borg_velocity/notebooks/Analyse_chain.ipynb
2024-06-11 14:52:48 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"id": "40ad2d23-227d-4101-a195-f3b70fe0e33b",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import configparser\n",
"import glob\n",
"from tqdm import tqdm\n",
"import h5py as h5"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "3657066e-c3db-4675-b0c2-851fbdde7165",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def get_movie_steps(dirname, nframe, iter_max, iter_min=0):\n",
" \"\"\"\n",
" Obtain evenly-spaced sample of MCMC steps to make movie from\n",
" \"\"\"\n",
" all_mcmc = glob.glob(dirname + '/mcmc_*.h5')\n",
" x = [m[len(dirname + '/mcmc_'):-3] for m in all_mcmc]\n",
" all_mcmc = np.sort([int(m[len(dirname + '/mcmc_'):-3]) for m in all_mcmc])\n",
" if iter_max >= 0:\n",
" all_mcmc = all_mcmc[all_mcmc <= iter_max]\n",
" all_mcmc = all_mcmc[all_mcmc >= iter_min]\n",
" if nframe > 0:\n",
" max_out = max(all_mcmc)\n",
" min_out = min(all_mcmc)\n",
" step = max(int((max_out - min_out+1) / nframe), 1)\n",
" all_mcmc = all_mcmc[::step]\n",
" if max_out not in all_mcmc:\n",
" all_mcmc = np.concatenate([all_mcmc, [max_out]])\n",
" return all_mcmc\n",
"\n",
"def load_param_samples(ini_name, dirname, nframe, iter_max, iter_min):\n",
" \n",
" config = configparser.ConfigParser()\n",
" config.read(ini_name)\n",
" to_sample = []\n",
" for k,v in config['block_loop'].items():\n",
" if v.strip() == 'false':\n",
" i = k.index('_sampler')\n",
" if k[:i] not in ['hades', 'bias', 'nmean']:\n",
" to_sample.append(k[:i])\n",
" nsamp = int(config['run']['nsamp'])\n",
" new_to_sample = []\n",
" for s in to_sample:\n",
" if s in ['omega_m', 'sigma8', 'sig_v']:\n",
" new_to_sample.append(s)\n",
" elif s == 'bulk_flow':\n",
" for d in ['_x', '_y', '_z']:\n",
" new_to_sample.append(f'{s}{d}')\n",
" else:\n",
" for i in range(nsamp):\n",
" new_to_sample.append(f'{s}{i}')\n",
" \n",
" to_sample = new_to_sample\n",
" \n",
" all_mcmc = get_movie_steps(dirname, nframe, iter_max, iter_min=iter_min)\n",
" samples = np.empty((len(to_sample),len(all_mcmc)))\n",
"\n",
" for i in tqdm(range(len(all_mcmc))):\n",
" with h5.File(f'{dirname}/mcmc_{all_mcmc[i]}.h5', 'r') as f:\n",
" for j, s in enumerate(to_sample):\n",
" if 'model_params_' + s in f['scalars'].keys():\n",
" samples[j,i] = f['scalars/model_params_' + s][:][0]\n",
" elif 'model_params_cosmology.' + s in f['scalars'].keys():\n",
" samples[j,i] = f['scalars/model_params_cosmology.' + s][:][0]\n",
" elif s == 'sig_v':\n",
" samples[j,i] = float(config['model'][s])\n",
" elif s.startswith('bulk_flow'):\n",
" if s[-1] == 'x':\n",
" samples[j,i] = np.array(ast.literal_eval(config['model']['bulk_flow']))[0]\n",
" elif s[-1] == 'y':\n",
" samples[j,i] = np.array(ast.literal_eval(config['model']['bulk_flow']))[0]\n",
" elif s[-1] == 'z':\n",
" samples[j,i] = np.array(ast.literal_eval(config['model']['bulk_flow']))[0]\n",
" else:\n",
" raise NotImplementedError\n",
" else:\n",
" if s in config[f'cosmology'].keys():\n",
" samples[j,i] = float(config['cosmology'][s])\n",
" else:\n",
" print(s)\n",
" samples[j,i] = float(config[f'sample_{s[-1]}'][s[:-1]]) \n",
" \n",
" return to_sample, samples\n",
" "
]
},
{
"cell_type": "markdown",
"id": "a1caa238-a287-45a6-8f0e-0b4f460811e5",
"metadata": {},
"source": [
"# Plot the non-ic parameters"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "d791f161-730a-464d-85cf-d76c708a3260",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10/10 [00:00<00:00, 207.09it/s]\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1600x900 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ini_name = '../conf/basic_ini.ini'\n",
"dirname = '/data101/bartlett/fsigma8/borg_velocity/basic_run'\n",
"nframe = -1\n",
"iter_min = -1\n",
"iter_max = -1\n",
"\n",
"names, samples = load_param_samples(ini_name, dirname, nframe, iter_max, iter_min)\n",
"ncol = 4\n",
"nrow = int(np.ceil(len(names) / ncol))\n",
"\n",
"fig, axs = plt.subplots(nrow, ncol, figsize=(ncol*4, nrow*3))\n",
"axs = np.atleast_2d(axs)\n",
"# for i in range(ncol):\n",
" # axs[-1,i].set_xlabel('Step Number')\n",
"axs = axs.flatten()\n",
"for i in range(len(names)):\n",
" axs[i].plot(samples[i,:])\n",
" axs[i].set_title(names[i])\n",
" axs[i].set_xlabel('Step Number')\n",
"for i in range(len(names), len(axs)):\n",
" axs[i].remove()\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "26ad2d1e-ec36-48d5-a7d4-56cd0944dcd4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "borg_env",
"language": "python",
"name": "borg_env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}