add some comments
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@ -559,7 +559,8 @@ def eigsolve(
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E_signed = real(trace(ZtAZU))
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E_signed = real(trace(ZtAZU))
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sgn = numpy.sign(E_signed)
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sgn = numpy.sign(E_signed)
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E = numpy.abs(E_signed)
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E = numpy.abs(E_signed)
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G = (AZ @ U - Z @ U @ ZtAZU) * sgn
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G = (AZ @ U - Z @ U @ ZtAZU) * sgn # G = AZU projected onto the space orthonormal to Z
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# via (1 - ZUZt)
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if i > 0 and abs(E - prev_E) < tolerance * 0.5 * (E + prev_E + 1e-7):
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if i > 0 and abs(E - prev_E) < tolerance * 0.5 * (E + prev_E + 1e-7):
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logger.info('Optimization succeded: '
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logger.info('Optimization succeded: '
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@ -568,8 +569,8 @@ def eigsolve(
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)
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)
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break
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break
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KG = scipy_iop @ G
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KG = scipy_iop @ G # Preconditioned steepest descent direction
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traceGtKG = _rtrace_AtB(G, KG)
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traceGtKG = _rtrace_AtB(G, KG) #
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if prev_traceGtKG == 0 or i % reset_iters == 0:
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if prev_traceGtKG == 0 or i % reset_iters == 0:
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logger.info('CG reset')
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logger.info('CG reset')
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