|
| 1 | +#!/usr/bin/env python3 |
| 2 | +""" |
| 3 | +Example: LCAO workflow with breakpoint support |
| 4 | +
|
| 5 | +This example demonstrates how to use the LCAOWorkflow class to run |
| 6 | +LCAO calculations with Python-controlled SCF and breakpoint support. |
| 7 | +
|
| 8 | +Usage: |
| 9 | + python lcao_workflow_example.py |
| 10 | +
|
| 11 | +Requirements: |
| 12 | + - pyabacus with ESolver support |
| 13 | + - Input files (INPUT, STRU, KPT, etc.) in current directory |
| 14 | +""" |
| 15 | + |
| 16 | +import numpy as np |
| 17 | +from pathlib import Path |
| 18 | + |
| 19 | + |
| 20 | +def example_basic_scf(): |
| 21 | + """ |
| 22 | + Basic SCF calculation example. |
| 23 | +
|
| 24 | + Shows how to run a simple SCF calculation and get results. |
| 25 | + """ |
| 26 | + from pyabacus.esolver import LCAOWorkflow |
| 27 | + |
| 28 | + print("=" * 60) |
| 29 | + print("Example 1: Basic SCF Calculation") |
| 30 | + print("=" * 60) |
| 31 | + |
| 32 | + # Initialize workflow |
| 33 | + workflow = LCAOWorkflow("./", gamma_only=True) |
| 34 | + workflow.initialize() |
| 35 | + |
| 36 | + # Run SCF |
| 37 | + result = workflow.run_scf(max_iter=100) |
| 38 | + |
| 39 | + # Print results |
| 40 | + print(result.summary()) |
| 41 | + print(f"\nEnergy breakdown:") |
| 42 | + for key, value in result.energy.to_dict().items(): |
| 43 | + print(f" {key}: {value:.8f} Ry") |
| 44 | + |
| 45 | + |
| 46 | +def example_with_callbacks(): |
| 47 | + """ |
| 48 | + SCF calculation with callbacks example. |
| 49 | +
|
| 50 | + Shows how to register callbacks to monitor SCF progress |
| 51 | + and inspect state at breakpoints. |
| 52 | + """ |
| 53 | + from pyabacus.esolver import LCAOWorkflow |
| 54 | + |
| 55 | + print("\n" + "=" * 60) |
| 56 | + print("Example 2: SCF with Callbacks") |
| 57 | + print("=" * 60) |
| 58 | + |
| 59 | + # Initialize workflow |
| 60 | + workflow = LCAOWorkflow("./", gamma_only=True) |
| 61 | + workflow.initialize() |
| 62 | + |
| 63 | + # Define callback for each iteration |
| 64 | + def print_iteration_info(wf, iter_num): |
| 65 | + energy = wf.energy |
| 66 | + drho = wf.drho |
| 67 | + print(f" Iter {iter_num:3d}: E = {energy.etot:16.8f} Ry, drho = {drho:.2e}") |
| 68 | + |
| 69 | + # Define callback for breakpoint before after_scf |
| 70 | + def save_final_state(wf): |
| 71 | + print("\n[Breakpoint] Before after_scf - saving state...") |
| 72 | + |
| 73 | + # Get charge density |
| 74 | + charge = wf.charge |
| 75 | + if charge.rho.size > 0: |
| 76 | + print(f" Charge density shape: {charge.rho.shape}") |
| 77 | + print(f" Total charge: {charge.total_charge():.6f}") |
| 78 | + # Save to file |
| 79 | + np.save("charge_density.npy", charge.rho) |
| 80 | + print(" Saved charge density to charge_density.npy") |
| 81 | + |
| 82 | + # Get energy |
| 83 | + energy = wf.energy |
| 84 | + print(f" Total energy: {energy.etot:.8f} Ry") |
| 85 | + |
| 86 | + # Get Hamiltonian (if available) |
| 87 | + hamiltonian = wf.hamiltonian |
| 88 | + if hamiltonian.nbasis > 0: |
| 89 | + print(f" Number of basis functions: {hamiltonian.nbasis}") |
| 90 | + print(f" Number of k-points: {hamiltonian.nks}") |
| 91 | + |
| 92 | + print("[Breakpoint] State inspection complete\n") |
| 93 | + |
| 94 | + # Register callbacks |
| 95 | + workflow.register_callback('after_iter', print_iteration_info) |
| 96 | + workflow.register_callback('before_after_scf', save_final_state) |
| 97 | + |
| 98 | + # Run SCF |
| 99 | + print("\nStarting SCF iterations:") |
| 100 | + result = workflow.run_scf(max_iter=100) |
| 101 | + |
| 102 | + print(f"\nFinal result: {'Converged' if result.converged else 'Not converged'}") |
| 103 | + |
| 104 | + |
| 105 | +def example_manual_control(): |
| 106 | + """ |
| 107 | + Manual SCF control example. |
| 108 | +
|
| 109 | + Shows how to manually control the SCF loop for maximum flexibility. |
| 110 | + """ |
| 111 | + from pyabacus.esolver import LCAOWorkflow |
| 112 | + |
| 113 | + print("\n" + "=" * 60) |
| 114 | + print("Example 3: Manual SCF Control") |
| 115 | + print("=" * 60) |
| 116 | + |
| 117 | + # Initialize workflow |
| 118 | + workflow = LCAOWorkflow("./", gamma_only=True) |
| 119 | + workflow.initialize() |
| 120 | + |
| 121 | + # Manual SCF control |
| 122 | + workflow.before_scf(istep=0) |
| 123 | + |
| 124 | + print("\nManual SCF loop:") |
| 125 | + max_iter = 100 |
| 126 | + for iter_num in range(1, max_iter + 1): |
| 127 | + # Run single iteration |
| 128 | + workflow.run_scf_step(iter_num) |
| 129 | + |
| 130 | + # Get current state |
| 131 | + energy = workflow.energy |
| 132 | + drho = workflow.drho |
| 133 | + |
| 134 | + print(f" Iter {iter_num}: E = {energy.etot:.8f} Ry") |
| 135 | + |
| 136 | + # Custom convergence check or early termination |
| 137 | + if workflow.is_converged: |
| 138 | + print(f"\n Converged at iteration {iter_num}") |
| 139 | + break |
| 140 | + |
| 141 | + # Example: Custom breakpoint at iteration 5 |
| 142 | + if iter_num == 5: |
| 143 | + print("\n [Custom breakpoint at iter 5]") |
| 144 | + print(f" Current energy: {energy.etot:.8f} Ry") |
| 145 | + print(f" Current drho: {drho:.2e}") |
| 146 | + # Could save intermediate state here |
| 147 | + |
| 148 | + # Inspect state before finalization |
| 149 | + print("\n[Before after_scf]") |
| 150 | + charge = workflow.charge |
| 151 | + hamiltonian = workflow.hamiltonian |
| 152 | + print(f" Charge nspin: {charge.nspin}") |
| 153 | + print(f" Hamiltonian nbasis: {hamiltonian.nbasis}") |
| 154 | + |
| 155 | + # Finalize |
| 156 | + workflow.after_scf(istep=0) |
| 157 | + print("\nSCF completed.") |
| 158 | + |
| 159 | + |
| 160 | +def example_multi_k(): |
| 161 | + """ |
| 162 | + Multi-k calculation example. |
| 163 | +
|
| 164 | + Shows how to run calculations with multiple k-points. |
| 165 | + """ |
| 166 | + from pyabacus.esolver import LCAOWorkflow |
| 167 | + |
| 168 | + print("\n" + "=" * 60) |
| 169 | + print("Example 4: Multi-k Calculation") |
| 170 | + print("=" * 60) |
| 171 | + |
| 172 | + # Initialize workflow with multi-k |
| 173 | + workflow = LCAOWorkflow("./", gamma_only=False) |
| 174 | + workflow.initialize() |
| 175 | + |
| 176 | + # Run SCF |
| 177 | + result = workflow.run_scf(max_iter=100) |
| 178 | + |
| 179 | + print(f"\nNumber of k-points: {workflow.nks}") |
| 180 | + print(f"Number of bands: {workflow.nbands}") |
| 181 | + |
| 182 | + # Access k-point specific data |
| 183 | + for ik in range(min(workflow.nks, 3)): # Show first 3 k-points |
| 184 | + kvec = workflow.get_kvec(ik) |
| 185 | + eigenvalues = workflow.get_eigenvalues(ik) |
| 186 | + print(f"\nK-point {ik}: ({kvec[0]:.4f}, {kvec[1]:.4f}, {kvec[2]:.4f})") |
| 187 | + if eigenvalues.size > 0: |
| 188 | + print(f" Eigenvalues (first 5): {eigenvalues[:5]}") |
| 189 | + |
| 190 | + |
| 191 | +def example_data_extraction(): |
| 192 | + """ |
| 193 | + Data extraction example. |
| 194 | +
|
| 195 | + Shows how to extract various data for post-processing. |
| 196 | + """ |
| 197 | + from pyabacus.esolver import LCAOWorkflow |
| 198 | + |
| 199 | + print("\n" + "=" * 60) |
| 200 | + print("Example 5: Data Extraction") |
| 201 | + print("=" * 60) |
| 202 | + |
| 203 | + workflow = LCAOWorkflow("./", gamma_only=True) |
| 204 | + workflow.initialize() |
| 205 | + |
| 206 | + # Run SCF |
| 207 | + result = workflow.run_scf(max_iter=100) |
| 208 | + |
| 209 | + # Extract data |
| 210 | + print("\n1. Energy Data:") |
| 211 | + energy = result.energy |
| 212 | + print(f" Total energy: {energy.etot:.8f} Ry ({energy.etot * 13.6057:.8f} eV)") |
| 213 | + energy_ev = energy.to_eV() |
| 214 | + print(f" Band energy: {energy_ev.eband:.8f} eV") |
| 215 | + |
| 216 | + print("\n2. Charge Density:") |
| 217 | + if result.charge is not None and result.charge.rho.size > 0: |
| 218 | + charge = result.charge |
| 219 | + print(f" Shape: {charge.rho.shape}") |
| 220 | + print(f" Min/Max: {charge.rho.min():.6f} / {charge.rho.max():.6f}") |
| 221 | + |
| 222 | + print("\n3. Hamiltonian Matrices:") |
| 223 | + hamiltonian = workflow.hamiltonian |
| 224 | + if hamiltonian.nbasis > 0: |
| 225 | + print(f" Number of basis: {hamiltonian.nbasis}") |
| 226 | + print(f" Number of k-points: {hamiltonian.nks}") |
| 227 | + if len(hamiltonian.Hk) > 0: |
| 228 | + print(f" H(k=0) shape: {hamiltonian.Hk[0].shape}") |
| 229 | + |
| 230 | + print("\n4. Density Matrix:") |
| 231 | + dm = workflow.density_matrix |
| 232 | + if dm.nks > 0: |
| 233 | + print(f" DM dimensions: {dm.nrow} x {dm.ncol}") |
| 234 | + print(f" Number of k-points: {dm.nks}") |
| 235 | + |
| 236 | + |
| 237 | +def main(): |
| 238 | + """Run all examples.""" |
| 239 | + print("PyABACUS LCAO Workflow Examples") |
| 240 | + print("================================\n") |
| 241 | + |
| 242 | + # Check if input files exist |
| 243 | + input_file = Path("INPUT") |
| 244 | + if not input_file.exists(): |
| 245 | + print("Note: INPUT file not found in current directory.") |
| 246 | + print("These examples require ABACUS input files (INPUT, STRU, etc.)") |
| 247 | + print("Please run from a directory with valid input files.\n") |
| 248 | + print("Showing example code structure only...\n") |
| 249 | + |
| 250 | + # Show code structure without running |
| 251 | + import inspect |
| 252 | + for func in [example_basic_scf, example_with_callbacks, |
| 253 | + example_manual_control, example_data_extraction]: |
| 254 | + print(f"\n{'=' * 60}") |
| 255 | + print(f"Function: {func.__name__}") |
| 256 | + print("=" * 60) |
| 257 | + print(func.__doc__) |
| 258 | + return |
| 259 | + |
| 260 | + # Run examples |
| 261 | + try: |
| 262 | + example_basic_scf() |
| 263 | + except Exception as e: |
| 264 | + print(f"Example 1 failed: {e}") |
| 265 | + |
| 266 | + try: |
| 267 | + example_with_callbacks() |
| 268 | + except Exception as e: |
| 269 | + print(f"Example 2 failed: {e}") |
| 270 | + |
| 271 | + try: |
| 272 | + example_manual_control() |
| 273 | + except Exception as e: |
| 274 | + print(f"Example 3 failed: {e}") |
| 275 | + |
| 276 | + try: |
| 277 | + example_data_extraction() |
| 278 | + except Exception as e: |
| 279 | + print(f"Example 5 failed: {e}") |
| 280 | + |
| 281 | + |
| 282 | +if __name__ == "__main__": |
| 283 | + main() |
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