From dc9ed1f70a639fd9ce74bab20e9b7f6b9cd2131c Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 8 Apr 2022 15:43:22 +0200 Subject: [PATCH 01/41] augur/analyze.py --- augur/analyze.py | 57 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 57 insertions(+) diff --git a/augur/analyze.py b/augur/analyze.py index f2c58d5..dea3b4a 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -9,6 +9,9 @@ import firecrown import pathlib from .generate import firecrown_sanitize +from copy import deepcopy +import numpy as np +import numdifftools as nd def analyze(config): @@ -23,3 +26,57 @@ def analyze(config): ana_config = config["analyze"] config, data = firecrown.parse(firecrown_sanitize(ana_config)) firecrown.run_cosmosis(config, data, pathlib.Path(config["cosmosis"]["output_dir"])) + + +def run_bias(config, F_ij): + """ + Call likelihood and compute relevant derivatives to get + an estimate of the Fisher bias. + + Parameters: + ----------- + config : dict + The yaml parsed dictionary of the input yaml file + F_ij : ndarray + Fisher matrix computed at the maximum likelihood position + through the calculation of the Hessian of the likelihood + + Returns: + -------- + b_j : ndarray + Fisher biases (see Biancamaria's work for more details) + """ + + ana_config = config["analyze"] + _config, data = firecrown.parse(firecrown_sanitize(ana_config)) + # Reference Parameters + ref_pars = data["parameters"] + par_names = list(set(list(data["priors"]["data"].keys())) - set(["module"])) + + def C_ells_2pt(x): + pars = deepcopy(ref_pars) # To make sure that we start from the same point + for i in range(len(x)): + pars[par_names[i]] = x[i] + # Create cosmology object + cosmo = firecrown.get_ccl_cosmology(pars) + # Render tracers + for _, src in data['two_point']['data']['sources'].items(): + src.render(cosmo, params=pars, + systematics=data['two_point']['data']['systematics']) + # Render the C_ells + pred_all = [] + for name, stat in data['two_point']['data']['statistics'].items(): + stat.compute(cosmo, pars, data['two_point']['data']['sources'], + systematics=data['two_point']['data']['systematics']) + pred_all.append(stat.predicted_statistic_) + pred_all = np.array(pred_all) + return pred_all + + x0 = [data["parameters"][kk] for kk in par_names] + print('Debugging', x0, len(x0)) + dCldtheta = nd.Gradient(np.vectorize(C_ells_2pt), + step=float(config["fisher"]["step"]))(x0) + # Multiply times inverse per-ell covariance with ML parameters + # see eqn 30 in https://arxiv.org/pdf/1306.6870.pdf + print('Debugging derivatives', dCldtheta) + return dCldtheta From 382d313a627ce6a1f88362f2697c341aebf16520 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 8 Apr 2022 15:43:40 +0200 Subject: [PATCH 02/41] independent bias implementation --- examples/srd_y1_3x2.yaml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/examples/srd_y1_3x2.yaml b/examples/srd_y1_3x2.yaml index 01a2cd0..d721b3c 100644 --- a/examples/srd_y1_3x2.yaml +++ b/examples/srd_y1_3x2.yaml @@ -280,6 +280,9 @@ analyze: lens{{ i }}_delta_z: [-0.2, 0.0, 0.2] {% endfor %} + fisher: + step: 0.0002 + postprocess: latex_table: output_fishery1/latex_table.tex triangle_plot: output_fishery1/triangle_plot.pdf From c7b352a534a33eb8cd6ed86ed8defba84901a94d Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 8 Apr 2022 16:12:12 +0200 Subject: [PATCH 03/41] trying to fix flake8 issues --- augur/analyze.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/augur/analyze.py b/augur/analyze.py index dea3b4a..7b69362 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -78,5 +78,7 @@ def C_ells_2pt(x): step=float(config["fisher"]["step"]))(x0) # Multiply times inverse per-ell covariance with ML parameters # see eqn 30 in https://arxiv.org/pdf/1306.6870.pdf + # Make explicit where the covariances are + print('Debugging derivatives', dCldtheta) return dCldtheta From 7d7465ba33146c748d2c453fd44414c1c192e1a6 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 13 Apr 2022 08:41:51 -0500 Subject: [PATCH 04/41] added some fixes --- .github/workflows/continuous-integration.yaml | 1 + examples/srd_y1_3x2.yaml | 46 +++++++++++++++---- setup.py | 2 +- 3 files changed, 39 insertions(+), 10 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 1e89c50..181943b 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -34,6 +34,7 @@ jobs: conda activate base conda install -q -c conda-forge --only-deps firecrown cd firecrown + pip install numdifftools pip install --no-deps -e . conda install -q flake8 conda install -q pytest diff --git a/examples/srd_y1_3x2.yaml b/examples/srd_y1_3x2.yaml index d721b3c..2a00350 100644 --- a/examples/srd_y1_3x2.yaml +++ b/examples/srd_y1_3x2.yaml @@ -167,10 +167,10 @@ analyze: kind: norm loc: 0.2665 scale: 0.2 - Omega_b: - kind: norm - loc: 0.0492 - scale: 0.006 + #Omega_b: + #kind: norm + #loc: 0.0492 + #scale: 0.006 sigma8: kind: norm loc: 0.831 @@ -191,6 +191,7 @@ analyze: kind: norm loc: 5.0 scale: 3.9 + # These parameters aren't in CCL? beta_ia: kind: norm loc: 1.0 @@ -203,13 +204,35 @@ analyze: kind: norm loc: 0.0 scale: 0.8 - {% for i in range(5) %} + h: + kind: norm + loc: 0.6727 + scale: 0.3 + {% for i, bias in [(0, 1.562362), (1, 1.732963), (2, 1.913252), (3, 2.100644), (4, 2.293210)] %} bias_lens{{ i }}: kind: norm - loc: 1.9 - scale: 0.9 + loc: {{ bias }} + scale: 0.5 + {% endfor %} + # photoz shifts for the lensing sources + {% for i in range(5) %} + src{{ i }}_delta_z: + kind: uniform + loc: -0.2 + scale: 0.4 {% endfor %} + # photoz shifts for the lenses + {% for i in range(5) %} + lens{{ i }}_delta_z: + kind: uniform + loc: -0.2 + scale: 0.4 + {% endfor %} + mult_bias: + kind: uniform + loc: -0.1 + scale: 0.2 two_point: module: firecrown.ccl.two_point @@ -280,11 +303,16 @@ analyze: lens{{ i }}_delta_z: [-0.2, 0.0, 0.2] {% endfor %} - fisher: - step: 0.0002 +fisher: + step: 0.0002 + run_cosmosis: True + run_derivatives: True + output: output_fishery1/fisher_y1 postprocess: + analyze_cosmosis: False latex_table: output_fishery1/latex_table.tex triangle_plot: output_fishery1/triangle_plot.pdf + overwrite: True pairplots: [(w0, wa), (omega_c, sigma8)] CL: 0.68 diff --git a/setup.py b/setup.py index 6107aa4..75665b7 100644 --- a/setup.py +++ b/setup.py @@ -21,5 +21,5 @@ scripts=scripts, install_requires=[ 'pyccl', 'click', 'numpy', 'firecrown', - 'scipy', 'pandas', 'pyyaml', 'jinja2'], + 'scipy', 'pandas', 'pyyaml', 'jinja2', 'numdifftools'], ) From 03caa5e1df20bd25487f358d0a6b3c26d667e761 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 13 Apr 2022 09:46:48 -0500 Subject: [PATCH 05/41] more wip --- augur/analyze.py | 52 +++++++++++++++++++++++++++------------- examples/srd_y1_3x2.yaml | 2 ++ 2 files changed, 38 insertions(+), 16 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 7b69362..0990916 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -24,11 +24,17 @@ def analyze(config): """ ana_config = config["analyze"] - config, data = firecrown.parse(firecrown_sanitize(ana_config)) - firecrown.run_cosmosis(config, data, pathlib.Path(config["cosmosis"]["output_dir"])) + _config, data = firecrown.parse(firecrown_sanitize(ana_config)) + firecrown.run_cosmosis(_config, data, pathlib.Path(ana_config["cosmosis"]["output_dir"])) + F_ij = np.loadtxt(pathlib.Path(ana_config["cosmosis"]["output_dir"]) / 'chain.txt') + # evaluate ell_sys and C_ell_sys from the config + ell_sys = eval(config["fisher"]["ell_sys"]) + C_ell_sys = eval(config["fisher"]["C_ell_sys"]) + + bias = run_bias(config, F_ij, ell_sys, C_ell_sys) -def run_bias(config, F_ij): +def run_bias(config, F_ij, ell_sys, C_ell_sys): """ Call likelihood and compute relevant derivatives to get an estimate of the Fisher bias. @@ -36,15 +42,19 @@ def run_bias(config, F_ij): Parameters: ----------- config : dict - The yaml parsed dictionary of the input yaml file + The yaml parsed dictionary of the input yaml file, F_ij : ndarray Fisher matrix computed at the maximum likelihood position - through the calculation of the Hessian of the likelihood + through the calculation of the Hessian of the likelihood. + ell_sys: ndarray + Multipoles at which the systematics power spectrum is passed. + C_ell_sys: ndarray + Power spectrum of the systematics (evaluated at ell_sys). Returns: -------- b_j : ndarray - Fisher biases (see Biancamaria's work for more details) + Fisher biases (see Biancamaria's work for more details). """ ana_config = config["analyze"] @@ -52,6 +62,7 @@ def run_bias(config, F_ij): # Reference Parameters ref_pars = data["parameters"] par_names = list(set(list(data["priors"]["data"].keys())) - set(["module"])) + inv_cov = data['two_point']['data']['likelihood'].inv_cov def C_ells_2pt(x): pars = deepcopy(ref_pars) # To make sure that we start from the same point @@ -65,20 +76,29 @@ def C_ells_2pt(x): systematics=data['two_point']['data']['systematics']) # Render the C_ells pred_all = [] + for name, stat in data['two_point']['data']['statistics'].items(): stat.compute(cosmo, pars, data['two_point']['data']['sources'], systematics=data['two_point']['data']['systematics']) pred_all.append(stat.predicted_statistic_) + ells = stat.ell_or_theta_ pred_all = np.array(pred_all) - return pred_all + return pred_all, ells x0 = [data["parameters"][kk] for kk in par_names] - print('Debugging', x0, len(x0)) - dCldtheta = nd.Gradient(np.vectorize(C_ells_2pt), - step=float(config["fisher"]["step"]))(x0) - # Multiply times inverse per-ell covariance with ML parameters - # see eqn 30 in https://arxiv.org/pdf/1306.6870.pdf - # Make explicit where the covariances are - - print('Debugging derivatives', dCldtheta) - return dCldtheta + # We need the multipoles at which we have the data-vectors + # we are assuming smooth power spectra and top-hat windows + _, ell_ref = C_ells_2pt(x0) + # We get the power spectrum of the systematics evaluated at the + # desired multipoles + print(ell_ref, len(ell_ref), len(ell_sys), len(C_ell_sys)) + C_ell_sys_int = np.interp(ell_ref, ell_sys, C_ell_sys) + + def aux_bias(x): + return np.einsum('i, ij, j', C_ell_sys_int, inv_cov, C_ells_2pt(x)[0]) + + dtheta_j = nd.Gradient(aux_bias, + step=float(config["fisher"]["step"]))(x0) + + print('Debugging derivatives', dtheta_j) + return dtheta_j diff --git a/examples/srd_y1_3x2.yaml b/examples/srd_y1_3x2.yaml index 2a00350..9091293 100644 --- a/examples/srd_y1_3x2.yaml +++ b/examples/srd_y1_3x2.yaml @@ -308,6 +308,8 @@ fisher: run_cosmosis: True run_derivatives: True output: output_fishery1/fisher_y1 + ell_sys: np.unique(np.geomspace(1, 30000).astype(np.int)) + C_ell_sys: (np.unique(np.geomspace(1, 30000).astype(np.int)))**(-0.3) postprocess: analyze_cosmosis: False From 2bcd8347c22179ce1c0a371766fe03028b8fdbe5 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Thu, 14 Apr 2022 17:51:55 -0500 Subject: [PATCH 06/41] restructured some code but still not working --- augur/analyze.py | 73 ++++++++++++++++++++++++++-------------- examples/srd_y1_3x2.yaml | 4 +-- 2 files changed, 50 insertions(+), 27 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 0990916..e730134 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -25,13 +25,14 @@ def analyze(config): ana_config = config["analyze"] _config, data = firecrown.parse(firecrown_sanitize(ana_config)) - firecrown.run_cosmosis(_config, data, pathlib.Path(ana_config["cosmosis"]["output_dir"])) + # firecrown.run_cosmosis(_config, data, pathlib.Path(ana_config["cosmosis"]["output_dir"])) F_ij = np.loadtxt(pathlib.Path(ana_config["cosmosis"]["output_dir"]) / 'chain.txt') # evaluate ell_sys and C_ell_sys from the config - ell_sys = eval(config["fisher"]["ell_sys"]) - C_ell_sys = eval(config["fisher"]["C_ell_sys"]) - + X = np.loadtxt(config["fisher"]["C_ell_sys_path"]) + ell_sys = X[:, 0] + C_ell_sys = X[:, 1] bias = run_bias(config, F_ij, ell_sys, C_ell_sys) + np.savetxt(pathlib.Path(config["fisher"]["output_bias"]), bias) def run_bias(config, F_ij, ell_sys, C_ell_sys): @@ -62,43 +63,65 @@ def run_bias(config, F_ij, ell_sys, C_ell_sys): # Reference Parameters ref_pars = data["parameters"] par_names = list(set(list(data["priors"]["data"].keys())) - set(["module"])) - inv_cov = data['two_point']['data']['likelihood'].inv_cov + # Get covariance matrix + cov = data["two_point"]["data"]["likelihood"].cov - def C_ells_2pt(x): + def C_ell_2pt(x): pars = deepcopy(ref_pars) # To make sure that we start from the same point for i in range(len(x)): pars[par_names[i]] = x[i] # Create cosmology object cosmo = firecrown.get_ccl_cosmology(pars) # Render tracers - for _, src in data['two_point']['data']['sources'].items(): + for _, src in data["two_point"]["data"]["sources"].items(): src.render(cosmo, params=pars, - systematics=data['two_point']['data']['systematics']) + systematics=data["two_point"]["data"]["systematics"]) # Render the C_ells pred_all = [] - - for name, stat in data['two_point']['data']['statistics'].items(): - stat.compute(cosmo, pars, data['two_point']['data']['sources'], - systematics=data['two_point']['data']['systematics']) + ells_all = [] + n_ells = [] + for name, stat in data["two_point"]["data"]["statistics"].items(): + stat.compute(cosmo, pars, data["two_point"]["data"]["sources"], + systematics=data["two_point"]["data"]["systematics"]) pred_all.append(stat.predicted_statistic_) ells = stat.ell_or_theta_ - pred_all = np.array(pred_all) - return pred_all, ells + ells_all.append(ells) + n_ells.append(len(ells)) + pred_all = np.concatenate(pred_all) + ells_all = np.concatenate(ells_all) + return pred_all, ells_all, n_ells x0 = [data["parameters"][kk] for kk in par_names] # We need the multipoles at which we have the data-vectors # we are assuming smooth power spectra and top-hat windows - _, ell_ref = C_ells_2pt(x0) - # We get the power spectrum of the systematics evaluated at the - # desired multipoles - print(ell_ref, len(ell_ref), len(ell_sys), len(C_ell_sys)) - C_ell_sys_int = np.interp(ell_ref, ell_sys, C_ell_sys) - - def aux_bias(x): - return np.einsum('i, ij, j', C_ell_sys_int, inv_cov, C_ells_2pt(x)[0]) - - dtheta_j = nd.Gradient(aux_bias, + C_ell_ref, ells_ref, n_ells = C_ell_2pt(x0) + n_combs = len(n_ells) + + def aux_derivative(x): + """ + Auxiliary routine to pass to the gradient routine + it performs the inversion ell-by-ell of the covariance matrix + and the product of the theory times C_ell_sys + """ + C_ell_all, _, _ = C_ell_2pt(x) + aux_sum = 0 + for i in range(n_ells): + aux_dv = np.zeros(n_combs) + aux_cov = np.zeros((n_combs, n_combs)) + aux_sys = np.zeros(n_combs) + # Get the auxiliary data-vector and covariance + for j in range(n_combs): + aux_dv[j] = C_ell_all[i+j*n_ells[j]] + aux_sys[j] = C_ell_sys[i+j*n_ells[j]] + for k in range(n_combs): + aux_cov[j, k] = cov[i+j*n_ells[j], i+k*n_ells[k]] + # Now we need the inverse + inv_cov = np.linalg.inv(aux_cov) + prod = np.einsum('i, ij, j', aux_sys, inv_cov, aux_dv) + aux_sum += prod + return aux_sum + + dtheta_j = nd.Gradient(aux_derivative, step=float(config["fisher"]["step"]))(x0) - print('Debugging derivatives', dtheta_j) return dtheta_j diff --git a/examples/srd_y1_3x2.yaml b/examples/srd_y1_3x2.yaml index 9091293..f11ccba 100644 --- a/examples/srd_y1_3x2.yaml +++ b/examples/srd_y1_3x2.yaml @@ -308,8 +308,8 @@ fisher: run_cosmosis: True run_derivatives: True output: output_fishery1/fisher_y1 - ell_sys: np.unique(np.geomspace(1, 30000).astype(np.int)) - C_ell_sys: (np.unique(np.geomspace(1, 30000).astype(np.int)))**(-0.3) + output_bias: output_fishery1/bias_y1 + C_ell_sys_path: examples/Cl_sys.txt postprocess: analyze_cosmosis: False From 3932f857c4d1b3cbc7d6ac64a31b9b35f6f73880 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Thu, 14 Apr 2022 17:52:24 -0500 Subject: [PATCH 07/41] added example contaminated dv --- examples/Cl_sys.txt | 328 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 328 insertions(+) create mode 100644 examples/Cl_sys.txt diff --git a/examples/Cl_sys.txt b/examples/Cl_sys.txt new file mode 100644 index 0000000..f21ec72 --- /dev/null +++ b/examples/Cl_sys.txt @@ -0,0 +1,328 @@ +2.392364888808991807e+01 1.358354193291264038e-08 +3.331044872397067991e+01 1.022133348668432090e-08 +4.638029923372906183e+01 7.559028389273033319e-09 +6.457830018549893225e+01 5.208190233951137357e-09 +8.991655775725593003e+01 3.290589317485218093e-09 +1.251966579437689120e+02 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+6.551761076920117830e+02 6.241050928721062130e-07 +2.392364888808991807e+01 9.819420913801926227e-06 +3.331044872397067991e+01 1.073935019240104108e-05 +4.638029923372906183e+01 1.076533129134020589e-05 +6.457830018549893225e+01 9.522428920765727489e-06 +8.991655775725593003e+01 7.380535015092214321e-06 +1.251966579437689120e+02 5.517235271399470930e-06 +1.743194307171331729e+02 4.289423467504155348e-06 +2.427162547677079658e+02 2.652931975264557285e-06 +3.379495910817744857e+02 1.729047203166428110e-06 +4.705491448096191789e+02 1.011562562866559296e-06 +6.551761076920117830e+02 5.947363360097901000e-07 +9.122442083368957810e+02 3.554518816468930021e-07 From 6e7de28830c5d5e5782614973c9cede3cb3346cf Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 22 Apr 2022 18:06:43 -0500 Subject: [PATCH 08/41] Implementing delta_ell=1 stuff --- augur/analyze.py | 66 ++++++++++++++++++++++++++---------------------- 1 file changed, 36 insertions(+), 30 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index e730134..5f9f5ba 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -12,6 +12,7 @@ from copy import deepcopy import numpy as np import numdifftools as nd +from scipy.interpolate import interp1d, interp2d def analyze(config): @@ -89,39 +90,44 @@ def C_ell_2pt(x): n_ells.append(len(ells)) pred_all = np.concatenate(pred_all) ells_all = np.concatenate(ells_all) - return pred_all, ells_all, n_ells + ell_max = np.max(ells_all) + ell_min = np.min(ells_all) + pred_out = [] + cov_out = [] + ells_out = np.linspace(int(ell_min), int(ell_max), + int(ell_max)-int(ell_min)+1) + print(ells_out) + # Interpolate to get delta_ell = 1 predictions + for i in range(len(n_ells)): + if i < 1: + min_i = 0 + else: + min_i = n_ells[i-1] + max_i = n_ells[i]+min_i + sp_cls = interp1d(ells_all[min_i:max_i], + pred_all[min_i:max_i], fill_value="extrapolate") + delta_ell_i = np.gradient(ells_all[min_i:max_i]) + # Power spectrum with delta_ell = 1 + pred_out.append(sp_cls(ells_out)) + # Now we need the covariance. Caveat: re-scale by delta_ell! + for j in range(len(n_ells)): + if j < 1: + min_j = 0 + else: + min_j = n_ells[j-1] + max_j = n_ells[j]+min_j + delta_ell_j = np.gradient(ells_all[min_j:max_j]) + cov_corr = cov[min_i:max_i, min_j:max_j]*delta_ell_i[:, np.newaxis] + cov_corr = cov_corr*delta_ell_j[np.newaxis, :] + sp_cov = interp2d(ells_all[min_i:max_i], ells_all[min_j:max_j], cov_corr.T) + cov_out.append(sp_cov(ells_out, ells_out)) + + return pred_out, cov_out, ells_out, n_ells x0 = [data["parameters"][kk] for kk in par_names] # We need the multipoles at which we have the data-vectors # we are assuming smooth power spectra and top-hat windows - C_ell_ref, ells_ref, n_ells = C_ell_2pt(x0) + C_ell_ref, Cov_ref, ells_ref, n_ells = C_ell_2pt(x0) n_combs = len(n_ells) - def aux_derivative(x): - """ - Auxiliary routine to pass to the gradient routine - it performs the inversion ell-by-ell of the covariance matrix - and the product of the theory times C_ell_sys - """ - C_ell_all, _, _ = C_ell_2pt(x) - aux_sum = 0 - for i in range(n_ells): - aux_dv = np.zeros(n_combs) - aux_cov = np.zeros((n_combs, n_combs)) - aux_sys = np.zeros(n_combs) - # Get the auxiliary data-vector and covariance - for j in range(n_combs): - aux_dv[j] = C_ell_all[i+j*n_ells[j]] - aux_sys[j] = C_ell_sys[i+j*n_ells[j]] - for k in range(n_combs): - aux_cov[j, k] = cov[i+j*n_ells[j], i+k*n_ells[k]] - # Now we need the inverse - inv_cov = np.linalg.inv(aux_cov) - prod = np.einsum('i, ij, j', aux_sys, inv_cov, aux_dv) - aux_sum += prod - return aux_sum - - dtheta_j = nd.Gradient(aux_derivative, - step=float(config["fisher"]["step"]))(x0) - print('Debugging derivatives', dtheta_j) - return dtheta_j + print(C_ell_ref, Cov_ref, n_combs) From cab8eb58f0fb56c9e9f8c5b8471d8807b4a8a3b4 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 25 Apr 2022 17:16:12 -0500 Subject: [PATCH 09/41] kinda working version -- the results are off --- augur/analyze.py | 64 +- examples/Cl_sys.txt | 47470 +++++++++++++++++++++++++++++++++++++++++- 2 files changed, 47184 insertions(+), 350 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 5f9f5ba..fb8d484 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -32,11 +32,11 @@ def analyze(config): X = np.loadtxt(config["fisher"]["C_ell_sys_path"]) ell_sys = X[:, 0] C_ell_sys = X[:, 1] - bias = run_bias(config, F_ij, ell_sys, C_ell_sys) + bias = run_bias(config, F_ij, ell_sys, C_ell_sys, step=config["fisher"]["step"]) np.savetxt(pathlib.Path(config["fisher"]["output_bias"]), bias) -def run_bias(config, F_ij, ell_sys, C_ell_sys): +def run_bias(config, F_ij, ell_sys, C_ell_sys, step=0.0002): """ Call likelihood and compute relevant derivatives to get an estimate of the Fisher bias. @@ -67,7 +67,7 @@ def run_bias(config, F_ij, ell_sys, C_ell_sys): # Get covariance matrix cov = data["two_point"]["data"]["likelihood"].cov - def C_ell_2pt(x): + def C_ell_2pt(x, return_cov=False): pars = deepcopy(ref_pars) # To make sure that we start from the same point for i in range(len(x)): pars[par_names[i]] = x[i] @@ -94,9 +94,9 @@ def C_ell_2pt(x): ell_min = np.min(ells_all) pred_out = [] cov_out = [] + n_mult = int(ell_max)-int(ell_min)+1 ells_out = np.linspace(int(ell_min), int(ell_max), - int(ell_max)-int(ell_min)+1) - print(ells_out) + n_mult) # Interpolate to get delta_ell = 1 predictions for i in range(len(n_ells)): if i < 1: @@ -110,24 +110,44 @@ def C_ell_2pt(x): # Power spectrum with delta_ell = 1 pred_out.append(sp_cls(ells_out)) # Now we need the covariance. Caveat: re-scale by delta_ell! - for j in range(len(n_ells)): - if j < 1: - min_j = 0 - else: - min_j = n_ells[j-1] - max_j = n_ells[j]+min_j - delta_ell_j = np.gradient(ells_all[min_j:max_j]) - cov_corr = cov[min_i:max_i, min_j:max_j]*delta_ell_i[:, np.newaxis] - cov_corr = cov_corr*delta_ell_j[np.newaxis, :] - sp_cov = interp2d(ells_all[min_i:max_i], ells_all[min_j:max_j], cov_corr.T) - cov_out.append(sp_cov(ells_out, ells_out)) - - return pred_out, cov_out, ells_out, n_ells + if return_cov: + for j in range(len(n_ells)): + if j < 1: + min_j = 0 + else: + min_j = n_ells[j-1] + max_j = n_ells[j]+min_j + delta_ell_j = np.gradient(ells_all[min_j:max_j]) + cov_corr = cov[min_i:max_i, min_j:max_j]*delta_ell_i[:, np.newaxis] + cov_corr = cov_corr*delta_ell_j[np.newaxis, :] + sp_cov = interp2d(ells_all[min_i:max_i], ells_all[min_j:max_j], cov_corr.T) + cov_aux = sp_cov(ells_out, ells_out) + cov_out.append(cov_aux) + pred_out = np.array(pred_out).reshape((len(n_ells), n_mult)) + if return_cov: + cov_out = np.array(cov_out).reshape((len(n_ells), len(n_ells), n_mult, n_mult)) + return pred_out, cov_out, ells_out, n_ells + else: + return pred_out x0 = [data["parameters"][kk] for kk in par_names] # We need the multipoles at which we have the data-vectors # we are assuming smooth power spectra and top-hat windows - C_ell_ref, Cov_ref, ells_ref, n_ells = C_ell_2pt(x0) - n_combs = len(n_ells) - - print(C_ell_ref, Cov_ref, n_combs) + C_ell_ref, Cov_ref, ells_ref, n_ells = C_ell_2pt(x0, return_cov=True) + + # TODO generalize C_ell_sys ingestion + C_ell_sys = C_ell_sys.reshape((C_ell_ref.shape[0], C_ell_ref.shape[1])) + + def aux_der(x): + C_ell_out = C_ell_2pt(x) + aux_sum = 0 + for i in range(len(ells_ref)): + dv = C_ell_out[:, i] + dt = C_ell_sys[:, i] - C_ell_ref[:, i] + inv_cov = np.linalg.pinv(Cov_ref[:, :, i, i]) + aux_sum += np.einsum('i, ij, j', dt, inv_cov, dv) + return aux_sum + + B_j = nd.Gradient(aux_der, step=step)(x0) + dtheta_j = np.einsum('ij, j', np.linalg.inv(F_ij), B_j) + return dtheta_j diff --git a/examples/Cl_sys.txt b/examples/Cl_sys.txt index f21ec72..dc108c6 100644 --- a/examples/Cl_sys.txt +++ b/examples/Cl_sys.txt @@ -1,328 +1,47142 @@ -2.392364888808991807e+01 1.358354193291264038e-08 -3.331044872397067991e+01 1.022133348668432090e-08 -4.638029923372906183e+01 7.559028389273033319e-09 -6.457830018549893225e+01 5.208190233951137357e-09 -8.991655775725593003e+01 3.290589317485218093e-09 -1.251966579437689120e+02 2.094019322825792946e-09 -1.743194307171331729e+02 1.324030757275640639e-09 -2.427162547677079658e+02 8.634891753356249444e-10 -3.379495910817744857e+02 5.866048042016110860e-10 -4.705491448096191789e+02 4.116260077431848480e-10 -6.551761076920117830e+02 2.913619339861959140e-10 -9.122442083368957810e+02 2.022662534157627589e-10 -1.270176805707649237e+03 1.344432420084306770e-10 -1.768549586846891543e+03 8.419987518841449192e-11 -2.392364888808991807e+01 -5.369163526106373490e-09 -3.331044872397067991e+01 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1447edf74099c021581801fdd8a87e39c4072d7c Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 26 Apr 2022 11:18:07 -0500 Subject: [PATCH 10/41] fixed bug in delta_ell --- augur/analyze.py | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index fb8d484..6a84a9e 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -102,8 +102,8 @@ def C_ell_2pt(x, return_cov=False): if i < 1: min_i = 0 else: - min_i = n_ells[i-1] - max_i = n_ells[i]+min_i + min_i += n_ells[i-1] + max_i = min_i + n_ells[i] sp_cls = interp1d(ells_all[min_i:max_i], pred_all[min_i:max_i], fill_value="extrapolate") delta_ell_i = np.gradient(ells_all[min_i:max_i]) @@ -115,11 +115,11 @@ def C_ell_2pt(x, return_cov=False): if j < 1: min_j = 0 else: - min_j = n_ells[j-1] - max_j = n_ells[j]+min_j + min_j += n_ells[j-1] + max_j = n_ells[j] + min_j delta_ell_j = np.gradient(ells_all[min_j:max_j]) - cov_corr = cov[min_i:max_i, min_j:max_j]*delta_ell_i[:, np.newaxis] - cov_corr = cov_corr*delta_ell_j[np.newaxis, :] + cov_corr = cov[min_i:max_i, min_j:max_j]*np.sqrt(delta_ell_i[:, np.newaxis]) + cov_corr = cov_corr*np.sqrt(delta_ell_j[np.newaxis, :]) sp_cov = interp2d(ells_all[min_i:max_i], ells_all[min_j:max_j], cov_corr.T) cov_aux = sp_cov(ells_out, ells_out) cov_out.append(cov_aux) @@ -144,7 +144,9 @@ def aux_der(x): for i in range(len(ells_ref)): dv = C_ell_out[:, i] dt = C_ell_sys[:, i] - C_ell_ref[:, i] - inv_cov = np.linalg.pinv(Cov_ref[:, :, i, i]) + if (i % 500) == 0: + print('i', i, Cov_ref[:, :, i, i].shape) + inv_cov = np.linalg.inv(Cov_ref[:, :, i, i]) aux_sum += np.einsum('i, ij, j', dt, inv_cov, dv) return aux_sum From 07c03b9b137f060be7d3f75aa975302a9ab76ddd Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 26 Apr 2022 17:05:24 -0500 Subject: [PATCH 11/41] Trying to fix flake8 --- .github/workflows/continuous-integration.yaml | 1 + augur/analyze.py | 11 ++++++----- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 181943b..1955b52 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -26,6 +26,7 @@ jobs: uses: actions/checkout@v2 with: repository: LSSTDESC/firecrown + ref: refs/tags/v0.5 path: firecrown - name: Install dependencies diff --git a/augur/analyze.py b/augur/analyze.py index 6a84a9e..7fb71b3 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -144,12 +144,13 @@ def aux_der(x): for i in range(len(ells_ref)): dv = C_ell_out[:, i] dt = C_ell_sys[:, i] - C_ell_ref[:, i] - if (i % 500) == 0: - print('i', i, Cov_ref[:, :, i, i].shape) inv_cov = np.linalg.inv(Cov_ref[:, :, i, i]) aux_sum += np.einsum('i, ij, j', dt, inv_cov, dv) + print(aux_sum) return aux_sum - + # We take the gradient of the sum in ell, as covariance and C_ell_sys are fixed (for now) B_j = nd.Gradient(aux_der, step=step)(x0) - dtheta_j = np.einsum('ij, j', np.linalg.inv(F_ij), B_j) - return dtheta_j + print('Bias vector', B_j) + dtheta_i = np.einsum('ij, j', np.linalg.inv(F_ij), B_j) + print('Bias params', dtheta_i) + return dtheta_i From 05428e745b362dc82063d1313cdf1b755d8989c0 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 26 Apr 2022 17:37:35 -0500 Subject: [PATCH 12/41] fixing CI --- augur/analyze.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/augur/analyze.py b/augur/analyze.py index 7fb71b3..c736b1d 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -26,7 +26,8 @@ def analyze(config): ana_config = config["analyze"] _config, data = firecrown.parse(firecrown_sanitize(ana_config)) - # firecrown.run_cosmosis(_config, data, pathlib.Path(ana_config["cosmosis"]["output_dir"])) + if config["fisher"]["run_cosmosis"]: + firecrown.run_cosmosis(_config, data, pathlib.Path(ana_config["cosmosis"]["output_dir"])) F_ij = np.loadtxt(pathlib.Path(ana_config["cosmosis"]["output_dir"]) / 'chain.txt') # evaluate ell_sys and C_ell_sys from the config X = np.loadtxt(config["fisher"]["C_ell_sys_path"]) From b65d1ed5a965a7d59b7a93e5c11d333ca0154eee Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 16 Sep 2022 14:42:21 -0400 Subject: [PATCH 13/41] updated instructions --- README.md | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 6dc0d08..a7a8219 100644 --- a/README.md +++ b/README.md @@ -45,13 +45,18 @@ Install a repo version of firecrown: ``` git clone git@github.com:LSSTDESC/firecrown.git cd firecrown -pip install --no-deps -e . ``` +The current version of `augur` relies on firecrown v0.5 or lower so in the same directory you can do: + +``` +git checkout tags/v0.5 +pip install . -e +``` Now run a `pytest` to see if things work. -Next repeat the same with `augur` but checkout the `dev` branch: +Next repeat the same with `augur`: ``` git clone git@github.com:LSSTDESC/augur.git From 5c0941c2c1c3aa1999c235f1f18797b8146fbd8a Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 15 Nov 2023 15:04:10 -0500 Subject: [PATCH 14/41] 1st working version of fisher derivatives --- augur/__init__.py | 2 +- augur/analyze.py | 205 +++++++++++++++++++++++++++++++------- augur/generate.py | 3 +- augur/utils/diff_utils.py | 39 ++++++++ examples/config_test.yml | 8 +- 5 files changed, 214 insertions(+), 43 deletions(-) create mode 100644 augur/utils/diff_utils.py diff --git a/augur/__init__.py b/augur/__init__.py index a7578cd..c349c4f 100644 --- a/augur/__init__.py +++ b/augur/__init__.py @@ -1,7 +1,7 @@ # flake8: noqa from .parser import parse from .generate import generate -from .analyze import analyze +from .analyze import Analyze from .postprocess import postprocess # implement in due time #def postprocess(config): diff --git a/augur/analyze.py b/augur/analyze.py index e52b267..ed339bc 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -1,38 +1,167 @@ -"""Data analysis module. - -This module runs the actual analysis of the data that -has been previously generated by the generate module. -At the moment it is a thin-wrapper to cosmosis. - -""" - - -def analyze(likelihood, tools, config): - """ - Run numerical derivatives of a likelihood to obtain a Fisher matrix estimate. - - Parameters: - ----------- - likelihood: firecrown.likelihood - Input likelihood object that will be used to compute the derivatives. - tools: firecrown.modeling_tools.ModelingTools - Modeling tools needed to reevaluate the likelihood. - - Returns: - -------- - fisher: np.ndarray - Output Fisher matrix - """ - return 0 -# def analyze(config): -# """ Analyzes the data, i.e. a thin wrapper to firecrown - -# Parameters: -# ---------- -# config : dict -# The yaml parsed dictional of the input yaml file -# """ - -# ana_config = config["analyze"] -# config, data = firecrown.parse(firecrown_sanitize(ana_config)) -# firecrown.run_cosmosis(config, data, pathlib.Path(config["cosmosis"]["output_dir"])) +import numpy as np +import pyccl as ccl +from augur.utils.diff_utils import five_pt_stencil +from augur import generate +from augur.utils.config_io import parse_config +from firecrown.parameters import ParamsMap + + +class Analyze(object): + def __init__(self, config, likelihood=None, tools=None, req_params=None): + """ + Run numerical derivatives of a likelihood to obtain a Fisher matrix estimate. + + Parameters: + ----------- + config: str or dict + Input config file or dictionary + likelihood: firecrown.likelihood + Input likelihood object that will be used to compute the derivatives. + If None, we will call generate. + tools: firecrown.modeling_tools.ModelingTools + Modeling tools needed to reevaluate the likelihood. Required if a likelihood + object is passed. + req_params: dict + Dictionary containing the required parameters for the likelihood. Required if a + likelihood object is passed. + + Returns: + -------- + fisher: np.ndarray + Output Fisher matrix + """ + # Load the likelihood if no likelihood is passed along + if likelihood is None: + likelihood, S, tools, req_params= generate(config, return_all_outputs=True) + else: + if (tools is None) or (req_params is None): + raise ValueError('If a likelihood is passed tools and req_params are required! \ + Please, remove the likelihood or add tools and req_params.') + + self.lk = likelihood # Just to save some typing + self.tools = tools + self.req_params = req_params + + _config = parse_config(config) # Load full config + # Get the fiducial cosmological parameters + self.pars_fid = tools.get_ccl_cosmology().__dict__['_params_init_kwargs'] + + # Load the relevant section of the configuration file + self.config = _config['fisher'] + + # Initialize pivot point + self.x = [] + self.var_pars = None + self.derivatives = None + self.Fij = None + # Load the parameters to vary + # We will allow 2 options -- one where we pass something + # a la cosmosis with parameters and minimum, central, and max + # we can also allow priors + if set(['parameters', 'var_pars']).issubset(set(self.config.keys())): + raise Warning('Both `parameters` and `var_pars` found in Fisher. \ + Ignoring `parameters and using fiducial cosmology \ + as pivot.`') + if 'parameters' in self.config.keys(): + self.var_pars = list(self.config['parameters'].keys()) + for var in self.var_pars: + _val = self.config['parameters'][var] + if isinstance(_val, list): + self.x.append(_val[1]) + else: + self.x.append(_val) + # The other option is to pass just the parameter names and evaluate around + # the fiducial values + elif 'var_pars' in self.config.keys(): + var_pars = self.config['var_pars'] + for var in var_pars: + if var in self.pars_fid.keys(): + x.append(self.pars_fid[var]) + elif var in self.req_params.keys(): + x.append(self.req_params[var]) + else: + raise ValueError(f'The requested parameter {var} is not \ + in the list of parameters in the likelihood.') + # Cast to numpy array (this will be done later anyway) + self.x = np.array(self.x) + + def f(self, x): + """ + Auxiliary Function that returns a theory vector evaluated at x. + Labels are the name of the parameters x (with the same length and order) + + Parameters: + ----------- + + x : float, list or np.ndarray + Point at which to compute the theory vector + + Returns: + -------- + f_out : np.ndarray + Theory vector computed at x. + """ + labels = self.var_pars + pars_fid = self.pars_fid + sys_fid = self.req_params + if len(labels) != len(x): + raise ValueError('The labels should have the same length as the parameters!') + else: + if isinstance(x, list): + x = np.array(x) + if x.ndim == 1: + _pars = pars_fid.copy() + _sys_pars = sys_fid.copy() + for i in range(len(labels)): + if labels[i] in pars_fid.keys(): + _pars.update({labels[i]: x[i]}) + elif labels[i] in sys_fid.keys(): + _sys_pars.update({labels[i]: x[i]}) + else: + raise ValueError(f'Parameter name {labels[i]} not recognized!') + tools.reset() + lk.reset() + cosmo = ccl.Cosmology(**_pars) + lk.update(ParamsMap(_sys_pars)) + tools.update(ParamsMap(_sys_pars)) + tools.prepare(cosmo) + f_out = lk.compute_theory_vector(tools) + elif x.ndim == 2: + f_out = [] + for i in range(len(labels)): + _pars = pars_fid.copy() + _sys_pars = sys_fid.copy() + xi = x[i] + for j in range(len(labels)): + if labels[j] in pars_fid.keys(): + _pars.update({labels[j]: xi[j]}) + elif labels[j] in sys_fid.keys(): + _sys_pars.update({labels[j]: xi[j]}) + else: + raise ValueError(f'Parameter name {labels[j]} not recognized') + tools.reset() + lk.reset() + lk.update(ParamsMap(_sys_pars)) + tools.update(ParamsMap(_sys_pars)) + cosmo = ccl.Cosmology(**_pars) + tools.prepare(cosmo) + f_out.append(lk.compute_theory_vector(tools)) + return np.array(f_out) + + def get_derivatives(self, force=False): + # Compute the derivatives with respect to the parameters in var_pars at x + if (self.derivatives is None) or (force): + self.derivatives = five_pt_stencil(self.f, self.x, h=float(self.config['step'])) + return self.derivatives + else: + return self.derivatives + + def get_fisher_matrix(self): + # Compute Fisher matrix + if self.derivatives is None: + self.get_derivatives() + if self.Fij is None: + self.Fij = np.einsum('il, lm, jm', self.derivatives, self.lk.inv_cov, self.derivatives) + return self.Fij + else: + return self.Fij diff --git a/augur/generate.py b/augur/generate.py index 90e979e..5a91160 100644 --- a/augur/generate.py +++ b/augur/generate.py @@ -292,6 +292,7 @@ def generate(config, return_all_outputs=False, write_sacc=True, force_read=True) cosmo.compute_nonlin_power() tools = ModelingTools(pt_calculator=pt_calculator) lk.update(sys_params) + tools.update(sys_params) tools.prepare(cosmo) # Run the likelihood (to get the theory) lk.compute_loglike(tools) @@ -372,4 +373,4 @@ def generate(config, return_all_outputs=False, write_sacc=True, force_read=True) lk.read(S) lk.measured_data_vector = lk.get_data_vector() if return_all_outputs: - return lk, S, tools + return lk, S, tools, sys_params diff --git a/augur/utils/diff_utils.py b/augur/utils/diff_utils.py new file mode 100644 index 0000000..a4f90ff --- /dev/null +++ b/augur/utils/diff_utils.py @@ -0,0 +1,39 @@ +import numpy as np + +def five_pt_stencil(f, x0, h=1e-4): + """ + Five-point stencil differentiation based on https://arxiv.org/pdf/2101.00298.pdf + + Parameters: + ----------- + + f : function + Function to differentiate + x0 : float, list or np.ndarray + Reference point at which to compute the derivative of f. + It can be a float, a list (with len = Ncomponents) or an + np.ndarray with shape (Ncomponents). + + Returns: + -------- + der: np.ndarray + Partial derivative of f with respect to the components of x0 + evaluated at x0, with shape (NComponents, f(x0).shape). + """ + if (not isinstance(x0, np.ndarray)) and (not isinstance(x0, list)): + der = 1./(12.*h)*(f(x0 - 2*h) - 8.*f(x0 - h) + 8.*f(x0 + h) - f(x0 + 2*h)) + return der + elif isinstance(x0, list): + x0 = np.array(x0) + if isinstance(x0, np.ndarray): + if x0.ndim == 1: + xp2 = x0 + 2.*h*np.identity(len(x0), dtype=np.float64)[:, None] + xm2 = x0 - 2.*h*np.identity(len(x0), dtype=np.float64)[:, None] + xp1 = x0 + 1.*h*np.identity(len(x0), dtype=np.float64)[:, None] + xm1 = x0 - 1.*h*np.identity(len(x0), dtype=np.float64)[:, None] + xp2 = xp2[:, 0, :] + xm2 = xm2[:, 0, :] + xp1 = xp1[:, 0, :] + xm1 = xm1[:, 0, :] + der = 1./(12.*h)*(f(xm2) - 8.*f(xm1) + 8.*f(xp1) - f(xp2)) + return der \ No newline at end of file diff --git a/examples/config_test.yml b/examples/config_test.yml index 44dade6..1e05e99 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -74,16 +74,17 @@ cov_options: # fsky : 0.3 # ------ # Or you can also get it from a file - # cov_type : 'SRD' - #SRD_cov_path : './data/Y1_3x2_SRD_cov.npy' + cov_type : 'SRD' + SRD_cov_path : './data/Y1_3x2_SRD_cov.npy' # Or using TJPCov - cov_type : 'tjpcov' + #cov_type : 'tjpcov' IA : 0.0 fsky: 0.3 binning_info : ell_edges : np.geomspace(20, 15000, 21, endpoint=True).astype(np.int32) fisher: + #var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s'] parameters: Omega_c: [0.1, 0.26, 0.9] sigma8: [0.4, 0.81, 1.2] @@ -92,4 +93,5 @@ fisher: h: [0.5, 0.6727, 0.8] n_s: [0.9, 0.9645, 1.0] # mult_bias: [-0.1 0.0 0.1] + step: 1e-2 output: 'fisher.dat' From 80211ebba076cf61830d237687042bfc2e1df5e1 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 15 Nov 2023 15:13:22 -0500 Subject: [PATCH 15/41] Working version of Analyze --- augur/analyze.py | 24 ++++++++++++------------ examples/config_test.yml | 2 +- 2 files changed, 13 insertions(+), 13 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index ed339bc..878302d 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -119,13 +119,13 @@ def f(self, x): _sys_pars.update({labels[i]: x[i]}) else: raise ValueError(f'Parameter name {labels[i]} not recognized!') - tools.reset() - lk.reset() + self.tools.reset() + self.lk.reset() cosmo = ccl.Cosmology(**_pars) - lk.update(ParamsMap(_sys_pars)) - tools.update(ParamsMap(_sys_pars)) - tools.prepare(cosmo) - f_out = lk.compute_theory_vector(tools) + self.lk.update(ParamsMap(_sys_pars)) + self.tools.update(ParamsMap(_sys_pars)) + self.tools.prepare(cosmo) + f_out = self.lk.compute_theory_vector(self.tools) elif x.ndim == 2: f_out = [] for i in range(len(labels)): @@ -139,13 +139,13 @@ def f(self, x): _sys_pars.update({labels[j]: xi[j]}) else: raise ValueError(f'Parameter name {labels[j]} not recognized') - tools.reset() - lk.reset() - lk.update(ParamsMap(_sys_pars)) - tools.update(ParamsMap(_sys_pars)) + self.tools.reset() + self.lk.reset() + self.lk.update(ParamsMap(_sys_pars)) + self.tools.update(ParamsMap(_sys_pars)) cosmo = ccl.Cosmology(**_pars) - tools.prepare(cosmo) - f_out.append(lk.compute_theory_vector(tools)) + self.tools.prepare(cosmo) + f_out.append(self.lk.compute_theory_vector(self.tools)) return np.array(f_out) def get_derivatives(self, force=False): diff --git a/examples/config_test.yml b/examples/config_test.yml index 1e05e99..b0870a9 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -85,7 +85,7 @@ cov_options: fisher: #var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s'] - parameters: + parameters: # TODO: For now priors are ignored Omega_c: [0.1, 0.26, 0.9] sigma8: [0.4, 0.81, 1.2] w0: [-1.8, -1.0, -0.2] From 0e4aa0fd701aca4e3627e97a721a9fcf2fbbf41d Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 15 Nov 2023 15:35:33 -0500 Subject: [PATCH 16/41] generalizing auxiliary function --- augur/analyze.py | 26 +++++++++++++++++++------- examples/config_test.yml | 3 +++ 2 files changed, 22 insertions(+), 7 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 878302d..b6c561e 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -85,7 +85,7 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): # Cast to numpy array (this will be done later anyway) self.x = np.array(self.x) - def f(self, x): + def f(self, x, labels, pars_fid, sys_fid): """ Auxiliary Function that returns a theory vector evaluated at x. Labels are the name of the parameters x (with the same length and order) @@ -95,15 +95,19 @@ def f(self, x): x : float, list or np.ndarray Point at which to compute the theory vector - + labels : list + Names of parameters to vary + pars_fid : dict + Dictionary containing the fiducial ccl cosmological parameters + sys_fid: dict + Dictionary containing the fiducial `systematic` (required) parameters + for the likelihood Returns: -------- f_out : np.ndarray Theory vector computed at x. """ - labels = self.var_pars - pars_fid = self.pars_fid - sys_fid = self.req_params + if len(labels) != len(x): raise ValueError('The labels should have the same length as the parameters!') else: @@ -151,13 +155,14 @@ def f(self, x): def get_derivatives(self, force=False): # Compute the derivatives with respect to the parameters in var_pars at x if (self.derivatives is None) or (force): - self.derivatives = five_pt_stencil(self.f, self.x, h=float(self.config['step'])) + self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, self.req_params), + self.x, h=float(self.config['step'])) return self.derivatives else: return self.derivatives def get_fisher_matrix(self): - # Compute Fisher matrix + # Compute Fisher matrix assuming Gaussian likelihood (around self.x) if self.derivatives is None: self.get_derivatives() if self.Fij is None: @@ -165,3 +170,10 @@ def get_fisher_matrix(self): return self.Fij else: return self.Fij + + def compute_fisher_bias(self): + # Compute Fisher bias following the generalized Amara formalism + # More details in Bianca's thesis and the note here: + # https://github.com/LSSTDESC/augur/blob/note_bianca/note/main.tex + import os + \ No newline at end of file diff --git a/examples/config_test.yml b/examples/config_test.yml index b0870a9..1af47ec 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -95,3 +95,6 @@ fisher: # mult_bias: [-0.1 0.0 0.1] step: 1e-2 output: 'fisher.dat' + fisher_bias: + parameters: + Omega_c: 0.27 From d0eedea60f6607ca308c8f9a008404221b2fa533 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 15 Nov 2023 16:13:11 -0500 Subject: [PATCH 17/41] working Fisher matrices and biases --- augur/analyze.py | 36 ++++++++++++++++++++++++++++++++++++ examples/config_test.yml | 18 ++++++++++-------- 2 files changed, 46 insertions(+), 8 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index b6c561e..975f40f 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -54,6 +54,7 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): self.var_pars = None self.derivatives = None self.Fij = None + self.bi = None # Load the parameters to vary # We will allow 2 options -- one where we pass something # a la cosmosis with parameters and minimum, central, and max @@ -175,5 +176,40 @@ def compute_fisher_bias(self): # Compute Fisher bias following the generalized Amara formalism # More details in Bianca's thesis and the note here: # https://github.com/LSSTDESC/augur/blob/note_bianca/note/main.tex + + # Allowing to provide externally calculated "systematics" + # They should have the same ells as the original data-vector + # and the same length import os + _calculate_biased_cls = True + if 'cl_sys' in self.config['fisher_bias']: + _sys_path = self.config['fisher_bias']['cl_sys'] + if (len(_sys_path)<1) or (os.path.exists(_sys_path)==False): + _calculate_biased_cls = True + else: + import astropy.table + if ('.dat' in _sys_path) or ('.txt' in _sys_path): + _format = 'ascii' + elif ('.fits' in _sys_path): + _format = 'fits' + else: + _format = None + biased_cls = astropy.table.Table.read(_sys_path, format=_format) + if len(biased_cls) != len(self.lk.get_data_vector()): + raise ValueError('The length of the provided Cls should be equal \ + to the length of the data-vector') + _calculate_biased_cls = False + + if _calculate_biased_cls: + raise NotImplementedError('To compute the biased Cls use external software \ + for the moment.') + else: + if self.derivatives is None: + self.get_derivatives() + Bj = np.einsum('l, lm, jm', biased_cls['cl_sys'], lk.inv_cov, self.derivatives) + if self.Fij is None: + self.get_fisher_matrix() + bi = np.einsum('ij, j', np.linalg.inv(self.Fij), Bj) + self.bi = bi + \ No newline at end of file diff --git a/examples/config_test.yml b/examples/config_test.yml index 1af47ec..edb51b2 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -78,10 +78,10 @@ cov_options: SRD_cov_path : './data/Y1_3x2_SRD_cov.npy' # Or using TJPCov #cov_type : 'tjpcov' - IA : 0.0 - fsky: 0.3 - binning_info : - ell_edges : np.geomspace(20, 15000, 21, endpoint=True).astype(np.int32) + # IA : 0.0 + # fsky: 0.3 + # binning_info : + # ell_edges : np.geomspace(20, 15000, 21, endpoint=True).astype(np.int32) fisher: #var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s'] @@ -92,9 +92,11 @@ fisher: wa: [-4, 0.0, 0.5] h: [0.5, 0.6727, 0.8] n_s: [0.9, 0.9645, 1.0] - # mult_bias: [-0.1 0.0 0.1] - step: 1e-2 + #mult_bias: [-0.1 0.0 0.1] + step: 0.05 output: 'fisher.dat' fisher_bias: - parameters: - Omega_c: 0.27 + cl_sys: '' # Path to file containing modified data vector with the systematic shift to probe + # If the file is provided it should be a FITS or ASCII file with the columns ell and cl_sys + + From f664f7076689049ad6b4f7d938b90114485a0cf6 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Wed, 15 Nov 2023 16:27:03 -0500 Subject: [PATCH 18/41] fixed bugs, updated config --- augur/analyze.py | 8 ++++---- examples/config_test.yml | 23 +++++++++++++---------- 2 files changed, 17 insertions(+), 14 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 975f40f..4b8b8e7 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -74,12 +74,12 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): # The other option is to pass just the parameter names and evaluate around # the fiducial values elif 'var_pars' in self.config.keys(): - var_pars = self.config['var_pars'] - for var in var_pars: + self.var_pars = self.config['var_pars'] + for var in self.var_pars: if var in self.pars_fid.keys(): - x.append(self.pars_fid[var]) + self.x.append(self.pars_fid[var]) elif var in self.req_params.keys(): - x.append(self.req_params[var]) + self.x.append(self.req_params[var]) else: raise ValueError(f'The requested parameter {var} is not \ in the list of parameters in the likelihood.') diff --git a/examples/config_test.yml b/examples/config_test.yml index edb51b2..7235a26 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -84,16 +84,19 @@ cov_options: # ell_edges : np.geomspace(20, 15000, 21, endpoint=True).astype(np.int32) fisher: - #var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s'] - parameters: # TODO: For now priors are ignored - Omega_c: [0.1, 0.26, 0.9] - sigma8: [0.4, 0.81, 1.2] - w0: [-1.8, -1.0, -0.2] - wa: [-4, 0.0, 0.5] - h: [0.5, 0.6727, 0.8] - n_s: [0.9, 0.9645, 1.0] - #mult_bias: [-0.1 0.0 0.1] - step: 0.05 + var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s', 'lens0_bias', 'lens1_bias', + 'lens2_bias', 'lens3_bias', 'lens4_bias', 'lens0_delta_z', 'lens1_delta_z', + 'lens2_delta_z', 'lens3_delta_z', 'lens4_delta_z', 'src0_delta_z', 'src1_delta_z', + 'src2_delta_z', 'src3_delta_z', 'src4_delta_z'] + # parameters: # TODO: For now priors are ignored + # Omega_c: [0.1, 0.26, 0.9] + # sigma8: [0.4, 0.81, 1.2] + # w0: [-1.8, -1.0, -0.2] + # wa: [-4, 0.0, 0.5] + # h: [0.5, 0.6727, 0.8] + # n_s: [0.9, 0.9645, 1.0] + # #mult_bias: [-0.1 0.0 0.1] + step: 1e-3 output: 'fisher.dat' fisher_bias: cl_sys: '' # Path to file containing modified data vector with the systematic shift to probe From 9fb750b15abcbe3dc297d729af0b2aa378c9da76 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Thu, 16 Nov 2023 12:18:08 -0500 Subject: [PATCH 19/41] changing default config to try to compare with SRD Fisher --- examples/config_test.yml | 17 ++++++++--------- 1 file changed, 8 insertions(+), 9 deletions(-) diff --git a/examples/config_test.yml b/examples/config_test.yml index 7235a26..99aa0fb 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -1,5 +1,5 @@ general: - ignore_scale_cuts : True # If True ignore any values of kmax + ignore_scale_cuts : False # If True ignore any values of kmax cosmo: Omega_c : 0.2664315 Omega_b : 0.0491685 @@ -52,8 +52,8 @@ statistics: galaxy_density_cl : # The statistics are supposed to be SACC statistics tracer_combs : [[0, 0], [1, 1], [2, 2], [3, 3], [4, 4]] # These need to be lists for now ell_edges : np.geomspace(20, 15000, 21, endpoint=True) # bandpower edges - # kmax : 0.201 # scale cut (in Mpc^-1) - kmax : None + kmax : 0.201 # scale cut (in Mpc^-1) + # kmax : None galaxy_shear_cl_ee : tracer_combs : [[0, 0], [0, 1], [0, 2], [0, 3], [0, 4], [1, 1], [1, 2], [1, 3], [1, 4], @@ -65,7 +65,7 @@ statistics: galaxy_shearDensity_cl_e : tracer_combs : [[0, 2], [0, 3], [0, 4], [1, 3], [1, 4], [2, 4], [3, 4]] ell_edges : np.geomspace(20, 15000, 21, endpoint=True) - kmax : None + kmax : 0.201 fiducial_sacc_path : test_sacc.sacc cov_options: @@ -84,10 +84,9 @@ cov_options: # ell_edges : np.geomspace(20, 15000, 21, endpoint=True).astype(np.int32) fisher: - var_pars: ['Omega_c', 'sigma8', 'w0', 'wa', 'h', 'n_s', 'lens0_bias', 'lens1_bias', - 'lens2_bias', 'lens3_bias', 'lens4_bias', 'lens0_delta_z', 'lens1_delta_z', - 'lens2_delta_z', 'lens3_delta_z', 'lens4_delta_z', 'src0_delta_z', 'src1_delta_z', - 'src2_delta_z', 'src3_delta_z', 'src4_delta_z'] + var_pars: ['Omega_c', 'sigma8', 'n_s', 'w0', 'wa', 'Omega_b', 'h', 'lens0_bias', 'lens1_bias', + 'lens2_bias', 'lens3_bias', 'lens4_bias', + 'src0_mult_bias', 'src1_mult_bias', 'src2_mult_bias', 'src3_mult_bias', 'src4_mult_bias'] # parameters: # TODO: For now priors are ignored # Omega_c: [0.1, 0.26, 0.9] # sigma8: [0.4, 0.81, 1.2] @@ -96,7 +95,7 @@ fisher: # h: [0.5, 0.6727, 0.8] # n_s: [0.9, 0.9645, 1.0] # #mult_bias: [-0.1 0.0 0.1] - step: 1e-3 + step: 1e-2 output: 'fisher.dat' fisher_bias: cl_sys: '' # Path to file containing modified data vector with the systematic shift to probe From a26da4f4e75ed65d3712ade1fb3334ba896d0001 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 11:08:33 -0500 Subject: [PATCH 20/41] fixed small bug and linter --- augur/analyze.py | 31 +++++++++++++++---------------- 1 file changed, 15 insertions(+), 16 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 4b8b8e7..56eeaef 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -32,16 +32,16 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): """ # Load the likelihood if no likelihood is passed along if likelihood is None: - likelihood, S, tools, req_params= generate(config, return_all_outputs=True) + likelihood, S, tools, req_params = generate(config, return_all_outputs=True) else: if (tools is None) or (req_params is None): raise ValueError('If a likelihood is passed tools and req_params are required! \ Please, remove the likelihood or add tools and req_params.') - - self.lk = likelihood # Just to save some typing + + self.lk = likelihood # Just to save some typing self.tools = tools self.req_params = req_params - + _config = parse_config(config) # Load full config # Get the fiducial cosmological parameters self.pars_fid = tools.get_ccl_cosmology().__dict__['_params_init_kwargs'] @@ -85,7 +85,7 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): in the list of parameters in the likelihood.') # Cast to numpy array (this will be done later anyway) self.x = np.array(self.x) - + def f(self, x, labels, pars_fid, sys_fid): """ Auxiliary Function that returns a theory vector evaluated at x. @@ -108,7 +108,7 @@ def f(self, x, labels, pars_fid, sys_fid): f_out : np.ndarray Theory vector computed at x. """ - + if len(labels) != len(x): raise ValueError('The labels should have the same length as the parameters!') else: @@ -123,7 +123,7 @@ def f(self, x, labels, pars_fid, sys_fid): elif labels[i] in sys_fid.keys(): _sys_pars.update({labels[i]: x[i]}) else: - raise ValueError(f'Parameter name {labels[i]} not recognized!') + raise ValueError(f'Parameter name {labels[i]} not recognized!') self.tools.reset() self.lk.reset() cosmo = ccl.Cosmology(**_pars) @@ -152,16 +152,17 @@ def f(self, x, labels, pars_fid, sys_fid): self.tools.prepare(cosmo) f_out.append(self.lk.compute_theory_vector(self.tools)) return np.array(f_out) - + def get_derivatives(self, force=False): # Compute the derivatives with respect to the parameters in var_pars at x if (self.derivatives is None) or (force): - self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, self.req_params), + self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, + self.req_params), self.x, h=float(self.config['step'])) return self.derivatives else: return self.derivatives - + def get_fisher_matrix(self): # Compute Fisher matrix assuming Gaussian likelihood (around self.x) if self.derivatives is None: @@ -174,7 +175,7 @@ def get_fisher_matrix(self): def compute_fisher_bias(self): # Compute Fisher bias following the generalized Amara formalism - # More details in Bianca's thesis and the note here: + # More details in Bianca's thesis and the note here: # https://github.com/LSSTDESC/augur/blob/note_bianca/note/main.tex # Allowing to provide externally calculated "systematics" @@ -184,7 +185,7 @@ def compute_fisher_bias(self): _calculate_biased_cls = True if 'cl_sys' in self.config['fisher_bias']: _sys_path = self.config['fisher_bias']['cl_sys'] - if (len(_sys_path)<1) or (os.path.exists(_sys_path)==False): + if (len(_sys_path) < 1) or (os.path.exists(_sys_path) is False): _calculate_biased_cls = True else: import astropy.table @@ -199,17 +200,15 @@ def compute_fisher_bias(self): raise ValueError('The length of the provided Cls should be equal \ to the length of the data-vector') _calculate_biased_cls = False - + if _calculate_biased_cls: raise NotImplementedError('To compute the biased Cls use external software \ for the moment.') else: if self.derivatives is None: self.get_derivatives() - Bj = np.einsum('l, lm, jm', biased_cls['cl_sys'], lk.inv_cov, self.derivatives) + Bj = np.einsum('l, lm, jm', biased_cls['cl_sys'], self.lk.inv_cov, self.derivatives) if self.Fij is None: self.get_fisher_matrix() bi = np.einsum('ij, j', np.linalg.inv(self.Fij), Bj) self.bi = bi - - \ No newline at end of file From 6a1b4e4e7b93659073dfcff211180b1fd7c1fe5e Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 11:41:26 -0500 Subject: [PATCH 21/41] Added calculation of biased data vector --- augur/analyze.py | 46 +++++++++++++++++++++++++++++++--------- examples/config_test.yml | 14 +++++++++--- 2 files changed, 47 insertions(+), 13 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 56eeaef..611a95e 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -55,6 +55,7 @@ def __init__(self, config, likelihood=None, tools=None, req_params=None): self.derivatives = None self.Fij = None self.bi = None + self.biased_cls = None # Load the parameters to vary # We will allow 2 options -- one where we pass something # a la cosmosis with parameters and minimum, central, and max @@ -183,8 +184,11 @@ def compute_fisher_bias(self): # and the same length import os _calculate_biased_cls = True - if 'cl_sys' in self.config['fisher_bias']: - _sys_path = self.config['fisher_bias']['cl_sys'] + _cls_fid = self.lk.measured_data_vector # Get the fiducial data vector + + # Try to read the biased data vector + if 'biased_dv' in self.config['fisher_bias']: + _sys_path = self.config['fisher_bias']['biased_dv'] if (len(_sys_path) < 1) or (os.path.exists(_sys_path) is False): _calculate_biased_cls = True else: @@ -200,15 +204,37 @@ def compute_fisher_bias(self): raise ValueError('The length of the provided Cls should be equal \ to the length of the data-vector') _calculate_biased_cls = False + self.biased_cls = biased_cls['dv_sys'] - _cls_fid + # If there's no biased data vector, calculate it if _calculate_biased_cls: - raise NotImplementedError('To compute the biased Cls use external software \ - for the moment.') - else: - if self.derivatives is None: - self.get_derivatives() - Bj = np.einsum('l, lm, jm', biased_cls['cl_sys'], self.lk.inv_cov, self.derivatives) - if self.Fij is None: - self.get_fisher_matrix() + _x_here = [] + _labels_here = [] + if 'bias_params' in self.config['fisher_bias'].keys(): + _pars_here = self.var_pars().copy() + _sys_here = self.req_params().copy() + for key, value in self.config['fisher_bias']['bias_params'].items(): + if key in _pars_here.keys(): + _pars_here[key] = value + _x_here.append(value) + _labels_here.append(key) + elif key in _sys_here.keys(): + _sys_here[key] = value + _x_here.append(value) + _labels_here.append(key) + else: + raise ValueError(f'The requested parameter `{key}` is not recognized. \ + Please make sure that it is part of your model.') + else: + raise ValueError('bias_params is required if no biased_dv file is passed') + + self.biased_cls = self.f(_x_here, _labels_here, _pars_here, _sys_here) - _cls_fid + + if self.derivatives is None: + self.get_derivatives() + Bj = np.einsum('l, lm, jm', self.biased_cls, self.lk.inv_cov, self.derivatives) + + if self.Fij is None: + self.get_fisher_matrix() bi = np.einsum('ij, j', np.linalg.inv(self.Fij), Bj) self.bi = bi diff --git a/examples/config_test.yml b/examples/config_test.yml index 99aa0fb..fc9d670 100644 --- a/examples/config_test.yml +++ b/examples/config_test.yml @@ -86,7 +86,9 @@ cov_options: fisher: var_pars: ['Omega_c', 'sigma8', 'n_s', 'w0', 'wa', 'Omega_b', 'h', 'lens0_bias', 'lens1_bias', 'lens2_bias', 'lens3_bias', 'lens4_bias', - 'src0_mult_bias', 'src1_mult_bias', 'src2_mult_bias', 'src3_mult_bias', 'src4_mult_bias'] + 'src0_mult_bias', 'src1_mult_bias', 'src2_mult_bias', 'src3_mult_bias', 'src4_mult_bias', + 'lens0_delta_z', 'lens1_delta_z', 'lens2_delta_z', 'lens3_delta_z', 'lens4_delta_z', + 'src0_delta_z', 'src1_delta_z', 'src2_delta_z', 'src3_delta_z', 'src4_delta_z'] # parameters: # TODO: For now priors are ignored # Omega_c: [0.1, 0.26, 0.9] # sigma8: [0.4, 0.81, 1.2] @@ -98,7 +100,13 @@ fisher: step: 1e-2 output: 'fisher.dat' fisher_bias: - cl_sys: '' # Path to file containing modified data vector with the systematic shift to probe - # If the file is provided it should be a FITS or ASCII file with the columns ell and cl_sys + biased_dv: '' # Path to file containing modified data vector with the systematic shift to probe + # If the file is provided it should be a FITS or ASCII file with the same binning as the + # fiducial data vector and the column dv_sys + bias_params: + Omega_c: 0.27 + lens0_bias: 1.3 + lens0_delta_z: 0.01 + src3_delta_z: 0.005 From 96ae4f24c75c038646791a4ec6f57fbdd635d0fa Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 11:48:49 -0500 Subject: [PATCH 22/41] fixing bugs --- augur/analyze.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 611a95e..3a2a126 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -211,8 +211,8 @@ def compute_fisher_bias(self): _x_here = [] _labels_here = [] if 'bias_params' in self.config['fisher_bias'].keys(): - _pars_here = self.var_pars().copy() - _sys_here = self.req_params().copy() + _pars_here = self.var_pars.copy() + _sys_here = self.req_params.copy() for key, value in self.config['fisher_bias']['bias_params'].items(): if key in _pars_here.keys(): _pars_here[key] = value From 7f246fce671332ea99ae6cc7761dcdd19af36075 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 11:51:20 -0500 Subject: [PATCH 23/41] more bugfixes --- augur/analyze.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/augur/analyze.py b/augur/analyze.py index 3a2a126..fbb2c16 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -211,7 +211,7 @@ def compute_fisher_bias(self): _x_here = [] _labels_here = [] if 'bias_params' in self.config['fisher_bias'].keys(): - _pars_here = self.var_pars.copy() + _pars_here = self.pars_fid.copy() _sys_here = self.req_params.copy() for key, value in self.config['fisher_bias']['bias_params'].items(): if key in _pars_here.keys(): From 8d0a5b52642ae3f7f2352d1cbfb391ec16ebc886 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 11:54:14 -0500 Subject: [PATCH 24/41] more bugfixes --- augur/analyze.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index fbb2c16..70e39bd 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -232,9 +232,9 @@ def compute_fisher_bias(self): if self.derivatives is None: self.get_derivatives() - Bj = np.einsum('l, lm, jm', self.biased_cls, self.lk.inv_cov, self.derivatives) + Bj = np.einsum('l, lm, jm', self.biased_cls, self.lk.inv_cov, self.derivatives) if self.Fij is None: self.get_fisher_matrix() - bi = np.einsum('ij, j', np.linalg.inv(self.Fij), Bj) - self.bi = bi + bi = np.einsum('ij, j', np.linalg.inv(self.Fij), Bj) + self.bi = bi From 46a0e58acf852bac754dc165562f2a9716fdb472 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 12:06:14 -0500 Subject: [PATCH 25/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 877da13..697ba1d 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -9,7 +9,7 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: [3.8, 3.9] + python-version: [3.9, 3.10, 3.11] steps: - uses: conda-incubator/setup-miniconda@v2 @@ -26,7 +26,7 @@ jobs: uses: actions/checkout@v2 with: repository: LSSTDESC/firecrown - ref: refs/tags/v0.5 + ref: refs/tags/v1.6.0 path: firecrown - name: Install dependencies From ec92500de521a6ed176e545f5932d9113f00c8ba Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 12:10:33 -0500 Subject: [PATCH 26/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 697ba1d..74e875c 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -9,7 +9,7 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: [3.9, 3.10, 3.11] + python-version: ['3.9', '3.10', '3.11'] steps: - uses: conda-incubator/setup-miniconda@v2 From 401b2a5a4e4d2dfa68336d55c97ac6a35739071e Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 12:58:30 -0500 Subject: [PATCH 27/41] simplifying CI for now --- .github/workflows/continuous-integration.yaml | 10 ++-------- augur/utils/diff_utils.py | 1 + 2 files changed, 3 insertions(+), 8 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 74e875c..fc643c5 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -9,7 +9,7 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: ['3.9', '3.10', '3.11'] + python-version: ['3.9'] steps: - uses: conda-incubator/setup-miniconda@v2 @@ -45,13 +45,7 @@ jobs: git clone https://github.com/LSSTDESC/TJPCov.git cd TJPCov pip install --no-deps -e . - - name: Environment test - shell: bash -l {0} - run: | - conda info - conda activate base - which python - + - name: flake8 shell: bash -l {0} run: /usr/share/miniconda/bin/flake8 augur --max-line-length=100 --count --show-source --statistics diff --git a/augur/utils/diff_utils.py b/augur/utils/diff_utils.py index a4f90ff..715fa80 100644 --- a/augur/utils/diff_utils.py +++ b/augur/utils/diff_utils.py @@ -1,5 +1,6 @@ import numpy as np + def five_pt_stencil(f, x0, h=1e-4): """ Five-point stencil differentiation based on https://arxiv.org/pdf/2101.00298.pdf From a10b84def9c0806cac20e6c5bcfa0dbeaf6d5789 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 13:01:56 -0500 Subject: [PATCH 28/41] further simplifying CI --- .github/workflows/continuous-integration.yaml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index fc643c5..0aeba51 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -35,12 +35,10 @@ jobs: conda activate base conda install -q -c conda-forge --only-deps firecrown cd firecrown - pip install numdifftools pip install --no-deps -e . conda install -q flake8 conda install -q pytest conda install -q matplotlib - conda install -q numdifftools -c conda-forge cd .. git clone https://github.com/LSSTDESC/TJPCov.git cd TJPCov From 0e851e94792a629e3640004ad7f2c3b197fdf57d Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Fri, 24 Nov 2023 13:23:56 -0500 Subject: [PATCH 29/41] fixing flake8 --- augur/utils/diff_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/augur/utils/diff_utils.py b/augur/utils/diff_utils.py index 715fa80..4b46bff 100644 --- a/augur/utils/diff_utils.py +++ b/augur/utils/diff_utils.py @@ -37,4 +37,4 @@ def five_pt_stencil(f, x0, h=1e-4): xp1 = xp1[:, 0, :] xm1 = xm1[:, 0, :] der = 1./(12.*h)*(f(xm2) - 8.*f(xm1) + 8.*f(xp1) - f(xp2)) - return der \ No newline at end of file + return der From e84daade941ec8ac5de1458277df36c432e1063b Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 27 Nov 2023 12:09:37 -0500 Subject: [PATCH 30/41] added back numdifftools --- augur/analyze.py | 24 +++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 70e39bd..df6220a 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -154,20 +154,34 @@ def f(self, x, labels, pars_fid, sys_fid): f_out.append(self.lk.compute_theory_vector(self.tools)) return np.array(f_out) - def get_derivatives(self, force=False): + def get_derivatives(self, force=False, method='5pt_stencil'): # Compute the derivatives with respect to the parameters in var_pars at x if (self.derivatives is None) or (force): - self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, + if '5pt_stencil' in method: + self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, self.req_params), - self.x, h=float(self.config['step'])) + self.x, h=float(self.config['step'])) + elif 'numdifftools' in method: + import numdifftools as nd + if 'numdifftools_kwargs' in self.config.keys(): + ndkwargs = self.config['numdifftools_kwargs'] + else: + ndkwargs = {} + self.derivatives = nd.Gradient(lambda y: self.f(y, self.var_pars, self.pars_fid, + self.req_params), + step=float(self.config['step']), + **ndkwargs)(self.x).T + else: + raise ValueError(f'Selected method: `{method}` is not available. \ + Please select 5pt_stencil or numdifftools.') return self.derivatives else: return self.derivatives - def get_fisher_matrix(self): + def get_fisher_matrix(self, method='5pt_stencil'): # Compute Fisher matrix assuming Gaussian likelihood (around self.x) if self.derivatives is None: - self.get_derivatives() + self.get_derivatives(method=method) if self.Fij is None: self.Fij = np.einsum('il, lm, jm', self.derivatives, self.lk.inv_cov, self.derivatives) return self.Fij From e1ab7ff19de9677bc54c1fec5679bb43212c4f39 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 17:53:35 -0500 Subject: [PATCH 31/41] fixing after update --- augur/analyze.py | 2 -- augur/generate.py | 3 +-- augur/tests/conftest.py | 19 ------------------- augur/tests/test_generate.py | 4 ++-- 4 files changed, 3 insertions(+), 25 deletions(-) delete mode 100644 augur/tests/conftest.py diff --git a/augur/analyze.py b/augur/analyze.py index df6220a..4d907b7 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -129,7 +129,6 @@ def f(self, x, labels, pars_fid, sys_fid): self.lk.reset() cosmo = ccl.Cosmology(**_pars) self.lk.update(ParamsMap(_sys_pars)) - self.tools.update(ParamsMap(_sys_pars)) self.tools.prepare(cosmo) f_out = self.lk.compute_theory_vector(self.tools) elif x.ndim == 2: @@ -148,7 +147,6 @@ def f(self, x, labels, pars_fid, sys_fid): self.tools.reset() self.lk.reset() self.lk.update(ParamsMap(_sys_pars)) - self.tools.update(ParamsMap(_sys_pars)) cosmo = ccl.Cosmology(**_pars) self.tools.prepare(cosmo) f_out.append(self.lk.compute_theory_vector(self.tools)) diff --git a/augur/generate.py b/augur/generate.py index 5a91160..62a1dd6 100644 --- a/augur/generate.py +++ b/augur/generate.py @@ -18,7 +18,7 @@ from firecrown.likelihood.gauss_family.gaussian import ConstGaussian from firecrown.modeling_tools import ModelingTools from firecrown.parameters import ParamsMap -from augur.utils.config_io import parse_config + implemented_nzs = [ZDist, LensSRD2018, SourceSRD2018] @@ -292,7 +292,6 @@ def generate(config, return_all_outputs=False, write_sacc=True, force_read=True) cosmo.compute_nonlin_power() tools = ModelingTools(pt_calculator=pt_calculator) lk.update(sys_params) - tools.update(sys_params) tools.prepare(cosmo) # Run the likelihood (to get the theory) lk.compute_loglike(tools) diff --git a/augur/tests/conftest.py b/augur/tests/conftest.py deleted file mode 100644 index 710c9f7..0000000 --- a/augur/tests/conftest.py +++ /dev/null @@ -1,19 +0,0 @@ -import pytest -from ..parser import parse - - -@pytest.fixture -def example_yaml(tmpdir): - yaml = parse("examples/srd_y1_3x2.yaml") - yaml['verbose'] = True - yaml['generate']['two_point']['sacc_file'] = str(tmpdir.join('test.sacc')) - yaml['analyze']['two_point']['sacc_data'] = str(tmpdir.join('test.sacc')) - yaml['analyze']['cosmosis']['output_dir'] = str(tmpdir) - - # make fewer parameters to enable fisher to run faster - pars = yaml['analyze']['cosmosis']['parameters'] - for key in list(pars.keys()): # to avoid dictionary size change - if key not in ['sigma8', 'bias_lens0']: - del pars[key] - - return yaml diff --git a/augur/tests/test_generate.py b/augur/tests/test_generate.py index 00bcff4..8e503da 100644 --- a/augur/tests/test_generate.py +++ b/augur/tests/test_generate.py @@ -2,6 +2,6 @@ from ..generate import generate -def test_generate(example_yaml): - generate(example_yaml) +def test_generate(): + generate('./examples/srd_y1_3x2.yaml') assert os.path.isfile(example_yaml['generate']['two_point']['sacc_file']) From b95ca53971a4c12a6293a5a0a22c83390b33a8d7 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 17:55:20 -0500 Subject: [PATCH 32/41] fixed deleted line --- augur/generate.py | 1 + 1 file changed, 1 insertion(+) diff --git a/augur/generate.py b/augur/generate.py index 62a1dd6..4c8bc8b 100644 --- a/augur/generate.py +++ b/augur/generate.py @@ -18,6 +18,7 @@ from firecrown.likelihood.gauss_family.gaussian import ConstGaussian from firecrown.modeling_tools import ModelingTools from firecrown.parameters import ParamsMap +from augur.utils.config_io import parse_config implemented_nzs = [ZDist, LensSRD2018, SourceSRD2018] From 28f55d557b8b46b882c2c28ff09d324a714d1c68 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 18:01:50 -0500 Subject: [PATCH 33/41] fixed tests --- augur/tests/test_analyze.py | 8 ++++++++ augur/tests/test_generate.py | 6 ++---- 2 files changed, 10 insertions(+), 4 deletions(-) create mode 100644 augur/tests/test_analyze.py diff --git a/augur/tests/test_analyze.py b/augur/tests/test_analyze.py new file mode 100644 index 0000000..a6c1e19 --- /dev/null +++ b/augur/tests/test_analyze.py @@ -0,0 +1,8 @@ +from augur.analyze import Analyze + +def test_analyze(): + fish = Analyze('./examples/config_test.yml') + ders = fish.get_derivatives() + fishmat = fish.get_fisher_matrix() + b_vec = fish.compute_fisher_bias() + \ No newline at end of file diff --git a/augur/tests/test_generate.py b/augur/tests/test_generate.py index 8e503da..258773d 100644 --- a/augur/tests/test_generate.py +++ b/augur/tests/test_generate.py @@ -1,7 +1,5 @@ -import os -from ..generate import generate +from augur.generate import generate def test_generate(): - generate('./examples/srd_y1_3x2.yaml') - assert os.path.isfile(example_yaml['generate']['two_point']['sacc_file']) + lk = generate('./examples/config_test.yml') \ No newline at end of file From 667e490fc429602f60ae89263acf6b24d7e2b529 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 18:07:02 -0500 Subject: [PATCH 34/41] linting --- augur/analyze.py | 8 ++++---- augur/tests/test_analyze.py | 8 ++++---- augur/tests/test_generate.py | 2 +- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/augur/analyze.py b/augur/analyze.py index 4d907b7..1d228db 100644 --- a/augur/analyze.py +++ b/augur/analyze.py @@ -157,7 +157,7 @@ def get_derivatives(self, force=False, method='5pt_stencil'): if (self.derivatives is None) or (force): if '5pt_stencil' in method: self.derivatives = five_pt_stencil(lambda y: self.f(y, self.var_pars, self.pars_fid, - self.req_params), + self.req_params), self.x, h=float(self.config['step'])) elif 'numdifftools' in method: import numdifftools as nd @@ -166,9 +166,9 @@ def get_derivatives(self, force=False, method='5pt_stencil'): else: ndkwargs = {} self.derivatives = nd.Gradient(lambda y: self.f(y, self.var_pars, self.pars_fid, - self.req_params), - step=float(self.config['step']), - **ndkwargs)(self.x).T + self.req_params), + step=float(self.config['step']), + **ndkwargs)(self.x).T else: raise ValueError(f'Selected method: `{method}` is not available. \ Please select 5pt_stencil or numdifftools.') diff --git a/augur/tests/test_analyze.py b/augur/tests/test_analyze.py index a6c1e19..c6d1080 100644 --- a/augur/tests/test_analyze.py +++ b/augur/tests/test_analyze.py @@ -1,8 +1,8 @@ from augur.analyze import Analyze + def test_analyze(): fish = Analyze('./examples/config_test.yml') - ders = fish.get_derivatives() - fishmat = fish.get_fisher_matrix() - b_vec = fish.compute_fisher_bias() - \ No newline at end of file + fish.get_derivatives() + fish.get_fisher_matrix() + fish.compute_fisher_bias() diff --git a/augur/tests/test_generate.py b/augur/tests/test_generate.py index 258773d..095cfb8 100644 --- a/augur/tests/test_generate.py +++ b/augur/tests/test_generate.py @@ -2,4 +2,4 @@ def test_generate(): - lk = generate('./examples/config_test.yml') \ No newline at end of file + generate('./examples/config_test.yml') From 6008735bcece1e80c32fc223d55dc78628f26e4d Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 18:13:50 -0500 Subject: [PATCH 35/41] fixing CI --- .github/workflows/continuous-integration.yaml | 22 ++++--------------- 1 file changed, 4 insertions(+), 18 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 0aeba51..38d042b 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -22,27 +22,13 @@ jobs: with: path: augur - - name: Checkout firecrown - uses: actions/checkout@v2 - with: - repository: LSSTDESC/firecrown - ref: refs/tags/v1.6.0 - path: firecrown - - name: Install dependencies shell: bash -l {0} run: | - conda activate base - conda install -q -c conda-forge --only-deps firecrown - cd firecrown - pip install --no-deps -e . - conda install -q flake8 - conda install -q pytest - conda install -q matplotlib - cd .. - git clone https://github.com/LSSTDESC/TJPCov.git - cd TJPCov - pip install --no-deps -e . + cd augur + conda env update -f augur/environment.yml + conda activate forecasting + python -m pip install --no-deps --editable . - name: flake8 shell: bash -l {0} From 22fc3012b8043d024e11f831645ffd5c7fd75d52 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Mon, 29 Jan 2024 18:15:04 -0500 Subject: [PATCH 36/41] fixing CI --- .github/workflows/continuous-integration.yaml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 38d042b..92bbeaa 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -25,7 +25,6 @@ jobs: - name: Install dependencies shell: bash -l {0} run: | - cd augur conda env update -f augur/environment.yml conda activate forecasting python -m pip install --no-deps --editable . From 424571ebe285fdd39c19785f0fe6564124819053 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 30 Jan 2024 11:12:06 -0500 Subject: [PATCH 37/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 92bbeaa..70b1bd0 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -27,6 +27,7 @@ jobs: run: | conda env update -f augur/environment.yml conda activate forecasting + cd augur python -m pip install --no-deps --editable . - name: flake8 From 629126c0378ab43376df8f276acd857b1c32b599 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 30 Jan 2024 11:16:03 -0500 Subject: [PATCH 38/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 70b1bd0..2feef7e 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -32,11 +32,11 @@ jobs: - name: flake8 shell: bash -l {0} - run: /usr/share/miniconda/bin/flake8 augur --max-line-length=100 --count --show-source --statistics + run: flake8 --max-line-length=100 --count --show-source --statistics - name: pytest shell: bash -l {0} run: | - conda activate base + conda activate forecasting cd augur /usr/share/miniconda/bin/pytest From 08b3b5c91f7b42f34e67e519ddea07ba6c62282e Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 30 Jan 2024 11:20:54 -0500 Subject: [PATCH 39/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 4 +++- environment.yml | 1 + 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 2feef7e..0600751 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -32,7 +32,9 @@ jobs: - name: flake8 shell: bash -l {0} - run: flake8 --max-line-length=100 --count --show-source --statistics + run: | + conda activate forecasting + flake8 augur --max-line-length=100 --count --show-source --statistics - name: pytest shell: bash -l {0} diff --git a/environment.yml b/environment.yml index 5419f5b..a3bafba 100644 --- a/environment.yml +++ b/environment.yml @@ -7,6 +7,7 @@ dependencies: - jinja2 - numpydoc - pip + - flake8 - pip: - tjpcov - qp From 9d93f9df24d267f3ab3bf4e12ba9b0c577621010 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 30 Jan 2024 11:24:21 -0500 Subject: [PATCH 40/41] trying to fix CI --- .github/workflows/continuous-integration.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/continuous-integration.yaml b/.github/workflows/continuous-integration.yaml index 0600751..1639000 100644 --- a/.github/workflows/continuous-integration.yaml +++ b/.github/workflows/continuous-integration.yaml @@ -41,4 +41,4 @@ jobs: run: | conda activate forecasting cd augur - /usr/share/miniconda/bin/pytest + pytest . From 747d9e2167ba8a415c940ecc8063b904ffe5d7a7 Mon Sep 17 00:00:00 2001 From: Javier Sanchez Date: Tue, 30 Jan 2024 11:29:07 -0500 Subject: [PATCH 41/41] fixed CI + updated version string --- augur/_version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/augur/_version.py b/augur/_version.py index 485f44a..d3ec452 100644 --- a/augur/_version.py +++ b/augur/_version.py @@ -1 +1 @@ -__version__ = "0.1.1" +__version__ = "0.2.0"