1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252
|
#ifndef TAKANE_SPATIAL_EXPERIMENT_HPP
#define TAKANE_SPATIAL_EXPERIMENT_HPP
#include "ritsuko/hdf5/hdf5.hpp"
#include "single_cell_experiment.hpp"
#include "utils_factor.hpp"
#include "utils_public.hpp"
#include "utils_other.hpp"
#include "utils_files.hpp"
#include <filesystem>
#include <stdexcept>
#include <unordered_set>
#include <string>
#include <vector>
#include <cmath>
/**
* @file spatial_experiment.hpp
* @brief Validation for spatial experiments.
*/
namespace takane {
/**
* @cond
*/
bool derived_from(const std::string&, const std::string&, const Options& options);
void validate(const std::filesystem::path&, const ObjectMetadata&, Options& options);
bool satisfies_interface(const std::string&, const std::string&, const Options& options);
/**
* @endcond
*/
/**
* @namespace takane::spatial_experiment
* @brief Definitions for spatial experiments.
*/
namespace spatial_experiment {
/**
* @cond
*/
namespace internal {
inline void validate_coordinates(const std::filesystem::path& path, size_t ncols, Options& options) {
auto coord_path = path / "coordinates";
auto coord_meta = read_object_metadata(coord_path);
if (!derived_from(coord_meta.type, "dense_array", options)) {
throw std::runtime_error("'coordinates' should be a dense array");
}
// Validating the coordinates; currently these must be a dense array of
// points, but could also be polygons/hulls in the future.
try {
::takane::validate(coord_path, coord_meta, options);
} catch (std::exception& e) {
throw std::runtime_error("failed to validate 'coordinates'; " + std::string(e.what()));
}
auto cdims = ::takane::dimensions(coord_path, coord_meta, options);
if (cdims.size() != 2) {
throw std::runtime_error("'coordinates' should be a 2-dimensional dense array");
} else if (cdims[1] != 2 && cdims[1] != 3) {
throw std::runtime_error("'coordinates' should have 2 or 3 columns");
} else if (cdims[0] != ncols) {
throw std::runtime_error("number of rows in 'coordinates' should equal the number of columns in the 'spatial_experiment'");
}
// Checking that the values are numeric.
auto handle = ritsuko::hdf5::open_file(coord_path / "array.h5");
auto ghandle = ritsuko::hdf5::open_group(handle, "dense_array");
auto dhandle = ritsuko::hdf5::open_dataset(ghandle, "data");
auto dclass = dhandle.getTypeClass();
if (dclass != H5T_INTEGER && dclass != H5T_FLOAT) {
throw std::runtime_error("values in 'coordinates' should be numeric");
}
}
inline void validate_image(const std::filesystem::path& path, size_t i, const std::string& format, Options& options, const ritsuko::Version& version) {
auto ipath = path / std::to_string(i);
if (format == "PNG") {
ipath += ".png";
// Magic number from http://www.libpng.org/pub/png/spec/1.2/png-1.2-pdg.html#PNG-file-signature
std::array<unsigned char, 8> expected { 137, 80, 78, 71, 13, 10, 26, 10 };
internal_files::check_signature(ipath, expected.data(), expected.size(), "PNG");
} else if (format == "TIFF") {
ipath += ".tif";
std::array<unsigned char, 4> observed;
internal_files::extract_signature(ipath, observed.data(), observed.size());
// Magic numbers from https://en.wikipedia.org/wiki/Magic_number_(programming)
std::array<unsigned char, 4> iisig = { 0x49, 0x49, 0x2A, 0x00 };
std::array<unsigned char, 4> mmsig = { 0x4D, 0x4D, 0x00, 0x2A };
if (observed != iisig && observed != mmsig) {
throw std::runtime_error("incorrect TIFF file signature for '" + ipath.string() + "'");
}
} else if (format == "OTHER" && version.ge(1, 1, 0)) {
auto imeta = read_object_metadata(ipath);
if (!satisfies_interface(imeta.type, "IMAGE", options)) {
throw std::runtime_error("object in '" + ipath.string() + "' should satisfy the 'IMAGE' interface");
}
::takane::validate(ipath, imeta, options);
} else {
throw std::runtime_error("image format '" + format + "' is not currently supported");
}
}
inline void validate_images(const std::filesystem::path& path, size_t ncols, Options& options, const ritsuko::Version& version) {
auto image_dir = path / "images";
if (!std::filesystem::exists(image_dir) && version.ge(1, 2, 0)) {
// No images at all, which is permitted.
return;
}
auto mappath = image_dir / "mapping.h5";
auto ihandle = ritsuko::hdf5::open_file(mappath);
auto ghandle = ritsuko::hdf5::open_group(ihandle, "spatial_experiment");
std::vector<std::string> image_formats;
try {
struct SampleMapMessenger {
static std::string level() { return "sample name"; }
static std::string levels() { return "sample names"; }
static std::string codes() { return "sample assignments"; }
};
auto num_samples = internal_factor::validate_factor_levels<SampleMapMessenger>(ghandle, "sample_names", options.hdf5_buffer_size);
auto num_codes = internal_factor::validate_factor_codes<SampleMapMessenger>(ghandle, "column_samples", num_samples, options.hdf5_buffer_size, true);
if (num_codes != ncols) {
throw std::runtime_error("length of 'column_samples' should equal the number of columns in the spatial experiment");
}
// Scanning through the image information.
auto sample_handle = ritsuko::hdf5::open_dataset(ghandle, "image_samples");
if (ritsuko::hdf5::exceeds_integer_limit(sample_handle, 64, false)) {
throw std::runtime_error("expected a datatype for 'image_samples' that fits in a 64-bit unsigned integer");
}
auto num_images = ritsuko::hdf5::get_1d_length(sample_handle.getSpace(), false);
auto id_handle = ritsuko::hdf5::open_dataset(ghandle, "image_ids");
if (!ritsuko::hdf5::is_utf8_string(id_handle)) {
throw std::runtime_error("expected 'image_ids' to have a datatype that can be represented by a UTF-8 encoded string");
}
if (ritsuko::hdf5::get_1d_length(id_handle.getSpace(), false) != num_images) {
throw std::runtime_error("expected 'image_ids' to have the same length as 'image_samples'");
}
auto scale_handle = ritsuko::hdf5::open_dataset(ghandle, "image_scale_factors");
if (ritsuko::hdf5::exceeds_float_limit(scale_handle, 64)) {
throw std::runtime_error("expected a datatype for 'image_scale_factors' that fits in a 64-bit float");
}
if (ritsuko::hdf5::get_1d_length(scale_handle.getSpace(), false) != num_images) {
throw std::runtime_error("expected 'image_scale_factors' to have the same length as 'image_samples'");
}
auto format_handle = ritsuko::hdf5::open_dataset(ghandle, "image_formats");
if (!ritsuko::hdf5::is_utf8_string(format_handle)) {
throw std::runtime_error("expected 'image_formats' to have a datatype that can be represented by a UTF-8 encoded string");
}
if (ritsuko::hdf5::get_1d_length(format_handle.getSpace(), false) != num_images) {
throw std::runtime_error("expected 'image_formats' to have the same length as 'image_samples'");
}
ritsuko::hdf5::Stream1dNumericDataset<uint64_t> sample_stream(&sample_handle, num_images, options.hdf5_buffer_size);
ritsuko::hdf5::Stream1dStringDataset id_stream(&id_handle, num_images, options.hdf5_buffer_size);
ritsuko::hdf5::Stream1dNumericDataset<double> scale_stream(&scale_handle, num_images, options.hdf5_buffer_size);
ritsuko::hdf5::Stream1dStringDataset format_stream(&format_handle, num_images, options.hdf5_buffer_size);
std::vector<std::unordered_set<std::string> > collected(num_samples);
image_formats.reserve(num_images);
for (hsize_t i = 0; i < num_images; ++i) {
auto sample = sample_stream.get();
if (sample >= num_samples) {
throw std::runtime_error("entries of 'image_samples' should be less than the number of samples");
}
sample_stream.next();
auto& present = collected[sample];
auto id = id_stream.steal();
if (present.find(id) != present.end()) {
throw std::runtime_error("'image_ids' contains duplicated image IDs for the same sample + ('" + id + "')");
}
present.insert(std::move(id));
id_stream.next();
auto sc = scale_stream.get();
if (!std::isfinite(sc) || sc <= 0) {
throw std::runtime_error("entries of 'image_scale_factors' should be finite and positive");
}
scale_stream.next();
auto fmt = format_stream.steal();
image_formats.push_back(std::move(fmt));
format_stream.next();
}
for (const auto& x : collected) {
if (x.empty()) {
throw std::runtime_error("each sample should map to one or more images in 'image_samples'");
}
}
} catch (std::exception& e) {
throw std::runtime_error("failed to validate '" + mappath.string() + "'; " + std::string(e.what()));
}
// Now validating the images themselves.
size_t num_images = image_formats.size();
for (size_t i = 0; i < num_images; ++i) {
validate_image(image_dir, i, image_formats[i], options, version);
}
size_t num_dir_obj = internal_other::count_directory_entries(image_dir);
if (num_dir_obj - 1 != num_images) { // -1 to account for the mapping.h5 file itself.
throw std::runtime_error("more objects than expected inside the 'images' subdirectory");
}
}
}
/**
* @endcond
*/
/**
* @param path Path to the directory containing the spatial experiment.
* @param metadata Metadata for the object, typically read from its `OBJECT` file.
* @param options Validation options.
*/
inline void validate(const std::filesystem::path& path, const ObjectMetadata& metadata, Options& options) {
::takane::single_cell_experiment::validate(path, metadata, options);
const std::string& vstring = internal_json::extract_version_for_type(metadata.other, "spatial_experiment");
auto version = ritsuko::parse_version_string(vstring.c_str(), vstring.size(), /* skip_patch = */ true);
if (version.major != 1) {
throw std::runtime_error("unsupported version string '" + vstring + "'");
}
auto dims = ::takane::summarized_experiment::dimensions(path, metadata, options);
internal::validate_coordinates(path, dims[1], options);
internal::validate_images(path, dims[1], options, version);
}
}
}
#endif
|