Skip to content

Instantly share code, notes, and snippets.

@adrn
Created March 12, 2024 21:40
Show Gist options
  • Save adrn/7ac0c5639dc64ed88162a1b9a631e9fe to your computer and use it in GitHub Desktop.
Save adrn/7ac0c5639dc64ed88162a1b9a631e9fe to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{"metadata":{"kernelspec":{"name":"conda-env-thejoker2024-py","display_name":"Python [conda env:thejoker2024]","language":"python"},"language_info":{"name":"python","version":"3.11.8","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":true,"sideBar":true,"skip_h1_title":false,"title_cell":"Table of Contents","title_sidebar":"Contents","toc_cell":false,"toc_position":{},"toc_section_display":true,"toc_window_display":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import arviz as az\nimport astropy.table as at\nimport astropy.units as u\nimport corner\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pymc as pm\nimport pymc_ext as pmx\nimport pytensor.tensor as pt\nimport thejoker as tj\nimport thejoker.units as xu\nfrom astropy.io import ascii\nfrom astropy.time import Time\n\n%matplotlib inline","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:01.089871Z","iopub.execute_input":"2024-03-12T21:37:01.090033Z","iopub.status.idle":"2024-03-12T21:37:02.863296Z","shell.execute_reply.started":"2024-03-12T21:37:01.090016Z","shell.execute_reply":"2024-03-12T21:37:02.863052Z"}},"outputs":[{"name":"stderr","text":"WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"# set up a random number generator to ensure reproducibility\nseed = 456\nrnd = np.random.default_rng(seed=seed)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:02.864276Z","iopub.execute_input":"2024-03-12T21:37:02.864448Z","iopub.status.idle":"2024-03-12T21:37:02.866419Z","shell.execute_reply.started":"2024-03-12T21:37:02.864438Z","shell.execute_reply":"2024-03-12T21:37:02.866158Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"data_arr = np.loadtxt(\"after_2022B_tmp_2857_nn4.txt\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:02.866768Z","iopub.execute_input":"2024-03-12T21:37:02.866838Z","iopub.status.idle":"2024-03-12T21:37:02.868982Z","shell.execute_reply.started":"2024-03-12T21:37:02.866830Z","shell.execute_reply":"2024-03-12T21:37:02.868770Z"}},"outputs":[],"execution_count":3},{"cell_type":"code","source":"t = Time(data_arr[:, 0], format=\"jd\", scale=\"utc\")\ndata = tj.RVData(\n t=t,\n rv=data_arr[:, 1] * u.km/u.s,\n rv_err=data_arr[:, 2] * u.km/u.s\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:02.869341Z","iopub.execute_input":"2024-03-12T21:37:02.869418Z","iopub.status.idle":"2024-03-12T21:37:02.878924Z","shell.execute_reply.started":"2024-03-12T21:37:02.869410Z","shell.execute_reply":"2024-03-12T21:37:02.878526Z"}},"outputs":[],"execution_count":4},{"cell_type":"code","source":"data.plot(markersize=3, relative_to_t_ref=True)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:02.879456Z","iopub.execute_input":"2024-03-12T21:37:02.879625Z","iopub.status.idle":"2024-03-12T21:37:03.180645Z","shell.execute_reply.started":"2024-03-12T21:37:02.879615Z","shell.execute_reply":"2024-03-12T21:37:03.180352Z"}},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='time [BMJD]', ylabel='RV [$\\\\mathrm{km\\\\,s^{-1}}$]'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x432 with 1 Axes>","image/png":"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"},"metadata":{"image/png":{"width":440,"height":440}}}],"execution_count":5},{"cell_type":"code","source":"with pm.Model() as model:\n # Allow extra error to account for under-estimated error bars\n e = xu.with_unit(pm.ConstantData(\"e\", 0), u.one)\n omega = xu.with_unit(pm.ConstantData(\"omega\", 0), u.rad)\n\n prior_kwargs = dict(\n P_min=(1 * u.hour).to(u.day),\n P_max=(10 * u.hour).to(u.day),\n sigma_K0=100 * u.km / u.s,\n P0=1 * u.year,\n sigma_v=250 * u.km / u.s\n )\n prior = tj.JokerPrior.default(\n **prior_kwargs,\n pars={\"e\": e, \"omega\": omega},\n )","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:03.181115Z","iopub.execute_input":"2024-03-12T21:37:03.181197Z","iopub.status.idle":"2024-03-12T21:37:03.204672Z","shell.execute_reply.started":"2024-03-12T21:37:03.181188Z","shell.execute_reply":"2024-03-12T21:37:03.204425Z"}},"outputs":[],"execution_count":6},{"cell_type":"code","source":"# Run rejection sampling with The Joker:\njoker = tj.TheJoker(prior, rng=rnd)\nsamples = joker.rejection_sample(\n data, prior_samples=1_000_000, max_posterior_samples=100\n)\nsamples","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:03.208624Z","iopub.execute_input":"2024-03-12T21:37:03.210365Z","iopub.status.idle":"2024-03-12T21:37:39.649606Z","shell.execute_reply.started":"2024-03-12T21:37:03.210340Z","shell.execute_reply":"2024-03-12T21:37:39.638365Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"<JokerSamples [P, e, omega, M0, s, K, v0] (1 samples)>"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"samples[\"P\"].to(u.hour), samples[\"K\"]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:39.651381Z","iopub.execute_input":"2024-03-12T21:37:39.654626Z","iopub.status.idle":"2024-03-12T21:37:39.719325Z","shell.execute_reply.started":"2024-03-12T21:37:39.654586Z","shell.execute_reply":"2024-03-12T21:37:39.717440Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"(<Quantity [4.16928523] h>, <Quantity [148.4322226] km / s>)"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"_ = tj.plot_rv_curves(samples, data=data)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:39.733639Z","iopub.execute_input":"2024-03-12T21:37:39.734482Z","iopub.status.idle":"2024-03-12T21:37:40.922355Z","shell.execute_reply.started":"2024-03-12T21:37:39.734468Z","shell.execute_reply":"2024-03-12T21:37:40.922002Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x432 with 1 Axes>","image/png":"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"},"metadata":{"image/png":{"width":440,"height":440}}}],"execution_count":9},{"cell_type":"code","source":"_ = tj.plot_phase_fold(samples[0], data=data)\nsamples[\"K\"], samples[\"M0\"]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:40.922946Z","iopub.execute_input":"2024-03-12T21:37:40.923034Z","iopub.status.idle":"2024-03-12T21:37:41.076990Z","shell.execute_reply.started":"2024-03-12T21:37:40.923023Z","shell.execute_reply":"2024-03-12T21:37:41.076452Z"}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"(<Quantity [148.4322226] km / s>, <Quantity [-1.44073415] rad>)"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x432 with 1 Axes>","image/png":"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"},"metadata":{"image/png":{"width":440,"height":440}}}],"execution_count":10},{"cell_type":"code","source":"samples.tbl","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:41.077447Z","iopub.execute_input":"2024-03-12T21:37:41.077534Z","iopub.status.idle":"2024-03-12T21:37:41.084087Z","shell.execute_reply.started":"2024-03-12T21:37:41.077525Z","shell.execute_reply":"2024-03-12T21:37:41.083275Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"<QTable length=1>\n P e omega M0 s K v0 \n d rad rad km / s km / s km / s \n float64 float64 float64 float64 float64 float64 float64 \n----------------- ------- ------- ------------------ ------- ------------------ ------------------\n0.173720217918016 0.0 0.0 -1.440734153706802 0.0 148.43222260075066 180.54541992362238","text/html":"<div><i>QTable length=1</i>\n<table id=\"table5612599248\" class=\"table-striped table-bordered table-condensed\">\n<thead><tr><th>P</th><th>e</th><th>omega</th><th>M0</th><th>s</th><th>K</th><th>v0</th></tr></thead>\n<thead><tr><th>d</th><th></th><th>rad</th><th>rad</th><th>km / s</th><th>km / s</th><th>km / s</th></tr></thead>\n<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n<tr><td>0.173720217918016</td><td>0.0</td><td>0.0</td><td>-1.440734153706802</td><td>0.0</td><td>148.43222260075066</td><td>180.54541992362238</td></tr>\n</table></div>"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"with pm.Model() as model:\n e = xu.with_unit(pm.Deterministic(\"e\", pt.constant(0)), u.one)\n omega = xu.with_unit(pm.Deterministic(\"omega\", pt.constant(0)), u.radian)\n\n prior_mcmc = tj.JokerPrior.default(\n **prior_kwargs,\n pars={\"e\": e, \"omega\": omega},\n )\n\n joker_mcmc = tj.TheJoker(prior_mcmc, rng=rnd)\n mcmc_init = joker_mcmc.setup_mcmc(data, samples)\n print(mcmc_init)\n\n init = mcmc_init\n # init = pmx.optimize(mcmc_init)\n\n trace = pm.sample(\n tune=1000,\n draws=1000,\n initvals=init,\n random_seed=seed,\n cores=1,\n chains=2,\n init=\"adapt_full\",\n target_accept=0.9,\n )","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:37:41.085391Z","iopub.execute_input":"2024-03-12T21:37:41.085716Z","iopub.status.idle":"2024-03-12T21:39:39.187897Z","shell.execute_reply.started":"2024-03-12T21:37:41.085704Z","shell.execute_reply":"2024-03-12T21:39:39.187646Z"}},"outputs":[{"name":"stdout","text":"{'P': array(0.17372022), 'e': array(0.), 'omega': array(0.), 'M0': array(-1.44073415), 's': array(0.), 'K': array(148.4322226), 'v0': array(180.54541992)}\n","output_type":"stream"},{"name":"stderr","text":"Auto-assigning NUTS sampler...\nInitializing NUTS using adapt_full...\n/Users/apricewhelan/anaconda3/envs/thejoker2024/lib/python3.11/site-packages/pymc/step_methods/hmc/quadpotential.py:629: UserWarning: QuadPotentialFullAdapt is an experimental feature\n warnings.warn(\"QuadPotentialFullAdapt is an experimental feature\")\nSequential sampling (2 chains in 1 job)\nNUTS: [__M0_angle1, __M0_angle2, P, K, v0]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n progress:not([value]), progress:not([value])::-webkit-progress-bar {\n background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n <div>\n <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [2000/2000 00:07&lt;00:00 Sampling chain 0, 0 divergences]\n </div>\n "},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n progress:not([value]), progress:not([value])::-webkit-progress-bar {\n background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n <div>\n <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [2000/2000 01:47&lt;00:00 Sampling chain 1, 0 divergences]\n </div>\n "},"metadata":{}},{"name":"stderr","text":"Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 115 seconds.\nWe recommend running at least 4 chains for robust computation of convergence diagnostics\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"par_names = prior_mcmc.par_names.copy()\npar_names.pop(par_names.index(\"e\"))\npar_names.pop(par_names.index(\"omega\"))\n# par_names.pop(par_names.index(\"s\"))\naz.summary(trace, var_names=par_names)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:39:39.188445Z","iopub.execute_input":"2024-03-12T21:39:39.188569Z","iopub.status.idle":"2024-03-12T21:39:39.245787Z","shell.execute_reply.started":"2024-03-12T21:39:39.188561Z","shell.execute_reply":"2024-03-12T21:39:39.245535Z"}},"outputs":[{"name":"stderr","text":"/Users/apricewhelan/anaconda3/envs/thejoker2024/lib/python3.11/site-packages/arviz/stats/diagnostics.py:592: RuntimeWarning: invalid value encountered in scalar divide\n (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n","output_type":"stream"},{"execution_count":13,"output_type":"execute_result","data":{"text/plain":" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\nP 0.174 0.000 0.174 0.174 0.000 0.000 220.0 895.0 \nM0 -1.596 0.026 -1.646 -1.551 0.004 0.003 53.0 747.0 \ns 0.000 0.000 0.000 0.000 0.000 0.000 2000.0 2000.0 \nK 151.801 1.927 147.933 154.415 0.913 0.694 5.0 55.0 \nv0 180.493 1.908 178.582 184.058 1.135 0.904 3.0 26.0 \n\n r_hat \nP 1.03 \nM0 1.05 \ns NaN \nK 1.33 \nv0 1.86 ","text/html":"<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>mean</th>\n <th>sd</th>\n <th>hdi_3%</th>\n <th>hdi_97%</th>\n <th>mcse_mean</th>\n <th>mcse_sd</th>\n <th>ess_bulk</th>\n <th>ess_tail</th>\n <th>r_hat</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>P</th>\n <td>0.174</td>\n <td>0.000</td>\n <td>0.174</td>\n <td>0.174</td>\n <td>0.000</td>\n <td>0.000</td>\n <td>220.0</td>\n <td>895.0</td>\n <td>1.03</td>\n </tr>\n <tr>\n <th>M0</th>\n <td>-1.596</td>\n <td>0.026</td>\n <td>-1.646</td>\n <td>-1.551</td>\n <td>0.004</td>\n <td>0.003</td>\n <td>53.0</td>\n <td>747.0</td>\n <td>1.05</td>\n </tr>\n <tr>\n <th>s</th>\n <td>0.000</td>\n <td>0.000</td>\n <td>0.000</td>\n <td>0.000</td>\n <td>0.000</td>\n <td>0.000</td>\n <td>2000.0</td>\n <td>2000.0</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>K</th>\n <td>151.801</td>\n <td>1.927</td>\n <td>147.933</td>\n <td>154.415</td>\n <td>0.913</td>\n <td>0.694</td>\n <td>5.0</td>\n <td>55.0</td>\n <td>1.33</td>\n </tr>\n <tr>\n <th>v0</th>\n <td>180.493</td>\n <td>1.908</td>\n <td>178.582</td>\n <td>184.058</td>\n <td>1.135</td>\n <td>0.904</td>\n <td>3.0</td>\n <td>26.0</td>\n <td>1.86</td>\n </tr>\n </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":13},{"cell_type":"code","source":"mcmc_samples = tj.JokerSamples.from_inference_data(prior, trace, data=data)\nmcmc_samples = mcmc_samples.wrap_K()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:39:39.246269Z","iopub.execute_input":"2024-03-12T21:39:39.246381Z","iopub.status.idle":"2024-03-12T21:39:39.251576Z","shell.execute_reply.started":"2024-03-12T21:39:39.246373Z","shell.execute_reply":"2024-03-12T21:39:39.251145Z"}},"outputs":[],"execution_count":14},{"cell_type":"code","source":"df = mcmc_samples.tbl.to_pandas()\ndf = df.drop(columns=[\"e\", \"s\", \"omega\", \"ln_posterior\", \"ln_prior\", \"ln_likelihood\"])\n\ntruths = [samples[x].to_value(mcmc_samples[x].unit)[0] for x in [\"P\", \"M0\", \"K\", \"v0\"]]\nprint(truths)\n_ = corner.corner(df, truths=truths)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:39:39.252795Z","iopub.execute_input":"2024-03-12T21:39:39.252921Z","iopub.status.idle":"2024-03-12T21:39:39.930394Z","shell.execute_reply.started":"2024-03-12T21:39:39.252911Z","shell.execute_reply":"2024-03-12T21:39:39.930130Z"}},"outputs":[{"name":"stderr","text":"WARNING:root:Pandas support in corner is deprecated; use ArviZ directly\n/Users/apricewhelan/anaconda3/envs/thejoker2024/lib/python3.11/site-packages/corner/core.py:133: UserWarning: This figure was using a layout engine that is incompatible with subplots_adjust and/or tight_layout; not calling subplots_adjust.\n fig.subplots_adjust(\n","output_type":"stream"},{"name":"stdout","text":"[0.173720217918016, -1.440734153706802, 148.43222260075066, 180.54541992362238]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 698.4x698.4 with 16 Axes>","image/png":"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"},"metadata":{"image/png":{"width":706,"height":706}}}],"execution_count":15},{"cell_type":"code","source":"fig, axes = plt.subplots(2, 1, figsize=(6, 8), sharex=True)\n\n_ = tj.plot_phase_fold(mcmc_samples.median_period(), data, ax=axes[0], add_labels=False)\n_ = tj.plot_phase_fold(mcmc_samples.median_period(), data, ax=axes[1], residual=True)\n\nfor ax in axes:\n ax.set_ylabel(f\"RV [{data.rv.unit:latex_inline}]\")\n\naxes[1].axhline(0, zorder=-10, color=\"tab:green\", alpha=0.5)\naxes[1].set_ylim(-50, 50)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-03-12T21:39:39.930860Z","iopub.execute_input":"2024-03-12T21:39:39.931006Z","iopub.status.idle":"2024-03-12T21:39:40.159105Z","shell.execute_reply.started":"2024-03-12T21:39:39.930998Z","shell.execute_reply":"2024-03-12T21:39:40.158857Z"}},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"(-50.0, 50.0)"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x576 with 2 Axes>","image/png":"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"},"metadata":{"image/png":{"width":440,"height":584}}}],"execution_count":16},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment