From 77a5a2dc9a1a370315838e0fb82332bde2829581 Mon Sep 17 00:00:00 2001 From: Christian Chapman-Bird Date: Mon, 27 Sep 2021 13:52:04 +0100 Subject: [PATCH] some data backup --- EMRI_parameter_sampling/sample_uniform.py | 8 +- EMRI_parameter_sampling/utility.py | 7 +- emri_data/models/silu_1/function.pickle | Bin 0 -> 187866 bytes emri_data/models/silu_1/losses.png | Bin 0 -> 36912 bytes emri_data/models/silu_1/model.pth | Bin 0 -> 186247 bytes emri_data/models/silu_1/xdata_mean_std.npy | Bin 0 -> 272 bytes emri_data/models/silu_1/ydata_mean_std.npy | Bin 0 -> 144 bytes emri_data/schwarz_negY/samp_dataframe.csv | 158001 +++++++++++++++ emri_data/schwarz_negY/samp_position.npy | Bin 0 -> 136 bytes .../schwarz_negY/samp_processing_times.npy | Bin 0 -> 12768 bytes .../schwarz_negY/samp_waveform_times.npy | Bin 0 -> 12768 bytes emri_data/schwarz_negY_fix/samp_dataframe.csv | 801 + emri_data/schwarz_negY_fix/samp_position.npy | Bin 0 -> 136 bytes .../samp_processing_times.npy | Bin 0 -> 192 bytes .../schwarz_negY_fix/samp_waveform_times.npy | Bin 0 -> 192 bytes emri_data/scripts/.model_train.py.swp | Bin 0 -> 12288 bytes emri_data/scripts/model_train.py | 4 +- 17 files changed, 158813 insertions(+), 8 deletions(-) create mode 100644 emri_data/models/silu_1/function.pickle create mode 100644 emri_data/models/silu_1/losses.png create mode 100644 emri_data/models/silu_1/model.pth create mode 100644 emri_data/models/silu_1/xdata_mean_std.npy create mode 100644 emri_data/models/silu_1/ydata_mean_std.npy create mode 100644 emri_data/schwarz_negY/samp_dataframe.csv create mode 100644 emri_data/schwarz_negY/samp_position.npy create mode 100644 emri_data/schwarz_negY/samp_processing_times.npy create mode 100644 emri_data/schwarz_negY/samp_waveform_times.npy create mode 100644 emri_data/schwarz_negY_fix/samp_dataframe.csv create mode 100644 emri_data/schwarz_negY_fix/samp_position.npy create mode 100644 emri_data/schwarz_negY_fix/samp_processing_times.npy create mode 100644 emri_data/schwarz_negY_fix/samp_waveform_times.npy create mode 100644 emri_data/scripts/.model_train.py.swp diff --git a/EMRI_parameter_sampling/sample_uniform.py b/EMRI_parameter_sampling/sample_uniform.py index 406f8a8..2d05057 100644 --- a/EMRI_parameter_sampling/sample_uniform.py +++ b/EMRI_parameter_sampling/sample_uniform.py @@ -12,8 +12,8 @@ import pandas as pd mpool = cupy.get_default_memory_pool() mpool2 = cupy.get_default_pinned_memory_pool() -outdir = '../emri_data/schwarz_negY/{}' -Path('../emri_data/schwarz_negY/').mkdir(parents=True, exist_ok=True) +outdir = '../emri_data/schwarz_negY_fix/{}' +Path('../emri_data/schwarz_negY_fix/').mkdir(parents=True, exist_ok=True) use_gpu = True use_schwarz_separatrix = False # set to False for negative Y, as Kerr separatrix exceeds Schwarz in this case @@ -46,7 +46,7 @@ nDists = 10 # dont touch dVals = np.linspace(0, 5, nDists + 1)[1:] # initialise trajectory module -traj = RunKerrGenericPn5Inspiral(inspiral_kwargs={"max_init_len": int(1e9)}, enforce_schwarz_sep=True) +traj = RunKerrGenericPn5Inspiral(inspiral_kwargs={"max_init_len": int(1e9)}, enforce_schwarz_sep=use_schwarz_separatrix) traj_inds = np.array([0, 1, 2, 4, 5, 11, 12, 13]).astype(np.int32) # parameter indices needed for trajectory calc @@ -102,7 +102,7 @@ while place < batches: injection_params[1] = injection_params[0] / (10 ** np.random.uniform(np.log10(5e4), np.log10(5e7))) injection_params[2] = np.random.uniform(0.5, 0.95) injection_params[4] = np.random.uniform(0.08, 0.5) - injection_params[5] = np.random.uniform(0.5, 0.99) + injection_params[5] = np.random.uniform(-0.99,-0.5) injection_params[6] = dVals[0] # fiducial value (we will rescale for the others) tplunge = np.random.uniform(0, T) diff --git a/EMRI_parameter_sampling/utility.py b/EMRI_parameter_sampling/utility.py index 8a096de..e9f303d 100644 --- a/EMRI_parameter_sampling/utility.py +++ b/EMRI_parameter_sampling/utility.py @@ -341,13 +341,13 @@ def brentq_p_at_t( p_sep = get_separatrix(traj_args[index_of_a],traj_args[index_of_e],traj_args[index_of_Y]) # should be fairly close. else: p_sep = 6 + 2*traj_args[index_of_e] - bounds = [p_sep + 0.101, 50] + bounds = [p_sep + 0.1001, 50] elif bounds[0] is None: if kerr_separatrix: p_sep = get_separatrix(traj_args[index_of_a],traj_args[index_of_e],traj_args[index_of_Y]) # should be fairly close. else: p_sep = 6 + 2*traj_args[index_of_e] - bounds[0] = p_sep + 0.101 + bounds[0] = p_sep + 0.1001 elif bounds[1] is None: bounds[1] = 50 @@ -357,7 +357,10 @@ def brentq_p_at_t( """ inputs = inj_args.copy() inputs.insert(p_ind, pval) + #print(pval) out = traj(*inputs, T=t_outp * 2, **traj_kwargs) + #print(out[0][-1] - t_outp*year) return out[0][-1] - t_outp * year + #print(traj_args) root = brentq(p_time_root, bounds[0], bounds[1], xtol=xtol, rtol=rtol, args=(traj_module, traj_args, t_out, index_of_p)) return root diff --git a/emri_data/models/silu_1/function.pickle b/emri_data/models/silu_1/function.pickle new file 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"cuda:2" fp = '../schwarz_data/{}' #['logM', 'logq', 'a', 'p0', 'e', 'Y0', 'thetaS', 'phiS', 'thetaK', 't', 'SNR'] train_inds = [0,1,2,3,4,5,6,7,8]#[0,1,2,4,5,6,7,8,9] @@ -24,7 +24,7 @@ if __name__ == '__main__': layers = 4 neurons = [256,128,64,32] activation = nn.SiLU - model = create_mlp(input_features=in_features,output_features=out_features,neurons=neurons,layers=layers,activation=activation,device=device, model_name='m1') + model = create_mlp(input_features=in_features,output_features=out_features,neurons=neurons,layers=layers,activation=activation,device=device, model_name='silu_1') data = [xtrain, ytrain, xtest, ytest] -- GitLab