---
license: apache-2.0
datasets:
- jilp00/YouToks-Instruct-Quantum-Physics-III
metrics:
- accuracy
base_model:
- mlx-community/Llama-3.2-3B-Instruct
pipeline_tag: text-generation
library_name: adapter-transformers
tags:
- Physics
- QuantumPhysics
- Llama3.2-3b
- MLX
---
# YouToks-Instruct-Quantum-Physics-III-Llama-3.2-3B-Instruct
## Features
- Ricky is based on Llama-3.2-3B-Instruct from MLX Community
- Fine Tuned on jilp00/YouToks-Instruct-Quantum-Physics-III Dataset
- 3 Billion Parameters
- Finetuned with MLX
- model.safetensors 5.98 GB
## Benchmark
MAX TOKENS = 500
Apple Silicon Macbook Pro 18,3 M1 PRO 16 GB RAM
What is the WKB approximation in quantum mechanics, how does it relate to a linear potential, and why is it not valid in certain regions?
==========
The WKB (Wentzel-Kramers-Brillouin) approximation is a method used in quantum mechanics to approximate the solutions of the Schrödinger equation in regions where the potential is slowly varying. It is particularly useful for solving problems involving a linear potential, where the potential energy is a linear function of the position. The WKB approximation is not valid in regions where the potential changes rapidly, as it assumes that the wave function can be expanded in a series of plane waves.
In the WKB approximation, the wave function is assumed to be a product of a plane wave and a slowly varying function, often referred to as the "envelope." The plane wave is used to describe the wave-like behavior of the particle, while the envelope function is used to describe the spatial variation of the wave function. The WKB approximation is based on the idea that the wave function can be expanded in a series of plane waves, which are solutions to the free Schrödinger equation.
For a linear potential, the WKB approximation can be used to find the energy eigenvalues and eigenfunctions. The energy eigenvalues are given by the formula:
E_n = (n^2 π^2 ħ^2) / (2mL^2)
where n is an integer, ħ is the reduced Planck constant, m is the mass of the particle, and L is the length scale over which the potential varies. The eigenfunctions are given by the formula:
ψ_n(x) = (2/L)^(1/2) sin(nπx/L)
The WKB approximation is not valid in regions where the potential changes rapidly, such as at the boundaries of the potential well or at the center of a potential barrier. In these regions, the wave function cannot be expanded in a series of plane waves, and the WKB approximation breaks down.
==========
Prompt: 64 tokens, 303.930 tokens-per-sec
Generation: 380 tokens, 24.398 tokens-per-sec
Peak memory: 6.506 GB
### RickyAI variant (coming soon) to the MCES10 Software Portal.
### Quantised Q4 GGUF MCES10-Software/YouToks-Instruct-Quantum-Physics-III-Llama-3.2-3B-Instruct-Q4_0-GGUF
Credits
MCES10 Software
Thanks to:
jilp00 for the dataset
MLX-Community for the MLX Converted model
Meta Llama AI for the model