diff --git a/examples/basic_use.ipynb b/examples/basic_use.ipynb index 84ddd00..9bd8bc5 100644 --- a/examples/basic_use.ipynb +++ b/examples/basic_use.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 1, "id": "8be3e85e", "metadata": {}, "outputs": [], @@ -39,24 +39,40 @@ "source": [ "## The selection function\n", "\n", - "The selection function is super easy to use. It takes three arguments: Gaia data density ($\\rho_\\mathrm{data}$ in the paper), number of stars, and median parallax error.\n", - "\n", "Data download will happen automatically the first time you use the package." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, + "id": "1c1ad902", + "metadata": {}, + "outputs": [], + "source": [ + "model = HR24SelectionFunction()" + ] + }, + { + "cell_type": "markdown", + "id": "7e24b5a0", + "metadata": {}, + "source": [ + "The selection function is super easy to use. It takes three arguments: Gaia data density ($\\rho_\\mathrm{data}$ in the paper), number of stars, and median parallax error." + ] + }, + { + "cell_type": "code", + "execution_count": 5, "id": "3fde06f8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -77,10 +93,6 @@ "median_parallax_error = np.full(50, 0.1)\n", "threshold = np.full(50, 3)\n", "\n", - "# Query the selection function\n", - "model = HR24SelectionFunction()\n", - "\n", - "\n", "fig, ax = plt.subplots()\n", "for density in [100, 1000, 10000, 100000]:\n", " gaia_density = np.full(50, density)\n", @@ -101,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "03649c60", "metadata": {}, "outputs": [ @@ -111,7 +123,7 @@ "[None, Text(0.5, 0, 'Number of stars'), Text(0, 0.5, 'Detection probability')]" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -158,13 +170,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 7, "id": "abadd0de", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -190,7 +202,7 @@ " ax[1].plot(n_stars, result - result_median, \"k-\", alpha=0.5, lw=0.5)\n", "\n", "ax[0].set(ylabel=\"Detection probability\")\n", - "ax[1].set(xscale=\"log\", xlabel=\"Number of stars\", ylabel=\"Residual\")\n", + "ax[1].set(xscale=\"log\", xlabel=\"Number of stars\", ylabel=\"Residual between models\")\n", "\n", "fig.subplots_adjust(hspace=0.)" ] @@ -207,7 +219,19 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 10, + "id": "e7cd2fae", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize with lower models number to make it faster for demo. In principle, you\n", + "# can use upto 250 models for higher accuracy (and slower speeds.)\n", + "nstars_model = NStarsPredictor(models=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "6bc25f8d", "metadata": {}, "outputs": [ @@ -224,7 +248,7 @@ "[Text(0.5, 0, 'Mass [MSun]'), Text(0, 0.5, 'Number of stars')]" ] }, - "execution_count": 46, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -240,9 +264,6 @@ } ], "source": [ - "# Initialize with lower models number to make it faster for demo\n", - "nstars_model = NStarsPredictor(models=10)\n", - "\n", "# Pick values to query\n", "mass = np.linspace(50, 5000)\n", "extinction = np.full(50, 1)\n", @@ -288,7 +309,17 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 13, + "id": "f635d681", + "metadata": {}, + "outputs": [], + "source": [ + "nstars_model = NStarsPredictor(models=250)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "id": "4b7ac723", "metadata": {}, "outputs": [ @@ -305,7 +336,7 @@ "[Text(0.5, 0, 'Mass [MSun]'), Text(0, 0.5, 'Number of stars')]" ] }, - "execution_count": 59, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -321,9 +352,6 @@ } ], "source": [ - "# Initialize with lower models number to make it faster for demo\n", - "nstars_model = NStarsPredictor(models=250)\n", - "\n", "# Pick values to query\n", "mass = np.linspace(50, 5000)\n", "extinction = np.full(50, 1)\n", diff --git a/src/hr_selection_function/config.py b/src/hr_selection_function/config.py index 78f98a2..0a5ea70 100644 --- a/src/hr_selection_function/config.py +++ b/src/hr_selection_function/config.py @@ -13,4 +13,8 @@ if _DEFAULT_DIRECTORY is None: _DEFAULT_DIRECTORY = Path.home() / ".hr_selection_function" # Some hard defaults -_CONFIG["data_url"] = "https://example.com" # Todo +# See https://github.com/zenodo/zenodo/issues/1629 for how to get this link +_CONFIG["data_url"] = ( + "https://zenodo.org/api/records/17350533/files/hr_selection_function.zip/content" +) +_CONFIG["data_md5_hash"] = "62ca0bcd5d4a76acf6ea7c2308e18f3e" diff --git a/src/hr_selection_function/data.py b/src/hr_selection_function/data.py index c04d9e6..d928191 100644 --- a/src/hr_selection_function/data.py +++ b/src/hr_selection_function/data.py @@ -4,6 +4,7 @@ from tqdm import tqdm from pathlib import Path from functools import wraps import shutil +import hashlib def set_data_directory(directory: Path | str): @@ -27,7 +28,12 @@ def download_data(redownload: bool = False): if _CONFIG["data_already_downloaded"] and redownload is False: return - _download_file(_CONFIG["data_url"], unzip=True, write_location=_CONFIG["data_dir"]) + _download_file( + _CONFIG["data_url"], + unzip=True, + write_location=_CONFIG["data_dir"], + hash_to_check=_CONFIG["data_md5_hash"], + ) if not _check_data_downloaded(): raise RuntimeError( "Data download failed. Data is not as expected, or where it should be." @@ -52,6 +58,7 @@ def _download_file( data_link: str, unzip: bool = True, write_location: Path | None = None, + hash_to_check: str | None = None, ): """Downloads a file at a given path. Can also unzip it.""" if write_location is None: @@ -73,24 +80,44 @@ def _download_file( unit_scale=True, unit_divisor=1024**3, miniters=1, - desc="Data", total=int(response.headers.get("content-length", 0)), ) as file: - for chunk in response.iter_content(chunk_size=4096): + for chunk in response.iter_content(chunk_size=1024**2): # Chunk 1 MB / time file.write(chunk) + # Optionally check hash + if hash_to_check is not None: + print("Checking file md5 hash") + _check_md5_hash(write_location, hash_to_check) + print("File hash is good - download was successful") + + # Optionally unzip data if not unzip: return - # Unzip data - print(f"Unzipping data to {write_location}") + print(f"Unzipping data to {write_location.parent}") shutil.unpack_archive(write_location, write_location.parent) # Delete raw .zip file print(f"Removing .zip file at {write_location}") write_location.unlink() - print("Data downloaded!") + print("Data downloaded successfully.") + + +def _check_md5_hash(file: Path | str, expected_hash: str): + with open(file, "rb") as f: + file_hash = hashlib.md5() + while chunk := f.read(1024**2): + file_hash.update(chunk) + + actual_hash = file_hash.hexdigest() + if actual_hash != expected_hash: + raise RuntimeError( + "md5 hash of downloaded file does not match expected file. Your download " + "was likely corrupted, and will need to be repeated." + f"Expected hash: {expected_hash}\nActual hash: {actual_hash}" + ) def _check_data_directory(directory: Path | str) -> tuple[Path, bool]: @@ -113,9 +140,9 @@ def _check_data_directory(directory: Path | str) -> tuple[Path, bool]: first_time = False if not directory.exists(): print( - "This looks like your first time running the hr_selection_function package " - "/ with this data directory. Trying to create data directory at " - f"{directory}..." + "This looks like your first time running the hr_selection_function package," + " or at least with this data directory.\nTrying to create data directory at" + f" {directory}..." ) directory.mkdir(parents=True) first_time = True diff --git a/tests/test_data.py b/tests/test_data.py index fa2cdad..9521607 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -90,7 +90,7 @@ def test__check_data_directory(): def test_download_data(): - warnings.warn("Todo once data is online somewhere") + warnings.warn("Todo once data is online somewhere. md5 hash is also not tested!") def test__check_data_downloaded():