From a289ade02d1cfd6ddd16e04b57dd2dc33c0f950c Mon Sep 17 00:00:00 2001 From: Yael Ben-Haim Date: Tue, 13 Jul 2021 13:14:15 +0300 Subject: [PATCH 1/2] Remove bounds from T1 --- docs/tutorials/t1.ipynb | 62 ++++++++++++------- qiskit_experiments/analysis/curve_fitting.py | 7 ++- .../characterization/t1_analysis.py | 25 +------- test/test_t1.py | 6 +- 4 files changed, 49 insertions(+), 51 deletions(-) diff --git a/docs/tutorials/t1.ipynb b/docs/tutorials/t1.ipynb index 9188322717..513378c591 100644 --- a/docs/tutorials/t1.ipynb +++ b/docs/tutorials/t1.ipynb @@ -28,17 +28,17 @@ { "data": { "text/plain": [ - "{'value': 2.360380123153789e-05,\n", - " 'stderr': 1.803242292430317e-06,\n", + "{'value': 2.360389446679917e-05,\n", + " 'stderr': 1.8017434376082348e-06,\n", " 'unit': 's',\n", " 'label': 'T1',\n", - " 'fit': {'popt': array([9.63202801e-01, 2.36038012e-05, 3.85675884e-02]),\n", + " 'fit': {'popt': array([9.63204516e-01, 2.36038945e-05, 3.85656630e-02]),\n", " 'popt_keys': ['a', 'tau', 'c'],\n", - " 'popt_err': array([3.51810129e-02, 1.80324229e-06, 3.80184313e-02]),\n", - " 'pcov': array([[ 1.23770367e-03, 5.96058653e-08, -1.31748604e-03],\n", - " [ 5.96058653e-08, 3.25168277e-12, -6.68952633e-08],\n", - " [-1.31748604e-03, -6.68952633e-08, 1.44540112e-03]]),\n", - " 'reduced_chisq': 0.42688945183761556,\n", + " 'popt_err': array([3.51602499e-02, 1.80174344e-06, 3.79972358e-02]),\n", + " 'pcov': array([[ 1.23624317e-03, 5.95164706e-08, -1.31594867e-03],\n", + " [ 5.95164706e-08, 3.24627941e-12, -6.68005020e-08],\n", + " [-1.31594867e-03, -6.68005020e-08, 1.44378993e-03]]),\n", + " 'reduced_chisq': 0.4268894515534609,\n", " 'dof': 10,\n", " 'xrange': [1e-06, 3.7e-05],\n", " 'circuit_unit': 'us'},\n", @@ -52,7 +52,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -98,7 +98,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It is possible to override the default analysis options. In particular, be aware of the `t1_guess` and `t1_bounds` options. In the following snippet, we instruct to look for T1 in the range between 3 to 10. Since T1 is outside this range (equals 25 in the example), the analysis will fail." + "It is possible to override the default analysis options. In particular, be aware of the `t1_guess` option. In the following snippet, we guess T1 is 1000000. Since it is a bad guess (value of T1 is 25 in the example), the fit quality will be bad." ] }, { @@ -110,18 +110,36 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "- success: False\n", - "- error_message: 'scipy.optimize.curve_fit failed with error: `x0` is infeasible.'\n" + "computer_bad\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/hrlquantum/miniconda3/envs/env1/lib/python3.9/site-packages/scipy/optimize/minpack.py:828: OptimizeWarning: Covariance of the parameters could not be estimated\n", + " warnings.warn('Covariance of the parameters could not be estimated',\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "exp.set_analysis_options(t1_bounds=[3, 10])\n", + "exp.set_analysis_options(t1_guess=1000000)\n", "fail_fit = exp.run(backend=backend,\n", " shots=1000)\n", "\n", - "print(fail_fit.analysis_result(0))" + "print(fail_fit.analysis_result(0)[\"quality\"])" ] }, { @@ -131,7 +149,7 @@ "outputs": [], "source": [ "# Return the default analysis option\n", - "exp.set_analysis_options(t1_bounds=exp._default_analysis_options().get(\"t1_bounds\"))" + "exp.set_analysis_options(t1_guess=exp._default_analysis_options().get(\"t1_guess\"))" ] }, { @@ -150,14 +168,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "T1: 2.460747728506449e-05\n", - "Error bar: 1.3694285787020714e-06\n", - "Previous error bar: 1.803242292430317e-06\n" + "T1: 2.460749798362041e-05\n", + "Error bar: 1.3682988602447084e-06\n", + "Previous error bar: 1.8017434376082348e-06\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] diff --git a/qiskit_experiments/analysis/curve_fitting.py b/qiskit_experiments/analysis/curve_fitting.py index c42ee17219..83eae0dd49 100644 --- a/qiskit_experiments/analysis/curve_fitting.py +++ b/qiskit_experiments/analysis/curve_fitting.py @@ -133,7 +133,7 @@ def curve_fit( upper = [bounds[key][1] for key in param_keys] param_bounds = (lower, upper) else: - param_bounds = None + param_bounds = ([-np.inf] * len(param_keys), [np.inf] * len(param_keys)) # Convert fit function def fit_func(x, *params): @@ -142,7 +142,10 @@ def fit_func(x, *params): else: param_keys = None param_p0 = p0 - param_bounds = bounds + if bounds: + param_bounds = bounds + else: + param_bounds = ([-np.inf] * len(p0), [np.inf] * len(p0)) fit_func = func # Check the degrees of freedom is greater than 0 diff --git a/qiskit_experiments/characterization/t1_analysis.py b/qiskit_experiments/characterization/t1_analysis.py index 752624a953..90643acdcd 100644 --- a/qiskit_experiments/characterization/t1_analysis.py +++ b/qiskit_experiments/characterization/t1_analysis.py @@ -45,11 +45,6 @@ class T1Analysis(BaseAnalysis): - :math:`amplitude\_guess`: Determined by :math:`(y_0 - offset\_guess)` - :math:`offset\_guess`: Determined by the last :math:`y` - :math:`t1\_guess`: Determined by the mean of the data points - - Bounds - - :math:`amplitude\_bounds`: [0, 1] - - :math:`offset\_bounds`: [0, 1] - - :math:`t1\_bounds`: [0, infinity] """ @classmethod @@ -58,9 +53,6 @@ def _default_options(cls): t1_guess=None, amplitude_guess=None, offset_guess=None, - t1_bounds=None, - amplitude_bounds=None, - offset_bounds=None, ) # pylint: disable=arguments-differ @@ -70,9 +62,6 @@ def _run_analysis( t1_guess=None, amplitude_guess=None, offset_guess=None, - t1_bounds=None, - amplitude_bounds=None, - offset_bounds=None, plot=True, ax=None, ) -> Tuple[List[AnalysisResult], List["matplotlib.figure.Figure"]]: @@ -85,11 +74,6 @@ def _run_analysis( amplitude_guess (float): Optional, an initial guess of the coefficient of the exponent offset_guess (float): Optional, an initial guess of the offset - t1_bounds (list of two floats): Optional, lower bound and upper bound to T1 - amplitude_bounds (list of two floats): Optional, lower bound and upper - bound to the amplitude - offset_bounds (list of two floats): Optional, lower bound and upper - bound to the offset plot (bool): Generator plot of exponential fit. ax (AxesSubplot): Optional, axes to add figure to. @@ -118,20 +102,13 @@ def _run_analysis( offset_guess = ydata[-1] if amplitude_guess is None: amplitude_guess = ydata[0] - offset_guess - if t1_bounds is None: - t1_bounds = [0, np.inf] - if amplitude_bounds is None: - amplitude_bounds = [0, 1] - if offset_bounds is None: - offset_bounds = [0, 1] # Perform fit def fit_fun(x, a, tau, c): return a * np.exp(-x / tau) + c init = {"a": amplitude_guess, "tau": t1_guess, "c": offset_guess} - bounds = {"a": amplitude_bounds, "tau": t1_bounds, "c": offset_bounds} - fit_result = curve_fit(fit_fun, xdata, ydata, init, sigma=sigma, bounds=bounds) + fit_result = curve_fit(fit_fun, xdata, ydata, init, sigma=sigma) analysis_result = AnalysisResult( { diff --git a/test/test_t1.py b/test/test_t1.py index 53bd0f014f..4be013576f 100644 --- a/test/test_t1.py +++ b/test/test_t1.py @@ -84,9 +84,9 @@ def test_t1_parallel_different_analysis_options(self): delays = list(range(1, 40, 3)) exp0 = T1(0, delays) - exp0.set_analysis_options(t1_bounds=[10, 30]) + exp0.set_analysis_options(t1_guess=30) exp1 = T1(1, delays) - exp1.set_analysis_options(t1_bounds=[100, 200]) + exp1.set_analysis_options(t1_guess=1000000) par_exp = ParallelExperiment([exp0, exp1]) res = par_exp.run(T1Backend([t1, t1])) @@ -97,7 +97,7 @@ def test_t1_parallel_different_analysis_options(self): self.assertEqual(sub_res[0]["quality"], "computer_good") self.assertAlmostEqual(sub_res[0]["value"], t1, delta=3) - self.assertFalse(sub_res[1]["success"]) + self.assertEqual(sub_res[1]["quality"], "computer_bad") def test_t1_analysis(self): """ From ef766da401a88758d030a0b9c0f5405e43fe18ec Mon Sep 17 00:00:00 2001 From: Yael Ben-Haim Date: Thu, 22 Jul 2021 11:01:16 +0300 Subject: [PATCH 2/2] reverting the tutorial --- docs/tutorials/t1.ipynb | 69 +++++++++++++---------------------------- 1 file changed, 22 insertions(+), 47 deletions(-) diff --git a/docs/tutorials/t1.ipynb b/docs/tutorials/t1.ipynb index 9e30d0c1ed..cb54fbf6a7 100644 --- a/docs/tutorials/t1.ipynb +++ b/docs/tutorials/t1.ipynb @@ -58,17 +58,17 @@ "output_type": "execute_result", "data": { "text/plain": [ - "{'value': 2.360389446679917e-05,\n", - " 'stderr': 1.8017434376082348e-06,\n", + "{'value': 2.360380123153789e-05,\n", + " 'stderr': 1.803242292430317e-06,\n", " 'unit': 's',\n", " 'label': 'T1',\n", - " 'fit': {'popt': array([9.63204516e-01, 2.36038945e-05, 3.85656630e-02]),\n", + " 'fit': {'popt': array([9.63202801e-01, 2.36038012e-05, 3.85675884e-02]),\n", " 'popt_keys': ['a', 'tau', 'c'],\n", - " 'popt_err': array([3.51602499e-02, 1.80174344e-06, 3.79972358e-02]),\n", - " 'pcov': array([[ 1.23624317e-03, 5.95164706e-08, -1.31594867e-03],\n", - " [ 5.95164706e-08, 3.24627941e-12, -6.68005020e-08],\n", - " [-1.31594867e-03, -6.68005020e-08, 1.44378993e-03]]),\n", - " 'reduced_chisq': 0.4268894515534609,\n", + " 'popt_err': array([3.51810129e-02, 1.80324229e-06, 3.80184313e-02]),\n", + " 'pcov': array([[ 1.23770367e-03, 5.96058653e-08, -1.31748604e-03],\n", + " [ 5.96058653e-08, 3.25168277e-12, -6.68952633e-08],\n", + " [-1.31748604e-03, -6.68952633e-08, 1.44540112e-03]]),\n", + " 'reduced_chisq': 0.42688945183761556,\n", " 'dof': 10,\n", " 'xrange': [1e-06, 3.7e-05],\n", " 'circuit_unit': 'us'},\n", @@ -82,7 +82,6 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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" ], @@ -98,8 +97,9 @@ { "cell_type": "markdown", "source": [ - "It is possible to override the default analysis options. In particular, be aware of the `t1_guess` option. In the following snippet, we guess T1 is 1000000. Since it is a bad guess (value of T1 is 25 in the example), the fit quality will be bad." - ] + "It is possible to override the default analysis options. In particular, be aware of the `t1_guess` and `t1_bounds` options. In the following snippet, we instruct to look for T1 in the range between 3 to 10. Since T1 is outside this range (equals 25 in the example), the analysis will fail." + ], + "metadata": {} }, { "cell_type": "code", @@ -116,45 +116,23 @@ "output_type": "stream", "name": "stdout", "text": [ - "computer_bad\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/hrlquantum/miniconda3/envs/env1/lib/python3.9/site-packages/scipy/optimize/minpack.py:828: OptimizeWarning: Covariance of the parameters could not be estimated\n", - " warnings.warn('Covariance of the parameters could not be estimated',\n" + "\n", + "- success: False\n", + "- error_message: 'scipy.optimize.curve_fit failed with error: `x0` is infeasible.'\n" ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], - "source": [ - "exp.set_analysis_options(t1_guess=1000000)\n", - "fail_fit = exp.run(backend=backend,\n", - " shots=1000)\n", - "\n", - "print(fail_fit.analysis_result(0)[\"quality\"])" - ] + "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "# Return the default analysis option\n", - "exp.set_analysis_options(t1_guess=exp._default_analysis_options().get(\"t1_guess\"))" - ] + "exp.set_analysis_options(t1_bounds=exp._default_analysis_options().get(\"t1_bounds\"))" + ], + "outputs": [], + "metadata": {} }, { "cell_type": "markdown", @@ -187,15 +165,14 @@ "output_type": "stream", "name": "stdout", "text": [ - "T1: 2.460749798362041e-05\n", - "Error bar: 1.3682988602447084e-06\n", - "Previous error bar: 1.8017434376082348e-06\n" + "T1: 2.460747728506449e-05\n", + "Error bar: 1.3694285787020714e-06\n", + "Previous error bar: 1.803242292430317e-06\n" ] }, { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n", 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\n", 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