents **Equation (8):** Ω(SSM)=3𝑀(2𝐷)𝑁+𝑀(2𝐷)𝑁2 Ω(SSM)=3M(2D)N+M(2D)N2 **Here:** M = sequence length D = hidden dimension N = state dimension (fixed, e.g. 16...

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Imporved code : ``` public void updateChart(float value) { try { // Remove oldest entry first if we're at capacity Entry recycledEntry = null; if (entries.size() >= MAX_DATA_POINTS) { recycledEntry...

## Model Loading Issue ``` from transformers import AutoModelForCausalLM, AutoTokenizer from peft import get_peft_model, LoraConfig # Load base model first model = AutoModelForCausalLM.from_pretrained( "your-model-name", torch_dtype=torch.float16, device_map="auto" ) # Then apply...