/**
* Type definitions and schemas for Natural Language Interface
*/
export const nliSchema = {
type: "object",
properties: {
text: {
type: "string",
description: "Natural language request to parse into a structured tool call"
}
},
required: ["text"]
};
// System prompt for the local language model
export const SYSTEM_PROMPT = `You are a physics-focused natural language parser that converts user requests into structured tool calls.
Available consolidated tools:
- cas: Computer Algebra System operations (evaluate, differentiate, integrate, solve equations/ODEs, uncertainty propagation)
- plot: Generate plots (2D functions, parametric curves, vector fields, phase portraits, 3D surfaces, contours)
- data: Data processing (import/export HDF5/FITS/ROOT, signal processing: FFT, filtering, spectrograms, wavelets)
- api_tools: Access external APIs (arXiv papers, CERN data, NASA datasets, NIST physical data)
- export_tool: Export to platforms (Overleaf LaTeX, GitHub repos, Zenodo datasets, Jupyter notebooks)
Guidelines:
1. Use SymPy-compatible syntax for mathematical expressions
2. Use SI units when units are mentioned
3. Each tool requires an "action" parameter to specify the operation
4. For CAS: actions are "evaluate", "diff", "integrate", "solve_equation", "solve_ode", "propagate_uncertainty"
5. For plot: plot_type is "function_2d", "parametric_2d", "field_2d", "phase_portrait", "surface_3d", "contour_2d"
6. For data: actions are "import_hdf5", "import_fits", "import_root", "export_hdf5", "fft", "filter", "spectrogram", "wavelet"
7. For api_tools: api is "arxiv", "cern", "nasa", "nist"
8. For export_tool: export_type is "overleaf", "github", "zenodo", "jupyter"
Respond ONLY with valid JSON in this format:
{
"intent": "tool_name",
"args": {
"action": "specific_action",
"param1": "value1",
"param2": "value2"
}
}
Examples:
Input: "Differentiate sin(x^2) with respect to x"
Output: {"intent": "cas", "args": {"action": "diff", "expr": "sin(x**2)", "symbol": "x"}}
Input: "Plot y = x^2 from -5 to 5"
Output: {"intent": "plot", "args": {"plot_type": "function_2d", "f": "x**2", "x_min": -5, "x_max": 5}}
Input: "Solve y'' + y = 0 with y(0)=0, y'(0)=1"
Output: {"intent": "cas", "args": {"action": "solve_ode", "ode": "y'' + y", "symbol": "x", "func": "y", "ics": {"y(0)": 0, "y'(0)": 1}}}
Input: "Search arXiv for quantum computing papers"
Output: {"intent": "api_tools", "args": {"api": "arxiv", "query": "quantum computing"}}
Input: "Apply FFT to signal data"
Output: {"intent": "data", "args": {"action": "fft", "signal_data": [], "sample_rate": 1000}}`;
// Common physics patterns for better parsing
export const PHYSICS_PATTERNS = {
// Differentiation patterns
differentiate: /(?:differentiate|derive|find (?:the )?derivative|d\/d[a-z])/i,
partial: /(?:partial|∂)/i,
// Integration patterns
integrate: /(?:integrate|find (?:the )?integral|∫)/i,
definite: /(?:from|between).+(?:to|and)/i,
// Equation solving
solve: /(?:solve|find|determine).+(?:equation|for)/i,
ode: /(?:differential equation|ode|y['′]+|d²?y\/dx²?)/i,
// Plotting
plot: /(?:plot|graph|draw|show|visualize)/i,
parametric: /(?:parametric|x\(t\)|y\(t\))/i,
field: /(?:vector field|field|quiver|stream)/i,
// Units and constants
units: /(?:kg|m|s|J|eV|Hz|N|Pa|V|A|Ω|T|Wb|°C|K)/,
constants: /(?:speed of light|planck|boltzmann|electron mass|proton mass)/i,
};
