diff --git a/README.md b/README.md index a818716..a3360b9 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,11 @@ -> Work in progress ... - # nuance -

- +

+

- A Python package to detect exoplanetary transits
in the presence of stellar variability and correlated noises -
+ Efficient detection of planets transiting active stars

license license diff --git a/docs/_static/favicon.png b/docs/_static/favicon.png new file mode 100644 index 0000000..248a955 Binary files /dev/null and b/docs/_static/favicon.png differ diff --git a/docs/_static/illu.png b/docs/_static/illu.png new file mode 100644 index 0000000..8ab0d7a Binary files /dev/null and b/docs/_static/illu.png differ diff --git a/docs/_static/illu_readme.png b/docs/_static/illu_readme.png new file mode 100644 index 0000000..3fcbf5b Binary files /dev/null and b/docs/_static/illu_readme.png differ diff --git a/docs/_static/logo.png b/docs/_static/logo.png new file mode 100644 index 0000000..e64847b Binary files /dev/null and b/docs/_static/logo.png differ diff --git a/docs/_static/style.css b/docs/_static/style.css index 231e0b7..fd6b03f 100644 --- a/docs/_static/style.css +++ b/docs/_static/style.css @@ -1,17 +1,11 @@ :root { /* --pst-color-inline-code: 33, 125, 224; */ --mystnb-source-margin-color: darkgrey; + --pst-color-primary: #6ca4df !important; + --pst-color-secondary: #b2b2b2 !important; + --pst-color-link-hover: var(--pst-color-secondary) !important; } - -/* Headings */ - -h2 { - text-decoration: underline; - font-size: 22px; -} - - /* Code cells */ .highlight pre { @@ -127,10 +121,11 @@ code span.pre { font-size: 2rem; } */ -.version-nb { +/* .version-nb { margin-top: -5px; font-style: italic; - color: var(--pst-color-primary); + font-weight: bold; + color: lightgray; } .navbar-brand .logo__title { @@ -138,7 +133,7 @@ code span.pre { white-space: normal; text-align: center; font-style: italic; - color: var(--pst-color-muted); + color: black; font-weight: 500; font-family: var(--pst-font-family-heading); -} \ No newline at end of file +} */ \ No newline at end of file diff --git a/docs/conf.py b/docs/conf.py index cad1a39..d9c94d5 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -42,7 +42,7 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. # This pattern also affects html_static_path and html_extra_path. -exclude_patterns = ["jupyter_execute"] +exclude_patterns = ["_build/*"] # -- Options for HTML output ------------------------------------------------- @@ -64,8 +64,10 @@ pyproject = toml.load("../pyproject.toml") version = pyproject["tool"]["poetry"]["version"] -html_short_title = "nuance" -html_title = f"{html_short_title}" +# html_short_title = "nuance" +# html_title = f"{html_short_title}" +html_logo = "_static/logo.png" +html_favicon = "_static/favicon.png" # ----- source_suffix = { @@ -79,7 +81,7 @@ html_theme_options = { "repository_url": "https://github.com/lgrcia/nuance", "use_repository_button": True, - "show_navbar_depth": 2, + # "show_navbar_depth": 2, } nb_render_image_options = {"align": "center"} @@ -93,4 +95,8 @@ autodoc_typehints = "signature" autoclass_content = "both" -nb_execution_excludepatterns = ["_build/*", "notebooks/tutorials/*"] +nb_execution_excludepatterns = [ + "_build/*", + "notebooks/tutorials/*", + "notebooks/_*.ipynb", +] diff --git a/docs/index.md b/docs/index.md index 9a14237..a4e54b0 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,19 +1,18 @@ ---- -sd_hide_title: true +# *nuance* + +Efficient detection of planets transiting active stars + --- -# *nuance* +

-```{image} _static/nuance.svg -:height: 300px +```{image} _static/illu.png +:height: 200px :align: center ``` +
-```{warning} -Documentation and code under development -``` - -A python package to search for planetary transits in light curves containing correlated noise (like instrumental systematics or stellar variability). Powered by [JAX](https://github.com/google/jax) and [tinygp](https://github.com/dfm/tinygp). +*nuance* uses linear models and gaussian processes (using [JAX](https://github.com/google/jax)-based [tinygp](https://github.com/dfm/tinygp)) to simultaneously **search for planetary transits while modeling correlated noises** (e.g. stellar variability) in a tractable way. ```{toctree} :maxdepth: 1 @@ -40,5 +39,6 @@ notebooks/tutorials/ground_based.ipynb :maxdepth: 1 :caption: Reference +markdown/how markdown/API ``` diff --git a/docs/markdown/how.md b/docs/markdown/how.md new file mode 100644 index 0000000..873d2f1 --- /dev/null +++ b/docs/markdown/how.md @@ -0,0 +1,5 @@ +# How it works + + \ No newline at end of file diff --git a/docs/notebooks/combined.ipynb b/docs/notebooks/combined.ipynb index 74277d6..7f340dc 100644 --- a/docs/notebooks/combined.ipynb +++ b/docs/notebooks/combined.ipynb @@ -15,34 +15,13 @@ "hide-input" ] }, - "outputs": [ - { - "data": { - "text/plain": [ - "[CpuDevice(id=0),\n", - " CpuDevice(id=1),\n", - " CpuDevice(id=2),\n", - " CpuDevice(id=3),\n", - " CpuDevice(id=4),\n", - " CpuDevice(id=5),\n", - " CpuDevice(id=6),\n", - " CpuDevice(id=7),\n", - " CpuDevice(id=8),\n", - " CpuDevice(id=9)]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", - "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", - "jax.devices()" + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, { @@ -57,17 +36,9 @@ "execution_count": 2, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/lgrcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -84,15 +55,17 @@ "true = {\"t0\": 0.2, \"D\": 0.05, \"P\": 0.75, \"depth\": 8e-4}\n", "\n", "# observations with different exposures, systematics and noise models\n", - "t = np.linspace(0, 3.0, 3000)\n", - "dataset_0, X0, gp0 = utils.simulated(time=t, **true, error=0.002)\n", + "t = np.linspace(0, 8.0, 3000)\n", + "dataset_0, X0, gp0 = utils.simulated(\n", + " time=t, **true, error=0.002, w=[1.0, 10e-4, -5e-4, -0.1e-4]\n", + ")\n", "\n", "t = np.linspace(1.0, 15.0, 2000)\n", "dataset_1, X1, gp1 = utils.simulated(\n", " time=t, **true, w=[1.0, 10e-4, 5e-4, -0.1e-4], error=0.001\n", ")\n", "\n", - "plt.plot(dataset_0[0], dataset_0[1], \".\", ms=1.5, c=\"C1\")\n", + "plt.plot(dataset_0[0], dataset_0[1], \".\", ms=1.5, c=\"C4\")\n", "plt.plot(dataset_1[0], dataset_1[1], \".\", ms=1.5, c=\"C0\")\n", "plt.ylabel(\"diff. flux\")\n", "_ = plt.xlabel(\"time\")" @@ -111,32 +84,12 @@ "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "abe18dda3d744a4e92167a1adb47ed4b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/300 [00:00" ] @@ -291,7 +217,7 @@ "plt.legend()\n", "\n", "plt.subplot(211)\n", - "plt.plot(periods, search0.Q_snr, c=\"C1\", label=\"dataset 0\")\n", + "plt.plot(periods, search0.Q_snr, c=\"C4\", label=\"dataset 0\")\n", "plt.plot(periods, search1.Q_snr, c=\"C0\", label=\"dataset 1\")\n", "plt.axvline(true[\"P\"], color=\"k\", alpha=0.2)\n", "plt.ylabel(\"SNR\")\n", @@ -326,7 +252,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.9.18" }, "orig_nbformat": 4 }, diff --git a/docs/notebooks/exocomet.pdf b/docs/notebooks/exocomet.pdf new file mode 100644 index 0000000..23c315a Binary files /dev/null and b/docs/notebooks/exocomet.pdf differ diff --git a/docs/notebooks/multi.ipynb b/docs/notebooks/multi.ipynb index fe54e22..92c47a0 100644 --- a/docs/notebooks/multi.ipynb +++ b/docs/notebooks/multi.ipynb @@ -11,35 +11,18 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[CpuDevice(id=0),\n", - " CpuDevice(id=1),\n", - " CpuDevice(id=2),\n", - " CpuDevice(id=3),\n", - " CpuDevice(id=4),\n", - " CpuDevice(id=5),\n", - " CpuDevice(id=6),\n", - " CpuDevice(id=7),\n", - " CpuDevice(id=8),\n", - " CpuDevice(id=9)]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], "source": [ "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", - "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", - "jax.devices()" + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, { @@ -79,7 +62,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/lgrcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + "/Users/lgarcia/mambaforge/envs/nuance/lib/python3.11/site-packages/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] }, @@ -150,12 +133,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b48b609eac8c478cb5630c685587f851", + "model_id": "6603cde2a5ff458db490cec5386046c4", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/100 [00:00" + "" ] }, "execution_count": 5, @@ -348,7 +331,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e1ce39b180d447d6be6e1c0b4cbde82d", + "model_id": "a3cccd85dcbb4b0ea45a2c0515526f56", "version_major": 2, "version_minor": 0 }, @@ -371,7 +354,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -380,7 +363,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] diff --git a/docs/notebooks/periodic.ipynb b/docs/notebooks/periodic.ipynb index 1fe2d51..599209e 100644 --- a/docs/notebooks/periodic.ipynb +++ b/docs/notebooks/periodic.ipynb @@ -19,35 +19,18 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[CpuDevice(id=0),\n", - " CpuDevice(id=1),\n", - " CpuDevice(id=2),\n", - " CpuDevice(id=3),\n", - " CpuDevice(id=4),\n", - " CpuDevice(id=5),\n", - " CpuDevice(id=6),\n", - " CpuDevice(id=7),\n", - " CpuDevice(id=8),\n", - " CpuDevice(id=9)]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], "source": [ "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", - "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", - "jax.devices()" + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, { @@ -55,17 +38,9 @@ "execution_count": 2, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/lgrcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -105,18 +80,11 @@ "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e11d9249b1574d1e82a58096178ccc06", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/400 [00:00" ] @@ -267,7 +228,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.9.18" }, "orig_nbformat": 4, "vscode": { diff --git a/docs/notebooks/single.ipynb b/docs/notebooks/single.ipynb index dc341aa..e123062 100644 --- a/docs/notebooks/single.ipynb +++ b/docs/notebooks/single.ipynb @@ -19,35 +19,18 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[CpuDevice(id=0),\n", - " CpuDevice(id=1),\n", - " CpuDevice(id=2),\n", - " CpuDevice(id=3),\n", - " CpuDevice(id=4),\n", - " CpuDevice(id=5),\n", - " CpuDevice(id=6),\n", - " CpuDevice(id=7),\n", - " CpuDevice(id=8),\n", - " CpuDevice(id=9)]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], "source": [ "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", - "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", - "jax.devices()" + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, { @@ -59,7 +42,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/lgrcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + "/Users/lgarcia/mambaforge/envs/nuance/lib/python3.11/site-packages/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] }, @@ -107,12 +90,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "61fb5d6d76c048dfb2d842a437de8f10", + "model_id": "ccd3be485d1b42e48896f25b36cf78c3", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/200 [00:00]" + "[]" ] }, "execution_count": 4, @@ -193,7 +173,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/lgarcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + "/Users/lgarcia/mambaforge/envs/nuance/lib/python3.11/site-packages/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] }, @@ -310,7 +290,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 9, @@ -355,7 +335,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f363dd543b504b86850662f528cb9f49", + "model_id": "28b50c0a86984a8ba03d84f142fd63e6", "version_major": 2, "version_minor": 0 }, @@ -414,7 +394,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 17458/17458 [00:25<00:00, 694.99it/s]\n" + "100%|██████████| 17458/17458 [00:18<00:00, 962.87it/s] \n" ] } ], diff --git a/docs/notebooks/tutorials/exocomet.pdf b/docs/notebooks/tutorials/exocomet.pdf new file mode 100644 index 0000000..f0e0e8e Binary files /dev/null and b/docs/notebooks/tutorials/exocomet.pdf differ diff --git a/docs/notebooks/tutorials/tess_search.ipynb b/docs/notebooks/tutorials/tess_search.ipynb index 38fed10..e158983 100644 --- a/docs/notebooks/tutorials/tess_search.ipynb +++ b/docs/notebooks/tutorials/tess_search.ipynb @@ -4,52 +4,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "```{warning}\n", - "under construction\n", - "```\n", - "\n", - "\n", "# TESS search\n", "\n", "In this tutorial we use nuance to search for the known planetary companion TOI-540 b\n", "\n", "```{note}\n", - "This tutorial requires the `lightkurve` paxckage to access the data\n", + "This tutorial requires the `lightkurve` package to access the data\n", "```" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[CpuDevice(id=0),\n", - " CpuDevice(id=1),\n", - " CpuDevice(id=2),\n", - " CpuDevice(id=3),\n", - " CpuDevice(id=4),\n", - " CpuDevice(id=5),\n", - " CpuDevice(id=6),\n", - " CpuDevice(id=7),\n", - " CpuDevice(id=8),\n", - " CpuDevice(id=9)]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], "source": [ "# in order to run on all CPUs\n", "import os\n", "import jax\n", "\n", - "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"\n", - "jax.devices()" + "os.environ[\"XLA_FLAGS\"] = f\"--xla_force_host_platform_device_count={os.cpu_count()}\"" ] }, { @@ -63,16 +41,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/Caskroom/miniforge/base/envs/nuance/lib/python3.8/site-packages/lightkurve/config/__init__.py:119: UserWarning: The default Lightkurve cache directory, used by download(), etc., has been moved to /Users/lgrcia/.lightkurve/cache. Please move all the files in the legacy directory /Users/lgrcia/.lightkurve-cache to the new location and remove the legacy directory. Refer to https://docs.lightkurve.org/reference/config.html#default-cache-directory-migration for more information.\n", - " warnings.warn(\n" - ] - } - ], + "outputs": [], "source": [ "import lightkurve as lk\n", "import numpy as np\n", @@ -111,7 +80,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/lgrcia/code/dev/nuance/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + "/Users/lgarcia/mambaforge/envs/nuance/lib/python3.11/site-packages/nuance/combined.py:7: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] }, @@ -246,12 +215,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8ecdb7cb62d0473aa6a094a4b60fe986", + "model_id": "c8be59a520be47c5b51e8e58e786d271", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/1457 [00:00" ] diff --git a/pyproject.toml b/pyproject.toml index 2c08f6c..0b0c197 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -31,7 +31,7 @@ sphinx = "*" docutils = "*" jupyterlab = "*" myst-parser = "*" -sphinx-book-theme = "^1.0.0" +sphinx-book-theme = "*" myst-nb = "*" sphinx-copybutton = "*" sphinx-design = "*"