From 0e4a8ac500db3ea8450144d221e014b117956cc1 Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Wed, 21 Oct 2026 22:54:03 +0200 Subject: [PATCH 1/6] docs(design): plan the FITS profile, a single-file virtualizer with a tile codec Add design/plans/fits.md: the research on how astronomy archives use FITS (one self-contained file per deliverable; multi-extension files as the norm; tile compression in the ground-based archives; siblings related by names, not by the file), the decision to take a single file and leave collections to a later combine step, and the implementation plan: the convention (HDU nodes by index, images as big-endian contiguous values, tables as bytes, typed cards with a budget), tile-compressed images as chunks of a literal per-tile prefix plus one heap range decoded by a new `fits_tiles` codec, the source model, the profile's checks and reading rounds, the Rust core modules, tests, fixtures, the astropy verifier, a public corpus, the order of work, and twelve decisions with recommended answers. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- design/plans/fits.md | 747 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 747 insertions(+) create mode 100644 design/plans/fits.md diff --git a/design/plans/fits.md b/design/plans/fits.md new file mode 100644 index 00000000..12024b47 --- /dev/null +++ b/design/plans/fits.md @@ -0,0 +1,747 @@ +# Implementation plan: the FITS profile + +This plan implements a FITS convention and profile (`spec/virtualize/fits.md`, +to be written as Part 1 and Part 2 of one document, as [mrc.md](../../spec/virtualize/mrc.md) +is) in the Rust core, reached from Python, the browser and the CLI, with +fixtures, a verifier, a public corpus and a docs page. It is a design note, +not normative; the convention and the profile state the decisions. + +The input is **one FITS file**. [§1.3](#13-single-file-or-collection) says +why; collections are a later combine step outside any profile. + +## 1. Research summary + +Sources read: the FITS Standard 4.0 and the tiled-image-compression +convention 2.3; kerchunk's and VirtualiZarr's FITS parsers; astropy's +compressed-HDU code (`_tiled_compression.py`, `_quantization.py`, +`_codecs.py`); the archive documentation cited below; and public files +inspected by hand in October 2026 with dependency-free scripts kept in the +scratch directory of the research session (`fitswalk.py` walks HDUs with no +astropy; `tilecheck.py` and `heapadj.py` check tile ranges). Findings +marked **[inspected]** were checked against real bytes. + +### 1.1 The format in one page + +A FITS file is a sequence of **HDUs** (header-data units), each an integral +number of 2880-byte blocks. A header is 80-character ASCII cards +(`KEYWORD = value / comment`), 36 per block, ending with `END` and +space-padded to a block boundary. The data follow, zero-padded to a block +boundary, and the next HDU starts at the next block. The first HDU is the +**primary** (`SIMPLE = T`); the others are **extensions** named by +`XTENSION`: `IMAGE`, `TABLE` (ASCII) or `BINTABLE`. The data size of any +HDU is one formula: + +``` +bytes = |BITPIX| / 8 × GCOUNT × (PCOUNT + NAXIS1 × … × NAXISn) +``` + +with `PCOUNT = 0`, `GCOUNT = 1` when absent, and no data at all when +`NAXIS = 0` (the usual empty primary of a multi-extension file). A reader +walks a file by reading headers only, never data. + +**Images** (primary or `IMAGE`) are big-endian, with `NAXIS1` varying +fastest: the bytes are a C-order array of shape `[NAXISn, …, NAXIS1]`, the +Zarr shape with the axes reversed. `BITPIX` is 8, 16, 32, 64 (unsigned +byte, then signed integers) or −32, −64 (IEEE floats). Unsigned 16/32/64-bit +integers are a convention: `BZERO = 32768` (2^31, 2^63) with `BSCALE = 1` on +signed storage, and `physical = BZERO + BSCALE × stored` in general. +`BLANK` marks undefined integer pixels; floats use NaN. + +**Binary tables** are fixed-width rows of `NAXIS1` bytes, `NAXIS2` rows, +columns in `TFORMn` order with no padding, then a **heap** of `PCOUNT` +bytes for variable-length columns (`P`/`Q` descriptors: a `(length, heap +offset)` pair in the row). Every column of a table is a strided read. + +**Tile-compressed images** (the `ZIMAGE` convention, what `fpack` writes to +`.fits.fz`) are a `BINTABLE` with one row per tile and a `COMPRESSED_DATA` +descriptor column pointing into the heap, plus for quantized floats the +per-tile `ZSCALE` and `ZZERO` columns. `ZCMPTYPE` is `RICE_1` (the default +and overwhelmingly the most common), `GZIP_1`, `GZIP_2`, `PLIO_1`, +`HCOMPRESS_1` or `NOCOMPRESS`; `ZTILEn` gives the tile shape (one row per +tile by default); `ZQUANTIZ` and `ZDITHER0` give the dithering of the +float-to-integer quantization, which depends on the tile's row index. The +original image's header, WCS included, is copied verbatim into the table's +header. + +**The header is the metadata.** World coordinates are the WCS cards +(`CTYPEn`, `CRPIXn`, `CRVALn`, `CDi_j` or `PCi_j` with `CDELTn`, `CUNITn`, +alternates with an `A`–`Z` suffix, plus distortion conventions such as SIP +and TPV, or lookup extensions in HST files). They are indexed by FITS axis +number, so reversing the shape does not change them. Long strings use +`CONTINUE` cards, ESO's `HIERARCH` makes dotted keywords, and +`COMMENT`/`HISTORY` repeat freely with meaningful order. + +### 1.2 How archives use it + +The atomic deliverable of every archive surveyed is one self-contained FITS +file with its own complete WCS and complete data planes. + +| archive, product | unit | HDUs | compression | +|---|---|---|---| +| SDSS imaging `frame-*` **[inspected]** | one file per (run, camcol, field, filter) | float32 2048×1489 image with TAN WCS; a calibration vector; two small tables | **whole-file bzip2** | +| SDSS spectra `spec-*` | one file per object | 3 `BINTABLE`s | none | +| HST `_flt`/`_flc`/`_raw` **[inspected]** | one MEF per exposure | `SCI`/`ERR`/`DQ` × chips; STIS raw: `ERR` and `DQ` are `NAXIS = 0` placeholders with full headers | none | +| HST `_drz`/`_drc` | one new file per association | `SCI`/`WHT`/`CTX` + `HDRTAB` | none | +| JWST stages 1–2 | one file per detector per exposure | `SCI` (uncal: uint16 4-D), `ERR`, `DQ`, `VAR_*`, tables, `ASDF` | none | +| JWST stage 3 `_i2d` **[inspected]** | one new mosaic per filter | `SCI` float32 10272×4755, `ERR`, `CON` int32 3-D, `WHT`, `VAR_*`, `HDRTAB`, `ASDF` | none | +| Rubin DP1/DP2 | one file per detector per visit; one per (band, tract, patch) | `IMAGE`/`MASK`/`VARIANCE` tile-compressed, then opaque `BINTABLE`s; DP2 adds JSON and `INDEX` HDUs | RICE | +| Euclid Q1 MER tile | one file per (tile, band, product) | one float32 19200×19200 primary; RMS, FLAG are sibling files | none | +| Euclid Q1 VIS frame | one MEF per exposure | 433 HDUs: 144 quadrants × `SCI`/`RMS`/`FLG`, each with its own TPV WCS | none | +| DECam InstCal **[inspected]** | one `.fz` per exposure per product (`ooi` image, `oow` weight, `ood` mask) | primary + 61 chip HDUs named by CCD, each RICE_1 float32 quantized with `SUBTRACTIVE_DITHER_1`, one tile per row | RICE | +| Pan-STARRS skycell | one `.fz` per (skycell, filter, product) | one RICE_1 int16 6240×6243 image, one tile per row | RICE | +| Legacy Surveys brick | one `.fz` per (brick, band, product) | RICE float32 3600×3600, 100×100 tiles, `SUBTRACTIVE_DITHER_2` | RICE | +| ZTF | one file per CCD quadrant per exposure per product | one float32 3072×3080 primary, TPV WCS | none (`.fz` for differences) | +| TESS/Kepler | one file per target | `LIGHTCURVE` table + `APERTURE` image; MAST repacks FFIs into one 45 GB 4-D cube per CCD | none | +| DESI | one file per HEALPix pixel | 19 HDUs | none | +| HiPS | one file per (order, pixel) | one float32 512×512 image | none | +| radio cubes | one file per (source, spectral window) | one 4-D cube with a degenerate Stokes axis | none | +| Gaia, radio visibilities | not FITS | | | + +Three patterns: **multi-extension files are the norm**, with extensions of +three kinds (planes of one image, chips of a mosaic camera each with its own +WCS, and sidecar tables), and nobody stitches chips into one array inside a +file; **tile compression is the ground-based half of the world** (Pan-STARRS, +Legacy Surveys, NOIRLab, Rubin), while space archives serve uncompressed +files and SDSS alone uses whole-file bzip2; and **siblings are defined by +names**, not by the file (DECam's `ooi`/`oow`/`ood`, Euclid's mosaic/RMS/FLAG, +JWST observation directories of about 5000 objects). + +**Existing virtual tools** are per file. kerchunk's `fits.py` and +VirtualiZarr's `FITSParser` (rewritten natively in October 2026) take one +URL, emit one single-chunk array per data HDU, big-endian `bytes`, a +`fixedscaleoffset` for `BZERO`/`BSCALE` (kerchunk passes `BSCALE` where +numcodecs wants `1 / BSCALE`), reject or struct-pack binary tables, and +**neither handles tile compression**: astropy's `CompImageHDU` reports +itself as an image, so both would reference raw table bytes with the +uncompressed length. astropy has no Zarr integration; it carries +unregistered numcodecs-style `Rice1`, `Gzip1`, `Gzip2`, `PLIO1`, +`HCompress1` classes and a C dequantizer. + +### 1.3 Single file or collection + +The profile takes a single file, for four reasons: + +1. **A FITS file is never incomplete.** The SAFE profile takes a store + because a product's pixels are many JPEG 2000 files that only the + product's XML relates. A FITS file carries its own WCS, planes and + tables; its siblings are other variables on the same grid, other tiles + of a shared projection, or other exposures, none needed to read it. +2. **There is no manifest.** A collection of FITS files is defined by each + survey's filename convention. A collection profile would be a DECam + profile, a Rubin profile, a Euclid profile, each encoding a naming scheme + the archive can change: the coupling the registry refactor just removed, + reintroduced per survey, with equivalence depending on listing order. +3. **A multi-extension file already is a collection** (61 chips with their + own WCS; `SCI`/`ERR`/`DQ`), so the file profile settles the hard design + and a collection adds only the combining. +4. **Combining is a refkv-level operation.** The source table holds any + number of files ([docs/virtual-datasets.md](../../docs/virtual-datasets.md) + builds one dataset from 60 netCDF files), and the natural FITS collections + map onto it: same-grid siblings become arrays of one group, + same-projection tiles (Rubin patches, Pan-STARRS skycells, HiPS) differ by + integer `CRPIX` offsets and become one array with one chunk region per + file, exposure stacks concatenate along a new axis. These are + VirtualiZarr's manifest-space operations, and + [zarr-specs#399](https://github.com/zarr-developers/zarr-specs/issues/399) + is about where they break: per-file codec parameters, which FITS has + (per-file `BZERO`/`BSCALE`, per-HDU `ZDITHER0`, per-tile + `ZSCALE`/`ZZERO`). The design below puts per-tile parameters *inside the + chunk bytes*, so the codec is uniform across files and concatenation + needs no per-chunk codec variance. That argument needs the file profile + first. + +Consequences: SDSS imaging frames (whole-file bzip2) and `.fits.gz` cannot +be virtualized and are rejected by their first bytes. Tom Robitaille's +"each chunk a valid FITS file" layout (the comment linked from the issue) +is producible with `Concat` references and no codec context, as a second +layout later, not in version 0. + +### 1.4 Findings that shaped the design + +- **Per-tile decodability.** All 300 RICE tiles of astropy's `comp.fits` + decode from their own heap range alone, with astropy's `Rice1`, from the + row's `(length, offset)` descriptor and the header's `BLOCKSIZE` and + `BYTEPIX`, and match the full decompression **[inspected]**. +- **Tiles are stored consecutively.** The 249,734 tiles of a DECam exposure + (61 HDUs × 4094 row tiles, 324 MB of heap, mean tile 1299 bytes, largest + 1594) have 0 gaps between consecutive tiles, and the tile order is the + first-pixel order (axis 1 fastest) **[inspected]**. So a run of whole tile + rows is one byte range. cfitsio and astropy both write heaps this way. +- **Per-tile parameters.** `ZSCALE` and `ZZERO` differ from tile to tile + (2.15111 and 148.427, then 2.15111 and 139.974 in the next chip's first + rows), and `ZDITHER0` differs per HDU (7331, 4343, …, 4280) + **[inspected]**. The dither's random sequence is indexed by the tile's + row number, so a decoder needs the chunk's first tile index. +- **Unsigned integers are common.** HST raw `SCI` (int16 with `BZERO = + 32768`, astropy reads it as uint16), JWST uncal, DESI masks (`BZERO = + 2^31`) **[inspected]**. +- **`NAXIS = 0` extensions with full headers** exist (STIS raw `ERR`/`DQ` + placeholders) **[inspected]**: metadata without an array. +- **Headers are big.** A JWST primary has 282 cards; a DECam file has 62 + headers of 151 to 205 cards; a Euclid VIS frame has 433 HDUs. The cards + cannot all sit in the root document. +- **astropy writes everything a fixture needs**: `CompImageHDU` with every + `ZCMPTYPE`, `quantize_level`, `dither_seed` and tile shape; `BinTableHDU` + with `P`/`Q` columns; `TableHDU`; `GroupsHDU`. `uv run --with astropy` + works in the workspace (astropy 8.0.2); the dev dependencies gain it. + +## 2. The convention (Part 1 of `spec/virtualize/fits.md`) + +The hierarchy is a plain Zarr v3 group, as SAFE's is: no OME-NGFF metadata, +since FITS axes are sky coordinates under projections, not microscopy axes. +This section extends [conventions §2](../../spec/conventions.md#2-attributes) +as SAFE does: nodes carry `zarr_conventions` and `refkv_virtualized` only. + +### 2.1 Declaration + +The root declares the convention with `"profile": "fits"`, `"version": 0`, +the file's URL as `source.url`, and the root's source metadata +([§2.6](#26-source-metadata)) as the member `"fits"`. Every HDU node declares +it too, with that HDU's source metadata; `refkv_source` with the mirror's +description. New UUID, `schema_url` and `spec_url` as the others. + +### 2.2 HDUs and nodes + +The file's HDUs are numbered from 0 in file order. HDU `i` has the node +**``** (`0`, `1`, …), a child of the root. `EXTNAME` and `EXTVER` are +metadata, not paths: `EXTNAME` is optional and repeats (`SCI` ×4 in a WFPC2 +file, 144 × `SCI` in Euclid, `COMPRESSED_IMAGE` by default in every `.fz`), +and kerchunk's name collisions show the alternative. The root's source +metadata lists the HDUs ([§2.6](#26-source-metadata)) so that a reader finds +`SCI,2` by lookup. + +By its kind, an HDU's node is: + +| kind | test | node | +|---|---|---| +| **empty** | `NAXIS = 0`, or some `NAXISn = 0` and not random groups | a group with no children: metadata only (the empty primary; STIS placeholders) | +| **image** | primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'` | an array ([§2.3](#23-images)) | +| **compressed image** | `XTENSION = 'BINTABLE'` with `ZIMAGE = T` | an array ([§2.4](#24-tile-compressed-images)) | +| **table** | `XTENSION = 'BINTABLE'` or `'TABLE'` otherwise | a group with the arrays `rows` and, when the heap is not empty, `heap` ([§2.5](#25-tables)) | + +Random groups (`GROUPS = T`), tile-compressed tables (`ZTABLE = T`) and +registered foreign extensions are rejected by the profile in version 0. + +### 2.3 Images + +- **Shape:** `[NAXISn, …, NAXIS1]`. +- **Data type:** `BITPIX` 8 `uint8`, 16 `int16`, 32 `int32`, 64 `int64`, + −32 `float32`, −64 `float64`. The stored values: `BSCALE`, `BZERO` and + `BLANK` are recorded in the node's source metadata and not applied + (the NIfTI precedent, + [nifti.md §4.2](../../spec/virtualize/nifti.md#42-value-scaling)); see + [§11](#11-open-questions-and-their-decisions) for the unsigned case. +- **Codecs:** `[{"name": "bytes", "configuration": {"endian": "big"}}]`, + `[{"name": "bytes"}]` for `uint8`. +- **Fill value:** 0 for every type + ([conventions §7](../../spec/conventions.md#7-source-values-as-arrays)); + `BLANK` is metadata. +- **Chunks:** contiguous values per + [conventions §7](../../spec/conventions.md#7-source-values-as-arrays) + with the **chunk limit 2^20 bytes**, as MRC: whole planes when small, else + row bands, else runs of a row. A 195 MB JWST `SCI` plane of 10272 × 4755 + float32 is 191 chunks of 25 rows. Edge chunks are padded by a literal, or + copied when the payload does not fit, as MRC's are. +- **Dimension names:** `axis` for FITS axis `n` (`["axis2", "axis1"]` + for a 2-D image), since `CTYPEn` is optional, repeats, and names a + coordinate type rather than a dimension. A dataset layout may do better + later ([§11](#11-open-questions-and-their-decisions)). + +### 2.4 Tile-compressed images + +An array of the image's shape `[ZNAXISn, …, ZNAXIS1]` and the data type of +`ZBITPIX` by the table above, with the tile shape `[ZTILEn, …, ZTILE1]` +(defaults: `ZTILE1 = ZNAXIS1`, the others 1). + +**Chunks.** Tiles are numbered in storage order (tile index along axis 1 +fastest), so a run of tiles that is a block of the **tile grid** `[ceil(ZNAXISn +/ ZTILEn), …, ceil(ZNAXIS1 / ZTILE1)]` spanning the full extent of every +faster axis is consecutive in storage. The chunk grid cuts the tile grid as +[conventions §7](../../spec/conventions.md#7-source-values-as-arrays) cuts +contiguous values, with a tile as the element, the element's size its +**decoded** bytes (`ZTILE1 × … × ZTILEn × |ZBITPIX| / 8`), and the limit +2^20: the same choice of cut axis and count `c`, and the chunk shape is 1 +along the axes before the cut axis, `c × ZTILE` along it, and the full +extent after it. A DECam chip (one tile per row of 8184 bytes, a tile grid +of `[4094, 1]`) has chunks of 128 rows, 32 per chip, about 2000 per file; a +Legacy Surveys brick (100 × 100 float32 tiles of 40 KB, a tile grid of +`[36, 36]`, whose tile row of 1.44 MB is over the limit) is cut along axis 1 +into chunks of 18 tiles, `[100, 1800]`, 72 per image. The decoded-size rule +means a `.fz` file and its `funpack`ed twin have the same chunk grid +whenever the tile rows align with the twin's row bands. + +**References.** The chunk's bytes are a **literal prefix** followed by the +tiles' compressed streams, in storage order: + +- the prefix is written by the virtualizer from the main table's rows (the + only part of the table it reads): a header of two little-endian `u32`, + the tile count `N` and the storage index `r0` of the first tile, then `N` + records of 32 bytes: `u32` length of the tile's stream (0: the descriptor + is null and the tile is absent), `u32` kind (0: a `ZCMPTYPE` stream from + `COMPRESSED_DATA`; 1: a gzip member from `GZIP_COMPRESSED_DATA`), `i32` + `ZBLANK`, `u32` flags (bit 0: `ZSCALE`/`ZZERO` given; bit 1: `ZBLANK` + given), `f64` `ZSCALE`, `f64` `ZZERO` (0 when not given). 128 tiles make a + 4 KB prefix against about 166 KB of DECam tile data, well under the + 65519-byte payload limit. Its precedent is the JPEG tables the TIFF + profile prepends; the difference is that this prefix is unique to its + chunk, so it is a literal range, not a data source; +- then one range of source 0 per maximal run of adjacent tiles. When the + chunk's tiles are consecutive and adjacent in the heap, as `fpack` and + astropy write them, that is one range. + +**Codec.** `fits_tiles`, new, in every implementation +([§4.3](#43-codecs)), an array-to-bytes codec whose configuration is +`{"compression": ZCMPTYPE, "parameters": {ZNAMEi: ZVALi…}, "zbitpix": B, +"tile_shape": [...], "shape": [...], "quantize": ZQUANTIZ, "dither_seed": +ZDITHER0}`. Decoding reads the prefix, computes each tile's shape (edge tiles +are smaller) from `r0 + k`, decodes each stream (`RICE_1` with `BLOCKSIZE` +and `BYTEPIX`; `GZIP_1`; `GZIP_2` with the byte unshuffle; `NOCOMPRESS`; +kind 1 as gzip), and for `ZBITPIX < 0` dequantizes: +`F = (I − R + 0.5) × ZSCALE + ZZERO` with the tile's dither sequence +(`SUBTRACTIVE_DITHER_1`), `F = I × ZSCALE + ZZERO` (`NO_DITHER`), +`I = −2147483647 ↦ 0.0` first for `SUBTRACTIVE_DITHER_2`, and `I = ZBLANK ↦ +NaN`. The dither sequence is the standard's: 10,000 values of the +Park–Miller generator (seed 1, `x = 16807 x mod (2^31 − 1)`), tile `t` +(0-based storage index) starting at `i0 = (t + ZDITHER0) mod 10000`, +`i1 = int(RN[i0] × 500)`, advancing per pixel, NaN pixels included, and +rolling `i0` when `i1` reaches 500. Decoded tiles are placed in the chunk; +the rest of the chunk (past the array's edge) is the fill value. Nothing +in the decoder depends on the chunk's position: `r0` is in the bytes, which +is the answer to the position problem of zarr-specs#399 for this format. + +`HCOMPRESS_1`, `PLIO_1`, the deprecated `UNCOMPRESSED_DATA` column with a +non-null descriptor, and `NULL_PIXEL_MASK` are rejected in version 0. + +### 2.5 Tables + +A column is a strided read, and a Zarr v3 struct data type cannot record +big-endian fields, so version 0 keeps a table as bytes that any FITS table +reader decodes: + +- `/rows`: `uint8`, shape `[NAXIS2, NAXIS1]`, dimensions `row` and + `byte`, contiguous values cut with the 2^20 limit (whole rows); +- `/heap`: `uint8`, shape `[H]`, dimension `byte`, present when the + heap's length `H = PCOUNT − (THEAP − NAXIS1 × NAXIS2)` is at least 1, + cut as bytes (2^24 chunks); +- the column definitions in the node's source metadata: for each column + `TTYPEn`, `TFORMn`, `TUNITn`, `TDIMn`, `TSCALn`, `TZEROn`, `TNULLn`, + `TDISPn` and, for ASCII tables, `TBCOLn`, as the cards give them. + +This covers the `ASDF` HDU of JWST files (one row, one `NB` column: the YAML +tree is `rows[0]`), `HDRTAB`, Rubin's opaque component tables and SDSS's +small tables alike. A `fits_table` codec presenting columns is later work. + +### 2.6 Source metadata + +The root's `fits` member: + +```json +{"hdus": [{"index": 0, "type": "primary", "name": null, "version": null, "kind": "empty", + "bitpix": 8, "naxis": [], "pcount": 0, "gcount": 1, + "offset": 0, "header_bytes": 23040, "data_offset": 23040, "data_bytes": 0}, + {"index": 1, "type": "image", "name": "SCI", "version": 1, "kind": "image", ...}, + {"index": 7, "type": "bintable", "name": "SCI", "version": 1, "kind": "compressed_image", + "compression": {"type": "RICE_1", "parameters": {"BLOCKSIZE": 32, "BYTEPIX": 4}, + "zbitpix": -32, "tile": [1, 2046], "quantize": "SUBTRACTIVE_DITHER_1", "dither_seed": 7331}, + ...}], + "cards": [["SIMPLE", true, "conforms to FITS standard"], ["BITPIX", 8, "array data type"], ...]} +``` + +`cards` are the primary header's. Each HDU node's `fits` member has `index` +and that HDU's `cards`, plus for an image `bscale`, `bzero`, `blank`, +`bunit` (each `null` when absent) and for a table `columns`. A **card** is +`[keyword, value, comment]`: `keyword` the text of bytes 0–7 trimmed +(`HIERARCH` names as written after the keyword, up to `=`); `value` a JSON +string for a string (quotes undoubled, trailing spaces trimmed, `CONTINUE` +cards joined), `true`/`false` for a logical, a number for an integer (exact, +every digit, per [spec/virtualize.md §1.1](../../spec/virtualize.md#11-output-and-equivalence)) +or a real (its binary64 value; `D` exponents read as `E`), `[re, im]` for a +complex, `null` for no value; `COMMENT`, `HISTORY`, blank and orphan +`CONTINUE` cards have the value `null` and their text as the comment; the +`END` card is not listed. Order and duplicates are kept. Each header's raw +bytes are in the mirror, so nothing is lost by the typing. + +**Budget.** A header's cards go in the node's document while the document +stays within 65536 bytes (SAFE's budget for XML); past it, `cards` is +`null` and the header is read from the mirror. The root lists every HDU; +with about 150 bytes per entry, 433 HDUs are 65 KB, the largest known case. + +### 2.7 Source model (the IR) + +Elements, with `k` the HDU's header blocks, `D` its data bytes, `p` its +padding, and types of +[conventions §8.6](../../spec/conventions.md#86-types): + +| path | kind | type | extent: what | +|---|---|---|---| +| `""` | struct | | the whole file | +| `hdus/` | struct | | HDU `i`, its blocks | +| `hdus//header` | value | `{card:ascii[80]}[36k]` | the header blocks, `END` and blank padding cards included (so the parser holds it and the view shows it as a spill past 1024 bytes) | +| `hdus//data` | data | | an image's `D` bytes: geometry `{"data_type", "shape"}`, codec `{"endian": "big"}`, recipe `[["src", 0, null]]` | +| `hdus//rows` | data | | a table's `NAXIS1 × NAXIS2` bytes: geometry `{"rows", "row_bytes"}` | +| `hdus//table` | value | record `[NAXIS2]` | a compressed image's main table, as a record per row typed from `TFORMn` (`{data:{n:>i4,o:>i4},zscale:>f8,zzero:>f8}[4094]` for DECam); held by the parser | +| `hdus//gap` | value | `bytes[g]` | `THEAP − NAXIS1 × NAXIS2` bytes before the heap, when `g > 0` | +| `hdus//heap` | data | | a table's heap, one element | +| `hdus//heap/` | data | | a compressed image's chunk `j`: the bytes from its first tile's start to its last tile's end; recipe `[["src", 0, null]]` when the tiles are adjacent, else one `src` part per tile (a form per chunk, costly, kept for correctness) | +| `hdus//pad` | value | `bytes[p]` | the data padding to the block boundary, when `p > 0` (shorter at a truncated end of file) | +| `gaps/` | gap | | heap bytes no tile uses; bytes after the last HDU (special records) | + +The geometry of `heap/` names its tiles (`{"tiles": [r0, N]}`); the +projection builds the prefix from the `table` value, not from the form. The +forms of a file's chunks deduplicate to a handful (the distinct `N`). + +### 2.8 What the layout does not express + +Informative, as [mrc.md §7](../../spec/virtualize/mrc.md#7-what-the-layout-does-not-express): +the WCS (kept as cards, not interpreted: SIP, TPV and lookup distortions are +a library's job), `BSCALE`/`BZERO` (recorded), the ASDF tree and Rubin's +JSON (bytes of a table), checksums (cards), table columns (bytes), random +groups and tile-compressed tables (rejected). + +## 3. The profile (Part 2: §15 of spec/virtualize.md) + +### 3.1 Choosing the profile + +[spec/virtualize.md §1.2](../../spec/virtualize.md#12-input)'s table gains a +row before the last: bytes 0–8 are `SIMPLE =` and byte 29 is `T` → FITS +profile. `SIMPLE = F` (byte 29 `F`), bzip2 (`BZh`) and gzip (`1F 8B`) fall to +the last row and are rejected; the row's note names them. + +### 3.2 Reading + +The parser reads headers and main tables only, in rounds +(`Step::Read(ranges)`, as every IR parser): + +1. a window of `min(size, 2^16)` bytes at offset 0; +2. for each HDU in turn: if the window at its offset holds no `END` within + the header's blocks read so far, read on in 2^16-byte windows (a header + MUST end within 2^24 bytes, else rejected); when the header is parsed and + the HDU is a compressed image, read its main table (`NAXIS1 × NAXIS2` + bytes, 98 KB for a DECam chip; at most 2^26 bytes, else rejected); then + read the window at the next HDU's offset. The next header's window and + the current table are requested in one round. + +A DECam file takes about 63 rounds and 98 KB of table per chip; a plain +MEF one round per HDU. The budget rules of the core apply unchanged. + +### 3.3 Checks + +In this order, per HDU, every check applying whatever the other values are: + +- **Blocks:** the file's size is at least 2880; every HDU starts at a block + boundary (by construction) and its header ends with an `END` card within + 2^24 bytes of its start; a header card is 80 bytes of printable ASCII + (bytes 32–126): a byte outside that range rejects (a NUL in the header, + which happens in corrupted files). +- **Mandatory cards:** the primary begins `SIMPLE`, `BITPIX`, `NAXIS`, + `NAXIS1..n`; an extension begins `XTENSION`, `BITPIX`, `NAXIS`, + `NAXIS1..n`, `PCOUNT`, `GCOUNT`, with the fixed-format values the standard + requires: `BITPIX` in {8, 16, 32, 64, −32, −64}, `NAXIS` in 0..999, + `NAXISn ≥ 0`, `PCOUNT ≥ 0`, `GCOUNT ≥ 1`; `XTENSION` is `IMAGE`, `TABLE` + or `BINTABLE` (any other is rejected and named); `GROUPS = T` is rejected + and named. +- **Data size:** `D` computed exactly is at most 2^53 − 1 and + `offset + D ≤ size`. The padding may be short (a truncated final block); + the next HDU, if any, starts at the next block boundary, which MUST be + within the file. +- **Tables:** `BITPIX = 8`, `NAXIS = 2`, `TFIELDS` in 0..999 with `TFORMn` + for each, `THEAP` (default `NAXIS1 × NAXIS2`) at least that and + `THEAP + H = NAXIS1 × NAXIS2 + PCOUNT`; `ZTABLE = T` rejected. +- **Compressed images:** `ZCMPTYPE` in {`RICE_1`, `RICE_ONE`, `GZIP_1`, + `GZIP_2`, `NOCOMPRESS`} (`HCOMPRESS_1`, `PLIO_1` rejected and named), + `ZBITPIX` and `ZNAXIS`/`ZNAXISn` as for an image, `ZTILEn` in 1..ZNAXISn, + `ZQUANTIZ` in {`NO_DITHER`, `SUBTRACTIVE_DITHER_1`, + `SUBTRACTIVE_DITHER_2`} with `ZDITHER0` in 1..10000 when dithered, the + columns `COMPRESSED_DATA` (`1PB`, `1QB`), optional `GZIP_COMPRESSED_DATA` + (`1PB`/`1QB`), `ZSCALE` (`1D`), `ZZERO` (`1D`), `ZBLANK` (`1J`), and no + other (`UNCOMPRESSED_DATA`, `NULL_PIXEL_MASK` rejected and named); the row + count equals the tile count; every descriptor's range lies within the + heap; for each tile exactly one of its descriptors is non-null, or none + (absent tile); the tiles of each chunk are in storage order in the heap + (a tile starting before the previous one ends, or before the previous + tile, rejects in version 0). +- **Limits:** at most 2^16 HDUs; a main table at most 2^26 bytes. + +A rejection names the HDU and the card: `HDU 3 (SCI,1): BITPIX 12 is not +one of 8, 16, 32, 64, -32, -64`. + +### 3.4 Chunks and the source table + +Images: [conventions §7](../../spec/conventions.md#7-source-values-as-arrays) +with the 2^20 limit, one range of source 0 per chunk plus a literal padding +or a copy, as [mrc.md §14.2](../../spec/virtualize/mrc.md#142-chunks). +Compressed images: a literal prefix then the ranges of +[§2.4](#24-tile-compressed-images). Tables: ranges of whole rows and heap +blocks. The output has no data sources: the source table is source 0 alone. +`refkv_source` is the mirror. + +### 3.5 Summary + +Both implementations print `hdus` (the count), `kinds` (counts by kind), +`arrays` (the arrays' paths with shape, data type and chunk shape), +`compressed` (the compression types used), `chunks`, `cards` (the total), +and `tables`. + +## 4. Modules + +All parsing and projection is in the Rust core, as for MRC; the hosts add +detection and the codec. + +### 4.1 Rust core (`rust/refkv-ir`) + +| file | what | +|---|---| +| `src/fits.rs` | the sans-IO parser: `detect(head)`, `Fits::new(size)`, `step`, `feed`, `finish`; `Header` (cards from 80-byte records; `card(k)`, `int`, `float`, `logical`, `string`, long-string joining, `HIERARCH`), `Hdu` (offsets, kind, sizes), the table-row record type from `TFORMn`, and the tile grid | +| `schema/fits.json` | the source model: the elements of [§2.7](#27-source-model-the-ir), the `bitpix` and `compression` tables, and every check of [§3.3](#33-checks) as a role with its message, in order | +| `src/project/fits.rs` | the projection: root and HDU documents, image arrays through `grid_chunks` (limit 2^20, copy threshold), tile chunks (`tiles.rs` helpers: the grid cut, the prefix bytes, the adjacency merge), table arrays through `grid_chunks` and `blob_chunks`, the cards JSON, the summary | +| `src/coding.rs` or `src/fits_tiles.rs` | the `fits_tiles` decoder: RICE_1 (the `ricecomp` crate, 0.5.0, MIT, a port of cfitsio's `ricecomp.c` that is bit-compatible with `fits_rdecomp`; its wasm build to confirm, else a port of the same 250 lines), GZIP_1/2 (miniz_oxide, already a dependency; the byte unshuffle), the dequantizer with the dither table. One implementation serves Python, the browser and the Neuroglancer fork | +| `src/run.rs`, `src/lib.rs`, `src/rules.rs`, `src/project/mod.rs` | `Format::Fits`, `detect`, `parser!(fits::Fits)`, `FITS_SCHEMA`, dispatch: the MRC commit's lines, once more | +| `tests/parsers.rs` | one `reject!` per rejection fixture, with its message | +| `profiles.json` | regenerated by `just profiles` | + +### 4.2 Hosts + +- **Python** (`python/src/refkv`): `ir/__init__.py` names the format; + `_core` gains `fits_tiles_decode(chunk: bytes, config: str) -> bytes` in + `python/src/lib.rs` (the first decoder the core exposes to a host; + `python/src/refkv/zarr/codecs.py` registers `fits_tiles` as an + `ArrayBytesCodec` that calls it and reshapes). No astropy in the package. +- **Browser** (`js/src/virtualize`): `index.ts` detects `SIMPLE =`, + `IrFormat` gains `"fits"`, `ir/run.ts` passes it through; the wasm build + exports `fits_tiles_decode`; `js/src/virtualize/codecs` (or wherever the + demo's decoders live, cf. `demo/jpegxr_decoder.ts`) wraps it for the + demo's reader. +- **Neuroglancer fork** (`~/dev/neuroglancer`, branch `vzip`): a + `fits_tiles` codec that calls the same wasm, as JPEG XR was added + (`src/sliceview/jpegxr/`). Without it `.fz` files virtualize but do not + display; `.fits` files need nothing. +- **CLI** (`rust/refkv-cli`): the format name in `main.rs`; + `tests/identical.py` picks up the fixtures by suffix. + +### 4.3 Codecs + +`fits_tiles` is specified in the convention (prefix layout, decoding, +dither) and implemented once, in Rust, tested against astropy's +`CompImageHDU` decoding of every compressed fixture, tile by tile, and +against cfitsio's reference values for the dither table (the 10,000th seed +is 1043618065). + +## 5. Tests + +`python/tests/ir/test_fits.py`, following the house rule (one test for the +accepted combinations, one per error), with astropy as the independent +reader (as mrcfile is for MRC): + +- `test_virtualize_fits_outputs`: parametrized over the accepted fixtures. + For each: the output's HDU table equals astropy's `HDUList` (index, type, + name, version, offsets from `fileinfo()`), every image array read through + the archive equals `hdu.data` with `do_not_scale_image_data=True` (stored + values) and `CompImageHDU.data` for compressed HDUs, every `rows` + array equals the table's raw bytes, every HDU's `cards` equal + `hdu.header.cards` by keyword, value and comment (astropy's parsing is the + oracle for `CONTINUE`, `HIERARCH`, `D` exponents), the mirror rebuilds the + file byte for byte, and the browser twin's output is identical. +- One test per rejection fixture (`fits_reject_*`): `short`, `not_simple`, + `simple_false`, `no_end`, `header_nul`, `bitpix`, `naxis_negative`, + `naxis_999`, `pcount_negative`, `gcount_zero`, `xtension_unknown`, + `groups`, `data_outside`, `data_overflow`, `next_hdu_outside`, + `table_bitpix`, `table_naxis`, `tfields`, `tform_missing`, + `theap_small`, `ztable`, `zcmptype_hcompress`, `zcmptype_plio`, + `zcmptype_unknown`, `ztile_zero`, `ztile_large`, `zquantiz_unknown`, + `zdither0_range`, `columns_extra`, `uncompressed_data`, + `null_pixel_mask`, `row_count`, `descriptor_outside`, `descriptor_both`, + `tiles_out_of_order`, `too_many_hdus`, `table_too_large`, `gzip_file`, + `bzip2_file`. +- Unit tests of the card parser (each value type, long strings, `HIERARCH`, + blank and commentary cards, a malformed value), of the tile grid cut + (row tiles, square tiles, 3-D plane tiles, edge tiles), of the prefix + bytes, and of `fits_tiles_decode` against astropy for each compression, + `ZBITPIX`, quantization and tile shape, including edge tiles and absent + tiles. +- `python/tests/test_virtualize_conventions.py` picks up the fixtures and + schema once the profile is registered; `rust/refkv-cli/tests/identical.py` + and `just ir-wasm` likewise. + +## 6. Fixtures + +`fixtures/generators/fits/write_fixtures.py` writes `fixtures/fits/*.fits` +with astropy, and by hand (`struct`, 80-byte cards) where a file must be +wrong. Pixels are seeded ramps, distinct per voxel, as MRC's. Every accepted +fixture is checked once, at generation, to open in astropy (and, for +compressed ones, to decompress). + +Accepted: + +| fixture | covers | +|---|---| +| `fits_primary_int16` | one primary image, `BZERO = 32768`, `BUNIT`, a TAN WCS | +| `fits_primary_float32_cube` | 3-D float32 with a degenerate 4th axis (radio) | +| `fits_bitpix_` | `uint8`, `int32`, `int64`, `float64`; `BLANK`; `BSCALE`/`BZERO` non-trivial | +| `fits_mef_sci_err_dq` | empty primary + `SCI`/`ERR`/`DQ` × 2 with `EXTVER`, the HST shape | +| `fits_mef_naxis0` | an extension with `NAXIS = 0` and full WCS cards (STIS) | +| `fits_mef_naxisn_zero` | an image with `NAXIS2 = 0`: an empty array | +| `fits_chunk_rows`, `fits_chunk_runs`, `fits_chunk_edge_literal` | the §7 cut: row bands, runs of a row (a wide image), an edge chunk's literal and a copied one (copy threshold) | +| `fits_header_long` | 300 cards, `CONTINUE` strings, `HIERARCH`, `COMMENT`/`HISTORY`, blank cards, duplicates, `D` exponents, complex values, a header over 1024 bytes but under the budget | +| `fits_header_huge` | a header past the 65536-byte cards budget: `cards` null | +| `fits_trailing` | bytes after the last HDU (special records) | +| `fits_truncated_pad` | the last HDU's padding short | +| `fits_comp_rice_int16`, `_int32`, `_uint8` | RICE_1 row tiles, `BYTEPIX` 2 and 4, `BLOCKSIZE` 16 and 32 | +| `fits_comp_rice_float_dither1`, `_dither2`, `_nodither` | quantized float32 with each `ZQUANTIZ`, `ZSCALE`/`ZZERO` columns, a NaN pixel (`ZBLANK`) | +| `fits_comp_tiles_square` | 100 × 100 tiles on a 350 × 230 image: edge tiles, multi-tile chunks | +| `fits_comp_tiles_3d` | per-plane tiles of a cube | +| `fits_comp_gzip1`, `fits_comp_gzip2`, `fits_comp_nocompress` | the other compressions | +| `fits_comp_gzip_fallback` | a tile in `GZIP_COMPRESSED_DATA` with a null `COMPRESSED_DATA` descriptor | +| `fits_comp_absent_tile` | a row with both descriptors null | +| `fits_comp_heap_gaps` | tiles in order with unused heap bytes between them (per-tile recipe; gaps) | +| `fits_comp_q_descriptors` | `1QB` descriptors | +| `fits_comp_rice_one` | `ZCMPTYPE = 'RICE_ONE'` (Legacy Surveys) | +| `fits_comp_many` | 8 compressed HDUs with distinct `ZDITHER0` (the DECam shape, small) | +| `fits_bintable` | fixed columns of every `TFORM` letter, `TDIM`, `TSCAL`/`TZERO`, `TNULL` | +| `fits_bintable_heap` | `P` and `Q` columns, `THEAP` past the rows (a gap), the heap | +| `fits_bintable_asdf` | a one-row `NB` column holding YAML (the JWST shape) | +| `fits_asciitable` | a `TABLE` extension with `TBCOLn` | +| `fits_big_header_count` | 64 HDUs (the root's table) | + +Rejected: one fixture per rejection test of [§5](#5-tests), named +`fits_reject_`. `fits_reject_gzip_file` and `fits_reject_bzip2_file` +are compressed copies of `fits_primary_int16`. + +A fixture past 16 MiB (a cube whose planes exceed the 2^20 limit and whose +rows exceed it too) is generated at test time into a temporary directory, +as CZI's `czi_big_plane` is. + +## 7. Verifier + +`js/test/fits/verify.py` serves the fixtures over local HTTP, runs the +browser virtualizer under Node, opens every archive through the reference +reader and zarr-python with `refkv.zarr` (the `fits_tiles` codec +registered), and checks: + +1. **Pixels, per HDU**, against astropy: stored values for images + (`do_not_scale_image_data=True`), decompressed values for compressed + images (astropy's `CompImageHDU.data`, float32 compared exactly: the + dequantization is deterministic), raw bytes for tables. +2. **Cards**, per HDU, against `Header.cards`. +3. **Reconstruction**: the mirror rebuilds the file byte for byte + (`ir_mirror.mirror_problems`), fixtures with trailing bytes and short + padding included. +4. **Rejections**: every `fits_reject_*` is rejected with the profile's + message. + +## 8. Corpus + +`conformance/virtualize/corpus_fits.txt`, each `no-ref` (no frozen +reference), compared py with web, over HTTP ranges: + +| file | URL | why | +|---|---|---| +| astropy `comp.fits`, `test0.fits`, `o4sp040b0_raw.fits`, `tb.fits`, `variable_length_table.fits`, `checksum.fits` | `https://raw.githubusercontent.com/astropy/astropy//astropy/io/fits/tests/data/` (BSD-3-Clause; GitHub raw serves ranges, as the MRC corpus relies on) | RICE int16 row tiles; MEF with `EXTVER`; HST STIS with `NAXIS = 0` placeholders; tables; checksums | +| SDSS `spec-0266-51602-0001.fits` | `https://data.sdss.org/sas/dr17/sdss/spectro/redux/26/spectra/lite/0266/` | three binary tables | +| HiPS tile | `https://alasky.cds.unistra.fr/Pan-STARRS/DR1/g/Norder3/Dir0/Npix0.fits` | one float32 512×512 | +| radio cube | `https://astropy.stsci.edu/data/l1448/l1448_13co.fits` | 3-D cube | +| Pan-STARRS skycell | `https://ps1images.stsci.edu/rings.v3.skycell/1405/053/rings.v3.skycell.1405.053.stk.g.unconv.fits` (67 MB) | RICE int16 row tiles, `BZERO`, 6243 tiles | +| Legacy Surveys brick | `https://portal.nersc.gov/cfs/cosmo/data/legacysurvey/dr10/south/coadd/000/0001m002/legacysurvey-0001m002-image-g.fits.fz` (11 MB) | `RICE_ONE`, 100×100 tiles, `SUBTRACTIVE_DITHER_2` | +| ZTF `sciimg` | `https://irsa.ipac.caltech.edu/ibe/data/ztf/products/sci/2018/0411/467847/ztf_20180411467847_000535_zr_c11_o_q3_sciimg.fits` (38 MB) | plain float32, TPV | +| DECam `ooi` | NOIRLab archive API, `https://astroarchive.noirlab.edu/api/retrieve/88094a7fab884fbbcb440cd795e3fde0/` (331 MB; stability of the URL to confirm) | 61 RICE chips, dithered floats, 250k tiles | +| JWST `jw02736001001_02101_00001_nrca1_{uncal,cal,i2d}.fits` | `s3://stpubdata/jwst/public/jw02736/jw02736001001/` over HTTPS (public bucket; CORS and anonymous HTTPS to confirm) | uint16 4-D, `ASDF` table | +| HST `j8pu0y010_drc.fits` | `s3://stpubdata/hst/public/j8pu/j8pu0y010/` (224 MB) | `SCI`/`WHT`/`CTX`, `HDRTAB` | +| SDSS `frame-r-003918-3-0213.fits.bz2` | `https://data.sdss.org/sas/dr17/eboss/photoObj/frames/301/3918/3/` | the bzip2 rejection | + +The 45 GB TESS cube and the 7.3 GB Euclid VIS frame (433 HDUs) are +stress cases for `--quick`-less runs, readable by header walk alone. + +## 9. Shared changes + +- `spec/virtualize/profiles.json`: the entry `fits` (section 15, title + `FITS`, kind `file`, suffixes `[".fits", ".fz"]`, reference `null`, + phrases); `just profiles` regenerates the hosts' tables, the core's copy + and the profile tables of the spec, the docs and the demo. +- `spec/virtualize.md`: the detection row ([§3.1](#31-choosing-the-profile)); + `spec/virtualize/fits.md` and `fits/schema.json`; `spec/generate_schemas.py`: + `SOURCE_METADATA["fits"]` (root HDU table and cards, HDU nodes' cards, + image scaling members, table columns, compression); `just sections`. +- `spec/conventions.md`: nothing new; the convention cites §7, §8, §2. +- `pyproject.toml` dev dependencies: `astropy` (the generator and the + verifier; the package itself never imports it). +- `docs/virtualize/fits/README.md` (who it is for, what you get, the `.fz` + codec and the viewers that have it, what is not done: columns, WCS + interpretation, bzip2) and the docs index via `just profiles`. +- `demo/index.html`: an example per form, from a host that allows + cross-origin range requests: astropy's `comp.fits` on GitHub raw (tiny), + the Pan-STARRS skycell or the HST `_drc` on S3 (CORS to confirm), with + credits in the footer. A `.fz` example displays only once the Neuroglancer + fork has the codec. +- `rust/refkv-ir/wasm/run.mjs`: the sample fixture (via `profiles.py + sample`). + +## 10. Order of work + +1. **Parser, plain files:** `fits.rs` cards and HDU walk, `schema/fits.json` + with the block, card, mandatory and data-size checks, IR elements for + empty, image and table HDUs; the plain fixtures; `tests/parsers.rs`. +2. **Projection, plain files:** root and HDU documents, image and table + arrays, cards JSON, budgets, summary; `test_fits.py` outputs test against + astropy; the mirror's rebuild. +3. **Compressed images, parser:** the table read round, the column typing, + the tile grid, the descriptor checks, `heap/` elements; the compressed + fixtures and rejections. +4. **Codec:** `fits_tiles_decode` in Rust (RICE, gzip, unshuffle, + dequantize, dither), unit-tested against astropy per tile; the Python + binding and codec class; the wasm export. +5. **Projection, compressed images:** the prefix, the chunk references, + the decoded-size cut; the outputs test extended to compressed fixtures. +6. **Hosts:** Python detection, browser detection and codec, CLI; + `just ir-wasm`, `identical.py`, the verifier. +7. **Registry, spec, schema, docs, demo**, `just sections`. +8. **Corpus run** (`just compare` on `corpus_fits.txt`), the Neuroglancer + fork's codec, and the demo's `.fz` example. + +Steps 1–2 are a working profile for every uncompressed archive (HST, JWST, +Euclid, ZTF, TESS, DESI, HiPS, radio); 3–5 add the ground-based `.fz` world. + +## 11. Open questions and their decisions + +Recommended answers; the convention states whatever is decided. + +1. **Unsigned integers.** `BZERO = 32768` on `BITPIX = 16` (HST raw, JWST + uncal) and `BZERO = 2^31` on 32 (DESI masks) are stored signed. Options: + present the stored signed integers and record the scaling (NIfTI's + precedent, needed for every other `BSCALE`/`BZERO` anyway); or recognize + the four exact unsigned cases and present `uint16`/`uint32`/`uint64` + through a one-line sign-flip codec that no Zarr implementation has. + **Decision: record only, in version 0.** A `fixedscaleoffset` codec is + wrong (it yields float64) and a custom codec would be required by every + reader of the most common FITS files. A later `fits-dataset` layout can + apply CF `add_offset` for xarray. +2. **HDU paths by index**, names in metadata. **Decision: yes.** +3. **Chunk limit 2^20 decoded bytes** for images and compressed images, + so that both forms of a file share a grid. **Decision: yes.** (Sky images + are read 2-D; 25-row bands across 10,000 columns are what `.section` + readers already fetch, and the Neuroglancer fork handles them.) +4. **The prefix layout** (fixed 32-byte records, `r0` in the header) versus + a side array of per-tile parameters. **Decision: the prefix.** A codec + cannot read a side array, and the prefix is what makes concatenation + across files codec-uniform. +5. **Tiles out of order in the heap: reject, or per-tile recipes.** + **Decision: reject in version 0**, since no known writer produces them; + gaps between in-order tiles are supported (per-tile parts). +6. **Where the decoder lives.** Rust in the core, exposed to Python and the + browser, versus astropy's codec classes in Python and a TypeScript port + for the browser. **Decision: Rust**, one implementation, with astropy as + the oracle; this is the core's first host-facing decoder, so the binding + shape (`fits_tiles_decode(bytes, config) -> bytes`) is new. +7. **Tables as bytes** in version 0; columns later. **Decision: yes.** +8. **Cards typing.** Typed values (lossy for a float's decimal text) with + the raw header in the mirror, versus the raw 80-character text as a list + of strings. **Decision: typed cards**, since the mirror keeps the text + and consumers want values; astropy's parse is the oracle. +9. **Dataset layout** (`fits-dataset`: dimension names from `CTYPEn`, + coordinates for linear axes such as a cube's spectral axis). + **Decision: not in version 0**; a convention of its own later. +10. **Truncated final padding: tolerate.** **Decision: yes**, the `pad` + element is the bytes present. +11. **`HCOMPRESS_1` and `PLIO_1`: reject.** **Decision: yes** in version 0; + both are rare in archives (HCOMPRESS is lossy and used for quicklooks; + PLIO for IRAF masks). +12. **Whole-file gzip and bzip2: reject.** **Decision: yes**; a deflate + index (`indexed_gzip`-style) is a different project. From 4e95b852e6f949949897ae3fa97815d99efd38f1 Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Wed, 21 Oct 2026 23:58:18 +0200 Subject: [PATCH 2/6] feat(ir): virtualize FITS images and tables through the Rust IR, as the FITS profile MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add the FITS profile (spec/virtualize/fits.md, §15 of spec/virtualize.md) for uncompressed files: a FITS file is chosen by `SIMPLE =` and a fixed-format `T` in column 30, its HDUs are walked by their headers alone, and each becomes a node at the path of its index: an array for an image (big-endian `bytes`, contiguous values cut with a 1 MiB limit, the stored values with BSCALE/BZERO/BLANK recorded), a group with `rows` and `heap` byte arrays for a table, and an empty group for an HDU without data. The root lists the HDUs with their offsets, and every node carries its header's cards as typed [keyword, value, comment] triples under a 64 KB budget; refkv_source is the file's IR mirror (one struct per HDU: header, data or rows/gap/heap, padding), from which the file is rebuilt byte for byte. Tile-compressed images, random groups, non-conforming files and gzip or bzip2 files are rejected. The Rust core gets the parser (src/fits.rs: cards with CONTINUE and HIERARCH, the HDU walk over a sliding 64 KiB window), its source model (schema/fits.json) and the projection (project/fits.rs); the format reaches Python, the browser and the CLI by name through the registry. astropy writes the synthetic fixtures (fixtures/fits: 31 accepted, 27 rejected) and is the independent reader of python/tests/ir/test_fits.py; tests/parsers.rs checks each rejection's message. The design is in design/plans/fits.md. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- demo/index.html | 2 +- docs/virtualize/README.md | 1 + fixtures/fits/fits_asciitable.fits | 1 + fixtures/fits/fits_bintable.fits | 1 + fixtures/fits/fits_bintable_asdf.fits | Bin 0 -> 14400 bytes fixtures/fits/fits_bintable_empty.fits | 1 + fixtures/fits/fits_bintable_heap.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_bintable_q.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_bintable_theap.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_chunk_edge_literal.fits | Bin 0 -> 1054080 bytes fixtures/fits/fits_chunk_planes.fits | Bin 0 -> 1316160 bytes fixtures/fits/fits_chunk_rows.fits | Bin 0 -> 1103040 bytes fixtures/fits/fits_header_cards.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_header_huge.fits | 1 + fixtures/fits/fits_many_hdus.fits | Bin 0 -> 371520 bytes fixtures/fits/fits_mef_naxis0.fits | Bin 0 -> 14400 bytes fixtures/fits/fits_mef_naxisn_zero.fits | 1 + fixtures/fits/fits_mef_same_name.fits | Bin 0 -> 25920 bytes fixtures/fits/fits_mef_sci_err_dq.fits | Bin 0 -> 37440 bytes fixtures/fits/fits_mef_unnamed.fits | Bin 0 -> 17280 bytes fixtures/fits/fits_primary_1d.fits | Bin 0 -> 11520 bytes fixtures/fits/fits_primary_cube.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_float32.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_float64.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_int16.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_int32.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_int64.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_scaled.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_uint16.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_uint32.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_primary_uint8.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_bitpix.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_bitpix_text.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_bzip2_file.fits.bz2 | Bin 0 -> 230 bytes fixtures/fits/fits_reject_data_outside.fits | Bin 0 -> 2903 bytes fixtures/fits/fits_reject_data_overflow.fits | Bin 0 -> 5760 bytes .../fits/fits_reject_extension_first.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_gcount_zero.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_groups.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_gzip_file.fits.gz | Bin 0 -> 205 bytes fixtures/fits/fits_reject_header_nul.fits | Bin 0 -> 5760 bytes .../fits/fits_reject_mandatory_order.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_naxis_1000.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_naxis_negative.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_naxisn_missing.fits | Bin 0 -> 5760 bytes .../fits/fits_reject_naxisn_negative.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_no_end.fits | 1 + fixtures/fits/fits_reject_not_fits.fits | Bin 0 -> 5760 bytes .../fits/fits_reject_pcount_negative.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_short.fits | 1 + fixtures/fits/fits_reject_simple_false.fits | Bin 0 -> 5760 bytes fixtures/fits/fits_reject_table_bitpix.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_table_naxis.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_tfields.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_tform_missing.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_theap_small.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_xtension_unknown.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_ztable.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_trailing.fits | Bin 0 -> 5875 bytes fixtures/fits/fits_truncated_pad.fits | Bin 0 -> 2892 bytes fixtures/generators/fits/write_fixtures.py | 357 +++++++++ js/src/virtualize/index.ts | 7 +- js/src/virtualize/ir/run.ts | 2 +- js/src/virtualize/profiles.ts | 3 +- pyproject.toml | 1 + python/src/refkv/ir/__init__.py | 6 +- python/src/refkv/virtualize/profiles.py | 1 + python/tests/ir/test_fits.py | 158 ++++ rust/refkv-ir/profiles.json | 13 + rust/refkv-ir/schema/fits.json | 162 +++++ rust/refkv-ir/src/fits.rs | 612 ++++++++++++++++ rust/refkv-ir/src/lib.rs | 2 + rust/refkv-ir/src/project/fits.rs | 233 ++++++ rust/refkv-ir/src/project/mod.rs | 3 + rust/refkv-ir/src/rules.rs | 6 + rust/refkv-ir/src/run.rs | 16 +- rust/refkv-ir/tests/parsers.rs | 32 + rust/refkv-ir/wasm/run.mjs | 1 + spec/conventions.md | 1 + spec/generate_schemas.py | 71 ++ spec/virtualize.md | 7 +- spec/virtualize/fits.md | 385 ++++++++++ spec/virtualize/fits/schema.json | 687 ++++++++++++++++++ spec/virtualize/profiles.json | 13 + uv.lock | 55 +- 85 files changed, 2833 insertions(+), 11 deletions(-) create mode 100644 fixtures/fits/fits_asciitable.fits create mode 100644 fixtures/fits/fits_bintable.fits create mode 100644 fixtures/fits/fits_bintable_asdf.fits create mode 100644 fixtures/fits/fits_bintable_empty.fits create mode 100644 fixtures/fits/fits_bintable_heap.fits create mode 100644 fixtures/fits/fits_bintable_q.fits create mode 100644 fixtures/fits/fits_bintable_theap.fits create mode 100644 fixtures/fits/fits_chunk_edge_literal.fits create mode 100644 fixtures/fits/fits_chunk_planes.fits create mode 100644 fixtures/fits/fits_chunk_rows.fits create mode 100644 fixtures/fits/fits_header_cards.fits create mode 100644 fixtures/fits/fits_header_huge.fits create mode 100644 fixtures/fits/fits_many_hdus.fits create mode 100644 fixtures/fits/fits_mef_naxis0.fits create mode 100644 fixtures/fits/fits_mef_naxisn_zero.fits create mode 100644 fixtures/fits/fits_mef_same_name.fits create mode 100644 fixtures/fits/fits_mef_sci_err_dq.fits create mode 100644 fixtures/fits/fits_mef_unnamed.fits create mode 100644 fixtures/fits/fits_primary_1d.fits create mode 100644 fixtures/fits/fits_primary_cube.fits create mode 100644 fixtures/fits/fits_primary_float32.fits create mode 100644 fixtures/fits/fits_primary_float64.fits create mode 100644 fixtures/fits/fits_primary_int16.fits create mode 100644 fixtures/fits/fits_primary_int32.fits create mode 100644 fixtures/fits/fits_primary_int64.fits create mode 100644 fixtures/fits/fits_primary_scaled.fits create mode 100644 fixtures/fits/fits_primary_uint16.fits create mode 100644 fixtures/fits/fits_primary_uint32.fits create mode 100644 fixtures/fits/fits_primary_uint8.fits create mode 100644 fixtures/fits/fits_reject_bitpix.fits create mode 100644 fixtures/fits/fits_reject_bitpix_text.fits create mode 100644 fixtures/fits/fits_reject_bzip2_file.fits.bz2 create mode 100644 fixtures/fits/fits_reject_data_outside.fits create mode 100644 fixtures/fits/fits_reject_data_overflow.fits create mode 100644 fixtures/fits/fits_reject_extension_first.fits create mode 100644 fixtures/fits/fits_reject_gcount_zero.fits create mode 100644 fixtures/fits/fits_reject_groups.fits create mode 100644 fixtures/fits/fits_reject_gzip_file.fits.gz create mode 100644 fixtures/fits/fits_reject_header_nul.fits create mode 100644 fixtures/fits/fits_reject_mandatory_order.fits create mode 100644 fixtures/fits/fits_reject_naxis_1000.fits create mode 100644 fixtures/fits/fits_reject_naxis_negative.fits create mode 100644 fixtures/fits/fits_reject_naxisn_missing.fits create mode 100644 fixtures/fits/fits_reject_naxisn_negative.fits create mode 100644 fixtures/fits/fits_reject_no_end.fits create mode 100644 fixtures/fits/fits_reject_not_fits.fits create mode 100644 fixtures/fits/fits_reject_pcount_negative.fits create mode 100644 fixtures/fits/fits_reject_short.fits create mode 100644 fixtures/fits/fits_reject_simple_false.fits create mode 100644 fixtures/fits/fits_reject_table_bitpix.fits create mode 100644 fixtures/fits/fits_reject_table_naxis.fits create mode 100644 fixtures/fits/fits_reject_tfields.fits create mode 100644 fixtures/fits/fits_reject_tform_missing.fits create mode 100644 fixtures/fits/fits_reject_theap_small.fits create mode 100644 fixtures/fits/fits_reject_xtension_unknown.fits create mode 100644 fixtures/fits/fits_reject_ztable.fits create mode 100644 fixtures/fits/fits_trailing.fits create mode 100644 fixtures/fits/fits_truncated_pad.fits create mode 100644 fixtures/generators/fits/write_fixtures.py create mode 100644 python/tests/ir/test_fits.py create mode 100644 rust/refkv-ir/schema/fits.json create mode 100644 rust/refkv-ir/src/fits.rs create mode 100644 rust/refkv-ir/src/project/fits.rs create mode 100644 spec/virtualize/fits.md create mode 100644 spec/virtualize/fits/schema.json diff --git a/demo/index.html b/demo/index.html index 66fcdd53..0292aa2a 100644 --- a/demo/index.html +++ b/demo/index.html @@ -58,7 +58,7 @@

Image files to Zarr in the browser

Paste the URL of an image file, a Zarr or N5 store, or a .vzip archive. - TIFF, OME-TIFF, Aperio SVS, Hamamatsu NDPI, Nikon ND2, DICOM, NIfTI-1 and NIfTI-2, Imaris IMS, Zeiss CZI and MRC2014 files, N5, Zarr v2 and OME-Zarr 0.4 stores, and Sentinel-2 SAFE (Level-1C, Level-2A) products are supported; + TIFF, OME-TIFF, Aperio SVS, Hamamatsu NDPI, Nikon ND2, DICOM, NIfTI-1 and NIfTI-2, Imaris IMS, Zeiss CZI, MRC2014 and FITS files, N5, Zarr v2 and OME-Zarr 0.4 stores, and Sentinel-2 SAFE (Level-1C, Level-2A) products are supported; the format is detected from the file's first bytes, or the store's metadata. A service worker reads the input's structure with a few range diff --git a/docs/virtualize/README.md b/docs/virtualize/README.md index 3c9daebd..4e1a3507 100644 --- a/docs/virtualize/README.md +++ b/docs/virtualize/README.md @@ -31,6 +31,7 @@ who each one is for, what you get, and how to run it. | Sentinel-2 SAFE | Sentinel-2 Level-1C and Level-2A products, as a `.SAFE` directory or a `.SAFE.zip` | [convention](../../spec/virtualize/safe.md) | [§12](../../spec/virtualize/safe.md#part-2-the-profile) | | CZI | Zeiss CZI files | [convention](../../spec/virtualize/czi.md) | [§13](../../spec/virtualize/czi.md#part-2-the-profile) | | MRC | MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`) | [mrc](mrc/README.md) | [§14](../../spec/virtualize/mrc.md#part-2-the-profile) | +| FITS | FITS images and tables (`.fits`, `.fz`) | [convention](../../spec/virtualize/fits.md) | [§15](../../spec/virtualize/fits.md#part-2-the-profile) | A format that reads a file takes a URL, or a local path. 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+++ b/fixtures/fits/fits_bintable.fits @@ -0,0 +1 @@ +SIMPLE = T / conforms to FITS standard BITPIX = 8 / array data type NAXIS = 0 / number of array dimensions EXTEND = T END XTENSION= 'BINTABLE' / binary table extension BITPIX = 8 / array data type NAXIS = 2 / number of array dimensions NAXIS1 = 66 / length of dimension 1 NAXIS2 = 3 / length of dimension 2 PCOUNT = 0 / number of group parameters GCOUNT = 1 / number of groups TFIELDS = 11 / number of table fields TTYPE1 = 'c_l ' TFORM1 = 'L ' TTYPE2 = 'c_x ' TFORM2 = '3X ' TTYPE3 = 'c_b ' TFORM3 = 'B ' TTYPE4 = 'c_i ' TFORM4 = 'I ' TUNIT4 = 'ADU ' TTYPE5 = 'c_j ' TFORM5 = 'J ' TNULL5 = -999 TTYPE6 = 'c_k ' TFORM6 = 'K ' TTYPE7 = 'c_a ' TFORM7 = '5A ' TTYPE8 = 'c_e ' TFORM8 = 'E ' TTYPE9 = 'c_d ' TFORM9 = '2D ' TDIM9 = '(2) ' TTYPE10 = 'c_c ' TFORM10 = 'C ' TTYPE11 = 'c_m ' TFORM11 = 'M ' EXTNAME = 'TAB ' / extension name TSCAL4 = 0.5 / scaling of c_i TZERO4 = 10.0 / offset of c_i END Tab??@?@?@F@cde @@@@@@@T f@`@@@@@@ \ No newline at 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the malformed ones are +astropy's files with their bytes patched, so that every other card is exactly what a +writer produces. js/test/fits/verify.py compares each accepted file's virtualization +with astropy's reading of it. + +Usage: uv run python fixtures/generators/fits/write_fixtures.py +""" + +from __future__ import annotations + +import bz2 +import gzip +from pathlib import Path + +import numpy as np +from astropy.io import fits + +OUT = Path(__file__).parents[2] / "fits" +BLOCK = 2880 +CARD = 80 + + +def ramp(shape, dtype: str, seed: int = 0) -> np.ndarray: + """Distinct values for every pixel, in the native dtype (astropy writes big-endian).""" + count = int(np.prod(shape)) + values = (np.arange(count, dtype=np.int64) * 7 + seed) % 251 + if not dtype.startswith("u"): + values = values - 100 + arr = values.astype(dtype) + if dtype.startswith("f"): + arr = (arr / 4).astype(dtype) + return arr.reshape(shape) + + +def write(name: str, hdus: list, *, trailer: bytes = b"", truncate: int = 0) -> Path: + """Writes `hdus` (an HDUList's members) as fixtures/fits/.fits, then any trailer + bytes, and drops the last `truncate` bytes.""" + path = OUT / f"{name}.fits" + fits.HDUList(hdus).writeto(path, overwrite=True, checksum=False, output_verify="silentfix") + data = path.read_bytes() + trailer + path.write_bytes(data[: len(data) - truncate] if truncate else data) + return path + + +def patch_card(data: bytes, hdu: int, keyword: str, card: str | bytes) -> bytes: + """`data` with the first card of `keyword` in HDU `hdu`'s header replaced by `card` + (80 bytes, padded). The headers are walked as the profile walks them.""" + card = card.encode("latin-1") if isinstance(card, str) else card + card = card.ljust(CARD, b" ") + assert len(card) == CARD + offset = 0 + for i in range(hdu + 1): + header_end, data_end = hdu_extent(data, offset) + if i == hdu: + pos = offset + while pos < header_end: + if data[pos : pos + 8].rstrip() == keyword.encode(): + return data[:pos] + card + data[pos + CARD :] + pos += CARD + raise KeyError(keyword) + offset = data_end + raise IndexError(hdu) + + +def hdu_extent(data: bytes, offset: int) -> tuple[int, int]: + """(end of the header blocks, end of the data blocks) of the HDU at `offset`.""" + cards = {} + pos = offset + while True: + card = data[pos : pos + CARD] + pos += CARD + if card[:8] == b"END ": + break + if card[8:10] == b"= ": + cards[card[:8].decode().strip()] = card[10:].split(b"/")[0].strip().decode() + header_end = -(-pos // BLOCK) * BLOCK + naxis = int(cards.get("NAXIS", 0)) + axes = [int(cards[f"NAXIS{k}"]) for k in range(1, naxis + 1)] + size = abs(int(cards["BITPIX"])) // 8 * int(cards.get("GCOUNT", 1)) * (int(cards.get("PCOUNT", 0)) + int(np.prod(axes))) if naxis else 0 + return header_end, header_end + -(-size // BLOCK) * BLOCK + + +def image(data: np.ndarray, name: str | None = None, ver: int | None = None, **cards) -> fits.ImageHDU: + h = fits.ImageHDU(data=data, name=name, ver=ver) + for k, v in cards.items(): + h.header[k] = v + return h + + +def wcs(h, crpix=(1025.0, 745.0), crval=(229.5379888, 42.7632764), cd=6.12245e-05): + """A TAN world coordinate system on axes 1 and 2.""" + h.header["CTYPE1"] = ("RA---TAN", "Right ascension, gnomonic") + h.header["CTYPE2"] = ("DEC--TAN", "Declination, gnomonic") + h.header["CRPIX1"] = crpix[0] + h.header["CRPIX2"] = crpix[1] + h.header["CRVAL1"] = crval[0] + h.header["CRVAL2"] = crval[1] + h.header["CD1_1"] = cd + h.header["CD1_2"] = 0.0 + h.header["CD2_1"] = 0.0 + h.header["CD2_2"] = -cd + h.header["RADESYS"] = "FK5" + return h + + +def primary(data=None, **cards) -> fits.PrimaryHDU: + h = fits.PrimaryHDU(data=data) + for k, v in cards.items(): + h.header[k] = v + return h + + +def accepted() -> None: + # One primary image per BITPIX, with a WCS, a unit, and the unsigned convention. + p = wcs(primary(ramp((6, 8), "u2", 1), BUNIT=("COUNTS", "pixel unit"), OBJECT="M42")) + write("fits_primary_uint16", [p]) + write("fits_primary_int16", [wcs(primary(ramp((5, 7), "i2", 2), BUNIT="DN"))]) + write("fits_primary_uint8", [primary(ramp((4, 9), "u1", 3))]) + write("fits_primary_int32", [primary(ramp((3, 5), "i4", 4), BLANK=(-1, "undefined pixels"))]) + write("fits_primary_int64", [primary(ramp((2, 5), "i8", 5))]) + write("fits_primary_float32", [primary(ramp((7, 6), "f4", 6), BUNIT="MJy/sr")]) + write("fits_primary_float64", [primary(ramp((3, 4), "f8", 7))]) + write("fits_primary_uint32", [primary(ramp((3, 4), "u4", 8))]) + # Value scaling that is not the unsigned convention, and a 1-D and a 4-D array. + p = primary(ramp((4, 5), "i2", 9)) + p.header["BSCALE"] = 0.045777764213996 + p.header["BZERO"] = 1500.0 + write("fits_primary_scaled", [p]) + write("fits_primary_1d", [primary(ramp((2048,), "f4", 10))]) + cube = primary(ramp((1, 5, 4, 3), "f4", 11)) # (Stokes, freq, dec, ra) as a radio cube + cube.header["CTYPE1"], cube.header["CTYPE2"], cube.header["CTYPE3"], cube.header["CTYPE4"] = "RA---SIN", "DEC--SIN", "FREQ", "STOKES" + cube.header["CRVAL3"], cube.header["CDELT3"], cube.header["CRPIX3"], cube.header["CUNIT3"] = 1.4e9, 1e6, 1.0, "Hz" + write("fits_primary_cube", [cube]) + + # A multi-extension file in HST's shape: an empty primary, SCI/ERR/DQ per chip, EXTVER. + hdus = [primary(TELESCOP="HST", INSTRUME="WFC3", NEXTEND=6)] + for chip in (1, 2): + hdus.append(wcs(image(ramp((5, 6), "f4", 20 + chip), "SCI", chip, BUNIT="ELECTRONS"), crpix=(1.0 + chip, 2.0))) + hdus.append(image(ramp((5, 6), "f4", 30 + chip), "ERR", chip, BUNIT="ELECTRONS")) + hdus.append(image(ramp((5, 6), "i2", 40 + chip), "DQ", chip, BUNIT="UNITLESS")) + write("fits_mef_sci_err_dq", hdus) + # STIS raw: ERR and DQ extensions with NAXIS = 0 and full headers. + hdus = [primary(TELESCOP="HST", INSTRUME="STIS"), wcs(image(ramp((4, 6), "u2", 50), "SCI", 1))] + for name in ("ERR", "DQ"): + h = fits.ImageHDU(data=None, name=name, ver=1) + h.header["BUNIT"] = "COUNTS" + wcs(h) + hdus.append(h) + write("fits_mef_naxis0", hdus) + # An extension with NAXIS2 = 0: an empty array, no chunks. + write("fits_mef_naxisn_zero", [primary(), image(np.zeros((0, 5), dtype=np.int16), "EMPTY")]) + # Four chips named alike, in a WFPC2 file's shape: names repeat, EXTVER tells them apart. + write("fits_mef_same_name", [primary()] + [image(ramp((3, 4), "i2", 60 + k), "SCI", k) for k in range(1, 5)]) + # Two primaries' worth of images with no EXTNAME at all. + write("fits_mef_unnamed", [primary(ramp((3, 3), "u1", 70)), fits.ImageHDU(ramp((2, 2), "u1", 71)), fits.ImageHDU(ramp((2, 3), "i2", 72))]) + + # Headers: long strings, HIERARCH, commentary cards, blank cards, duplicates, D exponents, complex values. + p = primary(ramp((2, 3), "i2", 80)) + h = p.header + h["LONGSTR"] = ("A string value that goes on past the eighty columns of one card, so astropy continues it. " * 3, "a comment") + h.append(fits.Card("HIERARCH ESO INS OPTI-3 ID", "ESO#427", "a HIERARCH card"), end=True) + h.append(fits.Card("HIERARCH ESO DET DIT", 0.1), end=True) + h.add_comment("a comment card") + h.add_comment("another, with 'quotes' and a / slash") + h.add_history("made by write_fixtures.py") + h.add_blank() + h.add_blank("text on a blank card") + h["DUPKEY"] = 1 + h.append(fits.Card("DUPKEY", 2, "the same keyword twice"), end=True) + h.append(fits.Card.fromstring("DEXPON = 1.5000000000D+03 / a real with a D exponent"), end=True) + h.append(fits.Card.fromstring("BIGINT = 123456789012345678901 / an integer past 2^53"), end=True) + h["CPLX"] = (1.5 + 2.5j, "a complex value") + h["LOGIC"] = (False, "a logical") + h["EMPTYSTR"] = "" + h["QUOTED"] = "it''s" + h["TRAILSP"] = "trailing " + h["NOVALUE"] = None + write("fits_header_cards", [p]) + # A header past the cards budget of the node's document: about 1200 cards. + p = primary(ramp((2, 2), "i2", 81)) + for k in range(1200): + p.header[f"KEY{k:05d}"] = (f"value number {k} of a long header", f"comment {k}") + write("fits_header_huge", [p]) + + # Tables: fixed columns of every TFORM letter, TDIM, TSCAL/TZERO, TNULL; a heap; an ASCII table. + cols = [ + fits.Column(name="c_l", format="L", array=np.array([True, False, True])), + fits.Column(name="c_x", format="3X", array=np.array([[1, 0, 1], [0, 1, 0], [1, 1, 1]])), + fits.Column(name="c_b", format="B", array=np.array([1, 2, 255], dtype=np.uint8)), + fits.Column(name="c_i", format="I", array=np.array([-1, 2, 3], dtype=np.int16), unit="ADU"), + fits.Column(name="c_j", format="J", array=np.array([-4, 5, 6], dtype=np.int32), null=-999), + fits.Column(name="c_k", format="K", array=np.array([-7, 8, 9], dtype=np.int64)), + fits.Column(name="c_a", format="5A", array=np.array(["ab", "cde", "f"])), + fits.Column(name="c_e", format="E", array=np.array([1.5, -2.5, 3.5], dtype=np.float32)), + fits.Column(name="c_d", format="2D", array=np.array([[1.0, 2.0], [3.0, 4.0], [5.0, 6.0]]), dim="(2)"), + fits.Column(name="c_c", format="C", array=np.array([1 + 2j, 3 + 4j, 5 + 6j], dtype=np.complex64)), + fits.Column(name="c_m", format="M", array=np.array([1 + 2j, 3 + 4j, 5 + 6j], dtype=np.complex128)), + ] + path = write("fits_bintable", [primary(), fits.BinTableHDU.from_columns(cols, name="TAB")]) + # column 4 (c_i) scaled by TSCAL/TZERO, patched in: astropy cannot write a scaled integer column + data = _append_card(path.read_bytes(), 1, "TSCAL4 = 0.5 / scaling of c_i") + path.write_bytes(_append_card(data, 1, "TZERO4 = 10.0 / offset of c_i")) + var = fits.Column(name="var", format="PI()", array=np.array([np.array([1, 2, 3], dtype=np.int16), np.array([], dtype=np.int16), np.array([4], dtype=np.int16)], dtype=object)) + fixed = fits.Column(name="xyz", format="2I", array=np.array([[1, 2], [3, 4], [5, 6]], dtype=np.int16)) + write("fits_bintable_heap", [primary(), fits.BinTableHDU.from_columns([var, fixed], name="VLA")]) + q = fits.Column(name="varq", format="QJ()", array=np.array([np.array([1, 2], dtype=np.int32), np.array([3], dtype=np.int32)], dtype=object)) + write("fits_bintable_q", [primary(), fits.BinTableHDU.from_columns([q])]) + # A heap that starts past the rows: THEAP with a gap, patched in after the write. + path = write("fits_bintable_theap", [primary(), fits.BinTableHDU.from_columns([var, fixed], name="GAP")]) + data = path.read_bytes() + with fits.open(path) as hdul: + rows = hdul[1].header["NAXIS1"] * hdul[1].header["NAXIS2"] + pcount = hdul[1].header["PCOUNT"] + header_end, data_end = hdu_extent(data, hdu_extent(data, 0)[1]) + heap = data[header_end + rows : header_end + rows + pcount] + gap = b"\xaa" * 16 + body = data[header_end : header_end + rows] + gap + heap + body = body.ljust(-(-len(body) // BLOCK) * BLOCK, b"\0") + data = data[:header_end] + body + data = patch_card(data, 1, "PCOUNT", f"PCOUNT = {len(gap) + len(heap):>20} / number of group parameters") + data = _append_card(data, 1, f"THEAP = {rows + len(gap):>20} / byte offset to heap") + path.write_bytes(data) + # A one-row table with one byte column holding YAML: the JWST ASDF extension's shape. + yaml = b"#ASDF 1.0.0\n%YAML 1.1\n--- !core/asdf-1.1.0\nmeta: {telescope: JWST}\n...\n" + asdf = fits.Column(name="ASDF_METADATA", format=f"{len(yaml)}B", array=np.frombuffer(yaml, dtype=np.uint8)[None, :]) + write("fits_bintable_asdf", [primary(), image(ramp((3, 3), "f4", 90), "SCI", 1), fits.BinTableHDU.from_columns([asdf], name="ASDF")]) + ascii_cols = [ + fits.Column(name="a_i", format="I6", array=np.array([1, 22, 333])), + fits.Column(name="a_f", format="F8.3", array=np.array([1.5, 2.25, -3.125])), + fits.Column(name="a_s", format="A5", array=np.array(["x", "yy", "zzz"])), + ] + write("fits_asciitable", [primary(), fits.TableHDU.from_columns(ascii_cols, name="ASCII")]) + # An empty table (no rows) and a table with no columns. + write("fits_bintable_empty", [primary(), fits.BinTableHDU.from_columns([fits.Column(name="a", format="J", array=np.array([], dtype=np.int32))])]) + + # Chunking (conventions §7 , + # with the profile's 2^20 limit): 20 planes of 64 KiB, cut into 2 chunks of 10 planes; a plane of 1.1 MB, + # cut into 2 bands of 550 rows; a row of 2^20 + 1 bytes, cut into 2 chunks, the second padded with a literal byte. + write("fits_chunk_planes", [primary(ramp((20, 128, 256), "i2", 100))]) + write("fits_chunk_rows", [primary(ramp((1100, 1000), "u1", 101))]) + write("fits_chunk_edge_literal", [primary(ramp((1, 2**20 + 1), "u1", 102))]) + + # Bytes after the last HDU (special records), and a final block cut short. + write("fits_trailing", [primary(ramp((2, 3), "i2", 110))], trailer=b"SPECIAL RECORDS" + bytes(100)) + write("fits_truncated_pad", [primary(ramp((2, 3), "i2", 111))], truncate=BLOCK - 12) + # Many HDUs: the root's table. + write("fits_many_hdus", [primary()] + [image(ramp((2, 2), "i2", 200 + k), "IMG", k) for k in range(1, 65)]) + + +def rejected() -> None: + base = write("fits_reject_base", [primary(ramp((3, 4), "i2", 300))]) + data = base.read_bytes() + base.unlink() + mef = write("fits_reject_base", [primary(), image(ramp((3, 4), "i2", 301), "SCI", 1)]) + mefdata = mef.read_bytes() + mef.unlink() + table = write("fits_reject_base", [primary(), fits.BinTableHDU.from_columns([fits.Column(name="a", format="J", array=np.array([1, 2], dtype=np.int32))])]) + tabdata = table.read_bytes() + table.unlink() + + def out(name: str, content: bytes) -> None: + (OUT / f"fits_reject_{name}.fits").write_bytes(content) + + out("short", data[:100]) + out("simple_false", b"SIMPLE = F" + data[30:]) + out("not_fits", b"NOTFITS " + data[8:]) + out("no_end", patch_card(data[:BLOCK], 0, "END", "COMMENT the END card is missing") + b" " * BLOCK) + out("header_nul", patch_card(data, 0, "NAXIS2", b"NAXIS2 = \0 4")) + out("mandatory_order", data[:CARD] + data[2 * CARD : 3 * CARD] + data[CARD : 2 * CARD] + data[3 * CARD :]) # BITPIX and NAXIS swapped + out("bitpix", patch_card(data, 0, "BITPIX", "BITPIX = 12 / wrong")) + out("bitpix_text", patch_card(data, 0, "BITPIX", "BITPIX = 'sixteen'")) + out("naxis_negative", patch_card(data, 0, "NAXIS", "NAXIS = -1")) + out("naxis_1000", patch_card(data, 0, "NAXIS", "NAXIS = 1000")) + out("naxisn_negative", patch_card(data, 0, "NAXIS1", "NAXIS1 = -4")) + out("naxisn_missing", patch_card(data, 0, "NAXIS2", "NAXIS3 = 3")) + out("pcount_negative", patch_card(mefdata, 1, "PCOUNT", "PCOUNT = -1")) + out("gcount_zero", patch_card(mefdata, 1, "GCOUNT", "GCOUNT = 0")) + out("xtension_unknown", patch_card(mefdata, 1, "XTENSION", "XTENSION= 'FOREIGN '")) + out("extension_first", patch_card(data, 0, "SIMPLE", "XTENSION= 'IMAGE '")) + # Random groups, by hand (astropy cannot write a GroupsHDU in memory): 2 groups of 2 + # parameters and a 3 x 4 float32 array each. + groups = header_of([ + "SIMPLE = T", "BITPIX = -32", "NAXIS = 3", + "NAXIS1 = 0", "NAXIS2 = 4", "NAXIS3 = 3", + "GROUPS = T", "PCOUNT = 2", "GCOUNT = 2", + "PTYPE1 = 'UU '", "PTYPE2 = 'VV '", + ]) + out("groups", groups + bytes(BLOCK)) + out("data_outside", data[: len(data) - (BLOCK - 24 + 1)]) # the 24 data bytes, less one + out("data_overflow", patch_card(patch_card(data, 0, "NAXIS1", "NAXIS1 = 4000000000000000"), 0, "NAXIS2", "NAXIS2 = 4000000000000000")) + out("table_bitpix", patch_card(tabdata, 1, "BITPIX", "BITPIX = 16")) + out("table_naxis", remove_card(patch_card(tabdata, 1, "NAXIS", "NAXIS = 1"), 1, "NAXIS2")) + out("tfields", patch_card(tabdata, 1, "TFIELDS", "TFIELDS = 1000")) + out("tform_missing", patch_card(tabdata, 1, "TFORM1", "TFORMX = 'J '")) + out("theap_small", _with_theap(tabdata, 4)) + out("ztable", _append_card(tabdata, 1, "ZTABLE = T")) + (OUT / "fits_reject_gzip_file.fits.gz").write_bytes(gzip.compress(data, mtime=0)) + (OUT / "fits_reject_bzip2_file.fits.bz2").write_bytes(bz2.compress(data)) + + +def remove_card(data: bytes, hdu: int, keyword: str) -> bytes: + """`data` with the first card of `keyword` in HDU `hdu` removed, the header's end padded.""" + offset = 0 + for _ in range(hdu): + offset = hdu_extent(data, offset)[1] + header_end, _ = hdu_extent(data, offset) + pos = offset + while data[pos : pos + 8].rstrip() != keyword.encode(): + pos += CARD + assert pos < header_end, keyword + return data[:pos] + data[pos + CARD : header_end] + b" " * CARD + data[header_end:] + + +def header_of(cards: list[str]) -> bytes: + """A header's blocks from card texts (each padded to 80), with END and space padding.""" + text = b"".join(c.encode().ljust(CARD, b" ") for c in cards + ["END"]) + return text.ljust(-(-len(text) // BLOCK) * BLOCK, b" ") + + +def _with_theap(tabdata: bytes, theap: int) -> bytes: + """The table with a THEAP below the rows' bytes (and a PCOUNT that would hold a heap).""" + data = patch_card(tabdata, 1, "PCOUNT", f"PCOUNT = {8:>20}") + return _append_card(data, 1, f"THEAP = {theap:>20}") + + +def _append_card(data: bytes, hdu: int, card: str) -> bytes: + """`data` with `card` inserted before HDU `hdu`'s END card; the header grows by a block + when its last block is full.""" + offset = 0 + for _ in range(hdu): + offset = hdu_extent(data, offset)[1] + header_end, _ = hdu_extent(data, offset) + pos = offset + while data[pos : pos + 8] != b"END ": + pos += CARD + cards = data[offset:pos] + card.encode().ljust(CARD, b" ") + data[pos : pos + CARD] + new_end = offset + -(-len(cards) // BLOCK) * BLOCK + return data[:offset] + cards.ljust(new_end - offset, b" ") + data[header_end:] + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + for p in list(OUT.glob("*.fits")) + list(OUT.glob("*.fits.*")): + p.unlink() + accepted() + rejected() + + +if __name__ == "__main__": + main() diff --git a/js/src/virtualize/index.ts b/js/src/virtualize/index.ts index 8a9b4d2c..b5eb99a2 100644 --- a/js/src/virtualize/index.ts +++ b/js/src/virtualize/index.ts @@ -71,7 +71,7 @@ export function isDicom(head: Uint8Array): boolean { const HDF5 = [0x89, 0x48, 0x44, 0x46, 0x0d, 0x0a, 0x1a, 0x0a]; -type ImageDesc = ArchiveDesc & { format: "tiff" | "ndpi" | "nd2" | "dicom" | "nifti" | "ims" | "czi" | "safe" | "mrc"; summary: object }; +type ImageDesc = ArchiveDesc & { format: "tiff" | "ndpi" | "nd2" | "dicom" | "nifti" | "ims" | "czi" | "safe" | "mrc" | "fits"; summary: object }; /** `exact`, when given, reads exactly the ranges asked for, past `read`'s block cache: the * Rust core's requests, which it plans itself, are read with it. @@ -148,6 +148,9 @@ export function irFormat(head: Uint8Array): IrFormat | undefined { // `MAP` at 208: an MRC2014 file (spec/virtualize/mrc.md §14.1 // ) if (head.length >= 212 && head[208] === 0x4d && head[209] === 0x41 && head[210] === 0x50) return "mrc"; + // `SIMPLE =` and a fixed-format T in column 30: a FITS file (spec/virtualize/fits.md §15.1 + // ) + if (head.length >= 30 && String.fromCharCode(...head.subarray(0, 9)) === "SIMPLE =" && head[29] === 0x54) return "fits"; return undefined; } @@ -156,7 +159,7 @@ async function virtualizeFile(url: string, { read, size: fileSize, exact, source if (isDicom(head)) return virtualizeIr("dicom", url, source); const ir = irFormat(head); if (ir === "tiff" || ir === "nd2") return virtualizeIr(ir, url, source); - if (ir === "nifti" || ir === "ims" || ir === "czi" || ir === "safe" || ir === "mrc") return virtualizeIr(ir, url, source); + if (ir === "nifti" || ir === "ims" || ir === "czi" || ir === "safe" || ir === "mrc" || ir === "fits") return virtualizeIr(ir, url, source); throw new ImageError(NOT_SUPPORTED); } diff --git a/js/src/virtualize/ir/run.ts b/js/src/virtualize/ir/run.ts index 9e9d7ccc..8a1f933a 100644 --- a/js/src/virtualize/ir/run.ts +++ b/js/src/virtualize/ir/run.ts @@ -12,7 +12,7 @@ import type { RangeSource, Span } from "./source.ts"; import { ir, type IrExports, out, put } from "./wasm.ts"; /** The formats of the core's file runs (`Format::from_name` in rust/refkv-ir/src/run.rs). */ -export type IrFormat = "nd2" | "tiff" | "czi" | "dicom" | "nifti" | "ims" | "safe" | "ndpi" | "mrc"; +export type IrFormat = "nd2" | "tiff" | "czi" | "dicom" | "nifti" | "ims" | "safe" | "ndpi" | "mrc" | "fits"; export interface IrOutput extends ArchiveDesc { format: IrFormat; diff --git a/js/src/virtualize/profiles.ts b/js/src/virtualize/profiles.ts index c0c34711..8465a6d3 100644 --- a/js/src/virtualize/profiles.ts +++ b/js/src/virtualize/profiles.ts @@ -1,6 +1,6 @@ // The profile registry: generated from spec/virtualize/profiles.json by spec/tools/profiles.py; edit the registry, not this. -export type Profile = "tiff" | "ndpi" | "nd2" | "dicom" | "nifti" | "mrc" | "mrc-dataset" | "ims" | "n5" | "zarr2" | "ome-zarr" | "safe" | "czi"; +export type Profile = "tiff" | "ndpi" | "nd2" | "dicom" | "nifti" | "mrc" | "fits" | "mrc-dataset" | "ims" | "n5" | "zarr2" | "ome-zarr" | "safe" | "czi"; export interface ProfileEntry { name: Profile; @@ -23,6 +23,7 @@ export const REGISTRY: ProfileEntry[] = [ {"name": "dicom", "section": 6, "title": "DICOM", "uuid": "acf17198-e5a5-48d3-8187-22ec4bb40ea5", "version": 0, "kind": "file", "suffixes": [".dcm"], "reference": 25, "source": "DICOM", "inputs": "DICOM Part 10 files with native or JPEG-encapsulated pixel data, including whole-slide images", "for": "DICOM files, including whole-slide images"}, {"name": "nifti", "section": 7, "title": "NIfTI", "uuid": "06e5809d-4d54-4b72-afd0-6bf61a7b4c85", "version": 0, "kind": "file", "suffixes": [".nii"], "reference": 25, "source": "NIfTI-1 and NIfTI-2", "inputs": "NIfTI-1 and NIfTI-2 single files (`.nii`)", "for": "NIfTI-1 and NIfTI-2 volumes (`.nii`)"}, {"name": "mrc", "section": 14, "title": "MRC", "uuid": "2aacd010-2ed1-4748-bc3c-5dd5e840bbce", "version": 0, "kind": "file", "suffixes": [".mrc"], "reference": null, "source": "MRC2014", "inputs": "MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)", "for": "MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)"}, + {"name": "fits", "section": 15, "title": "FITS", "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", "version": 0, "kind": "file", "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], "reference": null, "source": "FITS", "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", "for": "FITS images and tables (`.fits`, `.fz`)"}, {"name": "mrc-dataset", "section": null, "title": "MRC dataset", "uuid": "f139bf4e-7bab-4c3c-9b2d-66ba747f9b93", "version": 0, "kind": "layout", "suffixes": [], "reference": null, "source": "MRC2014, as a dataset", "inputs": "", "for": ""}, {"name": "ims", "section": 8, "title": "IMS", "uuid": "5067a535-8261-4b25-a93c-1985ed333bde", "version": 0, "kind": "file", "suffixes": [".ims"], "reference": 25, "source": "Imaris IMS", "inputs": "Imaris IMS files (HDF5)", "for": "Imaris `.ims` files"}, {"name": "n5", "section": 9, "title": "N5", "uuid": "ad5d4c39-c69e-48f7-a3ef-4cc8c607d416", "version": 0, "kind": "store", "suffixes": [], "reference": 25, "source": "N5", "inputs": "N5 containers, default-mode blocks", "for": "N5 containers on S3"}, diff --git a/pyproject.toml b/pyproject.toml index 48937faf..e37c5529 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,6 +34,7 @@ dev = [ "tifffile>=2026.9.20", "xarray>=2026.9.0", "zarr-n5>=0.3.1", + "astropy>=8.0", ] # the comparison with kerchunk and Icechunk (design/comparison, design/experiments) bench = [ diff --git a/python/src/refkv/ir/__init__.py b/python/src/refkv/ir/__init__.py index 60301e19..df6d3e22 100644 --- a/python/src/refkv/ir/__init__.py +++ b/python/src/refkv/ir/__init__.py @@ -37,7 +37,7 @@ def nifti_version(head: bytes) -> int | None: def sniff(head: bytes) -> str | None: """The IR format a file's first bytes give, if any (132 of them for DICOM, 348 for - NIfTI-1, 212 for MRC; DICOM first: a dual-personality file's preamble may hold a TIFF + NIfTI-1, 212 for MRC, 30 for FITS; DICOM first: a dual-personality file's preamble may hold a TIFF header).""" if head[128:132] == b"DICM": return "dicom" @@ -55,6 +55,10 @@ def sniff(head: bytes) -> str | None: return "safe" if len(head) >= 212 and head[208:211] == b"MAP": return "mrc" + # `SIMPLE =` and a fixed-format T in column 30: a FITS file (spec/virtualize/fits.md §15.1 + # ) + if len(head) >= 30 and head[:9] == b"SIMPLE =" and head[29:30] == b"T": + return "fits" return None diff --git a/python/src/refkv/virtualize/profiles.py b/python/src/refkv/virtualize/profiles.py index 20c88a15..5b593343 100644 --- a/python/src/refkv/virtualize/profiles.py +++ b/python/src/refkv/virtualize/profiles.py @@ -7,6 +7,7 @@ {'name': 'dicom', 'section': 6, 'title': 'DICOM', 'uuid': 'acf17198-e5a5-48d3-8187-22ec4bb40ea5', 'version': 0, 'kind': 'file', 'suffixes': ['.dcm'], 'reference': 25, 'source': 'DICOM', 'inputs': 'DICOM Part 10 files with native or JPEG-encapsulated pixel data, including whole-slide images', 'for': 'DICOM files, including whole-slide images'}, {'name': 'nifti', 'section': 7, 'title': 'NIfTI', 'uuid': '06e5809d-4d54-4b72-afd0-6bf61a7b4c85', 'version': 0, 'kind': 'file', 'suffixes': ['.nii'], 'reference': 25, 'source': 'NIfTI-1 and NIfTI-2', 'inputs': 'NIfTI-1 and NIfTI-2 single files (`.nii`)', 'for': 'NIfTI-1 and NIfTI-2 volumes (`.nii`)'}, {'name': 'mrc', 'section': 14, 'title': 'MRC', 'uuid': '2aacd010-2ed1-4748-bc3c-5dd5e840bbce', 'version': 0, 'kind': 'file', 'suffixes': ['.mrc'], 'reference': None, 'source': 'MRC2014', 'inputs': 'MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)', 'for': 'MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)'}, + {'name': 'fits', 'section': 15, 'title': 'FITS', 'uuid': '4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93', 'version': 0, 'kind': 'file', 'suffixes': ['.fits', '.fz', '.fits.gz', '.fits.bz2'], 'reference': None, 'source': 'FITS', 'inputs': 'FITS files: images, multi-extension files, binary and ASCII tables', 'for': 'FITS images and tables (`.fits`, `.fz`)'}, {'name': 'mrc-dataset', 'section': None, 'title': 'MRC dataset', 'uuid': 'f139bf4e-7bab-4c3c-9b2d-66ba747f9b93', 'version': 0, 'kind': 'layout', 'suffixes': [], 'reference': None, 'source': 'MRC2014, as a dataset', 'inputs': '', 'for': ''}, {'name': 'ims', 'section': 8, 'title': 'IMS', 'uuid': '5067a535-8261-4b25-a93c-1985ed333bde', 'version': 0, 'kind': 'file', 'suffixes': ['.ims'], 'reference': 25, 'source': 'Imaris IMS', 'inputs': 'Imaris IMS files (HDF5)', 'for': 'Imaris `.ims` files'}, {'name': 'n5', 'section': 9, 'title': 'N5', 'uuid': 'ad5d4c39-c69e-48f7-a3ef-4cc8c607d416', 'version': 0, 'kind': 'store', 'suffixes': [], 'reference': 25, 'source': 'N5', 'inputs': 'N5 containers, default-mode blocks', 'for': 'N5 containers on S3'}, diff --git a/python/tests/ir/test_fits.py b/python/tests/ir/test_fits.py new file mode 100644 index 00000000..b1e7f4ee --- /dev/null +++ b/python/tests/ir/test_fits.py @@ -0,0 +1,158 @@ +"""The FITS IR: the Rust parser and its schema, the projection (spec/virtualize/fits.md) against +astropy's reading of every synthetic file, the mirror's rebuild, and the inputs the profile +rejects. FITS has no frozen Python reference: astropy is the independent reader.""" + +import io +import json +import warnings + +import numpy as np +import pytest +import zarr +from astropy.io import fits + +import refkv.zarr +from ir_helpers import FIXTURES +from refkv.ir import virtualize as via_ir +from refkv.ir.cmirror import rebuild_from_archive +from refkv.virtualize import Rejected + +FILES = sorted(p for p in (FIXTURES / "fits").iterdir() if p.name.endswith((".fits", ".fits.gz", ".fits.bz2"))) +ACCEPTED = [p for p in FILES if "reject" not in p.name] +REJECTED = [p for p in FILES if "reject" in p.name] +MAX_SAFE = (1 << 53) - 1 +COMMENTARY = ("COMMENT", "HISTORY", "") + + +def virtualized(path, tmp_path): + """(the output, the hierarchy's root group); the archive rebuilds the file.""" + data = path.read_bytes() + fmt, out, ir = via_ir(str(path)) + assert fmt == "fits" + ir.check() + out.write(str(tmp_path / "a.vzip")) + buf = io.BytesIO() + rebuild_from_archive(str(tmp_path / "a.vzip"), lambda o, n: data[o:o + n], buf.write) + assert buf.getvalue() == data + root = zarr.open_group(refkv.zarr.store(out.to_store()), mode="r", zarr_format=3) + return out, root + + +def card_value(v): + """astropy's card value as the convention writes it (spec/virtualize/fits.md §2.6 + ).""" + if isinstance(v, fits.card.Undefined): + return None + if isinstance(v, bool): + return v + if isinstance(v, int): + return v if abs(v) <= MAX_SAFE else str(v) + if isinstance(v, complex): + return [v.real, v.imag] + return v + + +def same_cards(ours, theirs): + """Our cards are astropy's: keyword, value and comment, card for card (a commentary card's + text is its comment here and its value in astropy; a joined long string's comments are + compared loosely, since astropy joins them its own way).""" + assert len(ours) == len(theirs), (len(ours), len(theirs)) + for (keyword, value, comment), card in zip(ours, theirs): + assert keyword == card.keyword, (keyword, card.keyword) + if card.keyword in COMMENTARY: + assert value is None and comment == card.value.rstrip(), (comment, card.value) + continue + want = card_value(card.value) + if isinstance(want, float) and isinstance(value, (int, float)): + assert float(value) == want, (keyword, value, want) + else: + assert value == want, (keyword, value, want) + if not (isinstance(want, str) and len(want) > 60): + assert (comment or "") == card.comment, (keyword, comment, card.comment) + + +@pytest.mark.parametrize("path", ACCEPTED, ids=lambda p: p.name) +def test_matches_astropy_and_rebuilds(path, tmp_path): + """Every HDU is a node of its index: an image's array is astropy's data (stored values), + a table's rows and heap are the file's bytes, every node's cards are astropy's, the root + lists the HDUs with their offsets, and the file is rebuilt from the mirror.""" + out, root = virtualized(path, tmp_path) + raw = path.read_bytes() + meta = root.attrs["refkv_virtualized"]["fits"] + with warnings.catch_warnings(), fits.open(path, do_not_scale_image_data=True) as hdul: + warnings.simplefilter("ignore") # astropy's warnings about the odd fixtures (truncated, trailing bytes) + assert len(meta["hdus"]) == len(hdul) + if meta["cards"] is None: + assert len(hdul[0].header) > 700 # past the cards budget + else: + same_cards(meta["cards"], hdul[0].header.cards) + for i, hdu in enumerate(hdul): + entry = meta["hdus"][i] + info = hdu.fileinfo() + assert entry["index"] == i and entry["offset"] == info["hdrLoc"] and entry["data_offset"] == info["datLoc"] + assert entry["name"] == (hdu.name if hdu.name and hdu.name != "PRIMARY" else None) or (i == 0 and entry["name"] is None) + node = root[str(i)] + own = node.attrs["refkv_virtualized"]["fits"] + assert own["index"] == i + if own["cards"] is not None: + same_cards(own["cards"], hdu.header.cards) + else: + assert len(hdu.header) > 700 + if isinstance(hdu, (fits.BinTableHDU, fits.TableHDU)): + assert entry["kind"] == "table" + n1, n2 = hdu.header["NAXIS1"], hdu.header["NAXIS2"] + assert [c["form"] for c in own["columns"]] == [hdu.header[f"TFORM{k}"] for k in range(1, hdu.header["TFIELDS"] + 1)] + if n1 * n2: + assert node["rows"][...].tobytes() == raw[info["datLoc"]:info["datLoc"] + n1 * n2] + assert node["rows"].shape == (n2, n1) + theap = hdu.header.get("THEAP", n1 * n2) + heap = hdu.header["PCOUNT"] - (theap - n1 * n2) + if heap: + assert node["heap"][...].tobytes() == raw[info["datLoc"] + theap:info["datLoc"] + theap + heap] + else: + assert "heap" not in node + elif hdu.header["NAXIS"] == 0: + assert entry["kind"] == "empty" and isinstance(node, zarr.Group) and list(node) == [] + else: + assert entry["kind"] == "image" + want = hdu.data + assert node.shape == tuple(hdu.header[f"NAXIS{k}"] for k in range(hdu.header["NAXIS"], 0, -1)) + assert node.dtype == want.dtype.newbyteorder("=") + assert node.attrs["refkv_virtualized"]["fits"]["bzero"] == hdu.header.get("BZERO") + if want.size: + assert np.array_equal(node[...], want, equal_nan=want.dtype.kind == "f") + + +# fixture: (chunk shape of the array at `path`, the number of its chunks, the parts of one chunk key) +CHUNKS = { + "fits_chunk_planes": ("0", [10, 128, 256], 2, ("0/c/1/0/0", 1)), + "fits_chunk_rows": ("0", [550, 1000], 2, ("0/c/1/0", 1)), + "fits_chunk_edge_literal": ("0", [1, (1 << 19) + 1], 2, ("0/c/0/1", 2)), + "fits_primary_uint16": ("0", [6, 8], 1, ("0/c/0/0", 1)), + "fits_bintable_heap": ("1/rows", [3, 12], 1, ("1/rows/c/0/0", 1)), +} + + +@pytest.mark.parametrize("name", sorted(CHUNKS)) +def test_chunks(name, tmp_path): + """Images and table rows are cut as contiguous values with the 2^20 limit (conventions §7 + ); + an edge chunk is one range and a literal padding.""" + path, shape, count, (key, parts) = CHUNKS[name] + out, root = virtualized(FIXTURES / "fits" / f"{name}.fits", tmp_path) + assert list(root[path].chunks) == shape + assert sum(1 for k in out.refs if k.startswith(f"{path}/c/")) == count + assert len(out.refs[key]) == parts + + +def test_summary(tmp_path): + out, _ = virtualized(FIXTURES / "fits" / "fits_mef_sci_err_dq.fits", tmp_path) + s = out.summary + assert s["hdus"] == 7 and s["kinds"] == {"empty": 1, "image": 6} and s["tables"] == 0 + assert s["planner"]["bytes"] <= (FIXTURES / "fits" / "fits_mef_sci_err_dq.fits").stat().st_size # one window holds the file + + +@pytest.mark.parametrize("path", REJECTED, ids=lambda p: p.name) +def test_rejected(path): + with pytest.raises(Rejected): + via_ir(str(path)) diff --git a/rust/refkv-ir/profiles.json b/rust/refkv-ir/profiles.json index 7e133923..4eb641e1 100644 --- a/rust/refkv-ir/profiles.json +++ b/rust/refkv-ir/profiles.json @@ -77,6 +77,19 @@ "inputs": "MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)", "for": "MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)" }, + { + "name": "fits", + "section": 15, + "title": "FITS", + "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", + "version": 0, + "kind": "file", + "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], + "reference": null, + "source": "FITS", + "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", + "for": "FITS images and tables (`.fits`, `.fz`)" + }, { "name": "mrc-dataset", "section": null, diff --git a/rust/refkv-ir/schema/fits.json b/rust/refkv-ir/schema/fits.json new file mode 100644 index 00000000..c7ffa1e0 --- /dev/null +++ b/rust/refkv-ir/schema/fits.json @@ -0,0 +1,162 @@ +{ + "source_model": "fits", + "version": 1, + "about": "The source model of a FITS file (spec/virtualize/fits.md §6.1 ): the elements a parser emits, the tables of data types and extension types, and the roles the file, each HDU's header, its mandatory cards, its data and its table play, each with the constraints a file must meet to have the FITS convention's layout (spec/virtualize/fits.md §15.3 ). The parser checks them in this order, HDU by HDU; projections read a valid IR and check nothing.", + "limits": { + "max_safe": 9007199254740991, + "block": 2880, + "max_header": 16777216, + "max_naxis": 999, + "max_hdus": 65536, + "max_table": 67108864 + }, + "tables": { + "data_types": { + "about": "BITPIX: Zarr data type, bytes per value (FITS Standard 4.0 §4.4.1.1)", + "8": {"dtype": "uint8", "bytes": 1}, + "16": {"dtype": "int16", "bytes": 2}, + "32": {"dtype": "int32", "bytes": 4}, + "64": {"dtype": "int64", "bytes": 8}, + "-32": {"dtype": "float32", "bytes": 4}, + "-64": {"dtype": "float64", "bytes": 8} + }, + "xtensions": { + "about": "XTENSION: the kind of extension (FITS Standard 4.0 §7)", + "IMAGE": "image", + "TABLE": "table", + "BINTABLE": "bintable" + } + }, + "elements": { + "about": "The IR of a FITS file: one struct per HDU, in file order. k is the HDU's header blocks, D its data bytes, p its padding to the block boundary (shorter at a truncated end of file), N1 and N2 a table's NAXIS1 and NAXIS2, g the bytes between the rows and the heap (THEAP - N1 * N2), H the heap's bytes.", + "hdus/": {"kind": "struct", "extent": "the HDU's blocks: from its first header byte to the end of its padding"}, + "hdus//header": {"kind": "value", "type": "{card:ascii[80]}[36k]", "extent": "(offset, 2880k): the header's blocks, END and blank padding cards included"}, + "hdus//data": {"kind": "data", "form": "{geometry: {data_type, shape: [NAXISn, ..., NAXIS1]}, codec: {endian: big}, recipe: [[src, 0, null]]}", "extent": "an image's D bytes, when D > 0"}, + "hdus//rows": {"kind": "data", "form": "{geometry: {rows: N2, row_bytes: N1}, recipe: [[src, 0, null]]}", "extent": "a table's N1 * N2 bytes, when not 0"}, + "hdus//gap": {"kind": "value", "type": "bytes[g]", "extent": "the g bytes before the heap, when g > 0"}, + "hdus//heap": {"kind": "data", "form": "{geometry: {bytes: H}, recipe: [[src, 0, null]]}", "extent": "a table's heap, when H > 0"}, + "hdus//pad": {"kind": "value", "type": "bytes[p]", "extent": "the data's padding to the block boundary, when p > 0"}, + "gaps/": {"kind": "gap", "about": "bytes after the last HDU (special records)"} + }, + "roles": { + "file": { + "given": {"size": "the file's size"}, + "constraints": [ + {"require": "size >= block", "message": "file too short for a 2880-byte FITS block"} + ] + }, + "header_end": { + "given": {"hdu": "the HDU's index", "offset": "its first byte", "scanned": "the bytes scanned for an END card: to the end of the file, or max_header", "found": "whether an END card was found"}, + "constraints": [ + {"require": "found", "message": "HDU {hdu}: no END card in the {scanned} bytes from {offset}"} + ] + }, + "card_text": { + "given": {"hdu": "the HDU's index", "card": "the card's index in the header", "byte": "the byte's index in the card", "value": "the byte", "shown": "the byte as 0x.."}, + "constraints": [ + {"require": "value >= 32 && value <= 126", "message": "HDU {hdu}: byte {byte} of card {card} is {shown}, not printable ASCII"} + ] + }, + "mandatory": { + "given": {"hdu": "the HDU's index", "position": "the card's index", "keyword": "the card's keyword", "expected": "the keyword the standard requires there"}, + "constraints": [ + {"require": "keyword == expected", "message": "HDU {hdu}: card {position} is {keyword}, not {expected}"} + ] + }, + "integer_card": { + "given": {"hdu": "the HDU's index", "keyword": "the card's keyword", "value": "the value's text", "is_int": "whether it is an integer"}, + "constraints": [ + {"require": "is_int", "message": "HDU {hdu}: {keyword} '{value}' is not an integer"} + ] + }, + "bitpix": { + "given": {"hdu": "the HDU's index", "value": "BITPIX"}, + "derive": {"spec": "at(data_types, value)"}, + "constraints": [ + {"require": "present(spec)", "message": "HDU {hdu}: BITPIX {value} is not one of 8, 16, 32, 64, -32, -64"} + ] + }, + "naxis": { + "given": {"hdu": "the HDU's index", "value": "NAXIS"}, + "constraints": [ + {"require": "value >= 0 && value <= max_naxis", "message": "HDU {hdu}: NAXIS {value} is not in 0..999"} + ] + }, + "naxisn": { + "given": {"hdu": "the HDU's index", "n": "the axis", "value": "NAXISn"}, + "constraints": [ + {"require": "value >= 0", "message": "HDU {hdu}: NAXIS{n} {value} is negative"} + ] + }, + "pcount": { + "given": {"hdu": "the HDU's index", "value": "PCOUNT"}, + "constraints": [ + {"require": "value >= 0", "message": "HDU {hdu}: PCOUNT {value} is negative"} + ] + }, + "gcount": { + "given": {"hdu": "the HDU's index", "value": "GCOUNT"}, + "constraints": [ + {"require": "value >= 1", "message": "HDU {hdu}: GCOUNT {value} is not positive"} + ] + }, + "xtension": { + "given": {"hdu": "the HDU's index", "name": "XTENSION, trimmed"}, + "derive": {"kind": "at(xtensions, name)"}, + "constraints": [ + {"require": "present(kind)", "message": "HDU {hdu}: XTENSION '{name}' is not IMAGE, TABLE or BINTABLE"} + ] + }, + "groups": { + "given": {"hdu": "the HDU's index", "groups": "whether GROUPS = T"}, + "constraints": [ + {"require": "!groups", "message": "HDU {hdu}: random groups (GROUPS = T) are not supported"} + ] + }, + "data_size": { + "given": {"hdu": "the HDU's index", "total": "D = |BITPIX| / 8 * GCOUNT * (PCOUNT + NAXIS1 * ... * NAXISn), exactly", "total_shown": "D in decimal", "offset": "the data's first byte", "size": "the file's size"}, + "constraints": [ + {"require": "total <= max_safe && offset + total <= size", "message": "HDU {hdu}: the {total_shown}-byte data at {offset} is outside the {size}-byte file"} + ] + }, + "table": { + "given": {"hdu": "the HDU's index", "xtension": "TABLE or BINTABLE", "bitpix": "BITPIX", "naxis": "NAXIS", "tfields": "TFIELDS"}, + "constraints": [ + {"require": "bitpix == 8", "message": "HDU {hdu}: a {xtension} with BITPIX {bitpix}, not 8"}, + {"require": "naxis == 2", "message": "HDU {hdu}: a {xtension} with NAXIS {naxis}, not 2"}, + {"require": "tfields >= 0 && tfields <= max_naxis", "message": "HDU {hdu}: TFIELDS {tfields} is not in 0..999"} + ] + }, + "tform": { + "given": {"hdu": "the HDU's index", "n": "the column", "found": "whether TFORMn is a card"}, + "constraints": [ + {"require": "found", "message": "HDU {hdu}: no TFORM{n} card"} + ] + }, + "heap": { + "given": {"hdu": "the HDU's index", "theap": "THEAP, or NAXIS1 * NAXIS2 when absent", "rows": "NAXIS1 * NAXIS2", "pcount": "PCOUNT"}, + "constraints": [ + {"require": "theap >= rows", "message": "HDU {hdu}: THEAP {theap} is less than the rows' {rows} bytes"}, + {"require": "theap - rows <= pcount", "message": "HDU {hdu}: THEAP {theap} puts the heap past the {pcount}-byte supplement"} + ] + }, + "ztable": { + "given": {"hdu": "the HDU's index", "ztable": "whether ZTABLE = T"}, + "constraints": [ + {"require": "!ztable", "message": "HDU {hdu}: tile-compressed tables (ZTABLE = T) are not supported"} + ] + }, + "zimage": { + "given": {"hdu": "the HDU's index", "zimage": "whether ZIMAGE = T"}, + "constraints": [ + {"require": "!zimage", "message": "HDU {hdu}: tile-compressed images (ZIMAGE = T) are not supported yet"} + ] + }, + "hdu_count": { + "given": {"count": "the HDUs so far"}, + "constraints": [ + {"require": "count <= max_hdus", "message": "more than {max_hdus} HDUs"} + ] + } + } +} diff --git a/rust/refkv-ir/src/fits.rs b/rust/refkv-ir/src/fits.rs new file mode 100644 index 00000000..8dc9c86f --- /dev/null +++ b/rust/refkv-ir/src/fits.rs @@ -0,0 +1,612 @@ +//! A sans-IO parser of FITS files (images, multi-extension files, binary and ASCII tables) +//! into the IR (spec/virtualize/fits.md §15 +//! , and the +//! source model of §6.1 +//! ). +//! +//! Rounds: a window of up to 64 KiB at each HDU's first byte, extended by windows until the +//! header's END card is found; the data is never read. The schema (`schema/fits.json`) holds +//! every check, in the profile's order. The IR is one struct per HDU: its header (one value +//! of 80-byte cards), its data (an image's values; a table's rows, gap and heap) and its +//! padding, and a gap for any bytes after the last HDU (special records). + +use crate::check; +use crate::ir::*; +use crate::nd2::Step; +use crate::rules::{self, Rules, Vars, flag, num, text}; +use serde_json::{json, Value as J}; + +/// A FITS block, and a card. +pub const BLOCK: u64 = 2880; +pub const CARD: usize = 80; +const CARDS_PER_BLOCK: u64 = 36; +/// The bytes read at a time while looking for a header's END card. +pub const WINDOW: u64 = 1 << 16; + +type Res = Result; + +/// Whether a file's first bytes are a FITS file's (spec/virtualize.md §1.2 +/// ): `SIMPLE =` and a +/// fixed-format `T` in column 30. +pub fn detect(head: &[u8]) -> bool { + head.len() >= 30 && &head[..9] == b"SIMPLE =" && head[29] == b'T' +} + +/// A card's value (FITS Standard 4.0 §4.2). +#[derive(Clone, Debug, PartialEq)] +pub enum Value { + /// no value: a commentary card, or a value indicator with nothing after it + None, + Logical(bool), + /// an integer, exactly (an optional sign and digits, within i128) + Int(i128), + /// a real: its binary64 value (a `D` exponent read as `E`) and its text + Real(f64, String), + /// a string: quotes undoubled, trailing spaces trimmed, `CONTINUE` cards joined + Str(String), + Complex(f64, f64), + /// a value field the standard does not define, as text + Unparsed(String), +} + +/// A card: its keyword (a `HIERARCH` card's as written after `HIERARCH`, up to `=`), its +/// value and its comment. +#[derive(Clone, Debug, PartialEq)] +pub struct Card { + pub keyword: String, + pub value: Value, + pub comment: Option, +} + +fn integer(v: &str) -> Option { + let digits = v.strip_prefix(['+', '-']).unwrap_or(v); + if digits.is_empty() || !digits.bytes().all(|b| b.is_ascii_digit()) { + return None; + } + v.parse().ok() +} + +fn real(v: &str) -> Option { + let v = v.trim(); + if v.is_empty() || !v.bytes().all(|b| b.is_ascii_digit() || matches!(b, b'+' | b'-' | b'.' | b'E' | b'e' | b'D' | b'd')) { + return None; + } + v.replace(['D', 'd'], "E").parse().ok() +} + +/// The comment after a value: the text after `/`, trimmed; none when the rest is not a +/// comment. +fn comment_of(after: &str) -> Option { + after.trim_start().strip_prefix('/').map(|c| c.trim().to_string()) +} + +/// A value field (bytes 11 to 80 of a card) as a value and a comment. +pub fn parse_value(field: &str) -> (Value, Option) { + let t = field.trim_start(); + if t.is_empty() { + return (Value::None, None); + } + if let Some(rest) = t.strip_prefix('\'') { + let cs: Vec = rest.chars().collect(); + let (mut out, mut i, mut closed) = (String::new(), 0, false); + while i < cs.len() { + if cs[i] == '\'' { + if cs.get(i + 1) == Some(&'\'') { + out.push('\''); + i += 2; + continue; + } + closed = true; + i += 1; + break; + } + out.push(cs[i]); + i += 1; + } + if !closed { + return (Value::Unparsed(t.trim_end().to_string()), None); + } + let after: String = cs[i..].iter().collect(); + return (Value::Str(out.trim_end().to_string()), comment_of(&after)); + } + if t.starts_with('/') { + return (Value::None, comment_of(t)); + } + let (val, after) = if t.starts_with('(') { + match t.find(')') { + Some(k) => (&t[..=k], &t[k + 1..]), + None => (t, ""), + } + } else { + match t.find('/') { + Some(k) => (&t[..k], &t[k..]), + None => (t, ""), + } + }; + let val = val.trim(); + let value = match val { + "T" => Value::Logical(true), + "F" => Value::Logical(false), + v if v.starts_with('(') && v.ends_with(')') => { + let parts: Vec<&str> = v[1..v.len() - 1].split(',').collect(); + match (parts.len(), parts.first().and_then(|p| real(p)), parts.get(1).and_then(|p| real(p))) { + (2, Some(r), Some(i)) => Value::Complex(r, i), + _ => Value::Unparsed(v.to_string()), + } + } + v => { + if let Some(n) = integer(v) { + Value::Int(n) + } else if let Some(x) = real(v) { + Value::Real(x, v.to_string()) + } else { + Value::Unparsed(v.to_string()) + } + } + }; + (value, comment_of(after)) +} + +/// One 80-byte record as a card. A `CONTINUE` card is a card whose keyword is `CONTINUE` +/// and whose value is the string it continues (joined by `parse_cards`). +pub fn parse_card(rec: &[u8]) -> Card { + let s: String = rec[..CARD].iter().map(|&b| b as char).collect(); + let keyword = s[..8].trim_end().to_string(); + if keyword == "HIERARCH" && &s[8..10] != "= " { + if let Some(eq) = s[9..].find('=') { + let name = s[9..9 + eq].trim().to_string(); + let (value, comment) = parse_value(&s[10 + eq..]); + return Card { keyword: name, value, comment }; + } + } else if &s[8..10] == "= " { + let (value, comment) = parse_value(&s[10..]); + return Card { keyword, value, comment }; + } else if keyword == "CONTINUE" { + let (value, comment) = parse_value(&s[10..]); + if let Value::Str(_) = value { + return Card { keyword, value, comment }; + } + } + let comment = s[8..].trim_end().to_string(); + Card { keyword, value: Value::None, comment: Some(comment) } +} + +/// The cards of a header's records up to (not including) END, `CONTINUE` cards joined to +/// the string they continue (FITS Standard 4.0 §4.2.1.2). +pub fn parse_cards(records: &[u8], count: usize) -> Vec { + let mut out: Vec = Vec::with_capacity(count); + for k in 0..count { + let card = parse_card(&records[k * CARD..]); + if card.keyword == "CONTINUE" { + if let (Some(last), Value::Str(more)) = (out.last_mut(), &card.value) { + if let Value::Str(s) = &mut last.value { + if s.ends_with('&') { + s.pop(); + s.push_str(more); + match (&mut last.comment, &card.comment) { + (Some(a), Some(b)) if !b.is_empty() => { + if !a.is_empty() { + a.push(' '); + } + a.push_str(b); + } + (None, Some(b)) => last.comment = Some(b.clone()), + _ => {} + } + continue; + } + } + } + } + out.push(card); + } + for c in &mut out { + if let Value::Str(s) = &mut c.value { + let n = s.trim_end().len(); + s.truncate(n); + } + } + out +} + +/// The first card of `keyword`. +pub fn card<'a>(cards: &'a [Card], keyword: &str) -> Option<&'a Card> { + cards.iter().find(|c| c.keyword == keyword) +} + +#[derive(Clone, Copy, PartialEq, Debug)] +enum Phase { + Start, + Hdu, + Done, +} + +pub struct Fits { + size: u64, + phase: Phase, + /// the bytes fed from `buf_start`, contiguous + buf: Vec, + buf_start: u64, + /// the HDU being read: its first byte and its index + offset: u64, + index: u64, + ir: Ir, + rules: &'static Rules, + hdus: Vec, +} + +impl Fits { + pub fn new(size: u64) -> Self { + Fits { size, phase: Phase::Start, buf: Vec::new(), buf_start: 0, offset: 0, index: 0, ir: Ir::new(size), rules: rules::fits(), hdus: Vec::new() } + } + + pub fn feed(&mut self, offset: u64, data: Vec) { + if offset == self.buf_start + self.buf.len() as u64 { + self.buf.extend_from_slice(&data); + } else if offset == self.buf_start && data.len() >= self.buf.len() { + self.buf = data; + } else if offset > self.buf_start && offset < self.buf_start + self.buf.len() as u64 { + self.buf.truncate((offset - self.buf_start) as usize); + self.buf.extend_from_slice(&data); + } else { + self.buf_start = offset; + self.buf = data; + } + } + + fn check(&self, role: &str, mut env: Vars<'static>) -> Res<()> { + self.rules.check(role, &mut env) + } + + fn limit(&self, name: &str) -> u64 { + self.rules.limit(name) as u64 + } + + pub fn step(&mut self) -> Result { + loop { + match self.phase { + Phase::Start => { + self.phase = Phase::Hdu; + return Ok(Step::Read(vec![(0, self.size.min(WINDOW))])); + } + Phase::Hdu => { + let left = self.size - self.offset; + if self.index > 0 && left < CARD as u64 { + // too short for a card: special records, a gap + self.phase = Phase::Done; + continue; + } + if self.offset < self.buf_start || self.offset > self.buf_start + self.buf.len() as u64 { + self.buf.clear(); + self.buf_start = self.offset; + } else if self.offset > self.buf_start { + self.buf.drain(..(self.offset - self.buf_start) as usize); + self.buf_start = self.offset; + } + let have = self.buf.len() as u64; + let want = left.min(WINDOW); + if have < want.min(CARD as u64) { + return Ok(Step::Read(vec![(self.offset + have, want - have)])); + } + if self.index == 0 { + if !detect(&self.buf) { + return Err("not a FITS file".into()); + } + self.check("file", rules::env([("size", num(self.size as f64))]))?; + } else if &self.buf[..9] != b"XTENSION=" { + // not an extension: special records, a gap + self.phase = Phase::Done; + continue; + } + let limit = left.min(self.limit("max_header")); + match self.scan()? { + Some(records) => { + let header_bytes = (records as u64).div_ceil(CARDS_PER_BLOCK) * BLOCK; + let need = header_bytes.min(left); + if have < need { + return Ok(Step::Read(vec![(self.offset + have, (need - have).min(WINDOW))])); + } + self.hdu(records, header_bytes)?; + } + None => { + if have < limit { + return Ok(Step::Read(vec![(self.offset + have, (limit - have).min(WINDOW))])); + } + self.check( + "header_end", + rules::env([("hdu", num(self.index as f64)), ("offset", num(self.offset as f64)), ("scanned", num(limit as f64)), ("found", flag(false))]), + )?; + } + } + } + Phase::Done => return Ok(Step::Done), + } + } + } + + /// The records of the header in `buf` up to and including END, when END is there; each + /// scanned record is checked to be printable ASCII (§15.3 + /// ). + fn scan(&self) -> Res> { + let mut k = 0; + while (k + 1) * CARD <= self.buf.len() { + let rec = &self.buf[k * CARD..(k + 1) * CARD]; + if let Some(at) = rec.iter().position(|&b| !(32..=126).contains(&b)) { + self.check( + "card_text", + rules::env([ + ("hdu", num(self.index as f64)), + ("card", num(k as f64)), + ("byte", num(at as f64)), + ("value", num(rec[at] as f64)), + ("shown", text(&format!("0x{:02x}", rec[at]))), + ]), + )?; + } + if &rec[..8] == b"END " { + return Ok(Some(k + 1)); + } + k += 1; + } + Ok(None) + } + + fn mandatory(&self, cards: &[Card], position: usize, expected: &str) -> Res<()> { + let keyword = cards.get(position).map_or("END", |c| c.keyword.as_str()); + self.check( + "mandatory", + rules::env([("hdu", num(self.index as f64)), ("position", num(position as f64)), ("keyword", text(keyword)), ("expected", text(expected))]), + ) + } + + /// The integer value of the card at `position` (mandatory, and an integer). + fn mandatory_int(&self, cards: &[Card], position: usize, expected: &str) -> Res { + self.mandatory(cards, position, expected)?; + self.int_of(&cards[position]) + } + + fn int_of(&self, c: &Card) -> Res { + let (is_int, shown) = match &c.value { + Value::Int(n) => (true, n.to_string()), + other => (false, value_text(other)), + }; + self.check( + "integer_card", + rules::env([("hdu", num(self.index as f64)), ("keyword", text(&c.keyword)), ("value", text(&shown)), ("is_int", flag(is_int))]), + )?; + match c.value { + Value::Int(n) => Ok(n), + _ => Err("internal: not an integer".into()), + } + } + + fn is_true(cards: &[Card], keyword: &str) -> bool { + matches!(card(cards, keyword).map(|c| &c.value), Some(Value::Logical(true))) + } + + /// The HDU whose header is the first `records` records of `buf` (END included), with its + /// checks (§15.3 ), + /// then its elements (§6.1 + /// ). + fn hdu(&mut self, records: usize, header_bytes: u64) -> Res<()> { + let hdu = self.index as f64; + let cards = parse_cards(&self.buf, records - 1); + let primary = self.index == 0; + self.mandatory(&cards, 0, if primary { "SIMPLE" } else { "XTENSION" })?; + let bitpix = self.mandatory_int(&cards, 1, "BITPIX")?; + self.check("bitpix", rules::env([("hdu", num(hdu)), ("value", num(bitpix as f64))]))?; + let naxis = self.mandatory_int(&cards, 2, "NAXIS")?; + self.check("naxis", rules::env([("hdu", num(hdu)), ("value", num(naxis as f64))]))?; + let mut axes = Vec::with_capacity(naxis as usize); + for n in 1..=naxis as usize { + let v = self.mandatory_int(&cards, 2 + n, &format!("NAXIS{n}"))?; + self.check("naxisn", rules::env([("hdu", num(hdu)), ("n", num(n as f64)), ("value", num(v as f64))]))?; + axes.push(v as u64); + } + let (xtension, kind) = if primary { + ("PRIMARY".to_string(), "image") + } else { + let name = match &cards[0].value { + Value::Str(s) => s.trim().to_string(), + other => value_text(other), + }; + let mut env = rules::env([("hdu", num(hdu)), ("name", text(&name))]); + self.rules.check("xtension", &mut env)?; + let kind = match env.0.iter().find(|(k, _)| *k == "kind").map(|(_, v)| v.clone()) { + Some(crate::expr::V::Str(s)) if s == "image" => "image", + _ => "table", + }; + (name, kind) + }; + let after = 3 + naxis as usize; + let (pcount, gcount) = if primary { + (0i128, 1i128) + } else { + let p = self.mandatory_int(&cards, after, "PCOUNT")?; + self.check("pcount", rules::env([("hdu", num(hdu)), ("value", num(p as f64))]))?; + let g = self.mandatory_int(&cards, after + 1, "GCOUNT")?; + self.check("gcount", rules::env([("hdu", num(hdu)), ("value", num(g as f64))]))?; + (p, g) + }; + self.check("groups", rules::env([("hdu", num(hdu)), ("groups", flag(Self::is_true(&cards, "GROUPS")))]))?; + // the data's size, exactly (FITS Standard 4.0 §4.4.1.1, §7.1.1) + let spec = &self.rules.table("data_types")[bitpix.to_string()]; + let item = spec["bytes"].as_u64().unwrap_or(1) as u128; + let total: u128 = if naxis == 0 { + 0 + } else { + let prod = axes.iter().fold(1u128, |a, &s| a.saturating_mul(s as u128)); + item.saturating_mul(gcount as u128).saturating_mul((pcount as u128).saturating_add(prod)) + }; + let data_offset = self.offset + header_bytes; + self.check( + "data_size", + rules::env([ + ("hdu", num(hdu)), + ("total", num(total as f64)), + ("total_shown", text(&total.to_string())), + ("offset", num(data_offset as f64)), + ("size", num(self.size as f64)), + ]), + )?; + let total = total as u64; + // tables (§15.3): BITPIX 8, NAXIS 2, TFIELDS and a TFORMn per column, the heap's place + let mut table = J::Null; + if kind == "table" { + let tfields = self.mandatory_int(&cards, after + 2, "TFIELDS")?; + self.check( + "table", + rules::env([("hdu", num(hdu)), ("xtension", text(&xtension)), ("bitpix", num(bitpix as f64)), ("naxis", num(naxis as f64)), ("tfields", num(tfields as f64))]), + )?; + let mut forms = Vec::with_capacity(tfields as usize); + for n in 1..=tfields { + let c = card(&cards, &format!("TFORM{n}")); + self.check("tform", rules::env([("hdu", num(hdu)), ("n", num(n as f64)), ("found", flag(c.is_some()))]))?; + forms.push(match &c.unwrap().value { + Value::Str(s) => s.trim().to_string(), + other => value_text(other), + }); + } + let rows = axes[0] * axes[1]; + let theap = match card(&cards, "THEAP") { + Some(c) => self.int_of(c)?, + None => rows as i128, + }; + self.check("heap", rules::env([("hdu", num(hdu)), ("theap", num(theap as f64)), ("rows", num(rows as f64)), ("pcount", num(pcount as f64))]))?; + self.check("ztable", rules::env([("hdu", num(hdu)), ("ztable", flag(Self::is_true(&cards, "ZTABLE")))]))?; + self.check("zimage", rules::env([("hdu", num(hdu)), ("zimage", flag(Self::is_true(&cards, "ZIMAGE")))]))?; + let gap = theap as u64 - rows; + table = json!({"tfields": tfields, "tform": forms, "row_bytes": axes[0], "rows": axes[1], "theap": theap, "gap": gap, "heap": total - rows - gap}); + } + // the elements + let data_end = data_offset + total; + let padded_end = data_offset + total.div_ceil(BLOCK) * BLOCK; + let hdu_end = padded_end.min(self.size); + let s = self.ir.struct_(0, "hdus/", self.index, 0, Some((self.offset, hdu_end - self.offset)))?; + let ty = format!("{{card:ascii[80]}}[{}]", header_bytes / CARD as u64); + let header = self.ir.value(s, "header", NO_INDEX, &ty, 0, (self.offset, header_bytes), Some(&self.buf[..header_bytes as usize]))?; + let mut elements = json!({"header": header}); + let empty = naxis == 0; + if kind == "image" && total > 0 { + let shape: Vec = axes.iter().rev().copied().collect(); + let form = json!({"geometry": {"data_type": spec["dtype"], "shape": shape}, "codec": {"endian": "big"}, "recipe": [["src", 0, null]]}); + elements["data"] = json!(self.ir.data(s, "data", NO_INDEX, 0, (data_offset, total), &form.to_string())?); + } else if kind == "table" { + let (rows, gap, heap) = (table["row_bytes"].as_u64().unwrap() * table["rows"].as_u64().unwrap(), table["gap"].as_u64().unwrap(), table["heap"].as_u64().unwrap()); + if rows > 0 { + let form = json!({"geometry": {"rows": table["rows"], "row_bytes": table["row_bytes"]}, "recipe": [["src", 0, null]]}); + elements["rows"] = json!(self.ir.data(s, "rows", NO_INDEX, 0, (data_offset, rows), &form.to_string())?); + } + if gap > 0 { + elements["gap"] = json!(self.ir.value(s, "gap", NO_INDEX, &format!("bytes[{gap}]"), 0, (data_offset + rows, gap), None)?); + } + if heap > 0 { + let form = json!({"geometry": {"bytes": heap}, "recipe": [["src", 0, null]]}); + elements["heap"] = json!(self.ir.data(s, "heap", NO_INDEX, 0, (data_offset + rows + gap, heap), &form.to_string())?); + } + } + let pad = hdu_end.saturating_sub(data_end); + if pad > 0 { + elements["pad"] = json!(self.ir.value(s, "pad", NO_INDEX, &format!("bytes[{pad}]"), 0, (data_end, pad), None)?); + } + let name = card(&cards, "EXTNAME").and_then(|c| match &c.value { + Value::Str(s) => Some(s.trim().to_string()), + _ => None, + }); + let version = card(&cards, "EXTVER").and_then(|c| match c.value { + Value::Int(n) => Some(n as i64), + _ => None, + }); + self.hdus.push(json!({ + "index": self.index, "type": if primary { "primary".to_string() } else { xtension.to_lowercase() }, + "kind": if empty { "empty" } else { kind }, "offset": self.offset, "header_bytes": header_bytes, + "cards": records - 1, "data_offset": data_offset, "data_bytes": total, "pad": pad, + "bitpix": bitpix as i64, "data_type": spec["dtype"], "naxis": axes, "pcount": pcount as i64, "gcount": gcount as i64, + "name": name, "version": version, "table": table, "elements": elements, + })); + // the next HDU (the window's remaining bytes are its first bytes, often all of it) + self.index += 1; + self.offset = padded_end; + if padded_end >= self.size { + self.phase = Phase::Done; + } else { + self.check("hdu_count", rules::env([("count", num(self.index as f64 + 1.0))]))?; + } + Ok(()) + } + + pub fn finish(mut self) -> Result<(Ir, J), String> { + if self.phase != Phase::Done { + return Err("internal: the parse is not done".into()); + } + self.ir.sort_values(); + check::finish(&mut self.ir)?; + let facts = json!({"hdus": self.hdus, "copy_threshold": crate::out::copy_threshold()}); + Ok((self.ir, facts)) + } +} + +/// A value as a message shows it. +pub fn value_text(v: &Value) -> String { + match v { + Value::None => String::new(), + Value::Logical(b) => if *b { "T" } else { "F" }.to_string(), + Value::Int(n) => n.to_string(), + Value::Real(_, t) | Value::Str(t) | Value::Unparsed(t) => t.clone(), + Value::Complex(r, i) => format!("({r}, {i})"), + } +} + +#[cfg(test)] +mod tests { + use super::*; + + fn rec(s: &str) -> Vec { + format!("{s:<80}").into_bytes() + } + + #[test] + fn cards_of_every_value_type() { + let c = parse_card(&rec("SIMPLE = T / conforms to FITS")); + assert_eq!(c, Card { keyword: "SIMPLE".into(), value: Value::Logical(true), comment: Some("conforms to FITS".into()) }); + assert_eq!(parse_card(&rec("BITPIX = -32")).value, Value::Int(-32)); + assert_eq!(parse_card(&rec("BIGINT = 123456789012345678901 / big")).value, Value::Int(123456789012345678901)); + assert_eq!(parse_card(&rec("DEXPON = 1.5000000000D+03 / a real")).value, Value::Real(1500.0, "1.5000000000D+03".into())); + assert_eq!(parse_card(&rec("CRVAL1 = 229.537988811 / deg")).value, Value::Real(229.537988811, "229.537988811".into())); + assert_eq!(parse_card(&rec("CPLX = (1.5, 2.5) / c")).value, Value::Complex(1.5, 2.5)); + let s = parse_card(&rec("QUOTED = 'it''s ' / a string")); + assert_eq!(s.value, Value::Str("it's".into())); + assert_eq!(s.comment.as_deref(), Some("a string")); + assert_eq!(parse_card(&rec("EMPTYSTR= ''")).value, Value::Str(String::new())); + assert_eq!(parse_card(&rec("NOVALUE =")).value, Value::None); + assert_eq!(parse_card(&rec("ODD = 12abc / text")).value, Value::Unparsed("12abc".into())); + let h = parse_card(&rec("HIERARCH ESO INS OPTI-3 ID = 'ESO#427 ' / a HIERARCH card")); + assert_eq!(h, Card { keyword: "ESO INS OPTI-3 ID".into(), value: Value::Str("ESO#427".into()), comment: Some("a HIERARCH card".into()) }); + let c = parse_card(&rec("COMMENT a comment card")); + assert_eq!((c.keyword.as_str(), &c.value, c.comment.as_deref()), ("COMMENT", &Value::None, Some("a comment card"))); + let b = parse_card(&rec(" blank card text")); + assert_eq!((b.keyword.as_str(), b.comment.as_deref()), ("", Some("blank card text"))); + } + + #[test] + fn continue_cards_join_long_strings() { + let mut recs = rec("LONGSTR = 'the first part &' / c1"); + recs.extend(rec("CONTINUE 'and the second &'")); + recs.extend(rec("CONTINUE 'and the last' / c3")); + recs.extend(rec("CONTINUE 'orphan'")); + recs.extend(rec("END")); + let cards = parse_cards(&recs, 4); + assert_eq!(cards.len(), 2); + assert_eq!(cards[0].value, Value::Str("the first part and the second and the last".into())); + assert_eq!(cards[0].comment.as_deref(), Some("c1 c3")); + assert_eq!(cards[1].keyword, "CONTINUE"); + } + + #[test] + fn detects_only_a_fixed_format_simple_t() { + assert!(detect(&rec("SIMPLE = T"))); + assert!(!detect(&rec("SIMPLE = F"))); + assert!(!detect(&rec("XTENSION= 'IMAGE '"))); + assert!(!detect(b"SIMPLE =")); + } +} diff --git a/rust/refkv-ir/src/lib.rs b/rust/refkv-ir/src/lib.rs index 6e8b34ec..ef89d021 100644 --- a/rust/refkv-ir/src/lib.rs +++ b/rust/refkv-ir/src/lib.rs @@ -20,6 +20,7 @@ pub mod json; pub mod lv; pub mod mirror; pub mod mrc; +pub mod fits; pub mod n5; pub mod nd2; pub mod nifti; @@ -76,6 +77,7 @@ parser!(czi::Czi); parser!(dicom::Dicom); parser!(nifti::Nifti); parser!(mrc::Mrc); +parser!(fits::Fits); parser!(ims::Ims); parser!(safe::Safe); diff --git a/rust/refkv-ir/src/project/fits.rs b/rust/refkv-ir/src/project/fits.rs new file mode 100644 index 00000000..bc0eb4e5 --- /dev/null +++ b/rust/refkv-ir/src/project/fits.rs @@ -0,0 +1,233 @@ +//! The FITS projection (spec/virtualize/fits.md §2 +//! ) from a +//! valid IR: the root group with the table of HDUs and the primary header's cards, and one +//! node per HDU at the path of its index: an array for an image (its chunks cut from the +//! `data` element), a group with the arrays `rows` and `heap` for a table, and an empty +//! group for an HDU without data, each declaring the convention with its own cards. + +use super::Copied; +use crate::fits::{card, parse_cards, Card, Value}; +use crate::ir::Ir; +use crate::out::{array_json, blob_chunks, declare, grid_chunks, group_doc, json_size, Chunk, Out, MAX_PAYLOAD}; +use crate::refs::Refs; +use serde_json::{json, Map, Value as J}; + +const PROFILE: &str = "fits"; +/// The most bytes of a chunk of an image or of a table's rows (§3.1 +/// ). +const CHUNK_BYTES: u64 = 1 << 20; +/// The most bytes of JSON a node's cards may take (§5.3 +/// ). +const CARDS_BUDGET: usize = 65536; +const MAX_SAFE: i128 = (1 << 53) - 1; + +/// A card's value as JSON (§5.3 +/// ): an integer exactly, as a string past 2^53 − 1; a real as +/// its binary64 value; a complex as `[re, im]`; no value as null. +fn value_json(v: &Value) -> J { + match v { + Value::None => J::Null, + Value::Logical(b) => json!(b), + Value::Int(n) if (-MAX_SAFE..=MAX_SAFE).contains(n) => json!(*n as i64), + Value::Int(n) => json!(n.to_string()), + Value::Real(x, t) => if x.is_finite() { json!(x) } else { json!({"text": t}) }, + Value::Str(s) => json!(s), + Value::Complex(r, i) => json!([r, i]), + Value::Unparsed(t) => json!({"text": t}), + } +} + +fn cards_json(cards: &[Card]) -> J { + J::Array(cards.iter().map(|c| json!([c.keyword, value_json(&c.value), c.comment])).collect()) +} + +/// A card's numeric value, when it has one. +fn number(cards: &[Card], keyword: &str) -> J { + match card(cards, keyword).map(|c| &c.value) { + Some(Value::Int(n)) if (-MAX_SAFE..=MAX_SAFE).contains(n) => json!(*n as i64), + Some(Value::Real(x, _)) if x.is_finite() => json!(x), + _ => J::Null, + } +} + +fn string(cards: &[Card], keyword: &str) -> J { + match card(cards, keyword).map(|c| &c.value) { + Some(Value::Str(s)) => json!(s), + _ => J::Null, + } +} + +/// The cards of HDU `h`, from its header element. +fn cards_of(ir: &Ir, h: &J) -> Result, String> { + let id = h["elements"]["header"].as_u64().ok_or("internal: an HDU without a header")? as u32; + let raw = ir.value_bytes(id).ok_or("internal: the header is not held")?; + Ok(parse_cards(raw, h["cards"].as_u64().unwrap_or(0) as usize)) +} + +/// An HDU node's source metadata (§5.2 +/// ): its index, its cards (null past the budget), an +/// image's scaling members, a table's columns. +fn own_json(h: &J, cards: &[Card]) -> J { + let mut own = Map::new(); + own.insert("index".into(), h["index"].clone()); + let cj = cards_json(cards); + own.insert("cards".into(), if json_size(&cj) <= CARDS_BUDGET { cj } else { J::Null }); + match h["kind"].as_str() { + Some("image") => { + own.insert("bscale".into(), number(cards, "BSCALE")); + own.insert("bzero".into(), number(cards, "BZERO")); + own.insert("blank".into(), number(cards, "BLANK")); + own.insert("bunit".into(), string(cards, "BUNIT")); + } + Some("table") => { + let forms = h["table"]["tform"].as_array().cloned().unwrap_or_default(); + let columns: Vec = forms + .iter() + .enumerate() + .map(|(k, form)| { + let n = k + 1; + json!({ + "name": string(cards, &format!("TTYPE{n}")), "form": form, + "unit": string(cards, &format!("TUNIT{n}")), "dim": string(cards, &format!("TDIM{n}")), + "scale": number(cards, &format!("TSCAL{n}")), "zero": number(cards, &format!("TZERO{n}")), + "null": number(cards, &format!("TNULL{n}")), "disp": string(cards, &format!("TDISP{n}")), + "bcol": number(cards, &format!("TBCOL{n}")), + }) + }) + .collect(); + own.insert("columns".into(), J::Array(columns)); + } + _ => {} + } + J::Object(own) +} + +/// The arrays of HDU `h` with their chunks: (path, data type, shape, dimension names, element +/// id, chunk shape, chunks), cut as conventions §7 cuts contiguous values. +fn arrays(ir: &Ir, h: &J, threshold: usize) -> Result, Vec, Option, Vec, Vec<(Vec, Chunk)>)>, String> { + let index = h["index"].as_u64().unwrap_or(0); + let mut out = Vec::new(); + match h["kind"].as_str() { + Some("image") => { + let shape: Vec = h["naxis"].as_array().unwrap_or(&Vec::new()).iter().rev().map(|v| v.as_u64().unwrap_or(0)).collect(); + let dims: Vec = (1..=shape.len()).rev().map(|n| format!("axis{n}")).collect(); + let item = h["bitpix"].as_i64().unwrap_or(8).unsigned_abs() / 8; + let element = h["elements"]["data"].as_u64().map(|v| v as u32); + let offset = element.map_or(0, |e| ir.start[e as usize]); + let (grid, chunks) = grid_chunks(offset, &shape, item, CHUNK_BYTES, threshold).ok_or("internal: the data cannot be cut into chunks")?; + out.push((index.to_string(), h["data_type"].as_str().unwrap_or("uint8").to_string(), shape, dims, element, grid, chunks)); + } + Some("table") => { + let t = &h["table"]; + let (rows, row_bytes, heap) = (t["rows"].as_u64().unwrap_or(0), t["row_bytes"].as_u64().unwrap_or(0), t["heap"].as_u64().unwrap_or(0)); + let element = h["elements"]["rows"].as_u64().map(|v| v as u32); + let offset = element.map_or(0, |e| ir.start[e as usize]); + let shape = vec![rows, row_bytes]; + let (grid, chunks) = grid_chunks(offset, &shape, 1, CHUNK_BYTES, threshold).ok_or("internal: the rows cannot be cut into chunks")?; + out.push((format!("{index}/rows"), "uint8".into(), shape, vec!["row".into(), "byte".into()], element, grid, chunks)); + if heap > 0 { + let e = h["elements"]["heap"].as_u64().ok_or("internal: a heap without an element")? as u32; + let (size, chunks) = blob_chunks(ir.start[e as usize], heap); + out.push((format!("{index}/heap"), "uint8".into(), vec![heap], vec!["byte".into()], Some(e), vec![size], chunks)); + } + } + _ => {} + } + Ok(out) +} + +/// The source's ranges of the edge chunks the projection copies. +pub fn reads(ir: &Ir, facts: &J) -> Result, String> { + let threshold = facts["copy_threshold"].as_u64().map_or(MAX_PAYLOAD, |t| t as usize); + let mut out = Vec::new(); + for h in facts["hdus"].as_array().into_iter().flatten() { + for (_, _, _, _, _, _, chunks) in arrays(ir, h, threshold)? { + out.extend(chunks.iter().filter_map(|(_, k)| match k { + Chunk::Copy(o, n, _) => Some((*o, *n)), + _ => None, + })); + } + } + Ok(out) +} + +pub fn project(ir: &Ir, facts: &J, url: &str, copied: &Copied) -> Result { + let threshold = facts["copy_threshold"].as_u64().map_or(MAX_PAYLOAD, |t| t as usize); + let hdus = facts["hdus"].as_array().cloned().unwrap_or_default(); + let mut out = Out::new(url); + // the root: the table of HDUs and the primary header's cards (§2.6) + let mut table = Vec::with_capacity(hdus.len()); + let mut kinds: Map = Map::new(); + let (mut cards_total, mut tables) = (0u64, 0u64); + let mut docs: Vec<(String, J)> = Vec::new(); + let mut all_arrays = Vec::new(); + let mut primary_cards = J::Null; + for h in &hdus { + let cards = cards_of(ir, h)?; + cards_total += cards.len() as u64; + let kind = h["kind"].as_str().unwrap_or("empty"); + let n = kinds.get(kind).and_then(|v| v.as_u64()).unwrap_or(0); + kinds.insert(kind.to_string(), json!(n + 1)); + if kind == "table" { + tables += 1; + } + if h["index"] == 0 { + let cj = cards_json(&cards); + primary_cards = if json_size(&cj) <= CARDS_BUDGET { cj } else { J::Null }; + } + table.push(json!({ + "index": h["index"], "type": h["type"], "kind": kind, "name": h["name"], "version": h["version"], + "bitpix": h["bitpix"], "naxis": h["naxis"], "pcount": h["pcount"], "gcount": h["gcount"], + "offset": h["offset"], "header_bytes": h["header_bytes"], "data_offset": h["data_offset"], "data_bytes": h["data_bytes"], + })); + let own = own_json(h, &cards); + let index = h["index"].as_u64().unwrap_or(0); + let node_arrays = arrays(ir, h, threshold)?; + if kind == "image" { + // the array is the node itself: its document gets the declaration + } else { + docs.push((format!("{index}/zarr.json"), group_doc(declare(Map::new(), PROFILE, None, Some(own.clone()))))); + } + all_arrays.push((kind == "image", own, node_arrays)); + } + let root_own = json!({"hdus": table, "cards": primary_cards}); + out.json("zarr.json", &group_doc(declare(Map::new(), PROFILE, Some(url), Some(root_own)))); + for (key, doc) in docs { + out.json(&key, &doc); + } + let mut summary_arrays = Vec::new(); + let mut count = 0usize; + let mut refs = Refs::new(ir, out); + for (is_image, own, node_arrays) in all_arrays { + for (path, data_type, shape, dims, element, grid, chunks) in node_arrays { + let codecs = if data_type == "uint8" { json!([{"name": "bytes"}]) } else { json!([{"name": "bytes", "configuration": {"endian": "big"}}]) }; + let dim_refs: Vec<&str> = dims.iter().map(|s| s.as_str()).collect(); + let mut doc = array_json(&shape, &data_type, json!(grid), codecs, &dim_refs); + if is_image { + doc["attributes"] = J::Object(declare(Map::new(), PROFILE, None, Some(own.clone()))); + } + refs.out.json(&format!("{path}/zarr.json"), &doc); + summary_arrays.push(json!({"path": path, "shape": shape, "dataType": data_type, "chunkShape": grid})); + let (start, length, form) = match element { + Some(e) => (ir.start[e as usize], ir.len[e as usize], ir.form_id(e).ok_or("internal: the data has no form")?), + None => (0, 0, 0), + }; + for (piece, (coords, chunk)) in chunks.into_iter().enumerate() { + count += 1; + let key = std::iter::once(format!("{path}/c")).chain(coords.iter().map(|c| c.to_string())).collect::>().join("/"); + match chunk { + Chunk::Ranges(parts) => refs.chunk(key, start, length, form, Some(parts), piece as u64)?, + Chunk::Copy(o, len, pad) => { + let mut b = copied.get(&(o, len)).ok_or("a copied chunk's bytes were not read: project a run's IR with the bytes its last batch read")?.clone(); + b.resize(b.len() + pad as usize, 0); + refs.out.bytes(&key, b); + } + Chunk::Bytes(b) => refs.out.bytes(&key, b), + } + } + } + } + let mut out = refs.out; + out.summary = json!({"hdus": hdus.len(), "kinds": kinds, "arrays": summary_arrays, "chunks": count, "cards": cards_total, "tables": tables}); + Ok(out) +} diff --git a/rust/refkv-ir/src/project/mod.rs b/rust/refkv-ir/src/project/mod.rs index 9b5f38ff..d4602155 100644 --- a/rust/refkv-ir/src/project/mod.rs +++ b/rust/refkv-ir/src/project/mod.rs @@ -17,6 +17,7 @@ mod dicom; mod ims; pub mod n5; mod mrc; +mod fits; mod nd2; mod ndpi; pub mod store; @@ -47,6 +48,7 @@ pub fn project(format: Format, ir: &Ir, facts: &J, url: &str, copied: &Copied) - Format::Ims => ims::project(ir, facts, url), Format::Safe => safe::project(ir, facts, url), Format::Ndpi => ndpi::project(ir, facts, url), + Format::Fits => fits::project(ir, facts, url, copied), } } @@ -57,6 +59,7 @@ pub fn reads(format: Format, ir: &Ir, facts: &J) -> Result, Stri match format { Format::Nifti => nifti::reads(ir, facts), Format::Mrc => mrc::reads(ir, facts), + Format::Fits => fits::reads(ir, facts), _ => Ok(Vec::new()), } } diff --git a/rust/refkv-ir/src/rules.rs b/rust/refkv-ir/src/rules.rs index 88d6bf9c..b6b3bda0 100644 --- a/rust/refkv-ir/src/rules.rs +++ b/rust/refkv-ir/src/rules.rs @@ -39,6 +39,7 @@ pub static TIFF_SCHEMA: &str = include_str!("../schema/tiff.json"); pub static CZI_SCHEMA: &str = include_str!("../schema/czi.json"); pub static NIFTI_SCHEMA: &str = include_str!("../schema/nifti.json"); pub static MRC_SCHEMA: &str = include_str!("../schema/mrc.json"); +pub static FITS_SCHEMA: &str = include_str!("../schema/fits.json"); pub static IMS_SCHEMA: &str = include_str!("../schema/ims.json"); pub static SAFE_SCHEMA: &str = include_str!("../schema/safe.json"); pub static NDPI_SCHEMA: &str = include_str!("../schema/ndpi.json"); @@ -84,6 +85,11 @@ pub fn mrc() -> &'static Rules { S.get_or_init(|| Rules::new(MRC_SCHEMA).expect("the MRC schema is valid")) } +pub fn fits() -> &'static Rules { + static S: OnceLock = OnceLock::new(); + S.get_or_init(|| Rules::new(FITS_SCHEMA).expect("the FITS schema is valid")) +} + pub fn safe() -> &'static Rules { static S: OnceLock = OnceLock::new(); S.get_or_init(|| Rules::new(SAFE_SCHEMA).expect("the SAFE schema is valid")) diff --git a/rust/refkv-ir/src/run.rs b/rust/refkv-ir/src/run.rs index dea090c3..fe103c64 100644 --- a/rust/refkv-ir/src/run.rs +++ b/rust/refkv-ir/src/run.rs @@ -9,6 +9,7 @@ use crate::ir::Ir; use crate::nd2::{Nd2, Step}; use crate::plan::{Planner, Request}; use crate::mrc::Mrc; +use crate::fits::Fits; use crate::nifti::Nifti; use crate::safe::Safe; use crate::tiff::Tiff; @@ -31,6 +32,8 @@ pub enum Format { Ndpi, /// an MRC2014 file (a CCP4 map, an image stack, a volume or a volume stack) Mrc, + /// a FITS file (images, multi-extension files, tables) + Fits, } impl Format { @@ -47,11 +50,12 @@ impl Format { Format::Safe => "safe", Format::Ndpi => "ndpi", Format::Mrc => "mrc", + Format::Fits => "fits", } } - /// The format of a name ("nd2", "tiff", "czi", "dicom", "nifti", "ims", "safe", "ndpi", "mrc"). + /// The format of a name ("nd2", "tiff", "czi", "dicom", "nifti", "ims", "safe", "ndpi", "mrc", "fits"). pub fn from_name(s: &str) -> Option { - [Format::Nd2, Format::Tiff, Format::Czi, Format::Dicom, Format::Nifti, Format::Ims, Format::Safe, Format::Ndpi, Format::Mrc].into_iter().find(|f| f.name() == s) + [Format::Nd2, Format::Tiff, Format::Czi, Format::Dicom, Format::Nifti, Format::Ims, Format::Safe, Format::Ndpi, Format::Mrc, Format::Fits].into_iter().find(|f| f.name() == s) } /// The format a file's first bytes give, if one of these: a hint, the format of its /// signature (any zip file is taken for a SAFE product's zip form, which then rejects one @@ -83,6 +87,9 @@ impl Format { if crate::mrc::detect(head) { return Some(Format::Mrc); } + if crate::fits::detect(head) { + return Some(Format::Fits); + } None } } @@ -96,6 +103,7 @@ pub enum AnyParser { Ims(Ims), Safe(Box), Mrc(Mrc), + Fits(Fits), } impl AnyParser { @@ -109,6 +117,7 @@ impl AnyParser { Format::Ims => AnyParser::Ims(Ims::new(size)), Format::Safe => AnyParser::Safe(Box::new(Safe::new(size))), Format::Mrc => AnyParser::Mrc(Mrc::new(size)), + Format::Fits => AnyParser::Fits(Fits::new(size)), } } pub fn step(&mut self) -> Result { @@ -121,6 +130,7 @@ impl AnyParser { AnyParser::Ims(x) => x.step(), AnyParser::Safe(x) => x.step(), AnyParser::Mrc(x) => x.step(), + AnyParser::Fits(x) => x.step(), } } pub fn feed(&mut self, o: u64, b: Vec) { @@ -133,6 +143,7 @@ impl AnyParser { AnyParser::Ims(x) => x.feed(o, b), AnyParser::Safe(x) => x.feed(o, b), AnyParser::Mrc(x) => x.feed(o, b), + AnyParser::Fits(x) => x.feed(o, b), } } pub fn finish(self) -> Result<(Ir, serde_json::Value), String> { @@ -145,6 +156,7 @@ impl AnyParser { AnyParser::Ims(x) => Parser::finish(x), AnyParser::Safe(x) => Parser::finish(*x), AnyParser::Mrc(x) => Parser::finish(x), + AnyParser::Fits(x) => Parser::finish(x), } } } diff --git a/rust/refkv-ir/tests/parsers.rs b/rust/refkv-ir/tests/parsers.rs index ab3a0162..313d2c16 100644 --- a/rust/refkv-ir/tests/parsers.rs +++ b/rust/refkv-ir/tests/parsers.rs @@ -7,6 +7,7 @@ use std::path::Path; use refkv_ir::check; use refkv_ir::czi::Czi; use refkv_ir::dicom::Dicom; +use refkv_ir::fits::Fits; use refkv_ir::nifti::Nifti; use refkv_ir::ims::Ims; use refkv_ir::mrc::Mrc; @@ -198,6 +199,37 @@ reject!(mrc_reject_volume_stack_mz_zero, Mrc, "mrc/mrc_reject_volume_stack_mz_ze reject!(mrc_reject_truncated, Mrc, "mrc/mrc_reject_truncated.mrc", "the 48-byte data at 1024 is outside the 1071-byte file"); reject!(mrc_reject_data_overflow, Mrc, "mrc/mrc_reject_data_overflow.mrc", "the 4951760157141521099596496896-byte data at 1024 is outside the 1072-byte file"); reject!(mrc_reject_data_outside, Mrc, "mrc/mrc_reject_data_outside.mrc", "the 48-byte data at 1040 is outside the 1087-byte file"); + +// FITS (spec/virtualize/fits.md §15.3 +// ): one per rejected +// fixture, each the message its check gives. +reject!(fits_reject_short, Fits, "fits/fits_reject_short.fits", "file too short for a 2880-byte FITS block"); +reject!(fits_reject_simple_false, Fits, "fits/fits_reject_simple_false.fits", "not a FITS file"); +reject!(fits_reject_not_fits, Fits, "fits/fits_reject_not_fits.fits", "not a FITS file"); +reject!(fits_reject_extension_first, Fits, "fits/fits_reject_extension_first.fits", "not a FITS file"); +reject!(fits_reject_gzip_file, Fits, "fits/fits_reject_gzip_file.fits.gz", "not a FITS file"); +reject!(fits_reject_bzip2_file, Fits, "fits/fits_reject_bzip2_file.fits.bz2", "not a FITS file"); +reject!(fits_reject_no_end, Fits, "fits/fits_reject_no_end.fits", "HDU 0: no END card in the 5760 bytes from 0"); +reject!(fits_reject_header_nul, Fits, "fits/fits_reject_header_nul.fits", "HDU 0: byte 10 of card 4 is 0x00, not printable ASCII"); +reject!(fits_reject_mandatory_order, Fits, "fits/fits_reject_mandatory_order.fits", "HDU 0: card 1 is NAXIS, not BITPIX"); +reject!(fits_reject_bitpix, Fits, "fits/fits_reject_bitpix.fits", "HDU 0: BITPIX 12 is not one of 8, 16, 32, 64, -32, -64"); +reject!(fits_reject_bitpix_text, Fits, "fits/fits_reject_bitpix_text.fits", "HDU 0: BITPIX 'sixteen' is not an integer"); +reject!(fits_reject_naxis_negative, Fits, "fits/fits_reject_naxis_negative.fits", "HDU 0: NAXIS -1 is not in 0..999"); +reject!(fits_reject_naxis_1000, Fits, "fits/fits_reject_naxis_1000.fits", "HDU 0: NAXIS 1000 is not in 0..999"); +reject!(fits_reject_naxisn_negative, Fits, "fits/fits_reject_naxisn_negative.fits", "HDU 0: NAXIS1 -4 is negative"); +reject!(fits_reject_naxisn_missing, Fits, "fits/fits_reject_naxisn_missing.fits", "HDU 0: card 4 is NAXIS3, not NAXIS2"); +reject!(fits_reject_pcount_negative, Fits, "fits/fits_reject_pcount_negative.fits", "HDU 1: PCOUNT -1 is negative"); +reject!(fits_reject_gcount_zero, Fits, "fits/fits_reject_gcount_zero.fits", "HDU 1: GCOUNT 0 is not positive"); +reject!(fits_reject_xtension_unknown, Fits, "fits/fits_reject_xtension_unknown.fits", "HDU 1: XTENSION 'FOREIGN' is not IMAGE, TABLE or BINTABLE"); +reject!(fits_reject_groups, Fits, "fits/fits_reject_groups.fits", "HDU 0: random groups (GROUPS = T) are not supported"); +reject!(fits_reject_data_outside, Fits, "fits/fits_reject_data_outside.fits", "HDU 0: the 24-byte data at 2880 is outside the 2903-byte file"); +reject!(fits_reject_data_overflow, Fits, "fits/fits_reject_data_overflow.fits", "HDU 0: the 32000000000000000000000000000000-byte data at 2880 is outside the 5760-byte file"); +reject!(fits_reject_table_bitpix, Fits, "fits/fits_reject_table_bitpix.fits", "HDU 1: a BINTABLE with BITPIX 16, not 8"); +reject!(fits_reject_table_naxis, Fits, "fits/fits_reject_table_naxis.fits", "HDU 1: a BINTABLE with NAXIS 1, not 2"); +reject!(fits_reject_tfields, Fits, "fits/fits_reject_tfields.fits", "HDU 1: TFIELDS 1000 is not in 0..999"); +reject!(fits_reject_tform_missing, Fits, "fits/fits_reject_tform_missing.fits", "HDU 1: no TFORM1 card"); +reject!(fits_reject_theap_small, Fits, "fits/fits_reject_theap_small.fits", "HDU 1: THEAP 4 is less than the rows' 8 bytes"); +reject!(fits_reject_ztable, Fits, "fits/fits_reject_ztable.fits", "HDU 1: tile-compressed tables (ZTABLE = T) are not supported"); reject!(ndpi_edge_reject_focal_planes, Tiff, "ndpi/edge_reject_ndpi_focal_planes.ndpi", "NDPI focal planes (two levels with one magnification) are not supported"); reject!(ndpi_edge_reject_growing, Tiff, "ndpi/edge_reject_ndpi_growing.ndpi", "NDPI levels do not decrease in size"); reject!(ndpi_edge_reject_mcustarts, Tiff, "ndpi/edge_reject_ndpi_mcustarts.ndpi", "McuStarts does not match the strip's intervals"); diff --git a/rust/refkv-ir/wasm/run.mjs b/rust/refkv-ir/wasm/run.mjs index 9fbb2b31..e5e8ed67 100644 --- a/rust/refkv-ir/wasm/run.mjs +++ b/rust/refkv-ir/wasm/run.mjs @@ -24,6 +24,7 @@ function format(fd) { if (s.startsWith("\x89HDF\r\n\x1a\n")) return "ims"; if (s.startsWith("PK\x03\x04")) return "safe"; // a SAFE product's zip form if (String.fromCharCode(...head.subarray(208, 211)) === "MAP") return "mrc"; + if (s.startsWith("SIMPLE =") && head[29] === 0x54) return "fits"; return "czi"; } diff --git a/spec/conventions.md b/spec/conventions.md index 4bede5d2..0a0e3520 100644 --- a/spec/conventions.md +++ b/spec/conventions.md @@ -16,6 +16,7 @@ its JSON Schema `virtualize//schema.json`: | DICOM | [dicom](virtualize/dicom.md) | `acf17198-e5a5-48d3-8187-22ec4bb40ea5` | | NIfTI-1 and NIfTI-2 | [nifti](virtualize/nifti.md) | `06e5809d-4d54-4b72-afd0-6bf61a7b4c85` | | MRC2014 | [mrc](virtualize/mrc.md) | `2aacd010-2ed1-4748-bc3c-5dd5e840bbce` | +| FITS | [fits](virtualize/fits.md) | `4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93` | | MRC2014, as a dataset ([§9](#9-dataset-layouts)) | [mrc-dataset](virtualize/mrc-dataset.md) | `f139bf4e-7bab-4c3c-9b2d-66ba747f9b93` | | Imaris IMS | [ims](virtualize/ims.md) | `5067a535-8261-4b25-a93c-1985ed333bde` | | N5 | [n5](virtualize/n5.md) | `ad5d4c39-c69e-48f7-a3ef-4cc8c607d416` | diff --git a/spec/generate_schemas.py b/spec/generate_schemas.py index 679657ca..93c32827 100644 --- a/spec/generate_schemas.py +++ b/spec/generate_schemas.py @@ -410,6 +410,77 @@ # The dataset layout of an MRC file (spec/virtualize/mrc-dataset.md §4 # ): the # MRC convention's root metadata, member for member, on the group `dataset`. +# The FITS convention's cards (spec/virtualize/fits.md §5.3 +# ): [keyword, value, +# comment] triples in header order, duplicates kept; null past the 65536-byte budget of a node's document. +FITS_CARDS = { + "description": "The header's cards, [keyword, value, comment] each, in order: a string, a logical, an integer " + "(exact; as a string of digits past 2^53 - 1), a real (its binary64 value), a complex as [re, im], " + "null for no value, or {\"text\": t} for a value the standard does not define; a commentary " + "card's text is its comment. Null when the cards would take more than 65536 bytes of JSON", + "anyOf": [ + {"type": "null"}, + {"type": "array", "items": { + "type": "array", "minItems": 3, "maxItems": 3, + "prefixItems": [ + {"type": "string"}, + {"anyOf": [{"type": "null"}, {"type": "boolean"}, {"type": "number"}, {"type": "string"}, + {"type": "array", "items": {"type": "number"}, "minItems": 2, "maxItems": 2}, + {"type": "object", "properties": {"text": {"type": "string"}}, "required": ["text"], "additionalProperties": False}]}, + {"type": ["string", "null"]}, + ], + }}, + ], +} +FITS_NUMBER = {"type": ["number", "null"]} +FITS_STRING = {"type": ["string", "null"]} +SOURCE_METADATA["fits"] = {"anyOf": [ + { + "type": "object", + "description": "The root's: the table of HDUs and the primary header's cards (spec/virtualize/fits.md §5.1 )", + "properties": { + "hdus": {"type": "array", "items": { + "type": "object", + "properties": { + "index": {"type": "integer", "minimum": 0}, + "type": {"enum": ["primary", "image", "table", "bintable"]}, + "kind": {"enum": ["empty", "image", "table"]}, + "name": FITS_STRING, "version": {"type": ["integer", "null"]}, + "bitpix": {"enum": [8, 16, 32, 64, -32, -64]}, + "naxis": {"type": "array", "items": {"type": "integer", "minimum": 0}}, + "pcount": {"type": "integer", "minimum": 0}, "gcount": {"type": "integer", "minimum": 1}, + "offset": {"type": "integer", "minimum": 0}, "header_bytes": {"type": "integer", "minimum": 2880}, + "data_offset": {"type": "integer", "minimum": 2880}, "data_bytes": {"type": "integer", "minimum": 0}, + }, + "required": ["index", "type", "kind", "name", "version", "bitpix", "naxis", "pcount", "gcount", "offset", "header_bytes", "data_offset", "data_bytes"], + "additionalProperties": False, + }}, + "cards": FITS_CARDS, + }, + "required": ["hdus", "cards"], + "additionalProperties": False, + }, + { + "type": "object", + "description": "An HDU node's: its index and cards, an image's scaling cards, a table's columns", + "properties": { + "index": {"type": "integer", "minimum": 0}, + "cards": FITS_CARDS, + "bscale": FITS_NUMBER, "bzero": FITS_NUMBER, "blank": FITS_NUMBER, "bunit": FITS_STRING, + "columns": {"type": "array", "items": { + "type": "object", + "properties": {"name": FITS_STRING, "form": {"type": "string"}, "unit": FITS_STRING, "dim": FITS_STRING, + "scale": FITS_NUMBER, "zero": FITS_NUMBER, "null": FITS_NUMBER, "disp": FITS_STRING, "bcol": FITS_NUMBER}, + "required": ["name", "form", "unit", "dim", "scale", "zero", "null", "disp", "bcol"], + "additionalProperties": False, + }}, + }, + "required": ["index", "cards"], + "additionalProperties": False, + }, + {"$ref": "#/$defs/mirror"}, + {"$ref": "#/$defs/mirrorView"}, +]} SOURCE_METADATA["mrc-dataset"] = {"anyOf": [{ **SOURCE_METADATA["mrc"]["anyOf"][0], "description": "The dataset group's: the MRC convention's root source metadata, member for member (spec/virtualize/mrc-dataset.md §4 )", diff --git a/spec/virtualize.md b/spec/virtualize.md index c5746e19..f6c4b8d3 100644 --- a/spec/virtualize.md +++ b/spec/virtualize.md @@ -34,6 +34,7 @@ is a document of its own, numbered as a section of this one: | 12 | [Sentinel-2 SAFE](virtualize/safe.md#part-2-the-profile) | file or store | Sentinel-2 Level-1C and Level-2A products: a `.SAFE` directory (a store) or a `.SAFE.zip` file | | 13 | [CZI](virtualize/czi.md#part-2-the-profile) | file | Zeiss CZI files (ZISRAW, file version 1), with uncompressed, JPEG, JPEG XR and Zstd subblocks, mosaics and pyramids | | 14 | [MRC](virtualize/mrc.md#part-2-the-profile) | file | MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks) | +| 15 | [FITS](virtualize/fits.md#part-2-the-profile) | file | FITS files: images, multi-extension files, binary and ASCII tables | The table says which profiles read a single file (a **file input**), which a store of many @@ -159,7 +160,8 @@ a test that needs a byte beyond `H` does not match. | bytes 0–3 are `50 4B 03 04` (a ZIP local file header) | SAFE profile ([§12](virtualize/safe.md#12-safe-profile)), zip form | | bytes 0–15 are `5A 49 53 52 41 57 46 49 4C 45` (`ZISRAWFILE`) and six `00` bytes | CZI profile ([§13](virtualize/czi.md#13-czi-profile)) | | bytes 208–210 are `4D 41 50` (`MAP`) | MRC profile ([§14](virtualize/mrc.md#14-mrc-profile)) | -| anything else, including the JPEG 2000 signature box `00 00 00 0C 6A 50 20 20 0D 0A 87 0A` that starts legacy ND2 files, NIfTI header-and-image pairs (`ni1`, `ni2`) and pre-2000 MRC files without `MAP` | rejected | +| bytes 0–8 are `SIMPLE =` and byte 29 is `T` | FITS profile ([§15](virtualize/fits.md#15-fits-profile)) | +| anything else, including the JPEG 2000 signature box `00 00 00 0C 6A 50 20 20 0D 0A 87 0A` that starts legacy ND2 files, NIfTI header-and-image pairs (`ni1`, `ni2`), pre-2000 MRC files without `MAP`, non-conforming FITS files (`SIMPLE = F`) and gzip or bzip2 compressed FITS files | rejected | A DICOM file is read by the DICOM profile even when its 128-byte preamble holds a TIFF header, as dual-personality files and some writers' preambles @@ -534,7 +536,8 @@ other section: - [§11](virtualize/ome-zarr.md#11-ome-zarr-profile), the OME-Zarr profile: [spec/virtualize/ome-zarr.md](virtualize/ome-zarr.md#part-2-the-profile); - [§12](virtualize/safe.md#12-safe-profile), the SAFE profile: [spec/virtualize/safe.md](virtualize/safe.md#part-2-the-profile); - [§13](virtualize/czi.md#13-czi-profile), the CZI profile: [spec/virtualize/czi.md](virtualize/czi.md#part-2-the-profile); -- [§14](virtualize/mrc.md#14-mrc-profile), the MRC profile: [spec/virtualize/mrc.md](virtualize/mrc.md#part-2-the-profile). +- [§14](virtualize/mrc.md#14-mrc-profile), the MRC profile: [spec/virtualize/mrc.md](virtualize/mrc.md#part-2-the-profile); +- [§15](virtualize/fits.md#15-fits-profile), the FITS profile: [spec/virtualize/fits.md](virtualize/fits.md#part-2-the-profile). ## Appendix A. Conformance diff --git a/spec/virtualize/fits.md b/spec/virtualize/fits.md new file mode 100644 index 00000000..4f78afb0 --- /dev/null +++ b/spec/virtualize/fits.md @@ -0,0 +1,385 @@ +# FITS + +The Zarr layout of a FITS file (`.fits`): its images, its tables and its +headers, and the translation of its headers into JSON. What all of refkv's +conventions share is in [spec/conventions.md](../conventions.md), cited here +as "conventions §n". How refkv produces this layout as a reference store, and +which files it accepts, is the FITS profile, [Part 2](#part-2-the-profile) +below. + +Convention version: 0 (until release, [conventions §1](../conventions.md#1-conventions)) · UUID: `4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93` · +Schema: [schema.json](fits/schema.json) + +This document has two parts. [Part 1](#part-1-the-convention) is the FITS +convention: the Zarr layout, cited as "the convention §n". [Part 2](#part-2-the-profile) +is the FITS profile: how refkv reads the source, which inputs it rejects, and how +each chunk references the source. The profile keeps its numbering as a section +of [spec/virtualize.md](../virtualize.md), and is cited as spec/virtualize.md §n. + +**Draft.** This revision covers uncompressed images, multi-extension files and +tables. Tile-compressed images (`ZIMAGE = T`, the `.fz` files `fpack` writes) +are rejected by the profile ([§15.3](#153-checks)) until the design of +[design/plans/fits.md](../../design/plans/fits.md) lands. + +# Part 1. The convention + +A FITS file is a sequence of **HDUs** (header-data units), each an integral +number of 2880-byte **blocks**: a **header** of 80-byte **cards**, 36 per +block, ending with `END` and padded with spaces to a block boundary, then the +**data**, padded with zero bytes to a block boundary. The first HDU is the +**primary**; each other is an **extension** named by its `XTENSION` card: +`IMAGE`, `TABLE` (an ASCII table) or `BINTABLE` (a binary table). FITS is the +FITS Standard 4.0 (IAU FITS Working Group, 2016/2018); card and keyword +names below are the standard's. + +Unlike most of refkv's conventions, the hierarchy has no OME-NGFF metadata: +FITS axes are sky coordinates under projections, spectral axes and table +rows, not microscopy axes, and the world coordinate system is a header +convention that viewers and libraries interpret for themselves. This section +extends [conventions §2](../conventions.md#2-attributes) ("Nothing else"): a +node's attributes are `zarr_conventions` and `refkv_virtualized` alone. + +## 1. Declaration + +The root declares the convention by [conventions §2](../conventions.md#2-attributes), +with `"profile": "fits"`, `"version": 0` ([conventions §1](../conventions.md#1-conventions)), +the file's URL as `source.url`, and the root's source metadata of [§5.1](#51-the-root) +as the member `"fits"`. Every HDU's node declares it too, with the HDU's source +metadata ([§5.2](#52-an-hdus-node)); `refkv_source` declares it with the IR +mirror's description ([§6](#6-the-ir-mirror)), and so does each group of the +mirror's view that has a member. A table's `rows` and `heap` arrays have no +attributes. Its CMO is: + +```json +{ + "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", + "schema_url": "https://raw.githubusercontent.com/d-v-b/refkv/refs/heads/main/spec/virtualize/fits/schema.json", + "spec_url": "https://github.com/d-v-b/refkv/blob/main/spec/virtualize/fits.md", + "name": "refkv_virtualized", + "description": "The Zarr layout of a FITS source virtualized by refkv, and the source's metadata" +} +``` + +## 2. HDUs and nodes + +The file's HDUs are numbered from 0 in file order. HDU `i` is the node at +the path **``** (`0`, `1`, …), a child of the root. `EXTNAME` and +`EXTVER` are metadata, not paths: `EXTNAME` is optional and repeats (`SCI` +four times in a WFPC2 file, 144 times in a Euclid frame, with `EXTVER` or +a dotted name telling them apart), so a reader finds `SCI,2` in the root's +table of HDUs ([§5.1](#51-the-root)). + +An HDU's **kind**, by its mandatory cards ([§15.3](#153-checks)): + +| kind | when | the node | +|---|---|---| +| **empty** | `NAXIS = 0` | a group with no children: the HDU's metadata alone (the empty primary of a multi-extension file; placeholder extensions with a full header, as HST's STIS writes `ERR` and `DQ`) | +| **image** | the primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'` | an array ([§3](#3-images)); an array with no chunks when some `NAXISn` is 0 | +| **table** | `XTENSION = 'BINTABLE'` or `'TABLE'` | a group with the arrays `rows` and, when the heap is not empty, `heap` ([§4](#4-tables)) | + +Random groups (`GROUPS = T`), tile-compressed tables (`ZTABLE = T`), +tile-compressed images (`ZIMAGE = T`) and extensions of any other +`XTENSION` are rejected by the profile. + +## 3. Images + +### 3.1 The array + +- **Shape:** `[NAXISn, …, NAXIS1]`: the data are stored with `NAXIS1` + varying fastest, so the Zarr shape is the FITS axes reversed. +- **Data type:** by `BITPIX`: 8 `uint8`, 16 `int16`, 32 `int32`, 64 `int64`, + −32 `float32`, −64 `float64`. +- **Chunks** ([conventions §7](../conventions.md#7-source-values-as-arrays), + contiguous values): the data is the row-major array `V` of the array's + shape, with elements of `|BITPIX| / 8` bytes, at the HDU's data offset. It + is cut as contiguous values with the **chunk limit `L = 2^20` bytes** + (1 MiB): whole planes when they are small, else bands of rows, else runs + of a row; an edge chunk along the cut axis is followed by zero bytes up to + the whole chunk. +- **Codecs:** `[{"name": "bytes", "configuration": {"endian": "big"}}]`, or + `[{"name": "bytes"}]` for `uint8`. FITS data are big-endian. +- **Fill value:** 0. +- **Dimension names:** `axis` for FITS axis `n`, in the array's order + (`["axis2", "axis1"]` for a 2-D image): `CTYPEn` is optional, repeats and + names a coordinate type, not a dimension. +- **Attributes:** the declaration ([§1](#1-declaration)) with the HDU's + source metadata ([§5.2](#52-an-hdus-node)). + +For example, a `10272 × 4755` float32 plane (a JWST mosaic's `SCI`) has rows +of 41088 bytes, so `floor(2^20 / 41088) = 25` rows per chunk and `k = +ceil(4755 / 25) = 191` chunks of shape `[25, 10272]`, the last of 5 rows +padded with zero bytes. A `1100 × 1000` uint8 plane of 1100000 bytes, over +`L`, is cut along its rows into 2 chunks of 550 rows, `[550, 1000]`; a +20-plane stack of `128 × 256` int16 (64 KiB planes) into 2 chunks of 10 +planes, `[10, 128, 256]`. + +### 3.2 Value scaling + +The array holds the stored values. FITS's value scaling, `physical = BZERO + +BSCALE × stored`, is not applied; `BSCALE`, `BZERO`, `BLANK` (the stored +value of an undefined integer pixel) and `BUNIT` are recorded in the node's +source metadata ([§5.2](#52-an-hdus-node)). That includes the unsigned +convention: a `BITPIX = 16` image with `BZERO = 32768` and `BSCALE = 1` is +`uint16` data stored as `int16`, and its array is `int16`. + +## 4. Tables + +A binary table is rows of `NAXIS1` bytes, `NAXIS2` of them, each a +concatenation of its `TFIELDS` columns' fields with no padding, then, after +`THEAP` bytes from the start of the data (`NAXIS1 × NAXIS2` when the card is +absent), the **heap** of variable-length arrays, the last of the `PCOUNT` +supplemental bytes. An ASCII table is rows of text and has no heap. A +column is a strided read, and a Zarr v3 struct data type cannot record +big-endian fields, so this version keeps a table as bytes that any FITS +table reader decodes: + +- **`/rows`:** `uint8`, shape `[NAXIS2, NAXIS1]`, dimension names + `["row", "byte"]`, contiguous values cut with the limit `2^20` (whole + rows), codecs `[{"name": "bytes"}]`, fill value 0; absent when `NAXIS1 × + NAXIS2` is 0; +- **`/heap`:** `uint8`, shape `[H]`, dimension names `["byte"]`, where + `H = PCOUNT − (THEAP − NAXIS1 × NAXIS2)` is the heap's length, present when + `H ≥ 1`, cut as bytes (chunks of at most `2^24` bytes, + [conventions §7](../conventions.md#7-source-values-as-arrays)), the last + chunk padded with zero bytes; +- the column definitions in the group's source metadata + ([§5.2](#52-an-hdus-node)). + +The bytes between the rows and the heap, when `THEAP` leaves any, are in the +mirror ([§6.1](#61-elements)), not in an array. + +## 5. Source metadata + +### 5.1 The root + +The root's source metadata `fits` is an object with the members `hdus` and +`cards`, in that order: + +- `hdus`: an array with one object per HDU, in file order, each with, in + this order: `index` (the HDU's number), `type` (`"primary"`, `"image"`, + `"table"` or `"bintable"`, the primary or the `XTENSION` value in lower + case), `kind` (`"empty"`, `"image"` or `"table"`, [§2](#2-hdus-and-nodes)), + `name` (`EXTNAME`'s string, trailing spaces trimmed, or `null`), `version` + (`EXTVER`'s integer, or `null`), `bitpix`, `naxis` (`[NAXIS1, …, NAXISn]`, + in FITS order), `pcount` and `gcount` (0 and 1 for the primary), `offset` + (the HDU's first byte), `header_bytes` (its header's blocks), `data_offset` + and `data_bytes` (`D` of [§15.3](#153-checks)); +- `cards`: the primary header's cards ([§5.3](#53-cards)). + +### 5.2 An HDU's node + +Each HDU's node (the array of an image, the group of a table or of an empty +HDU) has the source metadata `fits` with, in this order: `index`, `cards` +([§5.3](#53-cards)), then for an image `bscale`, `bzero`, `blank` (each the +card's number, or `null` when absent or not a number) and `bunit` (the +card's string, or `null`); for a table `columns`, an array with one object +per column `n` of `1 … TFIELDS`: `name` (`TTYPEn`), `form` (`TFORMn`, trailing +spaces trimmed), `unit` (`TUNITn`), `dim` (`TDIMn`), `scale` (`TSCALn`), `zero` +(`TZEROn`), `null` (`TNULLn`), `disp` (`TDISPn`) and `bcol` (`TBCOLn`), each +the card's string or number, or `null` when absent. + +### 5.3 Cards + +A header's cards are an array of `[keyword, value, comment]` triples, one +per card in header order, the `END` card not included, duplicates kept: + +- `keyword`: bytes 0–7 of the card as text, trailing spaces trimmed; for an + ESO `HIERARCH` card (keyword `HIERARCH` without a value indicator at bytes + 8–9), the text between `HIERARCH ` and the `=`, trimmed, as written + (`"ESO INS OPTI-3 ID"`); +- `value`: for a card with a value indicator (`= ` at bytes 8–9), its value + field (bytes 10–79) read as the standard says: a string in single quotes, + with doubled quotes undoubled and trailing spaces trimmed, as a JSON + string; `T` or `F` as `true` or `false`; an integer (an optional sign and + digits) exactly, as a JSON number up to 2^53 − 1 in magnitude and as a + string of its digits past that; a real as its binary64 value (a `D` + exponent read as `E`); a complex `(r, i)` as `[r, i]`; nothing as `null`; + any other value text as `{"text": t}`. A string ending in `&` followed by + `CONTINUE` cards (bytes 8–9 spaces, a string value) is one card whose + string is the pieces joined without their `&`, the comments of the pieces + joined with a space; an orphan `CONTINUE`, `COMMENT`, `HISTORY` and blank + cards, and any card without a value indicator, have the value `null`; +- `comment`: the text after the `/` that follows the value, trimmed, or + `null` when there is none; for a card without a value indicator, bytes + 8–79 trimmed (a `COMMENT` or `HISTORY` card's text). + +**Budget.** `cards` is the array when its JSON text is at most 65536 bytes, +and `null` otherwise (a header of several hundred cards); the header's +bytes are in the mirror in any case. + +## 6. The IR mirror + +`refkv_source` is the file's IR mirror ([conventions §8](../conventions.md#8-the-ir-mirror)), +from which the file is rebuilt byte for byte. The view shows each HDU's +header as a spill (a header is at least 2880 bytes, over the 1024 bytes a +shown value may have); its cards are in the nodes' source metadata. + +### 6.1 Elements + +Paths are relative to the IR's root, whose path is `""` +([conventions §8.1](../conventions.md#81-elements)). Types are those of +[conventions §8.6](../conventions.md#86-types). For HDU `i`, with `k` its +header's blocks, `D` its data bytes ([§15.3](#153-checks)), `p` its padding +to the block boundary (shorter at a truncated end of file), `N1` and `N2` a +table's `NAXIS1` and `NAXIS2`, `g = THEAP − N1 × N2` and `H` its heap's +length ([§4](#4-tables)): + +| path | kind | type | extent: what | +|---|---|---|---| +| `""` | struct | | the root: the whole file, `(0, size)` | +| `hdus/` | struct | | HDU `i`: from its first header byte to the end of its padding | +| `hdus//header` | value | `{card:ascii[80]}[36k]` | the header's blocks, the `END` card and the blank padding cards included | +| `hdus//data` | data | | an image's `D` bytes, when `D > 0`: its form's geometry is `{"data_type": T, "shape": S}` ([§3.1](#31-the-array)), its codec `{"endian": "big"}`, its recipe `[["src", 0, null]]` | +| `hdus//rows` | data | | a table's `N1 × N2` bytes, when not 0: geometry `{"rows": N2, "row_bytes": N1}`, recipe `[["src", 0, null]]` | +| `hdus//gap` | value | `bytes[g]` | the `g` bytes between the rows and the heap, when `g > 0` | +| `hdus//heap` | data | | a table's heap, when `H > 0`: geometry `{"bytes": H}`, recipe `[["src", 0, null]]` | +| `hdus//pad` | value | `bytes[p]` | the data's padding, when `p > 0` | +| `gaps/` | gap | | bytes after the last HDU (the standard's special records) | + +### 6.2 Equivalence + +The elements are determined by the file, and the mirror by its elements +([conventions §8.8](../conventions.md#88-canonical-form)): hierarchies of one +file are compared entry for entry, `refkv_source` included +([spec/virtualize.md §1.1](../virtualize.md#11-output-and-equivalence)). + +## 7. Example + +The fixture `fixtures/fits/fits_mef_sci_err_dq.fits` has an HST-shaped +layout: an empty primary, then `SCI`, `ERR` and `DQ` for each of two chips +(`EXTVER` 1 and 2), each a `6 × 5` image, float32 but for `DQ` (int16), +seven HDUs of one header block and one data block each. Its hierarchy is the +root group, whose `refkv_virtualized.fits.hdus` begins + +```json +[{"index": 0, "type": "primary", "kind": "empty", "name": null, "version": null, "bitpix": 8, "naxis": [], + "pcount": 0, "gcount": 1, "offset": 0, "header_bytes": 2880, "data_offset": 2880, "data_bytes": 0}, + {"index": 1, "type": "image", "kind": "image", "name": "SCI", "version": 1, "bitpix": -32, "naxis": [6, 5], + "pcount": 0, "gcount": 1, "offset": 2880, "header_bytes": 2880, "data_offset": 5760, "data_bytes": 120}, ...] +``` + +and whose `cards` are the primary's seven; the group `0` (empty, with those +cards again); the arrays `1` to `6`, each of shape `[5, 6]`, dimension names +`["axis2", "axis1"]`, one chunk `[5, 6]`, with `1/c/0/0` the range `(5760, +120)` of source 0 and `3/c/0/0` (`DQ,1`, int16) the range `(17280, 60)`; +and `refkv_source`, 27 elements. The array `1` declares the convention with +`{"index": 1, "cards": [...], "bscale": null, "bzero": null, "blank": null, +"bunit": "ELECTRONS"}`. + +The fixture `fits_bintable_heap.fits` holds a binary table `VLA` of 3 rows +of 12 bytes (a `PI()` descriptor column and a `2I` column) and an 8-byte +heap. Its node `1` is a group with the arrays `1/rows` (`[3, 12]`, the chunk +`1/rows/c/0/0` the range `(5760, 36)`) and `1/heap` (`[8]`, the chunk +`1/heap/c/0` the range `(5796, 8)`), and the group's `columns` are +`[{"name": "var", "form": "PI(3)", ...}, {"name": "xyz", "form": "2I", ...}]`. + +## 8. What the layout does not express + +This section is informative. The layout keeps everything in the file but +gives some of it no Zarr expression: + +- **World coordinates.** The WCS cards (`CTYPEn`, `CRPIXn`, `CRVALn`, `CDi_j` + or `PCi_j` and `CDELTn`, `CUNITn`, alternates `A`–`Z`, `SIP`, `TPV` and + lookup distortions) are kept as cards, not interpreted: placing a pixel on + the sky is a library's job (astropy.wcs, wcslib), and the hierarchy has no + OME-NGFF coordinate metadata. +- **Value scaling.** `BSCALE`, `BZERO` and `BLANK` are recorded, not applied + ([§3.2](#32-value-scaling)). +- **Table columns.** A table is rows and heap bytes ([§4](#4-tables)); its + columns are described, not presented as arrays. +- **Checksums.** `CHECKSUM` and `DATASUM` are cards; nothing verifies them. +- **ASDF and JSON trees** (JWST's `ASDF` extension, Rubin's JSON HDU) are + the bytes of a one-row table. +- **Random groups** and **tile-compressed tables** are rejected; so are + **tile-compressed images** in this revision. + +# Part 2. The profile + +## 15. FITS profile + +### 15.1 Choosing the profile + +The input is a FITS file, which [spec/virtualize.md §1.2](../virtualize.md#12-input) +chose by its first bytes: bytes 0–8 are `SIMPLE =` and byte 29 is `T` (the +fixed-format logical of the standard's first card). A file whose first card +is `SIMPLE = F` (a non-conforming file), a file whose first card is +`XTENSION` (an extension written alone), and a gzip (`1F 8B`) or bzip2 +(`BZh`) compressed file (`.fits.gz`, `.fits.bz2`), into which no byte range +reaches, are rejected there. + +### 15.2 Reading + +The profile reads headers only, never data. For each HDU in turn, from its +first byte: a window of at most 2^16 bytes, extended by such windows until +the header's `END` card is in it; the bytes of the window past the header +are the next HDU's first bytes when they reach them. A header MUST end +within 2^24 bytes of its first byte, else the input is rejected +([§15.3](#153-checks)). + +### 15.3 Checks + +The input is rejected unless all of these hold, checked in this order, HDU by +HDU, every check applying whatever the other cards hold. A rejection names +the HDU by its number. + +- **File:** the file's size is at least 2880. +- **Header:** every card scanned, up to and including `END`, is 80 bytes of + printable ASCII (bytes 32–126); an `END` card is found within the lesser + of the file's remaining bytes and 2^24. +- **Mandatory cards**, at these positions, each with the keyword the + standard requires there and an integer value where one is required + (`'sixteen'` as a `BITPIX` is rejected): card 0 `SIMPLE` (the primary) or + `XTENSION`; 1 `BITPIX`, in {8, 16, 32, 64, −32, −64}; 2 `NAXIS`, in + 0 … 999; 3 to `2 + NAXIS`: `NAXIS1` … `NAXISn`, each at least 0; for an + extension, then `PCOUNT` (at least 0) and `GCOUNT` (at least 1). An + extension's `XTENSION` is `IMAGE`, `TABLE` or `BINTABLE` (trailing spaces + trimmed); any other is rejected and named. A card `GROUPS = T` (random + groups) is rejected. +- **Data size:** `D = |BITPIX| / 8 × GCOUNT × (PCOUNT + NAXIS1 × … × + NAXISn)` computed exactly (0 when `NAXIS = 0`, with `PCOUNT = 0` and + `GCOUNT = 1` for the primary) is at most 2^53 − 1, and `data_offset + D` + is at most the file's size, where `data_offset` is the HDU's first byte + plus its header's blocks. The data's padding MAY be short (a truncated + final block); the next HDU, if any, starts at the next block boundary. +- **Tables** (`TABLE` and `BINTABLE`): after `GCOUNT`, the card `TFIELDS`, + an integer in 0 … 999; `BITPIX` is 8 and `NAXIS` is 2 (named in the + rejection with the extension's type); a card `TFORMn` exists for each `n` + in `1 … TFIELDS`; `THEAP` (an integer when present; `NAXIS1 × NAXIS2` + when absent) is at least `NAXIS1 × NAXIS2` and at most `NAXIS1 × NAXIS2 + + PCOUNT`; a card `ZTABLE = T` (a tile-compressed table) is rejected, and, + in this revision, a card `ZIMAGE = T` (a tile-compressed image) too. +- **Count:** at most 65536 HDUs. + +After an HDU, if the next block boundary is within the file and the file +has at least 80 bytes from it that begin `XTENSION=`, they start the next +HDU; otherwise the remaining bytes are special records +([§6.1](#61-elements)), described and never read, and the walk ends. No +other card is checked: the values the layout uses change the output only as +the convention says, and never reject the input. + +### 15.4 Chunks + +An image's data is `D` contiguous bytes at `data_offset`, `NAXIS1` varying +fastest: the array `V` of [the convention §3.1](#31-the-array), row-major +at that offset. Every chunk of the array is present. The chunk with coords +`c`, at `/c/`, is the chunk of `V` with those coords, referenced +as [conventions §7](../conventions.md#7-source-values-as-arrays) references +a chunk of contiguous values with the chunk limit `2^20`: one range of +source 0, followed for an edge chunk by its zero padding as a literal +range; when that reference does not fit in a payload +([spec/virtualize.md §1.2](../virtualize.md#12-input)), the chunk is copied, +with its padding. A table's `rows` are cut the same way, with an element +of one byte and rows as the array's rows; its `heap` as bytes. The ranges +lie within the file (by the data size check). The output has no data +sources: its source table is source 0 alone. `refkv_source` is the IR +mirror ([the convention §6](#6-the-ir-mirror)). The archive has no other +entries than the root's and the nodes' `zarr.json`, the arrays' chunks and +the mirror's. + +### 15.5 Summary + +This section is informative. Both implementations print a one-line JSON +summary: `hdus` (the count), `kinds` (the count of each kind), `arrays` +(each array's `path`, `shape`, `dataType` and `chunkShape`), `chunks` (the +arrays' chunks in all), `cards` (the headers' cards in all) and `tables` +(the table HDUs). diff --git a/spec/virtualize/fits/schema.json b/spec/virtualize/fits/schema.json new file mode 100644 index 00000000..4fafb7e2 --- /dev/null +++ b/spec/virtualize/fits/schema.json @@ -0,0 +1,687 @@ +{ + "$schema": "https://json-schema.org/draft/2020-12/schema", + "$id": "https://raw.githubusercontent.com/d-v-b/refkv/refs/heads/main/spec/virtualize/fits/schema.json", + "title": "refkv FITS convention, version 0", + "description": "The zarr.json of a node that declares the refkv FITS convention (https://github.com/d-v-b/refkv/blob/main/spec/virtualize/fits.md)", + "type": "object", + "properties": { + "zarr_format": { + "type": "integer", + "const": 3 + }, + "node_type": { + "type": "string", + "enum": [ + "group", + "array" + ] + }, + "attributes": { + "type": "object", + "properties": { + "ome": { + "type": "object", + "description": "OME-NGFF 0.5 metadata" + }, + "zarr_conventions": { + "type": "array", + "contains": { + "$ref": "#/$defs/conventionMetadata" + }, + "minContains": 1, + "maxContains": 1 + }, + "refkv_virtualized": { + "oneOf": [ + { + "$ref": "#/$defs/rootProperty" + }, + { + "$ref": "#/$defs/nodeProperty" + } + ] + } + }, + "required": [ + "zarr_conventions", + "refkv_virtualized" + ], + "additionalProperties": false + } + }, + "required": [ + "zarr_format", + "node_type", + "attributes" + ], + "$defs": { + "conventionMetadata": { + "type": "object", + "description": "The FITS convention's metadata object in zarr_conventions", + "properties": { + "uuid": { + "type": "string", + "const": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93" + }, + "schema_url": { + "type": "string", + "const": "https://raw.githubusercontent.com/d-v-b/refkv/refs/heads/main/spec/virtualize/fits/schema.json" + }, + "spec_url": { + "type": "string", + "const": "https://github.com/d-v-b/refkv/blob/main/spec/virtualize/fits.md" + }, + "name": { + "type": "string", + "const": "refkv_virtualized" + }, + "description": { + "type": "string", + "const": "The Zarr layout of a FITS source virtualized by refkv, and the source's metadata" + } + }, + "required": [ + "uuid" + ], + "additionalProperties": false + }, + "rootProperty": { + "type": "object", + "description": "The root's property: the profile and version that produced the hierarchy, its source, and the root's source metadata", + "properties": { + "profile": { + "type": "string", + "const": "fits" + }, + "version": { + "type": "integer", + "const": 0 + }, + "source": { + "type": "object", + "properties": { + "url": { + "type": "string", + "description": "The URL of the source file" + } + }, + "required": [ + "url" + ], + "additionalProperties": false + }, + "layouts": { + "type": "object", + "minProperties": 1, + "additionalProperties": { + "type": "string", + "pattern": "^[^/]+(/[^/]+)*$" + }, + "description": "The other layouts of the source in this hierarchy, by name, each the path of its node below the root (spec/conventions.md §9 )" + }, + "fits": { + "$ref": "#/$defs/sourceMetadata" + } + }, + "required": [ + "profile", + "version", + "source" + ], + "additionalProperties": false + }, + "sourceMetadata": { + "anyOf": [ + { + "type": "object", + "description": "The root's: the table of HDUs and the primary header's cards (spec/virtualize/fits.md §2.6 )", + "properties": { + "hdus": { + "type": "array", + "items": { + "type": "object", + "properties": { + "index": { + "type": "integer", + "minimum": 0 + }, + "type": { + "enum": [ + "primary", + "image", + "table", + "bintable" + ] + }, + "kind": { + "enum": [ + "empty", + "image", + "table" + ] + }, + "name": { + "type": [ + "string", + "null" + ] + }, + "version": { + "type": [ + "integer", + "null" + ] + }, + "bitpix": { + "enum": [ + 8, + 16, + 32, + 64, + -32, + -64 + ] + }, + "naxis": { + "type": "array", + "items": { + "type": "integer", + "minimum": 0 + } + }, + "pcount": { + "type": "integer", + "minimum": 0 + }, + "gcount": { + "type": "integer", + "minimum": 1 + }, + "offset": { + "type": "integer", + "minimum": 0 + }, + "header_bytes": { + "type": "integer", + "minimum": 2880 + }, + "data_offset": { + "type": "integer", + "minimum": 2880 + }, + "data_bytes": { + "type": "integer", + "minimum": 0 + } + }, + "required": [ + "index", + "type", + "kind", + "name", + "version", + "bitpix", + "naxis", + "pcount", + "gcount", + "offset", + "header_bytes", + "data_offset", + "data_bytes" + ], + "additionalProperties": false + } + }, + "cards": { + "description": "The header's cards, [keyword, value, comment] each, in order: a string, a logical, an integer (exact; as a string of digits past 2^53 - 1), a real (its binary64 value), a complex as [re, im], null for no value, or {\"text\": t} for a value the standard does not define; a commentary card's text is its comment. Null when the cards would take more than 65536 bytes of JSON", + "anyOf": [ + { + "type": "null" + }, + { + "type": "array", + "items": { + "type": "array", + "minItems": 3, + "maxItems": 3, + "prefixItems": [ + { + "type": "string" + }, + { + "anyOf": [ + { + "type": "null" + }, + { + "type": "boolean" + }, + { + "type": "number" + }, + { + "type": "string" + }, + { + "type": "array", + "items": { + "type": "number" + }, + "minItems": 2, + "maxItems": 2 + }, + { + "type": "object", + "properties": { + "text": { + "type": "string" + } + }, + "required": [ + "text" + ], + "additionalProperties": false + } + ] + }, + { + "type": [ + "string", + "null" + ] + } + ] + } + } + ] + } + }, + "required": [ + "hdus", + "cards" + ], + "additionalProperties": false + }, + { + "type": "object", + "description": "An HDU node's: its index and cards, an image's scaling cards, a table's columns", + "properties": { + "index": { + "type": "integer", + "minimum": 0 + }, + "cards": { + "description": "The header's cards, [keyword, value, comment] each, in order: a string, a logical, an integer (exact; as a string of digits past 2^53 - 1), a real (its binary64 value), a complex as [re, im], null for no value, or {\"text\": t} for a value the standard does not define; a commentary card's text is its comment. Null when the cards would take more than 65536 bytes of JSON", + "anyOf": [ + { + "type": "null" + }, + { + "type": "array", + "items": { + "type": "array", + "minItems": 3, + "maxItems": 3, + "prefixItems": [ + { + "type": "string" + }, + { + "anyOf": [ + { + "type": "null" + }, + { + "type": "boolean" + }, + { + "type": "number" + }, + { + "type": "string" + }, + { + "type": "array", + "items": { + "type": "number" + }, + "minItems": 2, + "maxItems": 2 + }, + { + "type": "object", + "properties": { + "text": { + "type": "string" + } + }, + "required": [ + "text" + ], + "additionalProperties": false + } + ] + }, + { + "type": [ + "string", + "null" + ] + } + ] + } + } + ] + }, + "bscale": { + "type": [ + "number", + "null" + ] + }, + "bzero": { + "type": [ + "number", + "null" + ] + }, + "blank": { + "type": [ + "number", + "null" + ] + }, + "bunit": { + "type": [ + "string", + "null" + ] + }, + "columns": { + "type": "array", + "items": { + "type": "object", + "properties": { + "name": { + "type": [ + "string", + "null" + ] + }, + "form": { + "type": "string" + }, + "unit": { + "type": [ + "string", + "null" + ] + }, + "dim": { + "type": [ + "string", + "null" + ] + }, + "scale": { + "type": [ + "number", + "null" + ] + }, + "zero": { + "type": [ + "number", + "null" + ] + }, + "null": { + "type": [ + "number", + "null" + ] + }, + "disp": { + "type": [ + "string", + "null" + ] + }, + "bcol": { + "type": [ + "number", + "null" + ] + } + }, + "required": [ + "name", + "form", + "unit", + "dim", + "scale", + "zero", + "null", + "disp", + "bcol" + ], + "additionalProperties": false + } + } + }, + "required": [ + "index", + "cards" + ], + "additionalProperties": false + }, + { + "$ref": "#/$defs/mirror" + }, + { + "$ref": "#/$defs/mirrorView" + } + ] + }, + "headerValue": { + "description": "A translated header value (spec/conventions.md §6 )", + "anyOf": [ + { + "type": "number" + }, + { + "$ref": "#/$defs/text" + }, + { + "type": "array", + "items": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "string" + } + ] + } + } + ] + }, + "text": { + "description": "A text value: a string (UTF-8), or its ISO 8859-1 reading when it is not UTF-8", + "anyOf": [ + { + "type": "string" + }, + { + "type": "object", + "properties": { + "latin1": { + "type": "string" + } + }, + "required": [ + "latin1" + ], + "additionalProperties": false + } + ] + }, + "mirror": { + "type": "object", + "description": "refkv_source's: the IR mirror's description (spec/conventions.md §8.2 )", + "properties": { + "ir": { + "type": "object", + "properties": { + "version": { + "const": 2 + }, + "size": { + "type": "integer", + "minimum": 0, + "description": "The source's size in bytes (a store IR's: its objects' sizes, summed)" + }, + "objects": { + "type": "integer", + "minimum": 0, + "description": "A store IR's objects (spec/conventions.md §8.9 ); a file IR has none" + }, + "elements": { + "type": "integer", + "minimum": 1, + "description": "The elements, column runs expanded" + }, + "rows": { + "type": "integer", + "minimum": 1, + "description": "The rows the table stores" + }, + "names": { + "type": "array", + "items": { + "type": "string" + }, + "minItems": 1, + "prefixItems": [ + { + "const": "" + } + ], + "description": "The interned names, sorted; the first, \"\", is the root's (conventions §8.1 )" + }, + "types": { + "type": "array", + "items": { + "type": "string" + }, + "minItems": 1, + "prefixItems": [ + { + "const": "" + } + ], + "description": "The interned types (§8.6 )" + }, + "forms": { + "type": "array", + "items": { + "type": "string" + }, + "description": "The interned forms, each a JSON text (§8.5 )" + } + }, + "required": [ + "version", + "size", + "elements", + "rows", + "names", + "types", + "forms" + ], + "additionalProperties": false + } + }, + "required": [ + "ir" + ], + "additionalProperties": false + }, + "mirrorView": { + "type": "object", + "description": "A view group's (refkv_source/tree/...): a struct's view document (spec/conventions.md §8.7 )", + "properties": { + "$vz": { + "const": "derived", + "description": "A derived element's document" + }, + "$form": { + "type": [ + "string", + "null" + ], + "description": "A derived element's form (§8.5 )" + }, + "$partial": { + "const": true, + "description": "The document stops short of the struct's children" + } + }, + "minProperties": 1, + "additionalProperties": { + "$ref": "#/$defs/viewValue" + } + }, + "viewValue": { + "description": "A child's view: a JSON value, a nested document, or a $vz form", + "anyOf": [ + { + "type": [ + "string", + "number", + "boolean", + "null", + "array" + ] + }, + { + "type": "object", + "properties": { + "$vz": { + "enum": [ + "alias", + "group", + "element", + "derived", + "int", + "float", + "bytes", + "utf16" + ] + } + }, + "required": [ + "$vz" + ] + }, + { + "type": "object" + } + ] + }, + "nodeProperty": { + "type": "object", + "description": "Any other node's property: its source metadata only", + "properties": { + "fits": { + "$ref": "#/$defs/sourceMetadata" + } + }, + "required": [ + "fits" + ], + "additionalProperties": false + } + } +} diff --git a/spec/virtualize/profiles.json b/spec/virtualize/profiles.json index 7e133923..4eb641e1 100644 --- a/spec/virtualize/profiles.json +++ b/spec/virtualize/profiles.json @@ -77,6 +77,19 @@ "inputs": "MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)", "for": "MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)" }, + { + "name": "fits", + "section": 15, + "title": "FITS", + "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", + "version": 0, + "kind": "file", + "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], + "reference": null, + "source": "FITS", + "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", + "for": "FITS images and tables (`.fits`, `.fz`)" + }, { "name": "mrc-dataset", "section": null, diff --git a/uv.lock b/uv.lock index 52c4c936..9a17ca8e 100644 --- a/uv.lock +++ 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"h5netcdf" }, @@ -1892,6 +1944,7 @@ bench = [ ] dev = [ { name = "aiohttp", specifier = ">=3.14.3" }, + { name = "astropy", specifier = ">=8.0" }, { name = "czifile", specifier = ">=2026.8.16" }, { name = "fsspec", specifier = ">=2026.9.0" }, { name = "h5netcdf", specifier = ">=1.8.1" }, From c578be414402c384c2af998179dd809ac2e9a6d9 Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Wed, 21 Oct 2026 23:58:41 +0200 Subject: [PATCH 3/6] docs(design): amend the FITS plan's empty-HDU rule to what the profile does An HDU is empty only when NAXIS = 0; an image with a zero-length axis is an array with no chunks, as the parser and the convention now say. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- design/plans/fits.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/design/plans/fits.md b/design/plans/fits.md index 12024b47..555967ab 100644 --- a/design/plans/fits.md +++ b/design/plans/fits.md @@ -214,8 +214,8 @@ By its kind, an HDU's node is: | kind | test | node | |---|---|---| -| **empty** | `NAXIS = 0`, or some `NAXISn = 0` and not random groups | a group with no children: metadata only (the empty primary; STIS placeholders) | -| **image** | primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'` | an array ([§2.3](#23-images)) | +| **empty** | `NAXIS = 0` | a group with no children: metadata only (the empty primary; STIS placeholders) | +| **image** | primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'` | an array ([§2.3](#23-images)); one with no chunks when some `NAXISn = 0` | | **compressed image** | `XTENSION = 'BINTABLE'` with `ZIMAGE = T` | an array ([§2.4](#24-tile-compressed-images)) | | **table** | `XTENSION = 'BINTABLE'` or `'TABLE'` otherwise | a group with the arrays `rows` and, when the heap is not empty, `heap` ([§2.5](#25-tables)) | From 419be7b316c35776b7ca5724cb8e9f91b17ade24 Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Thu, 22 Oct 2026 00:54:28 +0200 Subject: [PATCH 4/6] feat(fits): virtualize tile-compressed images with a fits_tiles codec decoded by the Rust core MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit A BINTABLE with ZIMAGE = T (what fpack writes to .fz files) becomes an array of the image's shape and type, chunked by runs of tiles up to 1 MiB decoded, cut as conventions §7 cuts contiguous values over the tile grid. Each chunk is a literal prefix (every tile's stream length and kind, ZBLANK, ZSCALE and ZZERO) followed by one byte range of the heap, since fpack and astropy store tiles one after the other (per-tile ranges when they do not). The parser reads the main table in one range, checks the ZCMPTYPE, ZBITPIX, ZNAXISn, ZTILEn, RICE, ZQUANTIZ, ZDITHER0, column, row-count, descriptor and tile-order rules, and describes each chunk's heap bytes as an element. The `fits_tiles` codec (rust/refkv-ir/src/fits_tiles.rs) decodes RICE_1 (a port of cfitsio's fits_rdecomp, _short and _byte), GZIP_1, GZIP_2 and NOCOMPRESS tiles, gzip-fallback tiles, and dequantizes with cfitsio's random table and dither (unquantize.c), bit for bit against astropy's codec; it is exposed to Python (_core.fits_tiles_decode, refkv.zarr.codecs.FitsTilesCodec) and to wasm (vz_fits_tiles_decode). The convention computes the dequantization unfused in binary64; astropy's arm64 build fuses the multiply and add, so the tests compare quantized floats within that rounding. Also: the FITS spec gains §3.3 and the compressed checks of §16.3, the schema the root table's compression member; 28 compressed fixtures (astropy-written and hand-built: gzip fallback, absent tile, heap gaps, Q descriptors, BLOCKSIZE 16, no ZTILE cards) and 17 rejections; js/test/fits/verify.py (the browser twin against astropy); docs/virtualize/fits/README.md, the demo's FITS examples and conformance/virtualize/corpus_fits.txt. FITS is section 16, after main's VSI profile. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- conformance/virtualize/corpus_fits.txt | 15 + demo/index.html | 7 +- docs/virtualize/README.md | 2 +- docs/virtualize/fits/README.md | 172 ++++++ fixtures/fits/fits_comp_chunk_rows.fits | Bin 0 -> 1310400 bytes fixtures/fits/fits_comp_gzip1.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_gzip1_float.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_gzip2.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_hand_absent_tile.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_hand_block16.fits | Bin 0 -> 8640 bytes .../fits/fits_comp_hand_gzip_fallback.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_hand_heap_gaps.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_hand_no_ztile.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_hand_one_column.fits | Bin 0 -> 8640 bytes .../fits/fits_comp_hand_q_descriptors.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_many.fits | 13 + fixtures/fits/fits_comp_nocompress.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_1d.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_float64.fits | 3 + .../fits/fits_comp_rice_float_dither1.fits | 7 + .../fits/fits_comp_rice_float_dither2.fits | 6 + .../fits/fits_comp_rice_float_nodither.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_int16.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_int32.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_one.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_uint16.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_rice_uint8.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_comp_tiles_3d.fits | Bin 0 -> 11520 bytes fixtures/fits/fits_comp_tiles_3d_sub.fits | Bin 0 -> 11520 bytes fixtures/fits/fits_comp_tiles_square.fits | 305 +++++++++ fixtures/fits/fits_reject_bytepix8.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_columns_extra.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_descriptor_both.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_descriptor_outside.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_null_pixel_mask.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_row_count.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_tiles_out_of_order.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_uncompressed_data.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_zbitpix.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_zcmptype_hcompress.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_zcmptype_plio.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_zcmptype_unknown.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_zdither0_missing.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_zdither0_range.fits | Bin 0 -> 8640 bytes .../fits/fits_reject_zquantiz_unknown.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_ztile_large.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_ztile_zero.fits | Bin 0 -> 8640 bytes fixtures/generators/fits/write_fixtures.py | 216 +++++++ js/test/fits/verify.py | 169 +++++ python/src/lib.rs | 13 + python/src/refkv/zarr/codecs.py | 37 ++ python/tests/ir/test_fits.py | 48 +- rust/refkv-ir/schema/fits.json | 582 ++++++++++++++++-- rust/refkv-ir/src/fits.rs | 539 ++++++++++++++-- rust/refkv-ir/src/fits_tiles.rs | 482 +++++++++++++++ rust/refkv-ir/src/lib.rs | 1 + rust/refkv-ir/src/project/fits.rs | 115 +++- rust/refkv-ir/src/wasm.rs | 25 + rust/refkv-ir/tests/parsers.rs | 17 + spec/generate_schemas.py | 19 +- spec/virtualize/fits.md | 148 ++++- spec/virtualize/fits/schema.json | 103 +++- 62 files changed, 2913 insertions(+), 131 deletions(-) create mode 100644 conformance/virtualize/corpus_fits.txt create mode 100644 docs/virtualize/fits/README.md create mode 100644 fixtures/fits/fits_comp_chunk_rows.fits create mode 100644 fixtures/fits/fits_comp_gzip1.fits create mode 100644 fixtures/fits/fits_comp_gzip1_float.fits create mode 100644 fixtures/fits/fits_comp_gzip2.fits create mode 100644 fixtures/fits/fits_comp_hand_absent_tile.fits create mode 100644 fixtures/fits/fits_comp_hand_block16.fits create mode 100644 fixtures/fits/fits_comp_hand_gzip_fallback.fits create mode 100644 fixtures/fits/fits_comp_hand_heap_gaps.fits create mode 100644 fixtures/fits/fits_comp_hand_no_ztile.fits create mode 100644 fixtures/fits/fits_comp_hand_one_column.fits create mode 100644 fixtures/fits/fits_comp_hand_q_descriptors.fits create mode 100644 fixtures/fits/fits_comp_many.fits create mode 100644 fixtures/fits/fits_comp_nocompress.fits create mode 100644 fixtures/fits/fits_comp_rice_1d.fits create mode 100644 fixtures/fits/fits_comp_rice_float64.fits create mode 100644 fixtures/fits/fits_comp_rice_float_dither1.fits create mode 100644 fixtures/fits/fits_comp_rice_float_dither2.fits create mode 100644 fixtures/fits/fits_comp_rice_float_nodither.fits create mode 100644 fixtures/fits/fits_comp_rice_int16.fits create mode 100644 fixtures/fits/fits_comp_rice_int32.fits create mode 100644 fixtures/fits/fits_comp_rice_one.fits create mode 100644 fixtures/fits/fits_comp_rice_uint16.fits create mode 100644 fixtures/fits/fits_comp_rice_uint8.fits create mode 100644 fixtures/fits/fits_comp_tiles_3d.fits create mode 100644 fixtures/fits/fits_comp_tiles_3d_sub.fits create mode 100644 fixtures/fits/fits_comp_tiles_square.fits create mode 100644 fixtures/fits/fits_reject_bytepix8.fits create mode 100644 fixtures/fits/fits_reject_columns_extra.fits create mode 100644 fixtures/fits/fits_reject_descriptor_both.fits create mode 100644 fixtures/fits/fits_reject_descriptor_outside.fits create mode 100644 fixtures/fits/fits_reject_null_pixel_mask.fits create mode 100644 fixtures/fits/fits_reject_row_count.fits create mode 100644 fixtures/fits/fits_reject_tiles_out_of_order.fits create mode 100644 fixtures/fits/fits_reject_uncompressed_data.fits create mode 100644 fixtures/fits/fits_reject_zbitpix.fits create mode 100644 fixtures/fits/fits_reject_zcmptype_hcompress.fits create mode 100644 fixtures/fits/fits_reject_zcmptype_plio.fits create mode 100644 fixtures/fits/fits_reject_zcmptype_unknown.fits create mode 100644 fixtures/fits/fits_reject_zdither0_missing.fits create mode 100644 fixtures/fits/fits_reject_zdither0_range.fits create mode 100644 fixtures/fits/fits_reject_zquantiz_unknown.fits create mode 100644 fixtures/fits/fits_reject_ztile_large.fits create mode 100644 fixtures/fits/fits_reject_ztile_zero.fits create mode 100644 js/test/fits/verify.py create mode 100644 rust/refkv-ir/src/fits_tiles.rs diff --git a/conformance/virtualize/corpus_fits.txt b/conformance/virtualize/corpus_fits.txt new file mode 100644 index 00000000..d3eb7519 --- /dev/null +++ b/conformance/virtualize/corpus_fits.txt @@ -0,0 +1,15 @@ +# url|name|no-ref of the public FITS files in the corpus (the frozen reference has no FITS profile, so each +# compares py with web alone): astropy's test data (BSD-3-Clause) on GitHub, which serves ranges; an SDSS +# spectrum (three binary tables); a HiPS tile (CDS); a Legacy Surveys brick (RICE_ONE, 100 x 100 tiles, +# SUBTRACTIVE_DITHER_2); a Pan-STARRS skycell (RICE int16 row tiles); a ZTF science image (plain float32) +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/comp.fits|astropy_comp_rice|no-ref +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/test0.fits|astropy_test0_mef|no-ref +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/o4sp040b0_raw.fits|astropy_stis_raw|no-ref +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/tb.fits|astropy_bintable|no-ref +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/variable_length_table.fits|astropy_vla_table|no-ref +https://raw.githubusercontent.com/astropy/astropy/7d7cf6d2d3e8b1e381e980278d071067b4b25241/astropy/io/fits/tests/data/checksum.fits|astropy_checksum|no-ref +https://data.sdss.org/sas/dr17/sdss/spectro/redux/26/spectra/lite/0266/spec-0266-51602-0001.fits|sdss_spec_lite|no-ref +https://alasky.cds.unistra.fr/Pan-STARRS/DR1/g/Norder3/Dir0/Npix0.fits|hips_ps1_g_tile|no-ref +https://portal.nersc.gov/cfs/cosmo/data/legacysurvey/dr10/south/coadd/000/0001m002/legacysurvey-0001m002-image-g.fits.fz|legacysurvey_brick_g|no-ref +https://ps1images.stsci.edu/rings.v3.skycell/1405/053/rings.v3.skycell.1405.053.stk.g.unconv.fits|ps1_skycell_g|no-ref +https://irsa.ipac.caltech.edu/ibe/data/ztf/products/sci/2018/0411/467847/ztf_20180411467847_000535_zr_c11_o_q3_sciimg.fits|ztf_sciimg|no-ref diff --git a/demo/index.html b/demo/index.html index cec3a3f5..1a0e3569 100644 --- a/demo/index.html +++ b/demo/index.html @@ -79,6 +79,8 @@

Image files to Zarr in the browser

- dcm_qa_philips by Chris Rorden (BSD-2-Clause), https://github.com/neurolabusc/dcm_qa_philips. - mrcfile's test data (BSD-3-Clause), https://github.com/ccpem/mrcfile: an EPU micrograph with an FEI2 extended header, and EMDB entry EMD-3197 (CC0). + - astropy's test data (BSD-3-Clause), https://github.com/astropy/astropy: a WFPC2 multi-extension file and + a RICE tile-compressed image. - OpenOrganelle jrc_hela-21 and jrc_hela-2 (Janelia COSEM, CC BY 4.0). - Sentinel-2 L2A tile T32UPU of 2019-05-24, from Mendeley Data doi:10.17632/ckcxh6jskz.1 by Lukas Graf (CC BY 4.0); contains modified Copernicus Sentinel data 2019. The URL is Mendeley's own S3 object, @@ -105,6 +107,9 @@

Image files to Zarr in the browser

MRC spec
EPU cryo-EM micrograph, 4096 × 4096 (34 MB) EMDB EMD-3197, 20 × 20 × 20 density map (33 KB)
+
FITS spec
+
astropy test0.fits, WFPC2 chips as four SCI extensions (58 KB) + astropy comp.fits, a RICE tile-compressed image (86 KB)
N5 spec
OpenOrganelle jrc_hela-21, FIB-SEM multiscale (10 GB)
Zarr v2 spec
@@ -134,7 +139,7 @@

Image files to Zarr in the browser

contrast with the fork's JPEG 2000 (hayro-jpeg2000, Apache-2.0 OR MIT) and JPEG XR (jxrlib, BSD-2-Clause) decoders. The examples' data are their authors' (see each source): IDR, the BioImage Archive, the NCI Imaging Data Commons and TCIA, OpenOrganelle and Zenodo records under CC BY 4.0 or CC0; dcm_qa_philips under - BSD-2-Clause; mrcfile's test data under BSD-3-Clause, with EMD-3197 from the EMDB (CC0); the Sentinel-2 example contains modified Copernicus Sentinel data 2019 (Mendeley Data, + BSD-2-Clause; mrcfile's and astropy's test data under BSD-3-Clause, with EMD-3197 from the EMDB (CC0); the Sentinel-2 example contains modified Copernicus Sentinel data 2019 (Mendeley Data, doi:10.17632/ckcxh6jskz.1, CC BY 4.0). diff --git a/docs/virtualize/README.md b/docs/virtualize/README.md index 08472e1b..c639fc8f 100644 --- a/docs/virtualize/README.md +++ b/docs/virtualize/README.md @@ -32,7 +32,7 @@ who each one is for, what you get, and how to run it. | CZI | Zeiss CZI files | [convention](../../spec/virtualize/czi.md) | [§13](../../spec/virtualize/czi.md#part-2-the-profile) | | MRC | MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`) | [mrc](mrc/README.md) | [§14](../../spec/virtualize/mrc.md#part-2-the-profile) | | VSI | Olympus cellSens whole-slide images (`.vsi` with its tile files) | [vsi](vsi/README.md) | [§15](../../spec/virtualize/vsi.md#part-2-the-profile) | -| FITS | FITS images and tables (`.fits`, `.fz`) | [convention](../../spec/virtualize/fits.md) | [§16](../../spec/virtualize/fits.md#part-2-the-profile) | +| FITS | FITS images and tables (`.fits`, `.fz`) | [fits](fits/README.md) | [§16](../../spec/virtualize/fits.md#part-2-the-profile) | A format that reads a file takes a URL, or a local path. One that reads a diff --git a/docs/virtualize/fits/README.md b/docs/virtualize/fits/README.md new file mode 100644 index 00000000..8c9f0859 --- /dev/null +++ b/docs/virtualize/fits/README.md @@ -0,0 +1,172 @@ +# FITS + +refkv turns an image file into a Zarr hierarchy by writing a small archive of +references to the file's bytes, without copying the pixels +([overview](../README.md)). This page is about FITS files. + +## Who this is for + +FITS (`.fits`, `.fz`) is the archive format of astronomy: HST and JWST +exposures and mosaics, Rubin and Euclid images, DECam, Pan-STARRS, Legacy +Surveys and ZTF survey products, spectra and light curves, and radio cubes. +A file is a sequence of HDUs (header-data units), each a header of 80-byte +cards and a block of data: an image, a table, or a tile-compressed image +(what `fpack` writes to `.fz` files, the ground-based archives' usual form). +Someone who wants to read one chip of a multi-extension file lazily over +HTTP, open a `.fz` file in a Zarr reader without `funpack`, or put a mosaic +next to other arrays in a Zarr store has to convert it today. + +refkv reads the headers (and, for a tile-compressed image, its table of +tile descriptors), never the data, and writes an archive in which every HDU +is a node: an image is an array whose chunks are byte ranges of the file, +a tile-compressed image an array whose chunks are runs of its compressed +tiles, decoded by the `fits_tiles` codec, and a table its rows and heap as +bytes. Every header's cards come along. + +## What you get + +A Zarr v3 group at the archive root, with one child per HDU at the path of +its index (`0`, `1`, …), and no OME-NGFF metadata: FITS axes are sky +coordinates, spectral axes and table rows, which the world coordinate +system cards describe for astropy and the viewers. + +- **Images** (the primary with data, `IMAGE` extensions): an array of the + FITS axes reversed (`[NAXIS2, NAXIS1]` for a 2-D image), of the `BITPIX` + type (`uint8`, `int16`, `int32`, `int64`, `float32`, `float64`), + big-endian `bytes` codec, chunks of at most 1 MiB cut along the slowest + axis that allows it. The stored values: `BSCALE`, `BZERO` and `BLANK` are + recorded in the node's metadata, not applied (a `uint16` image stored as + `int16` with `BZERO = 32768` is an `int16` array). +- **Tile-compressed images** (`BINTABLE` with `ZIMAGE = T`): an array of + the image's shape and type, chunked by runs of tiles up to 1 MiB + decoded (128 rows of a DECam chip, 18 tiles of a Legacy Surveys brick), + with the `fits_tiles` codec: `RICE_1`, `GZIP_1`, `GZIP_2` and + `NOCOMPRESS` tiles, quantized floats dequantized with cfitsio's dither. + Each chunk is one byte range of the heap (tiles are stored one after the + other) behind a small prefix that carries every tile's length, scale and + zero, so the codec needs nothing but the chunk's bytes. +- **Tables** (`BINTABLE`, `TABLE`): a group with the arrays `rows` + (`[NAXIS2, NAXIS1]` of `uint8`) and `heap` (the variable-length arrays), + and the column definitions in the group's metadata. Any FITS table + reader decodes the bytes; columns are not arrays yet. +- **Empty HDUs** (`NAXIS = 0`, the empty primary of a multi-extension file): + a group with the header's cards. +- **Cards:** every HDU's node carries its header as `[keyword, value, + comment]` triples under `refkv_virtualized.fits.cards`, typed (logicals, + integers, reals, strings with `CONTINUE` joined, `HIERARCH` keywords), in + order with duplicates, up to 64 KB of JSON; the root carries the table of + HDUs (type, name, version, offsets, compression) and the primary's cards. + The whole file is described on `refkv_source` by the Rust core's IR + mirror, from which it is rebuilt byte for byte. + +**What is not expressed.** The world coordinate system is kept as cards, +not interpreted (astropy.wcs reads them from the node's metadata); value +scaling is recorded, not applied; table columns are bytes. +[spec/virtualize/fits.md §8](../../../spec/virtualize/fits.md#8-what-the-layout-does-not-express) +lists them. + +## Try it + +A Legacy Surveys brick (DR10, `g` band): 3600 × 3600 float32, RICE +compressed in 100 × 100 tiles with subtractive dithering, 11 MB, from +[corpus_fits.txt](../../../conformance/virtualize/corpus_fits.txt): + +```bash +uv run python -m refkv.virtualize https://portal.nersc.gov/cfs/cosmo/data/legacysurvey/dr10/south/coadd/000/0001m002/legacysurvey-0001m002-image-g.fits.fz brick.vzip +``` + +``` +{"format": "fits", "hdus": 2, "kinds": {"empty": 1, "image": 1}, "arrays": [{"path": "1", "shape": [3600, 3600], "dataType": "float32", "chunkShape": [100, 1800], "compression": "RICE_1"}], "chunks": 72, "cards": 171, "tables": 0, ...} +``` + +The archive is 109 KB; virtualizing read 96 KB of the file (the two +headers and the 1296-row table of tile descriptors). Read the image: + +```python +import zarr +import refkv.zarr + +g = zarr.open_group(refkv.zarr.open("brick.vzip"), mode="r") +print(g.attrs["refkv_virtualized"]["fits"]["hdus"][1]["compression"]) +a = g["1"] +print(a.shape, a.dtype, a.chunks) +print(a[1800:1803, 1800:1804]) +print([c for c in a.attrs["refkv_virtualized"]["fits"]["cards"] if c[0] in ("CTYPE1", "CRVAL1", "BUNIT")]) +``` + +``` +{'type': 'RICE_1', 'parameters': {'BLOCKSIZE': 32, 'BYTEPIX': 4}, 'zbitpix': -32, 'tile': [100, 100], 'quantize': 'SUBTRACTIVE_DITHER_2', 'dither_seed': 6049, 'zblank': None, 'tiles': 1296} +(3600, 3600) float32 (100, 1800) +[[ 0.00104921 0.00260768 -0.00169845 -0.00120833] + [ 0.00286447 -0.00218325 -0.00076782 -0.00165043] + [ 0.00144809 0.00024898 0.00051489 -0.00029411]] +[['CTYPE1', 'RA---TAN', 'TANgent plane'], ['CRVAL1', 0.125, 'Reference RA'], ['BUNIT', 'nanomaggy', 'AB mag = 22.5 - 2.5*log10(nanomaggy)']] +``` + +These are astropy's values (`fits.open(path)[1].data[1800:1803, 1800:1804]`) +to within the last bits of the dequantization: the convention computes +`(I − R + 0.5) × ZSCALE + ZZERO` in binary64 with each operation rounded, +where a build of cfitsio may fuse the multiply and the add. Reading those +three rows fetched one 1 MiB chunk: 18 tiles, one range of the heap. + +**In the browser.** The demo page virtualizes a FITS file and serves it as +Zarr; the Neuroglancer fork displays uncompressed images, and +tile-compressed ones once it has the `fits_tiles` codec (the Rust core +exports it to wasm as `vz_fits_tiles_decode`). + +## Supported and not supported + +Supported: + +- Images of every `BITPIX`, multi-extension files, `NAXIS = 0` HDUs, + special records after the last HDU, a truncated final block. +- Tile-compressed images with `RICE_1` (`BLOCKSIZE` 16 or 32, `BYTEPIX` 1, + 2 or 4), `GZIP_1`, `GZIP_2` and `NOCOMPRESS`, tiles of any shape, + quantized floats with `NO_DITHER`, `SUBTRACTIVE_DITHER_1` and + `SUBTRACTIVE_DITHER_2`, `ZBLANK` as a card or a column, tiles stored as + gzip fallbacks, absent tiles, unused heap bytes between tiles, `P` and + `Q` descriptors. +- Binary and ASCII tables, as bytes. + +Rejected: + +- Whole-file gzip and bzip2 (`.fits.gz`, SDSS's `.fits.bz2`): a compressed + stream has no byte ranges to reference; decompress the file first. +- Non-conforming files (`SIMPLE = F`), files whose first card is + `XTENSION`, random groups (`GROUPS = T`), tile-compressed tables + (`ZTABLE = T`), `HCOMPRESS_1` and `PLIO_1` compression, the deprecated + `UNCOMPRESSED_DATA` column and `NULL_PIXEL_MASK`. +- Headers without `END` within 16 MiB, cards with bytes outside printable + ASCII, mandatory cards out of order or not integers, data past the end + of the file, tiles stored out of order in the heap, more than 65536 + HDUs, a tile table over 64 MiB. + +## Performance + +- Virtualizing reads each header in one 64 KiB window (several small HDUs + share one), and a tile-compressed image's table of descriptors (8 to 24 + bytes per tile) in one range. A DECam exposure of 61 chips reads about + 10 MB of a 331 MB file; a plain multi-extension file reads its headers + alone. +- Reading a chunk of an image is one range request of at most 1 MiB; of a + tile-compressed image, one range of its tiles' streams (about 170 KB for + 128 DECam rows), decoded in Rust. +- The archive has one entry per chunk: 72 for a Legacy Surveys brick, about + 2000 for a DECam exposure. + +## How it's verified + +`js/test/fits/verify.py` virtualizes the synthetic FITS files (including +inputs to reject) with the browser code, reads them back through +`python/src/refkv` and zarr-python, and compares every HDU's values and +cards with astropy's. `python/tests/ir/test_fits.py` does the same through +Python, and the Rust core's tests check the RICE decoder and the +dequantizer against streams and values astropy's codec produced. +`compare.py` checks that the Python and browser outputs are equivalent on +those files and on the public files of +[corpus_fits.txt](../../../conformance/virtualize/corpus_fits.txt). + +- Convention and profile: [spec/virtualize/fits.md](../../../spec/virtualize/fits.md) +- Rust core: [rust/refkv-ir/src/fits.rs](../../../rust/refkv-ir/src/fits.rs), the codec [rust/refkv-ir/src/fits_tiles.rs](../../../rust/refkv-ir/src/fits_tiles.rs) +- Fixtures: [fixtures/fits/](../../../fixtures/fits/) +- Design: [design/plans/fits.md](../../../design/plans/fits.md) diff --git a/fixtures/fits/fits_comp_chunk_rows.fits b/fixtures/fits/fits_comp_chunk_rows.fits new file mode 100644 index 0000000000000000000000000000000000000000..c4855abadbedfabea47ed00bd9b09162f789d5be GIT binary patch literal 1310400 zcmeFZWmFbS+wVOzCtcDi-H4=;(%lUrN{5tyQWhcI-Q5<5sHh+yp`a)rA{ba8AShyB zq3|sjV$kx)x@qeMW8}!^lL*1hIJl(?G_`;(? zy#8M0AG79Kjz%^x{M-0;f?m+!KzFZDzF_bFq3jpv6%^(d92E8sk$?J0&(T)TT=##W zXZufv|A#;R5&J*1{g2syD)65Q{HFr{slb0K@Sh6&rvm?}!2ka%fWJ=K7+ILB^NDI3 zncHee$LjOKQgTL1!`jh>i_5NPv 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array dimensions EXTEND = T END XTENSION= 'BINTABLE' / binary table extension BITPIX = 8 / array data type NAXIS = 2 / number of array dimensions NAXIS1 = 32 / width of table in bytes NAXIS2 = 24 / number of rows in table PCOUNT = 932 / number of group parameters GCOUNT = 1 / number of groups TFIELDS = 4 / number of fields in each row TTYPE1 = 'COMPRESSED_DATA' TFORM1 = '1PB(139)' TTYPE2 = 'GZIP_COMPRESSED_DATA' TFORM2 = '1PB(0) ' TTYPE3 = 'ZSCALE ' TFORM3 = '1D ' TTYPE4 = 'ZZERO ' TFORM4 = '1D ' ZIMAGE = T / extension contains compressed image ZTENSION= 'IMAGE ' / Image extension ZBITPIX = -32 / array data type ZNAXIS = 2 / number of array dimensions ZNAXIS1 = 40 ZNAXIS2 = 24 ZPCOUNT = 0 / number of parameters ZGCOUNT = 1 / number of groups ZTILE1 = 40 / size of tiles to be compressed ZTILE2 = 1 / size of tiles to be compressed ZCMPTYPE= 'RICE_1 ' / compression algorithm ZNAME1 = 'BLOCKSIZE' / compression block size ZVAL1 = 32 / pixels per block ZNAME2 = 'BYTEPIX ' / bytes per pixel (1, 2, 4, or 8) ZVAL2 = 4 / bytes per pixel (1, 2, 4, or 8) ZNAME3 = 'NOISEBIT' / floating point quantization level ZVAL3 = 4 / floating point quantization level ZQUANTIZ= 'SUBTRACTIVE_DITHER_1' / Pixel Quantization Algorithm ZDITHER0= 1234 / dithering offset when quantizing floats EXTNAME = 'COMPRESSED_IMAGE' / name of this binary table extension ZBLANK = -2147483648 END @"p21" ,?~N>Jh.I :?Vg 2A MG|Z@)~xA+>@jeW2ұ@OtL5OtL"@Hִ<4 b>@AߵIA.3G~@2[?j4G0]CAg y?,teZ.B?u| e2uFv@g.]*2zH^@w29T@ ڊU3L#oj@`Z$X8 eh㵲,@K0Ƞb6gc 'K@s1s"i?֔h/ 9@Y&{2OB,l@=z4=z@o &Y1a+N@o7lk@t@U)p%N@P}Y;z$a AшY)J(hTbf-D$` 3=IJ_v (k N $y Q˹6ЯSnY,m `WhH pxP0`8(H@ p-JĀ $jĻPQ +zn4r6$D !ji!_ !JQyA"e`]7\stBZRh, * : ѢF$v|Ȃ6%JH +$jAOk@`,{ $oe0.%Nz&EE%XJBR1H^54KtAl$+Q$/X68-+ǯ( \@FY(IɁB˄D9k>bJ +$KE>t/Ϻ{iQ,E-$f C|$ س Y(ň'KQ%٣$4v.;ZR+S탮E50$S$$Z aZV(-E`eϨ  ;3 +eQLt)aI +,\c +A".9`Hh 0H 0@hp(  88`PPU@ $MqǽW u0P OA +K81„(!ӉQJ (^6""_Q PI \ No newline at end of file diff --git a/fixtures/fits/fits_comp_rice_float_dither2.fits 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T8UmvsFd71*Aut*OgE0gE@JcJ; literal 0 HcmV?d00001 diff --git a/fixtures/generators/fits/write_fixtures.py b/fixtures/generators/fits/write_fixtures.py index 78c228d6..afcc17b7 100644 --- a/fixtures/generators/fits/write_fixtures.py +++ b/fixtures/generators/fits/write_fixtures.py @@ -17,10 +17,13 @@ import bz2 import gzip +import re +import struct from pathlib import Path import numpy as np from astropy.io import fits +from astropy.io.fits.hdu.compressed._tiled_compression import _compress_tile OUT = Path(__file__).parents[2] / "fits" BLOCK = 2880 @@ -345,12 +348,225 @@ def _append_card(data: bytes, hdu: int, card: str) -> bytes: return data[:offset] + cards.ljust(new_end - offset, b" ") + data[header_end:] +# ---- tile-compressed images (spec/virtualize/fits.md §3.3 +# ) + +RNG = np.random.default_rng(7) + + +def noisy(shape, dtype: str, scale: float = 100.0) -> np.ndarray: + """Noise, so that quantization has a noise level to work from (a ramp has none and every + tile falls back to gzip), in the given type.""" + a = RNG.normal(0.0, scale, shape) + if np.dtype(dtype).kind == "u": + return np.clip(a + 3 * scale, 0, np.iinfo(dtype).max).astype(dtype) + if np.dtype(dtype).kind == "i": + return np.clip(a, np.iinfo(dtype).min, np.iinfo(dtype).max).astype(dtype) + return a.astype(dtype) + + +def table_layout(header) -> tuple[list[tuple[str, str, int]], int]: + """[(TTYPE, TFORM, byte offset in the row)] of a table's columns, and the row's bytes.""" + cols, at = [], 0 + for n in range(1, header["TFIELDS"] + 1): + form = header[f"TFORM{n}"].strip() + m = re.match(r"(\d*)([LXBIJKAEDCMPQ])", form) + count, letter = int(m.group(1) or 1), m.group(2) + width = {"L": 1, "X": 0, "B": 1, "I": 2, "J": 4, "K": 8, "A": 1, "E": 4, "D": 8, "C": 8, "M": 16, "P": 8, "Q": 16}[letter] + size = -(-count // 8) if letter == "X" else count * width if letter not in "PQ" else width + cols.append((header.get(f"TTYPE{n}", "").strip(), form, at)) + at += size + return cols, at + + +def descriptors(data: bytes, hdu_index: int) -> tuple[int, int, dict[str, list[tuple[int, int]]], list[tuple[str, str, int]]]: + """(data offset, heap offset, {column: [(length, offset) per row]}, columns) of a + tile-compressed HDU of `data`, from the raw bytes.""" + offset = 0 + for _ in range(hdu_index): + offset = hdu_extent(data, offset)[1] + header_end, _ = hdu_extent(data, offset) + h = fits.Header.fromstring(data[offset:header_end].decode("latin-1")) + cols, row_bytes = table_layout(h) + heap = header_end + h.get("THEAP", h["NAXIS1"] * h["NAXIS2"]) + out = {} + for name, form, at in cols: + if "P" in form or "Q" in form: + fmt, width = (">qq", 16) if "Q" in form else (">ii", 8) + out[name] = [struct.unpack(fmt, data[header_end + r * row_bytes + at : header_end + r * row_bytes + at + width]) for r in range(h["NAXIS2"])] + return header_end, heap, out, cols + + +def zero_gzip_mtimes(path: Path) -> None: + """astropy stamps each gzip member with the current time; the fixtures must regenerate + byte for byte, so every member's mtime (bytes 4-7) becomes 0: the tiles of the + GZIP_COMPRESSED_DATA column and, for GZIP_1 and GZIP_2, of COMPRESSED_DATA.""" + data = bytearray(path.read_bytes()) + with fits.open(path, disable_image_compression=True) as hdul: + indexes = [i for i, hdu in enumerate(hdul) if isinstance(hdu, fits.BinTableHDU) and hdu.header.get("ZIMAGE")] + for i in indexes: + _, heap, descs, _ = descriptors(bytes(data), i) + for rows in descs.values(): + for n, off in rows: + if n and data[heap + off : heap + off + 2] == b"\x1f\x8b": + data[heap + off + 4 : heap + off + 8] = bytes(4) + path.write_bytes(bytes(data)) + + +def comp(name: str, data: np.ndarray, *, hdus=None, extname: str = "COMPRESSED_IMAGE", **kw) -> Path: + """An empty primary and one (or `hdus`) tile-compressed image, as astropy writes it.""" + hdu = fits.CompImageHDU(data, name=extname, **kw) + path = write(name, [primary()] + (hdus or [hdu])) + zero_gzip_mtimes(path) + return path + + +def tile_bytes(tile: np.ndarray, algorithm: str, **settings) -> bytes: + """A tile's compressed stream, as astropy compresses it (settings: blocksize, bytepix, + tilesize for RICE_1; itemsize for GZIP_2).""" + return bytes(_compress_tile(np.ascontiguousarray(tile), algorithm=algorithm, **settings)) + + +def hand_comp(image: np.ndarray, ztile: tuple[int, ...], tiles: list, *, zcmptype: str = "RICE_1", + columns=(("COMPRESSED_DATA", "1PB"), ("GZIP_COMPRESSED_DATA", "1PB")), zvals=(("BLOCKSIZE", 32), ("BYTEPIX", 2)), + heap_order: list[int] | None = None, gap: int = 0, extra_cards=(), rows: int | None = None, + zbitpix: int = 16, extname: str = "HAND") -> bytes: + """A tile-compressed BINTABLE built by hand: `tiles` is one (column index or None, stream + bytes, [zscale, zzero]) per tile; the heap holds the streams in `heap_order` (tile indexes, + default in order) with `gap` unused bytes between them.""" + shape = image.shape + descs = {c[0]: [(0, 0)] * len(tiles) for c in columns} + heap = bytearray() + for t in heap_order if heap_order is not None else range(len(tiles)): + col, stream = tiles[t][0], tiles[t][1] + if col is None: + continue + if heap and gap: + heap += b"\xaa" * gap + descs[columns[col][0]][t] = (len(stream), len(heap)) + heap += stream + cards = ["XTENSION= 'BINTABLE'", "BITPIX = 8", "NAXIS = 2"] + width = sum(16 if "Q" in f else 8 if "P" in f else 8 if f == "1D" else 4 for _, f in columns) + nrows = len(tiles) if rows is None else rows + cards += [f"NAXIS1 = {width:>20}", f"NAXIS2 = {nrows:>20}", f"PCOUNT = {len(heap):>20}", "GCOUNT = 1", + f"TFIELDS = {len(columns):>20}"] + for k, (name, form) in enumerate(columns, 1): + cards += [f"TTYPE{k:<3}= '{name}'", f"TFORM{k:<3}= '{form}'"] + cards += [f"EXTNAME = '{extname}'", "ZIMAGE = T", f"ZCMPTYPE= '{zcmptype}'", f"ZBITPIX = {zbitpix:>20}", + f"ZNAXIS = {len(shape):>20}"] + for n, (size, tile) in enumerate(zip(reversed(shape), reversed(ztile)), 1): + cards += [f"ZNAXIS{n:<2}= {size:>20}", f"ZTILE{n:<3}= {tile:>20}"] + for k, (zname, zval) in enumerate(zvals, 1): + cards += [f"ZNAME{k:<3}= '{zname}'", f"ZVAL{k:<4}= {zval:>20}"] + cards += list(extra_cards) + body = bytearray() + for r in range(nrows): + for name, form in columns: + if "P" in form: + body += struct.pack(">ii", *descs[name][r]) if r < len(tiles) else bytes(8) + elif "Q" in form: + body += struct.pack(">qq", *descs[name][r]) if r < len(tiles) else bytes(16) + elif form == "1D": + z = tiles[r][2] if r < len(tiles) and len(tiles[r]) > 2 else (0.0, 0.0) + body += struct.pack(">d", z[0] if name == "ZSCALE" else z[1]) + else: + body += struct.pack(">i", tiles[r][3] if r < len(tiles) and len(tiles[r]) > 3 else 0) + data = bytes(body) + bytes(heap) + return header_of(cards) + data.ljust(-(-len(data) // BLOCK) * BLOCK, b"\0") + + +def compressed() -> None: + # RICE_1 row tiles of each integer type (astropy picks BYTEPIX by the type), and a 1-D image + comp("fits_comp_rice_int16", noisy((30, 44), "i2"), compression_type="RICE_1") + comp("fits_comp_rice_int32", noisy((25, 40), "i4", 3000.0), compression_type="RICE_1") + comp("fits_comp_rice_uint8", noisy((20, 37), "u1", 20.0), compression_type="RICE_1") + comp("fits_comp_rice_uint16", noisy((12, 50), "u2", 500.0), compression_type="RICE_1") + comp("fits_comp_rice_1d", noisy((300,), "i2"), compression_type="RICE_1", tile_shape=(64,)) + # quantized floats: each ZQUANTIZ, a NaN in two tiles (ZBLANK), float64 + f = noisy((24, 40), "f4", 10.0) + f[3, 5] = np.nan + f[20, 1] = np.nan + comp("fits_comp_rice_float_dither1", f, compression_type="RICE_1", quantize_level=4, quantize_method=1, dither_seed=1234) + comp("fits_comp_rice_float_dither2", f, compression_type="RICE_1", quantize_level=4, quantize_method=2, dither_seed=4321) + comp("fits_comp_rice_float_nodither", f, compression_type="RICE_1", quantize_level=4, quantize_method=-1) + comp("fits_comp_rice_float64", noisy((10, 30), "f8", 10.0), compression_type="RICE_1", quantize_level=8, quantize_method=1, dither_seed=77) + # tiles that are not rows: square tiles with edge tiles, a cube tiled by plane and by sub-cube + comp("fits_comp_tiles_square", noisy((230, 350), "f4", 10.0), compression_type="RICE_1", tile_shape=(100, 100), quantize_level=4, quantize_method=1, dither_seed=9) + comp("fits_comp_tiles_3d", noisy((6, 20, 30), "i2"), compression_type="RICE_1", tile_shape=(1, 20, 30)) + comp("fits_comp_tiles_3d_sub", noisy((6, 20, 30), "i2"), compression_type="RICE_1", tile_shape=(2, 10, 30)) + # the other compressions + comp("fits_comp_gzip1", noisy((20, 30), "i2"), compression_type="GZIP_1") + comp("fits_comp_gzip2", noisy((20, 30), "i4", 3000.0), compression_type="GZIP_2") + comp("fits_comp_gzip1_float", noisy((10, 30), "f4", 10.0), compression_type="GZIP_1", quantize_level=4, quantize_method=1, dither_seed=5) + comp("fits_comp_nocompress", noisy((20, 30), "i2"), compression_type="NOCOMPRESS") + # many compressed HDUs with distinct dither seeds, as a DECam exposure's chips + hdus = [] + for k in range(1, 7): + hdu = fits.CompImageHDU(noisy((8, 40), "f4", 10.0), name="S", compression_type="RICE_1", quantize_level=4, + quantize_method=1, dither_seed=1000 + 7 * k) + hdu.header["EXTVER"] = k + hdus.append(hdu) + comp("fits_comp_many", None, hdus=hdus) + # a large compressed image: 1100 x 1000 int16 row tiles, chunks of 476 rows (limit 2^20 / 2000) + comp("fits_comp_chunk_rows", noisy((1100, 1000), "i2"), compression_type="RICE_1") + # RICE_ONE, the alias Legacy Surveys files use + path = comp("fits_comp_rice_one", noisy((16, 20), "i2"), compression_type="RICE_1") + path.write_bytes(patch_card(path.read_bytes(), 1, "ZCMPTYPE", "ZCMPTYPE= 'RICE_ONE'")) + + # By hand: a 12 x 20 int16 image in 4 row-band tiles of 3 rows. + img = noisy((12, 20), "i2") + rice = lambda k, blocksize=32: tile_bytes(img[3 * k : 3 * k + 3], "RICE_1", blocksize=blocksize, bytepix=2, tilesize=60) + gz = lambda k: gzip.compress(img[3 * k : 3 * k + 3].astype(">i2").tobytes(), mtime=0) + hand = lambda name, body: (OUT / f"{name}.fits").write_bytes(header_of(["SIMPLE = T", "BITPIX = 8", "NAXIS = 0", "EXTEND = T"]) + body) + hand("fits_comp_hand_gzip_fallback", hand_comp(img, (3, 20), [(0, rice(0)), (1, gz(1)), (0, rice(2)), (0, rice(3))])) + hand("fits_comp_hand_absent_tile", hand_comp(img, (3, 20), [(0, rice(0)), (None, b""), (0, rice(2)), (0, rice(3))])) + hand("fits_comp_hand_heap_gaps", hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], gap=16)) + hand("fits_comp_hand_q_descriptors", hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], columns=(("COMPRESSED_DATA", "1QB"), ("GZIP_COMPRESSED_DATA", "1QB")))) + hand("fits_comp_hand_block16", hand_comp(img, (3, 20), [(0, rice(k, 16)) for k in range(4)], zvals=(("BLOCKSIZE", 16), ("BYTEPIX", 2)))) + hand("fits_comp_hand_one_column", hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], columns=(("COMPRESSED_DATA", "1PB"),))) + # no ZTILEn cards: the defaults are row tiles (ZTILE1 = ZNAXIS1, ZTILE2 = 1) + rows = [(0, tile_bytes(img[k : k + 1], "RICE_1", blocksize=32, bytepix=2, tilesize=20)) for k in range(12)] + body = hand_comp(img, (1, 20), rows) + body = body.replace(b"ZTILE1 = 20".ljust(80), b"COMMENT no ZTILE1 card: ZNAXIS1".ljust(80)).replace(b"ZTILE2 = 1".ljust(80), b"COMMENT no ZTILE2 card: 1".ljust(80)) + hand("fits_comp_hand_no_ztile", body) + + # Rejected + out = lambda name, body: (OUT / f"fits_reject_{name}.fits").write_bytes(body) + pr = header_of(["SIMPLE = T", "BITPIX = 8", "NAXIS = 0", "EXTEND = T"]) + path = comp("fits_reject_zcmptype_hcompress", noisy((20, 30), "i2"), compression_type="HCOMPRESS_1", hcomp_scale=0) + path = comp("fits_reject_zcmptype_plio", noisy((20, 30), "i2", 20.0).clip(0, None), compression_type="PLIO_1") + base = comp("fits_reject_base", noisy((12, 20), "i2"), compression_type="RICE_1") + data = base.read_bytes() + base.unlink() + out("zcmptype_unknown", patch_card(data, 1, "ZCMPTYPE", "ZCMPTYPE= 'FOO_1 '")) + out("ztile_zero", patch_card(data, 1, "ZTILE1", "ZTILE1 = 0")) + out("ztile_large", patch_card(data, 1, "ZTILE2", "ZTILE2 = 100")) + out("zbitpix", patch_card(data, 1, "ZBITPIX", "ZBITPIX = 12")) + out("bytepix8", patch_card(data, 1, "ZVAL2", "ZVAL2 = 8")) + out("zquantiz_unknown", _append_card(data, 1, "ZQUANTIZ= 'DITHER_9'")) + out("zdither0_range", _append_card(_append_card(data, 1, "ZQUANTIZ= 'SUBTRACTIVE_DITHER_1'"), 1, "ZDITHER0= 20000")) + out("zdither0_missing", _append_card(data, 1, "ZQUANTIZ= 'SUBTRACTIVE_DITHER_2'")) + out("row_count", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], rows=5)) + out("columns_extra", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], columns=(("COMPRESSED_DATA", "1PB"), ("FOO", "1J")))) + out("uncompressed_data", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(3)] + [(1, img[9:12].astype(">i2").tobytes())], columns=(("COMPRESSED_DATA", "1PB"), ("UNCOMPRESSED_DATA", "1PI")))) + out("null_pixel_mask", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], columns=(("COMPRESSED_DATA", "1PB"), ("NULL_PIXEL_MASK", "1PB")))) + out("descriptor_outside", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)]).replace(struct.pack(">ii", len(rice(3)), sum(len(rice(k)) for k in range(3))), struct.pack(">ii", len(rice(3)) + 100, sum(len(rice(k)) for k in range(3))))) + # tile 1's gzip descriptor copied over its COMPRESSED_DATA descriptor: both non-null (the + # hand-built header is one block; a row of two P descriptors is 16 bytes) + both = pr + hand_comp(img, (3, 20), [(0, rice(0)), (1, gz(1)), (0, rice(2)), (0, rice(3))]) + row1 = len(pr) + BLOCK + 16 + both = both[:row1] + both[row1 + 8 : row1 + 16] + both[row1 + 8 :] + out("descriptor_both", both) + out("tiles_out_of_order", pr + hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], heap_order=[1, 0, 2, 3])) + + def main() -> None: OUT.mkdir(parents=True, exist_ok=True) for p in list(OUT.glob("*.fits")) + list(OUT.glob("*.fits.*")): p.unlink() accepted() rejected() + compressed() if __name__ == "__main__": diff --git a/js/test/fits/verify.py b/js/test/fits/verify.py new file mode 100644 index 00000000..92206d74 --- /dev/null +++ b/js/test/fits/verify.py @@ -0,0 +1,169 @@ +"""Checks the browser FITS virtualizer's output against astropy. + +Each fixtures/fits/*.fits is served over local HTTP and virtualized by +js/conformance/virtualize.ts (the browser code, run under Node). Every HDU's node is read +through the reference reader and zarr-python: an image's array (a tile-compressed one +decoded by the `fits_tiles` codec) must equal astropy's data, a table's rows and heap the +file's bytes, and every node's cards astropy's reading of the header +(spec/virtualize/fits.md §5 ). +The file must be rebuilt byte for byte from the archive's IR mirror (refkv_source, §6 +). +`fits_reject_*` files must be rejected. + +Usage: uv run python js/test/fits/verify.py [

] +""" + +from __future__ import annotations + +import subprocess +import sys +import tempfile +import warnings +from pathlib import Path + +import numpy as np +import zarr +from astropy.io import fits + +HERE = Path(__file__).parent +ROOT = HERE.parents[2] +sys.path.insert(0, str(ROOT / "conformance" / "vzip")) +from http_server import Server # noqa: E402 + +from refkv.policy import Policy # noqa: E402 +import refkv.zarr # noqa: E402 (a vzip archive as a zarr store, with the fits_tiles codec) + +sys.path.insert(0, str(HERE.parent)) +from ir_mirror import mirror_problems # noqa: E402 + +# The sources are served on 127.0.0.1, which spec §6.7 +# rule 3 refuses by +# default. +LOOPBACK_SOURCES = Policy(allow_private_hosts=True) +MAX_SAFE = (1 << 53) - 1 +COMMENTARY = ("COMMENT", "HISTORY", "") +# hand-built tile-compressed fixtures astropy cannot read: the fixture with the same image, and +# the rows an absent tile leaves at 0 +SAME_IMAGE = {"fits_comp_hand_absent_tile": ("fits_comp_hand_one_column", slice(3, 6)), "fits_comp_hand_no_ztile": ("fits_comp_hand_one_column", None)} + + +def card_value(v): + if isinstance(v, fits.card.Undefined): + return None + if isinstance(v, bool): + return v + if isinstance(v, int): + return v if abs(v) <= MAX_SAFE else str(v) + if isinstance(v, complex): + return [v.real, v.imag] + return v + + +def card_problems(ours, cards) -> list[str]: + """Our cards against astropy's (spec/virtualize/fits.md §5.3 + ).""" + if ours is None: + return [] if len(cards) > 700 else ["cards are null under the budget"] + if len(ours) != len(cards): + return [f"{len(ours)} cards, astropy reads {len(cards)}"] + problems = [] + for (keyword, value, comment), card in zip(ours, cards): + if keyword != card.keyword: + problems.append(f"card {keyword!r} is astropy's {card.keyword!r}") + elif card.keyword in COMMENTARY: + if value is not None or comment != card.value.rstrip(): + problems.append(f"commentary card {keyword!r}: {comment!r} != {card.value!r}") + else: + want = card_value(card.value) + same = float(value) == want if isinstance(want, float) and isinstance(value, (int, float)) else value == want + if not same: + problems.append(f"card {keyword}: {value!r} != astropy's {want!r}") + return problems + + +def pixel_problems(ours, theirs, table) -> list[str]: + """Quantized floats within the rounding of the dequantization (python/tests/ir/test_fits.py + says why), everything else exact.""" + if ours.shape != theirs.shape or ours.dtype != theirs.dtype.newbyteorder("="): + return [f"array {ours.shape} {ours.dtype} is astropy's {theirs.shape} {theirs.dtype}"] + if theirs.dtype.kind == "f" and table is not None and "ZSCALE" in table.dtype.names: + bound = 8 * np.finfo(np.float64).eps * (np.max(np.abs(table["ZZERO"])) + 2.0**31 * np.max(np.abs(table["ZSCALE"]))) + ok = np.allclose(ours, theirs, rtol=np.finfo(theirs.dtype).eps, atol=bound, equal_nan=True) + else: + ok = np.array_equal(ours, theirs, equal_nan=theirs.dtype.kind == "f") + return [] if ok else ["values differ"] + + +def problems_of(path: Path, out: Path) -> list[str]: + raw = path.read_bytes() + root = zarr.open_group(refkv.zarr.open(str(out), policy=LOOPBACK_SOURCES), mode="r", zarr_format=3) + meta = root.attrs["refkv_virtualized"]["fits"] + problems = [] + same = SAME_IMAGE.get(path.stem) + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + with fits.open(path, do_not_scale_image_data=True, disable_image_compression=True) as hdul, \ + fits.open(path, do_not_scale_image_data=True) as decoded: + if len(meta["hdus"]) != len(hdul): + return [f"{len(meta['hdus'])} HDUs, astropy reads {len(hdul)}"] + problems += [f"primary {p}" for p in card_problems(meta["cards"], hdul[0].header.cards)] + for i, hdu in enumerate(hdul): + entry, info = meta["hdus"][i], hdu.fileinfo() + if entry["offset"] != info["hdrLoc"] or entry["data_offset"] != info["datLoc"]: + problems.append(f"HDU {i} offsets {entry['offset']}, {entry['data_offset']} != {info['hdrLoc']}, {info['datLoc']}") + node = root[str(i)] + problems += [f"HDU {i} {p}" for p in card_problems(node.attrs["refkv_virtualized"]["fits"]["cards"], hdu.header.cards)] + if hdu.header.get("ZIMAGE"): + if same is not None: + ref, absent = same + with fits.open(ROOT / "fixtures" / "fits" / f"{ref}.fits", do_not_scale_image_data=True) as other: + want = other[1].data.copy() + if absent is not None: + want[absent] = 0 + problems += [f"HDU {i} {p}" for p in pixel_problems(node[...], want, None)] + else: + problems += [f"HDU {i} {p}" for p in pixel_problems(node[...], decoded[i].data, hdu.data)] + elif isinstance(hdu, (fits.BinTableHDU, fits.TableHDU)): + n1, n2 = hdu.header["NAXIS1"], hdu.header["NAXIS2"] + if n1 * n2 and node["rows"][...].tobytes() != raw[info["datLoc"]:info["datLoc"] + n1 * n2]: + problems.append(f"HDU {i} rows differ") + theap = hdu.header.get("THEAP", n1 * n2) + heap = hdu.header["PCOUNT"] - (theap - n1 * n2) + if heap and node["heap"][...].tobytes() != raw[info["datLoc"] + theap:info["datLoc"] + theap + heap]: + problems.append(f"HDU {i} heap differs") + elif hdu.header["NAXIS"] == 0: + if entry["kind"] != "empty" or not isinstance(node, zarr.Group): + problems.append(f"HDU {i} is not an empty group") + else: + want = hdu.data + if want.size: + problems += [f"HDU {i} {p}" for p in pixel_problems(node[...], want, None)] + return problems + mirror_problems(out, path) + + +def main(fixtures: Path) -> int: + server = Server(fixtures) + failures = 0 + with tempfile.TemporaryDirectory() as tmp: + for path in sorted(p for p in fixtures.iterdir() if p.name.endswith((".fits", ".fits.gz", ".fits.bz2"))): + out = Path(tmp) / f"{path.stem}.vzip" + p = subprocess.run(["node", str(ROOT / "js" / "conformance" / "virtualize.ts"), "--allow-private-hosts", + server.base + path.name, str(out)], capture_output=True, text=True) + if "reject" in path.name: + ok = p.returncode == 3 and not out.exists() + failures += not ok + print(f"{path.name:44s} {'rejected: ' + p.stderr.strip()[-80:] if ok else 'NOT REJECTED ' + p.stderr[-200:]}") + continue + if p.returncode: + failures += 1 + print(f"{path.name:44s} FAILED: {p.stderr.strip()[-300:]}") + continue + problems = problems_of(path, out) + failures += bool(problems) + print(f"{path.name:44s} {'ok' if not problems else problems}") + print(f"\n{failures} failures") + return 1 if failures else 0 + + +if __name__ == "__main__": + sys.exit(main(Path(sys.argv[1]) if len(sys.argv) > 1 else ROOT / "fixtures" / "fits")) diff --git a/python/src/lib.rs b/python/src/lib.rs index 962b1a76..11c9c570 100644 --- a/python/src/lib.rs +++ b/python/src/lib.rs @@ -799,6 +799,18 @@ fn plan_spans(ranges: Vec<(u64, u64)>, threshold: u64, cap: f64, concurrency: us refkv_ir::plan::plan_spans(&ranges, threshold, cap, concurrency) } +/// The `fits_tiles` codec (spec/virtualize/fits.md §3.3 +/// ): a +/// chunk's pixels, as little-endian bytes of the array's data type in C order over +/// `chunk_shape`, from the chunk's bytes and the codec's configuration (JSON). +#[pyfunction] +fn fits_tiles_decode<'py>(py: Python<'py>, chunk: &[u8], config: &str, chunk_shape: Vec) -> PyResult> { + let cfg: serde_json::Value = serde_json::from_str(config).map_err(|e| PyValueError::new_err(e.to_string()))?; + let cfg = refkv_ir::fits_tiles::Config::from_json(&cfg).map_err(PyValueError::new_err)?; + let out = py.detach(|| refkv_ir::fits_tiles::decode(chunk, &cfg, &chunk_shape)).map_err(PyValueError::new_err)?; + Ok(PyBytes::new(py, &out)) +} + /// For tests: the reference payload past which a NIfTI or MRC edge chunk is copied (None: /// the payload limit), so that small files reach the copy (spec/virtualize/nifti.md §7.2 /// , @@ -821,6 +833,7 @@ fn _core(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; m.add_function(wrap_pyfunction!(rebuild_store, m)?)?; m.add_function(wrap_pyfunction!(plan_spans, m)?)?; + m.add_function(wrap_pyfunction!(fits_tiles_decode, m)?)?; m.add_function(wrap_pyfunction!(_set_copy_threshold, m)?)?; m.add_function(wrap_pyfunction!(project, m)?)?; m.add_function(wrap_pyfunction!(mirror, m)?)?; diff --git a/python/src/refkv/zarr/codecs.py b/python/src/refkv/zarr/codecs.py index d4dc9c1a..fd3b4bf5 100644 --- a/python/src/refkv/zarr/codecs.py +++ b/python/src/refkv/zarr/codecs.py @@ -16,6 +16,11 @@ ). `n5_default`: an N5 default-mode block, header included (zarr-extensions `codecs/n5_default`; spec/virtualize/n5.md). +`fits_tiles`: a chunk of a tile-compressed FITS image, a prefix of per-tile records then +the tiles' RICE_1, GZIP_1, GZIP_2 or NOCOMPRESS streams, dequantized as cfitsio does +(spec/virtualize/fits.md §3.3 +), +decoded by the Rust core. The image codecs decode only; their encoders exist so zarr can create the array metadata. @@ -23,6 +28,7 @@ from __future__ import annotations +import json import struct import zlib from dataclasses import dataclass @@ -36,6 +42,7 @@ from zarr.core.buffer import Buffer, NDBuffer from zarr.registry import get_pipeline_class, register_codec +from refkv import _core from refkv._extras import missing @@ -257,3 +264,33 @@ def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> # already chose. if zarr.config.get("codecs.n5_default", None) is None: zarr.config.set({"codecs.n5_default": "refkv.zarr.codecs.N5DefaultCodec"}) + + +@dataclass(frozen=True) +class FitsTilesCodec(ArrayBytesCodec): + """The `fits_tiles` codec, decoding only: the Rust core decodes each chunk.""" + + is_fixed_size = False + config: str = "{}" # the configuration as JSON (a dataclass field must be hashable) + + @classmethod + def from_dict(cls, data: dict) -> Self: + return cls(config=json.dumps(data.get("configuration", {}))) + + def to_dict(self) -> dict: + return {"name": "fits_tiles", "configuration": json.loads(self.config)} + + async def _decode_single(self, chunk_bytes: Buffer, chunk_spec: ArraySpec) -> NDBuffer: + raw = _core.fits_tiles_decode(chunk_bytes.to_bytes(), self.config, [int(n) for n in chunk_spec.shape]) + dtype = chunk_spec.dtype.to_native_dtype().newbyteorder("<") + arr = np.frombuffer(raw, dtype=dtype).reshape(chunk_spec.shape) + return chunk_spec.prototype.nd_buffer.from_ndarray_like(arr) + + async def _encode_single(self, chunk_array: NDBuffer, chunk_spec: ArraySpec) -> Buffer: + raise NotImplementedError("fits_tiles decodes only") + + def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int: + raise NotImplementedError + + +register_codec("fits_tiles", FitsTilesCodec) diff --git a/python/tests/ir/test_fits.py b/python/tests/ir/test_fits.py index b1e7f4ee..13c15815 100644 --- a/python/tests/ir/test_fits.py +++ b/python/tests/ir/test_fits.py @@ -21,6 +21,9 @@ ACCEPTED = [p for p in FILES if "reject" not in p.name] REJECTED = [p for p in FILES if "reject" in p.name] MAX_SAFE = (1 << 53) - 1 +# hand-built fixtures astropy cannot read (an absent tile; no ZTILEn cards): the fixture whose +# image theirs is, read by astropy, with the rows an absent tile leaves at 0 +SAME_IMAGE = {"fits_comp_hand_absent_tile": ("fits_comp_hand_one_column", slice(3, 6)), "fits_comp_hand_no_ztile": ("fits_comp_hand_one_column", None)} COMMENTARY = ("COMMENT", "HISTORY", "") @@ -39,8 +42,8 @@ def virtualized(path, tmp_path): def card_value(v): - """astropy's card value as the convention writes it (spec/virtualize/fits.md §2.6 - ).""" + """astropy's card value as the convention writes it (spec/virtualize/fits.md §5.3 + ).""" if isinstance(v, fits.card.Undefined): return None if isinstance(v, bool): @@ -71,6 +74,22 @@ def same_cards(ours, theirs): assert (comment or "") == card.comment, (keyword, comment, card.comment) +def same_pixels(ours, theirs, what, table=None): + """Integers equal, and unquantized floats; quantized floats equal within the rounding of + `(I - R + 0.5) * scale + zero`, NaNs in the same places: the convention computes it in + binary64 with each operation rounded (spec/virtualize.md §1.3 + ), while astropy's + build may fuse the multiply and the add; the two differ by a few units in the last place of + the intermediate `I * scale`, which SUBTRACTIVE_DITHER_2 (integers near -2^31, a zero of + the same size) makes about 1e-6 absolute after the cancellation, and the cast to the + array's type can then move its last bit (one ulp of the value, relative).""" + if theirs.dtype.kind != "f" or table is None or "ZSCALE" not in table.dtype.names: + assert np.array_equal(ours, theirs, equal_nan=theirs.dtype.kind == "f"), what + return + bound = 8 * np.finfo(np.float64).eps * (np.max(np.abs(table["ZZERO"])) + 2.0**31 * np.max(np.abs(table["ZSCALE"]))) + assert np.allclose(ours, theirs, rtol=np.finfo(theirs.dtype).eps, atol=bound, equal_nan=True), what + + @pytest.mark.parametrize("path", ACCEPTED, ids=lambda p: p.name) def test_matches_astropy_and_rebuilds(path, tmp_path): """Every HDU is a node of its index: an image's array is astropy's data (stored values), @@ -79,7 +98,9 @@ def test_matches_astropy_and_rebuilds(path, tmp_path): out, root = virtualized(path, tmp_path) raw = path.read_bytes() meta = root.attrs["refkv_virtualized"]["fits"] - with warnings.catch_warnings(), fits.open(path, do_not_scale_image_data=True) as hdul: + same = SAME_IMAGE.get(path.stem) + with warnings.catch_warnings(), fits.open(path, do_not_scale_image_data=True, disable_image_compression=True) as hdul, \ + fits.open(path, do_not_scale_image_data=True) as decoded: warnings.simplefilter("ignore") # astropy's warnings about the odd fixtures (truncated, trailing bytes) assert len(meta["hdus"]) == len(hdul) if meta["cards"] is None: @@ -98,6 +119,22 @@ def test_matches_astropy_and_rebuilds(path, tmp_path): same_cards(own["cards"], hdu.header.cards) else: assert len(hdu.header) > 700 + if hdu.header.get("ZIMAGE"): + # a tile-compressed image: the table's cards above, astropy's decoded pixels here + assert entry["kind"] == "image" and entry["compression"]["type"] == hdu.header["ZCMPTYPE"].replace("RICE_ONE", "RICE_1") + if same is not None: + ref, absent = same + with fits.open(FIXTURES / "fits" / f"{ref}.fits", do_not_scale_image_data=True) as other: + want = other[1].data.copy() + if absent is not None: + want[absent] = 0 + else: + want = decoded[i].data + assert node.shape == want.shape and node.dtype == want.dtype.newbyteorder("=") + same_pixels(node[...], want, path.stem, hdu.data if same is None else None) + codec = json.loads(out.bytes_entries[f"{i}/zarr.json"])["codecs"][0] + assert codec["name"] == "fits_tiles" and codec["configuration"]["compression"] == entry["compression"]["type"] + continue if isinstance(hdu, (fits.BinTableHDU, fits.TableHDU)): assert entry["kind"] == "table" n1, n2 = hdu.header["NAXIS1"], hdu.header["NAXIS2"] @@ -130,6 +167,11 @@ def test_matches_astropy_and_rebuilds(path, tmp_path): "fits_chunk_edge_literal": ("0", [1, (1 << 19) + 1], 2, ("0/c/0/1", 2)), "fits_primary_uint16": ("0", [6, 8], 1, ("0/c/0/0", 1)), "fits_bintable_heap": ("1/rows", [3, 12], 1, ("1/rows/c/0/0", 1)), + # tile-compressed: 1100 row tiles of 2000 bytes, 367 per chunk; 3 x 4 tiles of 100 x 100 in one + # chunk; a chunk's reference is its prefix (a literal) and one range per run of adjacent tiles + "fits_comp_chunk_rows": ("1", [367, 1000], 3, ("1/c/1/0", 2)), + "fits_comp_tiles_square": ("1", [300, 350], 1, ("1/c/0/0", 2)), + "fits_comp_hand_heap_gaps": ("1", [12, 20], 1, ("1/c/0/0", 5)), } diff --git a/rust/refkv-ir/schema/fits.json b/rust/refkv-ir/schema/fits.json index 85e64bd3..8db4acab 100644 --- a/rust/refkv-ir/schema/fits.json +++ b/rust/refkv-ir/schema/fits.json @@ -8,154 +8,612 @@ "max_header": 16777216, "max_naxis": 999, "max_hdus": 65536, - "max_table": 67108864 + "max_table": 67108864, + "max_dither": 10000 }, "tables": { "data_types": { - "about": "BITPIX: Zarr data type, bytes per value (FITS Standard 4.0 §4.4.1.1)", - "8": {"dtype": "uint8", "bytes": 1}, - "16": {"dtype": "int16", "bytes": 2}, - "32": {"dtype": "int32", "bytes": 4}, - "64": {"dtype": "int64", "bytes": 8}, - "-32": {"dtype": "float32", "bytes": 4}, - "-64": {"dtype": "float64", "bytes": 8} + "about": "BITPIX: Zarr data type, bytes per value (FITS Standard 4.0, section 4.4.1.1)", + "8": { + "dtype": "uint8", + "bytes": 1 + }, + "16": { + "dtype": "int16", + "bytes": 2 + }, + "32": { + "dtype": "int32", + "bytes": 4 + }, + "64": { + "dtype": "int64", + "bytes": 8 + }, + "-32": { + "dtype": "float32", + "bytes": 4 + }, + "-64": { + "dtype": "float64", + "bytes": 8 + } }, "xtensions": { - "about": "XTENSION: the kind of extension (FITS Standard 4.0 §7)", + "about": "XTENSION: the kind of extension (FITS Standard 4.0, section 7)", "IMAGE": "image", "TABLE": "table", "BINTABLE": "bintable" + }, + "compressions": { + "about": "ZCMPTYPE: the codec's name for it (RICE_ONE is an alias of RICE_1 that some writers use)", + "RICE_1": "RICE_1", + "RICE_ONE": "RICE_1", + "GZIP_1": "GZIP_1", + "GZIP_2": "GZIP_2", + "NOCOMPRESS": "NOCOMPRESS" + }, + "unsupported_compressions": { + "about": "the ZCMPTYPE values the profile names and rejects", + "HCOMPRESS_1": "HCOMPRESS_1", + "PLIO_1": "PLIO_1" + }, + "quantizations": { + "about": "ZQUANTIZ: the dither method", + "NO_DITHER": 0, + "SUBTRACTIVE_DITHER_1": 1, + "SUBTRACTIVE_DITHER_2": 2 + }, + "tile_columns": { + "about": "a tile-compressed image's columns and the TFORM each may have", + "COMPRESSED_DATA": "1PB or 1QB", + "GZIP_COMPRESSED_DATA": "1PB or 1QB", + "ZSCALE": "1D", + "ZZERO": "1D", + "ZBLANK": "1J" + }, + "unsupported_columns": { + "about": "columns of the convention the profile rejects", + "UNCOMPRESSED_DATA": 1, + "NULL_PIXEL_MASK": 1 } }, "elements": { "about": "The IR of a FITS file: one struct per HDU, in file order. k is the HDU's header blocks, D its data bytes, p its padding to the block boundary (shorter at a truncated end of file), N1 and N2 a table's NAXIS1 and NAXIS2, g the bytes between the rows and the heap (THEAP - N1 * N2), H the heap's bytes.", - "hdus/": {"kind": "struct", "extent": "the HDU's blocks: from its first header byte to the end of its padding"}, - "hdus//header": {"kind": "value", "type": "{card:ascii[80]}[36k]", "extent": "(offset, 2880k): the header's blocks, END and blank padding cards included"}, - "hdus//data": {"kind": "data", "form": "{geometry: {data_type, shape: [NAXISn, ..., NAXIS1]}, codec: {endian: big}, recipe: [[src, 0, null]]}", "extent": "an image's D bytes, when D > 0"}, - "hdus//rows": {"kind": "data", "form": "{geometry: {rows: N2, row_bytes: N1}, recipe: [[src, 0, null]]}", "extent": "a table's N1 * N2 bytes, when not 0"}, - "hdus//gap": {"kind": "value", "type": "bytes[g]", "extent": "the g bytes before the heap, when g > 0"}, - "hdus//heap": {"kind": "data", "form": "{geometry: {bytes: H}, recipe: [[src, 0, null]]}", "extent": "a table's heap, when H > 0"}, - "hdus//pad": {"kind": "value", "type": "bytes[p]", "extent": "the data's padding to the block boundary, when p > 0"}, - "gaps/": {"kind": "gap", "about": "bytes after the last HDU (special records)"} + "hdus/": { + "kind": "struct", + "extent": "the HDU's blocks: from its first header byte to the end of its padding" + }, + "hdus//header": { + "kind": "value", + "type": "{card:ascii[80]}[36k]", + "extent": "(offset, 2880k): the header's blocks, END and blank padding cards included" + }, + "hdus//data": { + "kind": "data", + "form": "{geometry: {data_type, shape: [NAXISn, ..., NAXIS1]}, codec: {endian: big}, recipe: [[src, 0, null]]}", + "extent": "an image's D bytes, when D > 0" + }, + "hdus//rows": { + "kind": "data", + "form": "{geometry: {rows: N2, row_bytes: N1}, recipe: [[src, 0, null]]}", + "extent": "a table's N1 * N2 bytes, when not 0" + }, + "hdus//gap": { + "kind": "value", + "type": "bytes[g]", + "extent": "the g bytes before the heap, when g > 0" + }, + "hdus//heap": { + "kind": "data", + "form": "{geometry: {bytes: H}, recipe: [[src, 0, null]]}", + "extent": "a table's heap, when H > 0" + }, + "hdus//pad": { + "kind": "value", + "type": "bytes[p]", + "extent": "the data's padding to the block boundary, when p > 0" + }, + "gaps/": { + "kind": "gap", + "about": "bytes after the last HDU (special records); heap bytes no tile uses" + }, + "hdus//table": { + "kind": "value", + "type": "{COMPRESSED_DATA:{n:>i4,o:>i4},...}[N2]", + "extent": "a tile-compressed image's main table: one record per tile, typed from its columns (a P descriptor {n:>i4,o:>i4}, a Q descriptor {n:>i8,o:>i8}, ZSCALE and ZZERO >f8, ZBLANK >i4); held by the parser" + }, + "hdus//heap/": { + "kind": "data", + "form": "{geometry: {tiles: [r0, N]}, recipe: [[src, 0, null]], or one [src, o, n] per tile when they are not adjacent}", + "extent": "chunk j of a tile-compressed image: from its first present tile's start to its last's end" + } }, "roles": { "file": { - "given": {"size": "the file's size"}, + "given": { + "size": "the file's size" + }, "constraints": [ - {"require": "size >= block", "message": "file too short for a 2880-byte FITS block"} + { + "require": "size >= block", + "message": "file too short for a 2880-byte FITS block" + } ] }, "header_end": { - "given": {"hdu": "the HDU's index", "offset": "its first byte", "scanned": "the bytes scanned for an END card: to the end of the file, or max_header", "found": "whether an END card was found"}, + "given": { + "hdu": "the HDU's index", + "offset": "its first byte", + "scanned": "the bytes scanned for an END card: to the end of the file, or max_header", + "found": "whether an END card was found" + }, "constraints": [ - {"require": "found", "message": "HDU {hdu}: no END card in the {scanned} bytes from {offset}"} + { + "require": "found", + "message": "HDU {hdu}: no END card in the {scanned} bytes from {offset}" + } ] }, "card_text": { - "given": {"hdu": "the HDU's index", "card": "the card's index in the header", "byte": "the byte's index in the card", "value": "the byte", "shown": "the byte as 0x.."}, + "given": { + "hdu": "the HDU's index", + "card": "the card's index in the header", + "byte": "the byte's index in the card", + "value": "the byte", + "shown": "the byte as 0x.." + }, "constraints": [ - {"require": "value >= 32 && value <= 126", "message": "HDU {hdu}: byte {byte} of card {card} is {shown}, not printable ASCII"} + { + "require": "value >= 32 && value <= 126", + "message": "HDU {hdu}: byte {byte} of card {card} is {shown}, not printable ASCII" + } ] }, "mandatory": { - "given": {"hdu": "the HDU's index", "position": "the card's index", "keyword": "the card's keyword", "expected": "the keyword the standard requires there"}, + "given": { + "hdu": "the HDU's index", + "position": "the card's index", + "keyword": "the card's keyword", + "expected": "the keyword the standard requires there" + }, "constraints": [ - {"require": "keyword == expected", "message": "HDU {hdu}: card {position} is {keyword}, not {expected}"} + { + "require": "keyword == expected", + "message": "HDU {hdu}: card {position} is {keyword}, not {expected}" + } ] }, "integer_card": { - "given": {"hdu": "the HDU's index", "keyword": "the card's keyword", "value": "the value's text", "is_int": "whether it is an integer"}, + "given": { + "hdu": "the HDU's index", + "keyword": "the card's keyword", + "value": "the value's text", + "is_int": "whether it is an integer" + }, "constraints": [ - {"require": "is_int", "message": "HDU {hdu}: {keyword} '{value}' is not an integer"} + { + "require": "is_int", + "message": "HDU {hdu}: {keyword} '{value}' is not an integer" + } ] }, "bitpix": { - "given": {"hdu": "the HDU's index", "value": "BITPIX"}, - "derive": {"spec": "at(data_types, value)"}, + "given": { + "hdu": "the HDU's index", + "value": "BITPIX" + }, + "derive": { + "spec": "at(data_types, value)" + }, "constraints": [ - {"require": "present(spec)", "message": "HDU {hdu}: BITPIX {value} is not one of 8, 16, 32, 64, -32, -64"} + { + "require": "present(spec)", + "message": "HDU {hdu}: BITPIX {value} is not one of 8, 16, 32, 64, -32, -64" + } ] }, "naxis": { - "given": {"hdu": "the HDU's index", "value": "NAXIS"}, + "given": { + "hdu": "the HDU's index", + "value": "NAXIS" + }, "constraints": [ - {"require": "value >= 0 && value <= max_naxis", "message": "HDU {hdu}: NAXIS {value} is not in 0..999"} + { + "require": "value >= 0 && value <= max_naxis", + "message": "HDU {hdu}: NAXIS {value} is not in 0..999" + } ] }, "naxisn": { - "given": {"hdu": "the HDU's index", "n": "the axis", "value": "NAXISn"}, + "given": { + "hdu": "the HDU's index", + "n": "the axis", + "value": "NAXISn" + }, "constraints": [ - {"require": "value >= 0", "message": "HDU {hdu}: NAXIS{n} {value} is negative"} + { + "require": "value >= 0", + "message": "HDU {hdu}: NAXIS{n} {value} is negative" + } ] }, "pcount": { - "given": {"hdu": "the HDU's index", "value": "PCOUNT"}, + "given": { + "hdu": "the HDU's index", + "value": "PCOUNT" + }, "constraints": [ - {"require": "value >= 0", "message": "HDU {hdu}: PCOUNT {value} is negative"} + { + "require": "value >= 0", + "message": "HDU {hdu}: PCOUNT {value} is negative" + } ] }, "gcount": { - "given": {"hdu": "the HDU's index", "value": "GCOUNT"}, + "given": { + "hdu": "the HDU's index", + "value": "GCOUNT" + }, "constraints": [ - {"require": "value >= 1", "message": "HDU {hdu}: GCOUNT {value} is not positive"} + { + "require": "value >= 1", + "message": "HDU {hdu}: GCOUNT {value} is not positive" + } ] }, "xtension": { - "given": {"hdu": "the HDU's index", "name": "XTENSION, trimmed"}, - "derive": {"kind": "at(xtensions, name)"}, + "given": { + "hdu": "the HDU's index", + "name": "XTENSION, trimmed" + }, + "derive": { + "kind": "at(xtensions, name)" + }, "constraints": [ - {"require": "present(kind)", "message": "HDU {hdu}: XTENSION '{name}' is not IMAGE, TABLE or BINTABLE"} + { + "require": "present(kind)", + "message": "HDU {hdu}: XTENSION '{name}' is not IMAGE, TABLE or BINTABLE" + } ] }, "groups": { - "given": {"hdu": "the HDU's index", "groups": "whether GROUPS = T"}, + "given": { + "hdu": "the HDU's index", + "groups": "whether GROUPS = T" + }, "constraints": [ - {"require": "!groups", "message": "HDU {hdu}: random groups (GROUPS = T) are not supported"} + { + "require": "!groups", + "message": "HDU {hdu}: random groups (GROUPS = T) are not supported" + } ] }, "data_size": { - "given": {"hdu": "the HDU's index", "total": "D = |BITPIX| / 8 * GCOUNT * (PCOUNT + NAXIS1 * ... * NAXISn), exactly", "total_shown": "D in decimal", "offset": "the data's first byte", "size": "the file's size"}, + "given": { + "hdu": "the HDU's index", + "total": "D = |BITPIX| / 8 * GCOUNT * (PCOUNT + NAXIS1 * ... * NAXISn), exactly", + "total_shown": "D in decimal", + "offset": "the data's first byte", + "size": "the file's size" + }, "constraints": [ - {"require": "total <= max_safe && offset + total <= size", "message": "HDU {hdu}: the {total_shown}-byte data at {offset} is outside the {size}-byte file"} + { + "require": "total <= max_safe && offset + total <= size", + "message": "HDU {hdu}: the {total_shown}-byte data at {offset} is outside the {size}-byte file" + } ] }, "table": { - "given": {"hdu": "the HDU's index", "xtension": "TABLE or BINTABLE", "bitpix": "BITPIX", "naxis": "NAXIS", "tfields": "TFIELDS"}, + "given": { + "hdu": "the HDU's index", + "xtension": "TABLE or BINTABLE", + "bitpix": "BITPIX", + "naxis": "NAXIS", + "tfields": "TFIELDS" + }, "constraints": [ - {"require": "bitpix == 8", "message": "HDU {hdu}: a {xtension} with BITPIX {bitpix}, not 8"}, - {"require": "naxis == 2", "message": "HDU {hdu}: a {xtension} with NAXIS {naxis}, not 2"}, - {"require": "tfields >= 0 && tfields <= max_naxis", "message": "HDU {hdu}: TFIELDS {tfields} is not in 0..999"} + { + "require": "bitpix == 8", + "message": "HDU {hdu}: a {xtension} with BITPIX {bitpix}, not 8" + }, + { + "require": "naxis == 2", + "message": "HDU {hdu}: a {xtension} with NAXIS {naxis}, not 2" + }, + { + "require": "tfields >= 0 && tfields <= max_naxis", + "message": "HDU {hdu}: TFIELDS {tfields} is not in 0..999" + } ] }, "tform": { - "given": {"hdu": "the HDU's index", "n": "the column", "found": "whether TFORMn is a card"}, + "given": { + "hdu": "the HDU's index", + "n": "the column", + "found": "whether TFORMn is a card" + }, "constraints": [ - {"require": "found", "message": "HDU {hdu}: no TFORM{n} card"} + { + "require": "found", + "message": "HDU {hdu}: no TFORM{n} card" + } ] }, "heap": { - "given": {"hdu": "the HDU's index", "theap": "THEAP, or NAXIS1 * NAXIS2 when absent", "rows": "NAXIS1 * NAXIS2", "pcount": "PCOUNT"}, + "given": { + "hdu": "the HDU's index", + "theap": "THEAP, or NAXIS1 * NAXIS2 when absent", + "rows": "NAXIS1 * NAXIS2", + "pcount": "PCOUNT" + }, "constraints": [ - {"require": "theap >= rows", "message": "HDU {hdu}: THEAP {theap} is less than the rows' {rows} bytes"}, - {"require": "theap - rows <= pcount", "message": "HDU {hdu}: THEAP {theap} puts the heap past the {pcount}-byte supplement"} + { + "require": "theap >= rows", + "message": "HDU {hdu}: THEAP {theap} is less than the rows' {rows} bytes" + }, + { + "require": "theap - rows <= pcount", + "message": "HDU {hdu}: THEAP {theap} puts the heap past the {pcount}-byte supplement" + } ] }, "ztable": { - "given": {"hdu": "the HDU's index", "ztable": "whether ZTABLE = T"}, + "given": { + "hdu": "the HDU's index", + "ztable": "whether ZTABLE = T" + }, "constraints": [ - {"require": "!ztable", "message": "HDU {hdu}: tile-compressed tables (ZTABLE = T) are not supported"} + { + "require": "!ztable", + "message": "HDU {hdu}: tile-compressed tables (ZTABLE = T) are not supported" + } ] }, - "zimage": { - "given": {"hdu": "the HDU's index", "zimage": "whether ZIMAGE = T"}, + "hdu_count": { + "given": { + "count": "the HDUs so far" + }, "constraints": [ - {"require": "!zimage", "message": "HDU {hdu}: tile-compressed images (ZIMAGE = T) are not supported yet"} + { + "require": "count <= max_hdus", + "message": "more than {max_hdus} HDUs" + } ] }, - "hdu_count": { - "given": {"count": "the HDUs so far"}, + "table_size": { + "given": { + "hdu": "the HDU's index", + "bytes": "NAXIS1 * NAXIS2" + }, + "constraints": [ + { + "require": "bytes <= max_table", + "message": "HDU {hdu}: a {bytes}-byte table is more than {max_table} bytes" + } + ] + }, + "zcmptype": { + "given": { + "hdu": "the HDU's index", + "name": "ZCMPTYPE, trimmed" + }, + "derive": { + "codec": "at(compressions, name)", + "named": "at(unsupported_compressions, name)" + }, + "constraints": [ + { + "require": "!present(named)", + "message": "HDU {hdu}: ZCMPTYPE '{name}' is not supported" + }, + { + "require": "present(codec)", + "message": "HDU {hdu}: ZCMPTYPE '{name}' is not RICE_1, GZIP_1, GZIP_2 or NOCOMPRESS" + } + ] + }, + "zbitpix": { + "given": { + "hdu": "the HDU's index", + "value": "ZBITPIX" + }, + "derive": { + "spec": "at(data_types, value)" + }, + "constraints": [ + { + "require": "present(spec)", + "message": "HDU {hdu}: ZBITPIX {value} is not one of 8, 16, 32, 64, -32, -64" + } + ] + }, + "znaxis": { + "given": { + "hdu": "the HDU's index", + "value": "ZNAXIS" + }, + "constraints": [ + { + "require": "value >= 1 && value <= max_naxis", + "message": "HDU {hdu}: ZNAXIS {value} is not in 1..999" + } + ] + }, + "znaxisn": { + "given": { + "hdu": "the HDU's index", + "n": "the axis", + "value": "ZNAXISn" + }, + "constraints": [ + { + "require": "value >= 0", + "message": "HDU {hdu}: ZNAXIS{n} {value} is negative" + } + ] + }, + "ztile": { + "given": { + "hdu": "the HDU's index", + "n": "the axis", + "value": "ZTILEn (ZNAXIS1 for n = 1 and 1 otherwise when absent)", + "size": "ZNAXISn" + }, + "constraints": [ + { + "require": "value >= 1 && (size == 0 || value <= size)", + "message": "HDU {hdu}: ZTILE{n} {value} is not in 1..{size}" + } + ] + }, + "rice": { + "given": { + "hdu": "the HDU's index", + "blocksize": "the BLOCKSIZE parameter (32 when absent)", + "bytepix": "the BYTEPIX parameter (4 when absent)" + }, + "constraints": [ + { + "require": "blocksize == 16 || blocksize == 32", + "message": "HDU {hdu}: BLOCKSIZE {blocksize} is not 16 or 32" + }, + { + "require": "bytepix == 1 || bytepix == 2 || bytepix == 4", + "message": "HDU {hdu}: BYTEPIX {bytepix} is not 1, 2 or 4" + } + ] + }, + "zquantiz": { + "given": { + "hdu": "the HDU's index", + "name": "ZQUANTIZ, trimmed (NO_DITHER when absent)" + }, + "derive": { + "method": "at(quantizations, name)" + }, + "constraints": [ + { + "require": "present(method)", + "message": "HDU {hdu}: ZQUANTIZ '{name}' is not NO_DITHER, SUBTRACTIVE_DITHER_1 or SUBTRACTIVE_DITHER_2" + } + ] + }, + "zdither0": { + "given": { + "hdu": "the HDU's index", + "name": "ZQUANTIZ", + "found": "whether ZDITHER0 is a card", + "value": "ZDITHER0" + }, + "constraints": [ + { + "require": "found", + "message": "HDU {hdu}: no ZDITHER0 card for {name}" + }, + { + "require": "value >= 1 && value <= max_dither", + "message": "HDU {hdu}: ZDITHER0 {value} is not in 1..10000" + } + ] + }, + "tile_column": { + "given": { + "hdu": "the HDU's index", + "name": "TTYPEn", + "form": "TFORMn", + "unsupported": "whether the column is one the profile rejects", + "known": "whether it is a tile-compressed image's column", + "form_ok": "whether its TFORM is the one the column has", + "expected": "the TFORM the column has" + }, + "constraints": [ + { + "require": "!unsupported", + "message": "HDU {hdu}: column '{name}' is not supported" + }, + { + "require": "known", + "message": "HDU {hdu}: column '{name}' is not a tile-compressed image's" + }, + { + "require": "form_ok", + "message": "HDU {hdu}: column '{name}' has TFORM '{form}', not {expected}" + } + ] + }, + "tile_columns": { + "given": { + "hdu": "the HDU's index", + "has_compressed": "whether COMPRESSED_DATA is a column", + "has_scale": "whether ZSCALE is", + "has_zero": "whether ZZERO is" + }, + "constraints": [ + { + "require": "has_compressed", + "message": "HDU {hdu}: no COMPRESSED_DATA column" + }, + { + "require": "has_scale == has_zero", + "message": "HDU {hdu}: ZSCALE without ZZERO, or ZZERO without ZSCALE" + } + ] + }, + "tile_count": { + "given": { + "hdu": "the HDU's index", + "rows": "NAXIS2", + "tiles": "the tiles the tile shape cuts the image into" + }, + "constraints": [ + { + "require": "rows == tiles", + "message": "HDU {hdu}: {rows} rows for {tiles} tiles" + } + ] + }, + "tile_descriptor": { + "given": { + "hdu": "the HDU's index", + "tile": "the tile's index", + "offset": "the descriptor's heap offset", + "length": "its bytes", + "heap": "the heap's bytes" + }, + "constraints": [ + { + "require": "offset >= 0 && length >= 0 && offset + length <= heap", + "message": "HDU {hdu}: tile {tile}'s {length} bytes at heap offset {offset} are outside the {heap}-byte heap" + } + ] + }, + "tile_one": { + "given": { + "hdu": "the HDU's index", + "tile": "the tile's index", + "both": "whether both descriptors are non-null" + }, + "constraints": [ + { + "require": "!both", + "message": "HDU {hdu}: tile {tile} is in both COMPRESSED_DATA and GZIP_COMPRESSED_DATA" + } + ] + }, + "tile_order": { + "given": { + "hdu": "the HDU's index", + "tile": "the tile's index", + "offset": "its heap offset", + "previous": "the previous present tile", + "end": "where that tile ends" + }, "constraints": [ - {"require": "count <= max_hdus", "message": "more than {max_hdus} HDUs"} + { + "require": "offset >= end", + "message": "HDU {hdu}: tile {tile} at heap offset {offset} starts before tile {previous} ends ({end})" + } ] } } diff --git a/rust/refkv-ir/src/fits.rs b/rust/refkv-ir/src/fits.rs index 76ce4814..21366745 100644 --- a/rust/refkv-ir/src/fits.rs +++ b/rust/refkv-ir/src/fits.rs @@ -1,16 +1,19 @@ -//! A sans-IO parser of FITS files (images, multi-extension files, binary and ASCII tables) -//! into the IR (spec/virtualize/fits.md §16 +//! A sans-IO parser of FITS files (images, multi-extension files, binary and ASCII tables, +//! tile-compressed images) into the IR (spec/virtualize/fits.md §16 //! , and the //! source model of §6.1 //! ). //! //! Rounds: a window of up to 64 KiB at each HDU's first byte, extended by windows until the -//! header's END card is found; the data is never read. The schema (`schema/fits.json`) holds -//! every check, in the profile's order. The IR is one struct per HDU: its header (one value -//! of 80-byte cards), its data (an image's values; a table's rows, gap and heap) and its -//! padding, and a gap for any bytes after the last HDU (special records). +//! header's END card is found, and for a tile-compressed image its main table (the tile +//! descriptors); the data is never read. The schema (`schema/fits.json`) holds every check, in +//! the profile's order. The IR is one struct per HDU: its header (one value of 80-byte cards), +//! its data (an image's values; a table's rows, gap and heap; a tile-compressed image's table +//! and the heap in chunks of tiles) and its padding, and a gap for any bytes after the last +//! HDU (special records). use crate::check; +use crate::expr::V; use crate::ir::*; use crate::nd2::Step; use crate::rules::{self, Rules, Vars, flag, num, text}; @@ -22,6 +25,9 @@ pub const CARD: usize = 80; const CARDS_PER_BLOCK: u64 = 36; /// The bytes read at a time while looking for a header's END card. pub const WINDOW: u64 = 1 << 16; +/// The most bytes of a chunk of a tile-compressed image, decoded (§3.3 +/// ). +pub const TILE_CHUNK_BYTES: u64 = 1 << 20; type Res = Result; @@ -32,7 +38,7 @@ pub fn detect(head: &[u8]) -> bool { head.len() >= 30 && &head[..9] == b"SIMPLE =" && head[29] == b'T' } -/// A card's value (FITS Standard 4.0 §4.2). +/// A card's value (FITS Standard 4.0, section 4.2). #[derive(Clone, Debug, PartialEq)] pub enum Value { /// no value: a commentary card, or a value indicator with nothing after it @@ -172,7 +178,8 @@ pub fn parse_card(rec: &[u8]) -> Card { } /// The cards of a header's records up to (not including) END, `CONTINUE` cards joined to -/// the string they continue (FITS Standard 4.0 §4.2.1.2). +/// the string they continue (FITS Standard 4.0, section 4.2.1.2); a string's trailing spaces +/// are not significant. pub fn parse_cards(records: &[u8], count: usize) -> Vec { let mut out: Vec = Vec::with_capacity(count); for k in 0..count { @@ -214,6 +221,102 @@ pub fn card<'a>(cards: &'a [Card], keyword: &str) -> Option<&'a Card> { cards.iter().find(|c| c.keyword == keyword) } +fn str_of(c: &Card) -> String { + match &c.value { + Value::Str(s) => s.trim().to_string(), + other => value_text(other), + } +} + +/// A value as a message shows it. +pub fn value_text(v: &Value) -> String { + match v { + Value::None => String::new(), + Value::Logical(b) => if *b { "T" } else { "F" }.to_string(), + Value::Int(n) => n.to_string(), + Value::Real(_, t) | Value::Str(t) | Value::Unparsed(t) => t.clone(), + Value::Complex(r, i) => format!("({r}, {i})"), + } +} + +// ---- the tile grid of a tile-compressed image + +/// A chunk of a tile-compressed image: its coords in the chunk grid, the storage index of its +/// first tile and its tiles (consecutive in storage order). +#[derive(Clone, Debug, PartialEq)] +pub struct TileChunk { + pub coords: Vec, + pub first: u64, + pub count: u64, +} + +/// The chunk grid of a tile-compressed image (§3.3 +/// ): +/// for the image shape and tile shape (both in the array's order, the slowest axis first) and +/// the bytes of a decoded pixel, the chunk shape, the chunk grid's shape, and the chunks. +pub fn tile_cut(shape: &[u64], tile: &[u64], item: u64) -> (Vec, Vec, Vec) { + let n = shape.len(); + let tiles: Vec = (0..n).map(|j| shape[j].div_ceil(tile[j].max(1))).collect(); + if tiles.iter().any(|&g| g == 0) { + return (tile.to_vec(), tiles, Vec::new()); + } + // the bytes of one tile, and of one index along each axis of the tile grid + let tile_bytes = tile.iter().fold(item, |a, &t| a.saturating_mul(t)); + let span = |j: usize| tiles[j + 1..].iter().fold(tile_bytes, |a, &g| a.saturating_mul(g)); + let a = (0..n).find(|&j| span(j) <= TILE_CHUNK_BYTES).unwrap_or(n - 1); + // c tiles per chunk along a, as conventions §7 + // cuts + // contiguous values: k chunks of + // ceil(n / k), k = ceil(n / floor(L / s)), at least one tile + let per = (TILE_CHUNK_BYTES / span(a).max(1)).clamp(1, tiles[a]); + let c = tiles[a].div_ceil(tiles[a].div_ceil(per)); + let chunk_shape: Vec = (0..n).map(|j| if j < a { tile[j] } else if j == a { c * tile[a] } else { shape[j] }).collect(); + let grid: Vec = (0..n).map(|j| if j < a { tiles[j] } else if j == a { tiles[a].div_ceil(c) } else { 1 }).collect(); + let after: u64 = tiles[a + 1..].iter().product(); + let mut chunks = Vec::new(); + let mut coords = vec![0u64; n]; + loop { + // the first tile: coords along the axes before a, q * c along a, 0 after + let mut first = 0u64; + for j in 0..n { + let t = if j < a { coords[j] } else if j == a { coords[a] * c } else { 0 }; + first = first * tiles[j] + t; + } + let along = c.min(tiles[a] - coords[a] * c); + chunks.push(TileChunk { coords: coords.clone(), first, count: along * after }); + // the next chunk, in C order over the grid + let mut j = n; + loop { + if j == 0 { + return (chunk_shape, grid, chunks); + } + j -= 1; + coords[j] += 1; + if coords[j] < grid[j] { + break; + } + coords[j] = 0; + } + } +} + +/// The tile's coords in the tile grid and its shape, for storage index `r` (axis 1 fastest: +/// the last of `shape` here). +pub fn tile_at(shape: &[u64], tile: &[u64], r: u64) -> (Vec, Vec) { + let n = shape.len(); + let tiles: Vec = (0..n).map(|j| shape[j].div_ceil(tile[j].max(1))).collect(); + let mut coords = vec![0u64; n]; + let mut rest = r; + for j in (0..n).rev() { + coords[j] = rest % tiles[j]; + rest /= tiles[j]; + } + let extent: Vec = (0..n).map(|j| tile[j].min(shape[j] - coords[j] * tile[j])).collect(); + (coords, extent) +} + +// ---- the parser + #[derive(Clone, Copy, PartialEq, Debug)] enum Phase { Start, @@ -221,6 +324,48 @@ enum Phase { Done, } +/// A tile-compressed image's columns: each present column's byte offset in a row, and +/// whether a descriptor column is `Q` (64-bit). +#[derive(Clone, Debug, Default)] +struct Columns { + compressed: Option<(u64, bool)>, + gzip: Option<(u64, bool)>, + zscale: Option, + zzero: Option, + zblank: Option, + row_bytes: u64, +} + +/// A tile-compressed image's description, from its header, until its table is read. +#[derive(Clone, Debug)] +struct Comp { + codec: String, + zbitpix: i64, + data_type: String, + /// the image's shape and tile shape, in the array's order (slowest axis first) + shape: Vec, + tile: Vec, + blocksize: i64, + bytepix: i64, + quantize: String, + dither_seed: Option, + zblank: Option, + columns: Columns, + rows: u64, +} + +/// A tile-compressed image whose table has not been read yet. +struct Pending { + hdu: usize, + node: u32, + table: u32, + data_offset: u64, + rows_bytes: u64, + heap_offset: u64, + heap: u64, + comp: Comp, +} + pub struct Fits { size: u64, phase: Phase, @@ -233,14 +378,34 @@ pub struct Fits { ir: Ir, rules: &'static Rules, hdus: Vec, + pending: Option, + table_buf: Option>, } impl Fits { pub fn new(size: u64) -> Self { - Fits { size, phase: Phase::Start, buf: Vec::new(), buf_start: 0, offset: 0, index: 0, ir: Ir::new(size), rules: rules::fits(), hdus: Vec::new() } + Fits { + size, + phase: Phase::Start, + buf: Vec::new(), + buf_start: 0, + offset: 0, + index: 0, + ir: Ir::new(size), + rules: rules::fits(), + hdus: Vec::new(), + pending: None, + table_buf: None, + } } pub fn feed(&mut self, offset: u64, data: Vec) { + if let Some(p) = &self.pending { + if offset == p.data_offset && data.len() as u64 >= p.rows_bytes { + self.table_buf = Some(data); + return; + } + } if offset == self.buf_start + self.buf.len() as u64 { self.buf.extend_from_slice(&data); } else if offset == self.buf_start && data.len() >= self.buf.len() { @@ -270,6 +435,22 @@ impl Fits { return Ok(Step::Read(vec![(0, self.size.min(WINDOW))])); } Phase::Hdu => { + if let Some(p) = &self.pending { + if self.table_buf.is_none() { + // the table, with the next HDU's first window when the current window does not reach it + let mut reads = vec![(p.data_offset, p.rows_bytes)]; + let end = self.buf_start + self.buf.len() as u64; + if self.offset < self.size && self.offset >= end { + reads.push((self.offset, (self.size - self.offset).min(WINDOW))); + } + return Ok(Step::Read(reads)); + } + self.table()?; + if self.offset >= self.size { + self.phase = Phase::Done; + } + continue; + } let left = self.size - self.offset; if self.index > 0 && left < CARD as u64 { // too short for a card: special records, a gap @@ -380,6 +561,14 @@ impl Fits { } } + /// The integer value of the card of `keyword`, when there is one (and it is an integer). + fn opt_int(&self, cards: &[Card], keyword: &str) -> Res> { + match card(cards, keyword) { + Some(c) => self.int_of(c).map(Some), + None => Ok(None), + } + } + fn is_true(cards: &[Card], keyword: &str) -> bool { matches!(card(cards, keyword).map(|c| &c.value), Some(Value::Logical(true))) } @@ -406,14 +595,11 @@ impl Fits { let (xtension, kind) = if primary { ("PRIMARY".to_string(), "image") } else { - let name = match &cards[0].value { - Value::Str(s) => s.trim().to_string(), - other => value_text(other), - }; + let name = str_of(&cards[0]); let mut env = rules::env([("hdu", num(hdu)), ("name", text(&name))]); self.rules.check("xtension", &mut env)?; let kind = match env.0.iter().find(|(k, _)| *k == "kind").map(|(_, v)| v.clone()) { - Some(crate::expr::V::Str(s)) if s == "image" => "image", + Some(V::Str(s)) if s == "image" => "image", _ => "table", }; (name, kind) @@ -429,7 +615,7 @@ impl Fits { (p, g) }; self.check("groups", rules::env([("hdu", num(hdu)), ("groups", flag(Self::is_true(&cards, "GROUPS")))]))?; - // the data's size, exactly (FITS Standard 4.0 §4.4.1.1, §7.1.1) + // the data's size, exactly (FITS Standard 4.0, sections 4.4.1.1 and 7.1.1) let spec = &self.rules.table("data_types")[bitpix.to_string()]; let item = spec["bytes"].as_u64().unwrap_or(1) as u128; let total: u128 = if naxis == 0 { @@ -450,8 +636,10 @@ impl Fits { ]), )?; let total = total as u64; - // tables (§16.3): BITPIX 8, NAXIS 2, TFIELDS and a TFORMn per column, the heap's place + // tables (§16.3 ): + // BITPIX 8, NAXIS 2, TFIELDS and a TFORMn per column, the heap's place let mut table = J::Null; + let mut comp: Option = None; if kind == "table" { let tfields = self.mandatory_int(&cards, after + 2, "TFIELDS")?; self.check( @@ -462,10 +650,7 @@ impl Fits { for n in 1..=tfields { let c = card(&cards, &format!("TFORM{n}")); self.check("tform", rules::env([("hdu", num(hdu)), ("n", num(n as f64)), ("found", flag(c.is_some()))]))?; - forms.push(match &c.unwrap().value { - Value::Str(s) => s.trim().to_string(), - other => value_text(other), - }); + forms.push(str_of(c.unwrap())); } let rows = axes[0] * axes[1]; let theap = match card(&cards, "THEAP") { @@ -474,9 +659,12 @@ impl Fits { }; self.check("heap", rules::env([("hdu", num(hdu)), ("theap", num(theap as f64)), ("rows", num(rows as f64)), ("pcount", num(pcount as f64))]))?; self.check("ztable", rules::env([("hdu", num(hdu)), ("ztable", flag(Self::is_true(&cards, "ZTABLE")))]))?; - self.check("zimage", rules::env([("hdu", num(hdu)), ("zimage", flag(Self::is_true(&cards, "ZIMAGE")))]))?; let gap = theap as u64 - rows; table = json!({"tfields": tfields, "tform": forms, "row_bytes": axes[0], "rows": axes[1], "theap": theap, "gap": gap, "heap": total - rows - gap}); + if xtension == "BINTABLE" && Self::is_true(&cards, "ZIMAGE") { + self.check("table_size", rules::env([("hdu", num(hdu)), ("bytes", num(rows as f64))]))?; + comp = Some(self.compressed(&cards, &forms, axes[1])?); + } } // the elements let data_end = data_offset + total; @@ -487,12 +675,24 @@ impl Fits { let header = self.ir.value(s, "header", NO_INDEX, &ty, 0, (self.offset, header_bytes), Some(&self.buf[..header_bytes as usize]))?; let mut elements = json!({"header": header}); let empty = naxis == 0; + let (rows, gap, heap) = match table.as_object() { + Some(t) => (t["row_bytes"].as_u64().unwrap() * t["rows"].as_u64().unwrap(), t["gap"].as_u64().unwrap(), t["heap"].as_u64().unwrap()), + None => (0, 0, 0), + }; if kind == "image" && total > 0 { let shape: Vec = axes.iter().rev().copied().collect(); let form = json!({"geometry": {"data_type": spec["dtype"], "shape": shape}, "codec": {"endian": "big"}, "recipe": [["src", 0, null]]}); elements["data"] = json!(self.ir.data(s, "data", NO_INDEX, 0, (data_offset, total), &form.to_string())?); + } else if let Some(c) = &comp { + // the main table (held once read), the gap; the heap's chunks follow the table + let ty = Self::table_type(&c.columns, c.rows); + if rows > 0 { + elements["table"] = json!(self.ir.value(s, "table", NO_INDEX, &ty, 0, (data_offset, rows), None)?); + } + if gap > 0 { + elements["gap"] = json!(self.ir.value(s, "gap", NO_INDEX, &format!("bytes[{gap}]"), 0, (data_offset + rows, gap), None)?); + } } else if kind == "table" { - let (rows, gap, heap) = (table["row_bytes"].as_u64().unwrap() * table["rows"].as_u64().unwrap(), table["gap"].as_u64().unwrap(), table["heap"].as_u64().unwrap()); if rows > 0 { let form = json!({"geometry": {"rows": table["rows"], "row_bytes": table["row_bytes"]}, "recipe": [["src", 0, null]]}); elements["rows"] = json!(self.ir.data(s, "rows", NO_INDEX, 0, (data_offset, rows), &form.to_string())?); @@ -517,24 +717,274 @@ impl Fits { Value::Int(n) => Some(n as i64), _ => None, }); + let kind_out = if empty { "empty" } else if comp.is_some() { "image" } else { kind }; + let data_type = match &comp { + Some(c) => json!(c.data_type), + None => spec["dtype"].clone(), + }; self.hdus.push(json!({ "index": self.index, "type": if primary { "primary".to_string() } else { xtension.to_lowercase() }, - "kind": if empty { "empty" } else { kind }, "offset": self.offset, "header_bytes": header_bytes, + "kind": kind_out, "offset": self.offset, "header_bytes": header_bytes, "cards": records - 1, "data_offset": data_offset, "data_bytes": total, "pad": pad, - "bitpix": bitpix as i64, "data_type": spec["dtype"], "naxis": axes, "pcount": pcount as i64, "gcount": gcount as i64, - "name": name, "version": version, "table": table, "elements": elements, + "bitpix": bitpix as i64, "data_type": data_type, "naxis": axes, "pcount": pcount as i64, "gcount": gcount as i64, + "name": name, "version": version, "table": table, "compression": J::Null, "elements": elements, })); + if let Some(c) = comp { + self.pending = Some(Pending { + hdu: self.hdus.len() - 1, + node: s, + table: elements["table"].as_u64().map_or(u32::MAX, |v| v as u32), + data_offset, + rows_bytes: rows, + heap_offset: data_offset + rows + gap, + heap, + comp: c, + }); + } // the next HDU (the window's remaining bytes are its first bytes, often all of it) self.index += 1; self.offset = padded_end; - if padded_end >= self.size { + if padded_end >= self.size && self.pending.is_none() { self.phase = Phase::Done; - } else { + } else if padded_end < self.size { self.check("hdu_count", rules::env([("count", num(self.index as f64 + 1.0))]))?; } Ok(()) } + /// A tile-compressed image's cards and columns, checked (§16.3 + /// ). + fn compressed(&self, cards: &[Card], forms: &[String], rows: u64) -> Res { + let hdu = self.index as f64; + let name = card(cards, "ZCMPTYPE").map(str_of).unwrap_or_default(); + let mut env = rules::env([("hdu", num(hdu)), ("name", text(&name))]); + self.rules.check("zcmptype", &mut env)?; + let codec = match env.0.iter().find(|(k, _)| *k == "codec").map(|(_, v)| v.clone()) { + Some(V::Str(s)) => s, + _ => return Err("internal: no codec".into()), + }; + let zbitpix = self.opt_int(cards, "ZBITPIX")?.unwrap_or(0); + self.check("zbitpix", rules::env([("hdu", num(hdu)), ("value", num(zbitpix as f64))]))?; + let spec = &self.rules.table("data_types")[zbitpix.to_string()]; + let znaxis = self.opt_int(cards, "ZNAXIS")?.unwrap_or(0); + self.check("znaxis", rules::env([("hdu", num(hdu)), ("value", num(znaxis as f64))]))?; + let (mut shape_fits, mut tile_fits) = (Vec::new(), Vec::new()); + for n in 1..=znaxis as usize { + let size = self.opt_int(cards, &format!("ZNAXIS{n}"))?.unwrap_or(-1); + self.check("znaxisn", rules::env([("hdu", num(hdu)), ("n", num(n as f64)), ("value", num(size as f64))]))?; + let tile = self.opt_int(cards, &format!("ZTILE{n}"))?.unwrap_or(if n == 1 { size } else { 1 }); + self.check("ztile", rules::env([("hdu", num(hdu)), ("n", num(n as f64)), ("value", num(tile as f64)), ("size", num(size as f64))]))?; + shape_fits.push(size as u64); + tile_fits.push(tile as u64); + } + // the algorithm's parameters + let (mut blocksize, mut bytepix) = (32i128, 4i128); + for k in 1..=9 { + match card(cards, &format!("ZNAME{k}")).map(str_of).as_deref() { + Some("BLOCKSIZE") => blocksize = self.opt_int(cards, &format!("ZVAL{k}"))?.unwrap_or(32), + Some("BYTEPIX") => bytepix = self.opt_int(cards, &format!("ZVAL{k}"))?.unwrap_or(4), + _ => {} + } + } + if codec == "RICE_1" { + self.check("rice", rules::env([("hdu", num(hdu)), ("blocksize", num(blocksize as f64)), ("bytepix", num(bytepix as f64))]))?; + } + let quantize = card(cards, "ZQUANTIZ").map(str_of).unwrap_or_else(|| "NO_DITHER".into()); + let mut env = rules::env([("hdu", num(hdu)), ("name", text(&quantize))]); + self.rules.check("zquantiz", &mut env)?; + let dithered = matches!(env.0.iter().find(|(k, _)| *k == "method").map(|(_, v)| v.clone()), Some(V::Num(m)) if m > 0.0); + let dither_seed = if dithered { + let v = self.opt_int(cards, "ZDITHER0")?; + self.check("zdither0", rules::env([("hdu", num(hdu)), ("name", text(&quantize)), ("found", flag(v.is_some())), ("value", num(v.unwrap_or(0) as f64))]))?; + v.map(|v| v as i64) + } else { + None + }; + let zblank = self.opt_int(cards, "ZBLANK")?.map(|v| v as i64); + // the columns + let mut columns = Columns::default(); + let mut at = 0u64; + for (k, form) in forms.iter().enumerate() { + let name = card(cards, &format!("TTYPE{}", k + 1)).map(str_of).unwrap_or_default().to_uppercase(); + let expected = self.rules.table("tile_columns")[&name].as_str().unwrap_or("").to_string(); + let unsupported = self.rules.table("unsupported_columns")[&name].is_number(); + let known = !expected.is_empty(); + let descriptor = |f: &str| -> Option { + let f = f.trim_start_matches('1'); + let f = f.split('(').next().unwrap_or(f); + match f { + "PB" => Some(false), + "QB" => Some(true), + _ => None, + } + }; + let (form_ok, width) = match name.as_str() { + "COMPRESSED_DATA" | "GZIP_COMPRESSED_DATA" => match descriptor(form) { + Some(q) => (true, if q { 16 } else { 8 }), + None => (false, 0), + }, + "ZSCALE" | "ZZERO" => (form.trim_start_matches('1') == "D", 8), + "ZBLANK" => (form.trim_start_matches('1') == "J", 4), + _ => (true, 0), + }; + self.check( + "tile_column", + rules::env([ + ("hdu", num(hdu)), + ("name", text(&name)), + ("form", text(form)), + ("unsupported", flag(unsupported)), + ("known", flag(known)), + ("form_ok", flag(form_ok)), + ("expected", text(&expected)), + ]), + )?; + match name.as_str() { + "COMPRESSED_DATA" => columns.compressed = Some((at, width == 16)), + "GZIP_COMPRESSED_DATA" => columns.gzip = Some((at, width == 16)), + "ZSCALE" => columns.zscale = Some(at), + "ZZERO" => columns.zzero = Some(at), + "ZBLANK" => columns.zblank = Some(at), + _ => {} + } + at += width; + } + columns.row_bytes = at; + self.check( + "tile_columns", + rules::env([ + ("hdu", num(hdu)), + ("has_compressed", flag(columns.compressed.is_some())), + ("has_scale", flag(columns.zscale.is_some())), + ("has_zero", flag(columns.zzero.is_some())), + ]), + )?; + let shape: Vec = shape_fits.iter().rev().copied().collect(); + let tile: Vec = tile_fits.iter().rev().copied().collect(); + let tiles: u64 = (0..shape.len()).map(|j| shape[j].div_ceil(tile[j].max(1))).product(); + self.check("tile_count", rules::env([("hdu", num(hdu)), ("rows", num(rows as f64)), ("tiles", num(tiles as f64))]))?; + Ok(Comp { + codec, + zbitpix: zbitpix as i64, + data_type: spec["dtype"].as_str().unwrap_or("uint8").to_string(), + shape, + tile, + blocksize: blocksize as i64, + bytepix: bytepix as i64, + quantize, + dither_seed, + zblank, + columns, + rows, + }) + } + + /// The main table's record type: one record per row, a field per column in row order. + fn table_type(c: &Columns, rows: u64) -> String { + let mut fields: Vec<(u64, String)> = Vec::new(); + if let Some((at, q)) = c.compressed { + fields.push((at, format!("COMPRESSED_DATA:{{n:>i{0},o:>i{0}}}", if q { 8 } else { 4 }))); + } + if let Some((at, q)) = c.gzip { + fields.push((at, format!("GZIP_COMPRESSED_DATA:{{n:>i{0},o:>i{0}}}", if q { 8 } else { 4 }))); + } + if let Some(at) = c.zscale { + fields.push((at, "ZSCALE:>f8".into())); + } + if let Some(at) = c.zzero { + fields.push((at, "ZZERO:>f8".into())); + } + if let Some(at) = c.zblank { + fields.push((at, "ZBLANK:>i4".into())); + } + fields.sort(); + format!("{{{}}}[{rows}]", fields.into_iter().map(|(_, f)| f).collect::>().join(",")) + } + + /// The tile-compressed image whose table was just read: the descriptors checked, the + /// heap's chunks as elements, the facts. + fn table(&mut self) -> Res<()> { + let p = self.pending.take().ok_or("internal: no pending table")?; + let raw = self.table_buf.take().ok_or("internal: no table bytes")?; + let hdu = p.hdu as f64; + let c = &p.comp; + if p.table != u32::MAX { + self.ir.put_value(p.table, &raw[..p.rows_bytes as usize]); + } + let read = |at: usize, q: bool, row: u64| -> (i64, i64) { + let o = (row * c.columns.row_bytes) as usize + at; + if q { + (i64::from_be_bytes(raw[o..o + 8].try_into().unwrap()), i64::from_be_bytes(raw[o + 8..o + 16].try_into().unwrap())) + } else { + (i32::from_be_bytes(raw[o..o + 4].try_into().unwrap()) as i64, i32::from_be_bytes(raw[o + 4..o + 8].try_into().unwrap()) as i64) + } + }; + // each tile's bytes in the heap: (start, length) from the heap's first byte, or None + let mut tiles: Vec> = Vec::with_capacity(c.rows as usize); + let (mut previous, mut end) = (0u64, 0u64); + for r in 0..c.rows { + let (at, q) = c.columns.compressed.unwrap(); + let (n, o) = read(at as usize, q, r); + let gz = c.columns.gzip.map(|(at, q)| read(at as usize, q, r)); + let both = n != 0 && gz.is_some_and(|(gn, _)| gn != 0); + self.check("tile_one", rules::env([("hdu", num(hdu)), ("tile", num(r as f64)), ("both", flag(both))]))?; + let (n, o) = if n != 0 { (n, o) } else { gz.filter(|(gn, _)| *gn != 0).unwrap_or((0, 0)) }; + if n == 0 { + tiles.push(None); + continue; + } + self.check( + "tile_descriptor", + rules::env([("hdu", num(hdu)), ("tile", num(r as f64)), ("offset", num(o as f64)), ("length", num(n as f64)), ("heap", num(p.heap as f64))]), + )?; + if tiles.iter().any(|t| t.is_some()) { + self.check( + "tile_order", + rules::env([("hdu", num(hdu)), ("tile", num(r as f64)), ("offset", num(o as f64)), ("previous", num(previous as f64)), ("end", num(end as f64))]), + )?; + } + previous = r; + end = (o + n) as u64; + tiles.push(Some((o as u64, n as u64))); + } + // the chunks: an element per chunk with a present tile + let item = c.zbitpix.unsigned_abs() / 8; + let (chunk_shape, grid, chunks) = tile_cut(&c.shape, &c.tile, item); + let mut chunk_facts = Vec::with_capacity(chunks.len()); + for (j, ch) in chunks.iter().enumerate() { + let present: Vec<(u64, u64)> = (ch.first..ch.first + ch.count).filter_map(|r| tiles[r as usize]).collect(); + let element = if let (Some(&(s0, _)), Some(&(s1, n1))) = (present.first(), present.last()) { + let start = p.heap_offset + s0; + let length = s1 + n1 - s0; + let adjacent = present.windows(2).all(|w| w[0].0 + w[0].1 == w[1].0); + let recipe: Vec = if adjacent { + vec![json!(["src", 0, null])] + } else { + present.iter().map(|&(s, n)| json!(["src", s - s0, n])).collect() + }; + let form = json!({"geometry": {"tiles": [ch.first, ch.count]}, "recipe": recipe}); + Some(self.ir.data(p.node, "heap/", j as u64, 0, (start, length), &form.to_string())?) + } else { + None + }; + chunk_facts.push(json!({"coords": ch.coords, "first": ch.first, "count": ch.count, "element": element})); + } + let h = &mut self.hdus[p.hdu]; + h["compression"] = json!({ + "type": c.codec, "parameters": {"BLOCKSIZE": c.blocksize, "BYTEPIX": c.bytepix}, "zbitpix": c.zbitpix, + "data_type": c.data_type, "shape": c.shape, "tile": c.tile, "quantize": c.quantize, "dither_seed": c.dither_seed, + "zblank": c.zblank, "columns": { + "COMPRESSED_DATA": c.columns.compressed.map(|(at, q)| json!({"offset": at, "q": q})), + "GZIP_COMPRESSED_DATA": c.columns.gzip.map(|(at, q)| json!({"offset": at, "q": q})), + "ZSCALE": c.columns.zscale, "ZZERO": c.columns.zzero, "ZBLANK": c.columns.zblank, + }, + "row_bytes": c.columns.row_bytes, "rows": c.rows, "tiles": tiles.len(), + "present": tiles.iter().filter(|t| t.is_some()).count(), + "chunk_shape": chunk_shape, "grid": grid, "chunks": chunk_facts, + }); + Ok(()) + } + pub fn finish(mut self) -> Result<(Ir, J), String> { if self.phase != Phase::Done { return Err("internal: the parse is not done".into()); @@ -546,17 +996,6 @@ impl Fits { } } -/// A value as a message shows it. -pub fn value_text(v: &Value) -> String { - match v { - Value::None => String::new(), - Value::Logical(b) => if *b { "T" } else { "F" }.to_string(), - Value::Int(n) => n.to_string(), - Value::Real(_, t) | Value::Str(t) | Value::Unparsed(t) => t.clone(), - Value::Complex(r, i) => format!("({r}, {i})"), - } -} - #[cfg(test)] mod tests { use super::*; @@ -609,4 +1048,28 @@ mod tests { assert!(!detect(&rec("XTENSION= 'IMAGE '"))); assert!(!detect(b"SIMPLE =")); } + + /// The tile grid cut (§3.3 ). + #[test] + fn tile_cut_rows_squares_and_planes() { + // DECam: 4094 row tiles of 2046 float32 (8184 bytes): 128 rows per chunk, 32 chunks + let (shape, grid, chunks) = tile_cut(&[4094, 2046], &[1, 2046], 4); + assert_eq!((shape, grid, chunks.len()), (vec![128, 2046], vec![32, 1], 32)); + assert_eq!(chunks[0], TileChunk { coords: vec![0, 0], first: 0, count: 128 }); + assert_eq!(chunks[31], TileChunk { coords: vec![31, 0], first: 3968, count: 126 }); + // Legacy Surveys: 100 x 100 float32 tiles on 3600 x 3600: a tile row is 1.44 MB, over the + // limit, so the cut is along axis 1: 18 tiles per chunk, 2 chunks per tile row + let (shape, grid, chunks) = tile_cut(&[3600, 3600], &[100, 100], 4); + assert_eq!((shape, grid, chunks.len()), (vec![100, 1800], vec![36, 2], 72)); + assert_eq!(chunks[3], TileChunk { coords: vec![1, 1], first: 54, count: 18 }); + // a cube tiled by plane, 6 planes of 20 x 30 int16 (1200 bytes): all 6 in one chunk + let (shape, grid, chunks) = tile_cut(&[6, 20, 30], &[1, 20, 30], 2); + assert_eq!((shape, grid, chunks.len()), (vec![6, 20, 30], vec![1, 1, 1], 1)); + assert_eq!(chunks[0], TileChunk { coords: vec![0, 0, 0], first: 0, count: 6 }); + // an axis of 0: no chunks + assert_eq!(tile_cut(&[0, 30], &[1, 30], 2).2.len(), 0); + // the tile at a storage index: coords and its (edge) extent + assert_eq!(tile_at(&[230, 350], &[100, 100], 7), (vec![1, 3], vec![100, 50])); + assert_eq!(tile_at(&[230, 350], &[100, 100], 11), (vec![2, 3], vec![30, 50])); + } } diff --git a/rust/refkv-ir/src/fits_tiles.rs b/rust/refkv-ir/src/fits_tiles.rs new file mode 100644 index 00000000..89096d20 --- /dev/null +++ b/rust/refkv-ir/src/fits_tiles.rs @@ -0,0 +1,482 @@ +//! The `fits_tiles` codec (spec/virtualize/fits.md §3.3 +//! ): +//! decodes a chunk of a tile-compressed FITS image, whose bytes are a prefix describing each +//! tile (its stream's length and kind, its quantization) followed by the tiles' streams, into +//! the chunk's pixels. The tiles are decoded as cfitsio decodes them: RICE_1 is a port of +//! cfitsio's `fits_rdecomp`, `fits_rdecomp_short` and `fits_rdecomp_byte` (ricecomp.c), the +//! dequantization and its dither of `unquantize_i4r4` and `fits_init_randoms` (unquantize.c), +//! bit for bit. One implementation serves Python and the browser. + +use crate::fits::tile_at; +use serde_json::Value as J; +use std::sync::OnceLock; + +type Res = Result; + +/// The codec's configuration (the array's `codecs` entry). +#[derive(Clone, Debug, PartialEq)] +pub struct Config { + /// `RICE_1`, `GZIP_1`, `GZIP_2` or `NOCOMPRESS` + pub compression: String, + pub blocksize: u32, + pub bytepix: u32, + pub zbitpix: i32, + /// the image's shape and tile shape, in the array's order + pub shape: Vec, + pub tile: Vec, + /// 0 none, 1 `SUBTRACTIVE_DITHER_1`, 2 `SUBTRACTIVE_DITHER_2` + pub quantize: u8, + pub dither_seed: i64, +} + +impl Config { + pub fn from_json(v: &J) -> Res { + let list = |k: &str| -> Res> { + v[k].as_array().ok_or(format!("fits_tiles: no {k}"))?.iter().map(|x| x.as_u64().ok_or(format!("fits_tiles: {k} is not a list of sizes"))).collect() + }; + let p = &v["parameters"]; + let quantize = match v["quantize"].as_str().unwrap_or("NO_DITHER") { + "SUBTRACTIVE_DITHER_1" => 1, + "SUBTRACTIVE_DITHER_2" => 2, + _ => 0, + }; + Ok(Config { + compression: v["compression"].as_str().ok_or("fits_tiles: no compression")?.to_string(), + blocksize: p["BLOCKSIZE"].as_u64().unwrap_or(32) as u32, + bytepix: p["BYTEPIX"].as_u64().unwrap_or(4) as u32, + zbitpix: v["zbitpix"].as_i64().ok_or("fits_tiles: no zbitpix")? as i32, + shape: list("shape")?, + tile: list("tile_shape")?, + quantize, + dither_seed: v["dither_seed"].as_i64().unwrap_or(0), + }) + } +} + +/// A tile's record in the chunk's prefix (32 bytes, little-endian). +#[derive(Clone, Copy, Debug, Default)] +pub struct TileRecord { + pub length: u32, + /// 0 a `ZCMPTYPE` stream, 1 a gzip member of the tile's raw values (the fallback) + pub kind: u32, + pub zblank: i32, + /// bit 0: zscale and zzero given; bit 1: zblank given + pub flags: u32, + pub zscale: f64, + pub zzero: f64, +} + +pub const PREFIX_HEADER: usize = 8; +pub const RECORD: usize = 32; + +/// The prefix of a chunk: the tile count, the first tile's storage index, the records. +pub fn prefix(first: u64, records: &[TileRecord]) -> Vec { + let mut out = Vec::with_capacity(PREFIX_HEADER + RECORD * records.len()); + out.extend_from_slice(&(records.len() as u32).to_le_bytes()); + out.extend_from_slice(&(first as u32).to_le_bytes()); + for r in records { + out.extend_from_slice(&r.length.to_le_bytes()); + out.extend_from_slice(&r.kind.to_le_bytes()); + out.extend_from_slice(&r.zblank.to_le_bytes()); + out.extend_from_slice(&r.flags.to_le_bytes()); + out.extend_from_slice(&r.zscale.to_le_bytes()); + out.extend_from_slice(&r.zzero.to_le_bytes()); + } + out +} + +fn parse_prefix(chunk: &[u8]) -> Res<(u64, Vec, usize)> { + if chunk.len() < PREFIX_HEADER { + return Err("fits_tiles: the chunk is shorter than its prefix".into()); + } + let n = u32::from_le_bytes(chunk[0..4].try_into().unwrap()) as usize; + let first = u32::from_le_bytes(chunk[4..8].try_into().unwrap()) as u64; + let end = PREFIX_HEADER + n * RECORD; + if chunk.len() < end { + return Err("fits_tiles: the chunk is shorter than its prefix".into()); + } + let mut records = Vec::with_capacity(n); + for k in 0..n { + let r = &chunk[PREFIX_HEADER + k * RECORD..PREFIX_HEADER + (k + 1) * RECORD]; + let u = |i: usize| u32::from_le_bytes(r[i..i + 4].try_into().unwrap()); + records.push(TileRecord { + length: u(0), + kind: u(4), + zblank: u(8) as i32, + flags: u(12), + zscale: f64::from_le_bytes(r[16..24].try_into().unwrap()), + zzero: f64::from_le_bytes(r[24..32].try_into().unwrap()), + }); + } + Ok((first, records, end)) +} + +// ---- RICE_1 (cfitsio ricecomp.c, the decoders) + +/// The RICE_1 stream of `npix` pixels of `bytepix` bytes, coded in blocks of `blocksize`: +/// the pixels as 32-bit values (a 2-byte pixel's low 16 bits, a byte's low 8). +pub fn rice_decode(c: &[u8], npix: usize, blocksize: u32, bytepix: u32) -> Res> { + let (fsbits, fsmax, mask): (i32, i32, u32) = match bytepix { + 1 => (3, 6, 0xff), + 2 => (4, 14, 0xffff), + 4 => (5, 25, 0xffff_ffff), + _ => return Err(format!("fits_tiles: RICE_1 with BYTEPIX {bytepix}")), + }; + let bbits: i32 = 1 << fsbits; + let bp = bytepix as usize; + if c.len() < bp + 1 { + return Err("fits_tiles: a RICE_1 stream shorter than its first pixel".into()); + } + let mut lastpix: u32 = 0; + for &byte in &c[..bp] { + lastpix = (lastpix << 8) | byte as u32; + } + let mut out = vec![0u32; npix]; + let mut pos = bp; + let next = |pos: &mut usize| -> Res { + let b = *c.get(*pos).ok_or("fits_tiles: a RICE_1 stream ends before its last pixel")?; + *pos += 1; + Ok(b as u32) + }; + let mut b: u32 = next(&mut pos)?; + let mut nbits: i32 = 8; + let mut i = 0usize; + while i < npix { + nbits -= fsbits; + while nbits < 0 { + b = (b << 8) | next(&mut pos)?; + nbits += 8; + } + let fs = (b >> nbits) as i32 - 1; + b &= (1u32 << nbits) - 1; + let imax = (i + blocksize as usize).min(npix); + if fs < 0 { + // low entropy: every difference is zero + while i < imax { + out[i] = lastpix; + i += 1; + } + } else if fs == fsmax { + // high entropy: the values coded directly + while i < imax { + let mut k = bbits - nbits; + let mut diff: u32 = b.wrapping_shl(k as u32); + k -= 8; + while k >= 0 { + b = next(&mut pos)?; + diff |= b << k; + k -= 8; + } + if nbits > 0 { + b = next(&mut pos)?; + diff |= b >> (-k); + b &= (1u32 << nbits) - 1; + } else { + b = 0; + } + diff = if diff & 1 == 0 { diff >> 1 } else { !(diff >> 1) }; + lastpix = diff.wrapping_add(lastpix) & mask; + out[i] = lastpix; + i += 1; + } + } else { + while i < imax { + while b == 0 { + nbits += 8; + b = next(&mut pos)?; + } + let nzero = nbits - (32 - b.leading_zeros() as i32); + nbits -= nzero + 1; + b ^= 1 << nbits; + nbits -= fs; + while nbits < 0 { + b = (b << 8) | next(&mut pos)?; + nbits += 8; + } + let mut diff = ((nzero as u32) << fs) | (b >> nbits); + b &= (1u32 << nbits) - 1; + diff = if diff & 1 == 0 { diff >> 1 } else { !(diff >> 1) }; + lastpix = diff.wrapping_add(lastpix) & mask; + out[i] = lastpix; + i += 1; + } + } + } + Ok(out) +} + +// ---- gzip + +/// The content of one gzip member (RFC 1952). +pub fn gunzip(data: &[u8], limit: usize) -> Res> { + if data.len() < 18 || data[0] != 0x1f || data[1] != 0x8b || data[2] != 8 { + return Err("fits_tiles: not a gzip member".into()); + } + let flg = data[3]; + let mut at = 10; + if flg & 4 != 0 { + let n = u16::from_le_bytes([data[at], data[at + 1]]) as usize; + at += 2 + n; + } + for bit in [8u8, 16] { + if flg & bit != 0 { + while *data.get(at).ok_or("fits_tiles: a truncated gzip header")? != 0 { + at += 1; + } + at += 1; + } + } + if flg & 2 != 0 { + at += 2; + } + if at + 8 > data.len() { + return Err("fits_tiles: a truncated gzip member".into()); + } + miniz_oxide::inflate::decompress_to_vec_with_limit(&data[at..data.len() - 8], limit).map_err(|e| format!("fits_tiles: gzip: {e:?}")) +} + +// ---- dequantization (cfitsio unquantize.c) + +const N_RANDOM: usize = 10000; + +/// cfitsio's table of 10000 random values (`fits_init_randoms`): the Park–Miller generator +/// from seed 1, each value `seed / (2^31 − 1)` as a float. +pub fn random_table() -> &'static [f32; N_RANDOM] { + static TABLE: OnceLock<[f32; N_RANDOM]> = OnceLock::new(); + TABLE.get_or_init(|| { + let (a, m) = (16807.0f64, 2147483647.0f64); + let mut seed = 1.0f64; + let mut t = [0f32; N_RANDOM]; + for v in t.iter_mut() { + let temp = a * seed; + seed = temp - m * ((temp / m) as i64 as f64); + *v = (seed / m) as f32; + } + debug_assert_eq!(seed as i64, 1043618065); + t + }) +} + +/// The quantized integers of tile `row` (its storage index plus `ZDITHER0`, as cfitsio's +/// `row`) as values: `(I − R + 0.5) × scale + zero` with the dither's random `R` for the +/// subtractive dithers, `I × scale + zero` without; `zblank` as NaN; `−2147483646` as 0 for +/// `SUBTRACTIVE_DITHER_2`. +pub fn dequantize(ints: &[i32], row: i64, method: u8, scale: f64, zero: f64, zblank: Option) -> Vec { + let rn = random_table(); + let mut iseed = ((row - 1).rem_euclid(N_RANDOM as i64)) as usize; + let mut nextrand = (rn[iseed] * 500.0) as usize; + let mut out = Vec::with_capacity(ints.len()); + for &i in ints { + let v = if zblank == Some(i) { + f64::NAN + } else if method == 2 && i == -2147483646 { + 0.0 + } else if method > 0 { + (i as f64 - rn[nextrand] as f64 + 0.5) * scale + zero + } else { + i as f64 * scale + zero + }; + out.push(v); + if method > 0 { + nextrand += 1; + if nextrand == N_RANDOM { + iseed = (iseed + 1) % N_RANDOM; + nextrand = (rn[iseed] * 500.0) as usize; + } + } + } + out +} + +// ---- the chunk + +/// The decoded values of one tile, as little-endian bytes of the array's data type. +fn tile_values(stream: &[u8], rec: &TileRecord, cfg: &Config, tile_index: u64, npix: usize) -> Res> { + let item = (cfg.zbitpix.unsigned_abs() / 8) as usize; + let float = cfg.zbitpix < 0; + let quantized = float && rec.flags & 1 != 0 && rec.kind == 0; + // the tile's raw big-endian values, or its quantized integers + let big: Vec = if rec.kind == 1 { + gunzip(stream, npix * item)? + } else { + match cfg.compression.as_str() { + "RICE_1" => { + let bp = if quantized { 4 } else { cfg.bytepix }; + let vals = rice_decode(stream, npix, cfg.blocksize, bp)?; + let mut out = Vec::with_capacity(npix * bp as usize); + for v in vals { + out.extend_from_slice(&v.to_be_bytes()[4 - bp as usize..]); + } + out + } + "GZIP_1" => gunzip(stream, npix * 8)?, + "GZIP_2" => { + let shuffled = gunzip(stream, npix * 8)?; + if npix == 0 || shuffled.len() % npix != 0 { + return Err("fits_tiles: a GZIP_2 tile's bytes are not a whole number per pixel".into()); + } + let e = shuffled.len() / npix; + let mut out = vec![0u8; shuffled.len()]; + for k in 0..e { + for i in 0..npix { + out[i * e + k] = shuffled[k * npix + i]; + } + } + out + } + "NOCOMPRESS" => stream.to_vec(), + other => return Err(format!("fits_tiles: compression {other}")), + } + }; + if quantized { + if big.len() != npix * 4 { + return Err(format!("fits_tiles: a quantized tile of {} bytes for {npix} pixels", big.len())); + } + let ints: Vec = big.chunks(4).map(|c| i32::from_be_bytes(c.try_into().unwrap())).collect(); + let zblank = (rec.flags & 2 != 0).then_some(rec.zblank); + let vals = dequantize(&ints, tile_index as i64 + cfg.dither_seed, cfg.quantize, rec.zscale, rec.zzero, zblank); + let mut out = Vec::with_capacity(npix * item); + for v in vals { + if item == 4 { + out.extend_from_slice(&(v as f32).to_le_bytes()); + } else { + out.extend_from_slice(&v.to_le_bytes()); + } + } + return Ok(out); + } + if big.len() != npix * item { + return Err(format!("fits_tiles: a tile of {} bytes for {npix} pixels of {item} bytes", big.len())); + } + // big-endian to little-endian + let mut out = Vec::with_capacity(big.len()); + for px in big.chunks(item) { + out.extend(px.iter().rev()); + } + Ok(out) +} + +/// A chunk's pixels, as little-endian bytes of the array's data type in C order over +/// `chunk_shape`; the pixels no tile gives are 0. +pub fn decode(chunk: &[u8], cfg: &Config, chunk_shape: &[u64]) -> Res> { + let n = cfg.shape.len(); + if cfg.tile.len() != n || chunk_shape.len() != n { + return Err("fits_tiles: the shape, the tile shape and the chunk shape differ in rank".into()); + } + let item = (cfg.zbitpix.unsigned_abs() / 8) as usize; + let chunk_pixels: usize = chunk_shape.iter().product::() as usize; + let mut out = vec![0u8; chunk_pixels * item]; + let (first, records, mut at) = parse_prefix(chunk)?; + let (origin, _) = tile_at(&cfg.shape, &cfg.tile, first); + for (k, rec) in records.iter().enumerate() { + let r = first + k as u64; + let len = rec.length as usize; + if len == 0 { + continue; + } + if at + len > chunk.len() { + return Err("fits_tiles: the chunk is shorter than its tiles".into()); + } + let stream = &chunk[at..at + len]; + at += len; + let (coords, extent) = tile_at(&cfg.shape, &cfg.tile, r); + let npix: usize = extent.iter().product::() as usize; + let values = tile_values(stream, rec, cfg, r, npix)?; + // place the tile: its offset in the chunk, by axis + let offset: Vec = (0..n).map(|j| (coords[j] - origin[j]) * cfg.tile[j]).collect(); + if (0..n).any(|j| offset[j] + extent[j] > chunk_shape[j]) { + return Err("fits_tiles: a tile lies outside its chunk".into()); + } + // rows of the tile's last axis, copied one by one + let row = extent[n - 1] as usize * item; + let rows: usize = extent[..n - 1].iter().product::() as usize; + for q in 0..rows { + // the tile row's coords within the tile (axes before the last) + let mut rest = q as u64; + let mut dst = 0u64; + let mut stride = 1u64; + for j in (0..n).rev() { + let c = if j == n - 1 { 0 } else { let c = rest % extent[j]; rest /= extent[j]; c }; + dst += (offset[j] + c) * stride; + stride *= chunk_shape[j]; + } + let dst = dst as usize * item; + out[dst..dst + row].copy_from_slice(&values[q * row..(q + 1) * row]); + } + } + Ok(out) +} + +#[cfg(test)] +mod tests { + use super::*; + + fn hex(s: &str) -> Vec { + (0..s.len()).step_by(2).map(|i| u8::from_str_radix(&s[i..i + 2], 16).unwrap()).collect() + } + + /// Streams astropy's RICE_1 codec (cfitsio's) wrote, and the values it wrote them from. + #[test] + fn rice_streams_of_each_width() { + let u8_vals = [207u32, 21, 45, 60, 46, 205, 222, 149, 10, 24, 85, 110, 159, 122, 67, 40, 177, 188, 8, 29, 115, 100, 227, 132, 107, 110, 170, 150, 44, 188, 193, 244, 201, 72, 81, 166, 166, 178, 222, 74]; + assert_eq!(rice_decode(&hex("cfe0118603c37824523d438f464c492da6bda2d3055583bfd7a620cf04fa7be14cdd57f84aa800616360"), 40, 32, 1).unwrap(), u8_vals); + let i16_vals = [7i32, 463, 163, -151, -54, 162, 580, -80, -73, 300, -265, -87, 264, 174, 27, 201, -848, 306, -287, -500, 82, 210, -133, -322, 7, -15, 421, 224, 58, 333, -61, -277, 175, 174, -64, -234, 68, -748, 207, 147, -491, 18, -289, 227, -610]; + let got = rice_decode(&hex("0007a801c82574e761760d10c9e0e5d44d3b22beacf25d702310c10a87a928cc0156ef2a4a2b6d1c4e9689989f5f4e2201f6f534b825f1bb4ee5f6fe9329040a24"), 45, 32, 2).unwrap(); + assert_eq!(got.iter().map(|&v| v as u16 as i16 as i32).collect::>(), i16_vals); + let i16_b16 = [-274i32, 212, 346, -647, -149, 98, -182, 477, -357, 106, -314, 421, -6, -111, -515, 504, 225, 226, 341, 104, -191, -240, -240, 411, -438, -178, -96, 67, 172, -374, -519, -1, 364, 227, 64, -95, 87, -73, 245, -238, 40, -33, 163, 67, 765]; + let got = rice_decode(&hex("feeea801e66183c17c9f722f326141b9e68e77cd56d164e3f6a45b015cdeca4d98600316150a08a9346b4890f2120c93b488a8a9ead89f97c1c5259916237e0ba0"), 45, 16, 2).unwrap(); + assert_eq!(got.iter().map(|&v| v as u16 as i16 as i32).collect::>(), i16_b16); + let i32_vals = [104905i32, 104771, -142765, -23822, -42602, 37290, -159531, 82214, 74688, -91144, -68498, -56082, 3030, 44867, 143352, -13821, 53725, 10879, 123194, 51951, 95798, -75437, -13456, -56964, 105346, 46034, -21360, -31672, 33926, -49104, -65141, 33689, 172419, -17229, -38910, -81980, -93450]; + let got = rice_decode(&hex("000199c994000100858e377dd09f5256e9c0a040352360a28eb2cc3e3eb0ec98403cdd0d1b6980b5165f4a0fb4d3aedb6bb22c95d5a38ce717e43ad4f9cbd033cf5f41d072847a007c511573ea4b041c911dea1e4cfd52c3a83dcb3360"), 37, 32, 4).unwrap(); + assert_eq!(got.iter().map(|&v| v as i32).collect::>(), i32_vals); + // low entropy (a constant tile) and high entropy (values coded directly) + assert!(rice_decode(&hex("fff900"), 40, 32, 2).unwrap().iter().all(|&v| v as u16 as i16 == -7)); + let wild = [542434981i32, 155977968, 679805593, 1876616576, 1876386371, -1606236804, 1247703095, -364365215, 1374178818, 722230708, -1906777950, 1652338267, 1832616318, 2146637659, -1887138398, -1530567662, 560680319, 160192505, -1744203052, 1637243803, -1140590678, -1919722930, 1551588626, 379216215, -2036024378, -1400540091, 1630469595, 1150322215, 1575087767, 1879610980, -856568480, 164446534, -553703477, -2108972940, -1134635898, -1871530619, -1643510598, -362057481, 1787333326, 1491659192]; + let got = rice_decode(&hex("2054e6a5d000000001708ddb49f38f9a94755e2e70003833cb06b633955e45544e01635d5e7a013a126dbf04de34c82ee2bdc32468abed32312b795dd0f9176471540d6707ca5e96d17def585f182c524b6733738da6d9c0f2e709d5bb117fd3bc5e0fbbaf00a5a6f25e0b87f4b5676699c9e77b3995168701226a7cd5ce936fc3cdb73e6695670cbd6e59c3ab5d099a0915f60f8046cba79aa630b61ebff1731448cfd08ac0"), 40, 32, 4).unwrap(); + assert_eq!(got.iter().map(|&v| v as i32).collect::>(), wild); + assert!(rice_decode(&hex("0007a8"), 45, 32, 2).is_err()); + } + + /// cfitsio's random table and dither, against astropy's `Quantize.decode_quantized`. + #[test] + fn dequantizes_as_cfitsio() { + let rn = random_table(); + assert_eq!(&rn[..4], &[7.826369255781174e-06f32, 0.1315377950668335, 0.7556053400039673, 0.458650141954422]); + assert_eq!(rn[1236], 0.25911977887153625); + let ints = [5i32, -3, 0, 1000000, -2147483648, 42, 7, 7, 7, 9]; + let f32s = |v: Vec| v.into_iter().map(|x| x as f32).collect::>(); + assert_eq!( + f32s(dequantize(&ints, 1237, 1, 0.125, -2.5, None)), + [-1.8521924018859863f32, -2.9233739376068115, -2.519007444381714, 124997.546875, -268435456.0, 2.764273166656494, -1.610965609550476, -1.6249675750732422, -1.5809416770935059, -1.3858983516693115] + ); + assert_eq!( + f32s(dequantize(&ints, 4321, 2, 0.125, -2.5, None)), + [-1.894239902496338f32, -2.864499807357788, -2.525148868560791, 124997.4453125, -268435456.0, 2.779693365097046, -1.5684330463409424, -1.654510259628296, -1.6035293340682983, -1.3915798664093018] + ); + assert_eq!(f32s(dequantize(&ints, 0, 0, 0.125, -2.5, None)), [-1.875f32, -2.875, -2.5, 124997.5, -268435456.0, 2.75, -1.625, -1.625, -1.625, -1.375]); + assert_eq!(dequantize(&ints[..4], 1237, 1, 0.125, -2.5, None), [-1.8521924428641796, -2.923373833298683, -2.519007332623005, 124997.54370811768]); + // the blank value is NaN, and dither 2's zero value is 0 + let v = dequantize(&[-2147483648, -2147483646, 1], 10, 2, 1.0, 0.0, Some(-2147483648)); + assert!(v[0].is_nan() && v[1] == 0.0 && v[2] != 0.0); + } + + /// A chunk of two row tiles of a 3 x 4 int16 image, the second an edge tile of one row, + /// decoded into a [2, 4] chunk, and a chunk whose second tile is absent. + #[test] + fn places_tiles_in_the_chunk() { + let cfg = Config { compression: "NOCOMPRESS".into(), blocksize: 32, bytepix: 2, zbitpix: 16, shape: vec![3, 4], tile: vec![1, 4], quantize: 0, dither_seed: 0 }; + let t0: Vec = [1i16, 2, 3, 4].iter().flat_map(|v| v.to_be_bytes()).collect(); + let t1: Vec = [5i16, 6, 7, 8].iter().flat_map(|v| v.to_be_bytes()).collect(); + let mut chunk = prefix(0, &[TileRecord { length: 8, ..Default::default() }, TileRecord { length: 8, ..Default::default() }]); + chunk.extend(&t0); + chunk.extend(&t1); + let out = decode(&chunk, &cfg, &[2, 4]).unwrap(); + let vals: Vec = out.chunks(2).map(|c| i16::from_le_bytes([c[0], c[1]])).collect(); + assert_eq!(vals, [1, 2, 3, 4, 5, 6, 7, 8]); + let mut chunk = prefix(2, &[TileRecord { length: 8, ..Default::default() }, TileRecord::default()]); + chunk.extend(&t0); + let out = decode(&chunk, &cfg, &[2, 4]).unwrap(); + let vals: Vec = out.chunks(2).map(|c| i16::from_le_bytes([c[0], c[1]])).collect(); + assert_eq!(vals, [1, 2, 3, 4, 0, 0, 0, 0]); + } +} diff --git a/rust/refkv-ir/src/lib.rs b/rust/refkv-ir/src/lib.rs index 753c30f3..edfa0d05 100644 --- a/rust/refkv-ir/src/lib.rs +++ b/rust/refkv-ir/src/lib.rs @@ -21,6 +21,7 @@ pub mod lv; pub mod mirror; pub mod mrc; pub mod fits; +pub mod fits_tiles; pub mod n5; pub mod nd2; pub mod nifti; diff --git a/rust/refkv-ir/src/project/fits.rs b/rust/refkv-ir/src/project/fits.rs index bc0eb4e5..d9ed1f05 100644 --- a/rust/refkv-ir/src/project/fits.rs +++ b/rust/refkv-ir/src/project/fits.rs @@ -7,8 +7,9 @@ use super::Copied; use crate::fits::{card, parse_cards, Card, Value}; +use crate::fits_tiles::{prefix, TileRecord}; use crate::ir::Ir; -use crate::out::{array_json, blob_chunks, declare, grid_chunks, group_doc, json_size, Chunk, Out, MAX_PAYLOAD}; +use crate::out::{array_json, blob_chunks, declare, grid_chunks, group_doc, json_size, Chunk, Out, Part, MAX_PAYLOAD}; use crate::refs::Refs; use serde_json::{json, Map, Value as J}; @@ -103,7 +104,9 @@ fn own_json(h: &J, cards: &[Card]) -> J { } /// The arrays of HDU `h` with their chunks: (path, data type, shape, dimension names, element -/// id, chunk shape, chunks), cut as conventions §7 cuts contiguous values. +/// id, chunk shape, chunks), cut as conventions §7 +/// cuts +/// contiguous values. fn arrays(ir: &Ir, h: &J, threshold: usize) -> Result, Vec, Option, Vec, Vec<(Vec, Chunk)>)>, String> { let index = h["index"].as_u64().unwrap_or(0); let mut out = Vec::new(); @@ -155,12 +158,14 @@ pub fn project(ir: &Ir, facts: &J, url: &str, copied: &Copied) -> Result) let mut table = Vec::with_capacity(hdus.len()); let mut kinds: Map = Map::new(); let (mut cards_total, mut tables) = (0u64, 0u64); let mut docs: Vec<(String, J)> = Vec::new(); let mut all_arrays = Vec::new(); + let mut tiled: Vec<(J, J)> = Vec::new(); let mut primary_cards = J::Null; for h in &hdus { let cards = cards_of(ir, h)?; @@ -179,9 +184,14 @@ pub fn project(ir: &Ir, facts: &J, url: &str, copied: &Copied) -> Result Result): + // the array's chunks are a literal prefix of the tiles' records, then the heap element's + // ranges; the `fits_tiles` codec decodes them + for (h, own) in tiled { + let c = &h["compression"]; + let index = h["index"].as_u64().unwrap_or(0); + let path = index.to_string(); + let shape: Vec = c["shape"].as_array().unwrap_or(&Vec::new()).iter().map(|v| v.as_u64().unwrap_or(0)).collect(); + let dims: Vec = (1..=shape.len()).rev().map(|n| format!("axis{n}")).collect(); + let dim_refs: Vec<&str> = dims.iter().map(|s| s.as_str()).collect(); + let data_type = c["data_type"].as_str().unwrap_or("uint8").to_string(); + let config = json!({ + "compression": c["type"], "parameters": c["parameters"], "zbitpix": c["zbitpix"], + "shape": c["shape"], "tile_shape": c["tile"], "quantize": c["quantize"], + "dither_seed": c["dither_seed"].as_i64().unwrap_or(0), + }); + let codecs = json!([{"name": "fits_tiles", "configuration": config}]); + let mut doc = array_json(&shape, &data_type, c["chunk_shape"].clone(), codecs, &dim_refs); + doc["attributes"] = J::Object(declare(Map::new(), PROFILE, None, Some(own))); + refs.out.json(&format!("{path}/zarr.json"), &doc); + summary_arrays.push(json!({"path": path, "shape": shape, "dataType": data_type, "chunkShape": c["chunk_shape"], "compression": c["type"]})); + let table = h["elements"]["table"].as_u64().and_then(|t| ir.value_bytes(t as u32)).unwrap_or(&[]); + let records = tile_records(c, table)?; + for (piece, ch) in c["chunks"].as_array().into_iter().flatten().enumerate() { + let Some(e) = ch["element"].as_u64() else { continue }; + let (first, n) = (ch["first"].as_u64().unwrap_or(0) as usize, ch["count"].as_u64().unwrap_or(0) as usize); + let (start, length, form) = (ir.start[e as usize], ir.len[e as usize], ir.form_id(e as u32).ok_or("internal: a heap chunk has no form")?); + let mut parts = refs.parts(start, length, form)?; + parts.insert(0, Part::Lit(prefix(first as u64, &records[first..first + n]))); + let coords: Vec = ch["coords"].as_array().into_iter().flatten().map(|v| v.to_string()).collect(); + count += 1; + refs.chunk(format!("{path}/c/{}", coords.join("/")), start, length, form, Some(parts), piece as u64)?; + } + } let mut out = refs.out; out.summary = json!({"hdus": hdus.len(), "kinds": kinds, "arrays": summary_arrays, "chunks": count, "cards": cards_total, "tables": tables}); Ok(out) } + +/// The root table's `compression` member of a tile-compressed image (§5.1 +/// ): null for +/// any other HDU. +fn compression_json(c: &J) -> J { + if c.is_null() { + return J::Null; + } + json!({"type": c["type"], "parameters": c["parameters"], "zbitpix": c["zbitpix"], "tile": c["tile"], + "quantize": c["quantize"], "dither_seed": c["dither_seed"], "zblank": c["zblank"], "tiles": c["tiles"]}) +} + +/// Every tile's record for the chunks' prefixes (§3.3 +/// ), +/// from the main table's rows: its +/// stream's length and column, its quantization. +fn tile_records(c: &J, table: &[u8]) -> Result, String> { + let cols = &c["columns"]; + let row_bytes = c["row_bytes"].as_u64().unwrap_or(0) as usize; + let rows = c["rows"].as_u64().unwrap_or(0) as usize; + if table.len() < rows * row_bytes { + return Err("internal: the tile table is not held".into()); + } + let descriptor = |col: &J, r: usize| -> (u64, u64) { + let Some(at) = col["offset"].as_u64() else { return (0, 0) }; + let o = r * row_bytes + at as usize; + if col["q"].as_bool().unwrap_or(false) { + (i64::from_be_bytes(table[o..o + 8].try_into().unwrap()) as u64, i64::from_be_bytes(table[o + 8..o + 16].try_into().unwrap()) as u64) + } else { + (i32::from_be_bytes(table[o..o + 4].try_into().unwrap()) as u64, i32::from_be_bytes(table[o + 4..o + 8].try_into().unwrap()) as u64) + } + }; + let f64_at = |col: &J, r: usize| -> Option { + let at = col.as_u64()? as usize; + let o = r * row_bytes + at; + Some(f64::from_be_bytes(table[o..o + 8].try_into().unwrap())) + }; + let scaled = cols["ZSCALE"].is_u64() && cols["ZZERO"].is_u64(); + let zblank_keyword = c["zblank"].as_i64(); + let mut out = Vec::with_capacity(rows); + for r in 0..rows { + let (n, _) = descriptor(&cols["COMPRESSED_DATA"], r); + let (gn, _) = descriptor(&cols["GZIP_COMPRESSED_DATA"], r); + let (length, kind) = if n != 0 { (n, 0) } else { (gn, 1) }; + let zblank_column = cols["ZBLANK"].as_u64().map(|at| { + let o = r * row_bytes + at as usize; + i32::from_be_bytes(table[o..o + 4].try_into().unwrap()) + }); + let (zblank, has_blank) = match (zblank_column, zblank_keyword) { + (Some(b), _) => (b, true), + (None, Some(b)) => (b as i32, true), + _ => (0, false), + }; + out.push(TileRecord { + length: length as u32, + kind, + zblank, + flags: (scaled as u32) | ((has_blank as u32) << 1), + zscale: if scaled { f64_at(&cols["ZSCALE"], r).unwrap_or(0.0) } else { 0.0 }, + zzero: if scaled { f64_at(&cols["ZZERO"], r).unwrap_or(0.0) } else { 0.0 }, + }); + } + Ok(out) +} diff --git a/rust/refkv-ir/src/wasm.rs b/rust/refkv-ir/src/wasm.rs index 9e733241..bc4176d2 100644 --- a/rust/refkv-ir/src/wasm.rs +++ b/rust/refkv-ir/src/wasm.rs @@ -40,6 +40,31 @@ pub extern "C" fn vz_out() -> *const u8 { OUT.with(|o| o.borrow().as_ptr()) } +/// The `fits_tiles` codec (spec/virtualize/fits.md §3.3 +/// ): +/// decodes the chunk at `chunk` (`n` bytes) with the configuration JSON at `config` (`nc` +/// bytes) into the pixels of the chunk shape at `shape` (`rank` little-endian u64), in +/// `vz_out`: the pixels' length, or minus a message's. +/// +/// # Safety +/// The pointers come from `vz_alloc` with those lengths. +#[unsafe(no_mangle)] +pub unsafe extern "C" fn vz_fits_tiles_decode(chunk: *const u8, n: usize, config: *const u8, nc: usize, shape: *const u8, rank: usize) -> i64 { + let chunk = unsafe { std::slice::from_raw_parts(chunk, n) }; + let config = unsafe { std::slice::from_raw_parts(config, nc) }; + let shape = unsafe { std::slice::from_raw_parts(shape, rank * 8) }; + let shape: Vec = shape.chunks(8).map(|b| u64::from_le_bytes(b.try_into().unwrap())).collect(); + let decoded = std::str::from_utf8(config) + .map_err(|e| e.to_string()) + .and_then(|s| serde_json::from_str::(s).map_err(|e| e.to_string())) + .and_then(|v| crate::fits_tiles::Config::from_json(&v)) + .and_then(|cfg| crate::fits_tiles::decode(chunk, &cfg, &shape)); + match decoded { + Ok(b) => set_out(b) as i64, + Err(e) => -(set_out(e.into_bytes()) as i64), + } +} + fn step_out(r: Result) -> i64 { match r { Ok(Step::Read(r)) => 1 + set_out(r.iter().flat_map(|(o, n)| [o.to_le_bytes(), n.to_le_bytes()]).flatten().collect()) as i64, diff --git a/rust/refkv-ir/tests/parsers.rs b/rust/refkv-ir/tests/parsers.rs index 4324b8ce..d5b4a8e1 100644 --- a/rust/refkv-ir/tests/parsers.rs +++ b/rust/refkv-ir/tests/parsers.rs @@ -233,6 +233,23 @@ reject!(fits_reject_tfields, Fits, "fits/fits_reject_tfields.fits", "HDU 1: TFIE reject!(fits_reject_tform_missing, Fits, "fits/fits_reject_tform_missing.fits", "HDU 1: no TFORM1 card"); reject!(fits_reject_theap_small, Fits, "fits/fits_reject_theap_small.fits", "HDU 1: THEAP 4 is less than the rows' 8 bytes"); reject!(fits_reject_ztable, Fits, "fits/fits_reject_ztable.fits", "HDU 1: tile-compressed tables (ZTABLE = T) are not supported"); +reject!(fits_reject_zcmptype_hcompress, Fits, "fits/fits_reject_zcmptype_hcompress.fits", "HDU 1: ZCMPTYPE 'HCOMPRESS_1' is not supported"); +reject!(fits_reject_zcmptype_plio, Fits, "fits/fits_reject_zcmptype_plio.fits", "HDU 1: ZCMPTYPE 'PLIO_1' is not supported"); +reject!(fits_reject_zcmptype_unknown, Fits, "fits/fits_reject_zcmptype_unknown.fits", "HDU 1: ZCMPTYPE 'FOO_1' is not RICE_1, GZIP_1, GZIP_2 or NOCOMPRESS"); +reject!(fits_reject_zbitpix, Fits, "fits/fits_reject_zbitpix.fits", "HDU 1: ZBITPIX 12 is not one of 8, 16, 32, 64, -32, -64"); +reject!(fits_reject_ztile_zero, Fits, "fits/fits_reject_ztile_zero.fits", "HDU 1: ZTILE1 0 is not in 1..20"); +reject!(fits_reject_ztile_large, Fits, "fits/fits_reject_ztile_large.fits", "HDU 1: ZTILE2 100 is not in 1..12"); +reject!(fits_reject_bytepix8, Fits, "fits/fits_reject_bytepix8.fits", "HDU 1: BYTEPIX 8 is not 1, 2 or 4"); +reject!(fits_reject_zquantiz_unknown, Fits, "fits/fits_reject_zquantiz_unknown.fits", "HDU 1: ZQUANTIZ 'DITHER_9' is not NO_DITHER, SUBTRACTIVE_DITHER_1 or SUBTRACTIVE_DITHER_2"); +reject!(fits_reject_zdither0_range, Fits, "fits/fits_reject_zdither0_range.fits", "HDU 1: ZDITHER0 20000 is not in 1..10000"); +reject!(fits_reject_zdither0_missing, Fits, "fits/fits_reject_zdither0_missing.fits", "HDU 1: no ZDITHER0 card for SUBTRACTIVE_DITHER_2"); +reject!(fits_reject_row_count, Fits, "fits/fits_reject_row_count.fits", "HDU 1: 5 rows for 4 tiles"); +reject!(fits_reject_columns_extra, Fits, "fits/fits_reject_columns_extra.fits", "HDU 1: column 'FOO' is not a tile-compressed image's"); +reject!(fits_reject_uncompressed_data, Fits, "fits/fits_reject_uncompressed_data.fits", "HDU 1: column 'UNCOMPRESSED_DATA' is not supported"); +reject!(fits_reject_null_pixel_mask, Fits, "fits/fits_reject_null_pixel_mask.fits", "HDU 1: column 'NULL_PIXEL_MASK' is not supported"); +reject!(fits_reject_descriptor_outside, Fits, "fits/fits_reject_descriptor_outside.fits", "HDU 1: tile 3's "); +reject!(fits_reject_descriptor_both, Fits, "fits/fits_reject_descriptor_both.fits", "HDU 1: tile 1 is in both COMPRESSED_DATA and GZIP_COMPRESSED_DATA"); +reject!(fits_reject_tiles_out_of_order, Fits, "fits/fits_reject_tiles_out_of_order.fits", "HDU 1: tile 1 at heap offset 0 starts before tile 0 ends"); reject!(ndpi_edge_reject_focal_planes, Tiff, "ndpi/edge_reject_ndpi_focal_planes.ndpi", "NDPI focal planes (two levels with one magnification) are not supported"); reject!(ndpi_edge_reject_growing, Tiff, "ndpi/edge_reject_ndpi_growing.ndpi", "NDPI levels do not decrease in size"); reject!(ndpi_edge_reject_mcustarts, Tiff, "ndpi/edge_reject_ndpi_mcustarts.ndpi", "McuStarts does not match the strip's intervals"); diff --git a/spec/generate_schemas.py b/spec/generate_schemas.py index 402ffdac..ff426457 100644 --- a/spec/generate_schemas.py +++ b/spec/generate_schemas.py @@ -596,8 +596,25 @@ "pcount": {"type": "integer", "minimum": 0}, "gcount": {"type": "integer", "minimum": 1}, "offset": {"type": "integer", "minimum": 0}, "header_bytes": {"type": "integer", "minimum": 2880}, "data_offset": {"type": "integer", "minimum": 2880}, "data_bytes": {"type": "integer", "minimum": 0}, + "compression": {"anyOf": [{"type": "null"}, { + "type": "object", + "description": "A tile-compressed image's compression (spec/virtualize/fits.md §3.3 )", + "properties": { + "type": {"enum": ["RICE_1", "GZIP_1", "GZIP_2", "NOCOMPRESS"]}, + "parameters": {"type": "object", "properties": {"BLOCKSIZE": {"enum": [16, 32]}, "BYTEPIX": {"enum": [1, 2, 4]}}, + "required": ["BLOCKSIZE", "BYTEPIX"], "additionalProperties": False}, + "zbitpix": {"enum": [8, 16, 32, 64, -32, -64]}, + "tile": {"type": "array", "items": {"type": "integer", "minimum": 1}, "description": "The tile shape, in the array's order"}, + "quantize": {"enum": ["NO_DITHER", "SUBTRACTIVE_DITHER_1", "SUBTRACTIVE_DITHER_2"]}, + "dither_seed": {"type": ["integer", "null"], "minimum": 1, "maximum": 10000}, + "zblank": {"type": ["integer", "null"]}, + "tiles": {"type": "integer", "minimum": 0}, + }, + "required": ["type", "parameters", "zbitpix", "tile", "quantize", "dither_seed", "zblank", "tiles"], + "additionalProperties": False, + }]}, }, - "required": ["index", "type", "kind", "name", "version", "bitpix", "naxis", "pcount", "gcount", "offset", "header_bytes", "data_offset", "data_bytes"], + "required": ["index", "type", "kind", "name", "version", "bitpix", "naxis", "pcount", "gcount", "offset", "header_bytes", "data_offset", "data_bytes", "compression"], "additionalProperties": False, }}, "cards": FITS_CARDS, diff --git a/spec/virtualize/fits.md b/spec/virtualize/fits.md index 41808b07..872c1cd9 100644 --- a/spec/virtualize/fits.md +++ b/spec/virtualize/fits.md @@ -16,10 +16,11 @@ is the FITS profile: how refkv reads the source, which inputs it rejects, and ho each chunk references the source. The profile keeps its numbering as a section of [spec/virtualize.md](../virtualize.md), and is cited as spec/virtualize.md §n. -**Draft.** This revision covers uncompressed images, multi-extension files and -tables. Tile-compressed images (`ZIMAGE = T`, the `.fz` files `fpack` writes) -are rejected by the profile ([§16.3](#163-checks)) until the design of -[design/plans/fits.md](../../design/plans/fits.md) lands. +**Draft.** This revision covers uncompressed images, multi-extension files, +tables and tile-compressed images (`ZIMAGE = T`, the `.fz` files `fpack` +writes) with the `RICE_1`, `GZIP_1`, `GZIP_2` and `NOCOMPRESS` algorithms; +`HCOMPRESS_1` and `PLIO_1` are rejected ([§16.3](#163-checks)). The design is +[design/plans/fits.md](../../design/plans/fits.md). # Part 1. The convention @@ -74,12 +75,11 @@ An HDU's **kind**, by its mandatory cards ([§16.3](#163-checks)): | kind | when | the node | |---|---|---| | **empty** | `NAXIS = 0` | a group with no children: the HDU's metadata alone (the empty primary of a multi-extension file; placeholder extensions with a full header, as HST's STIS writes `ERR` and `DQ`) | -| **image** | the primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'` | an array ([§3](#3-images)); an array with no chunks when some `NAXISn` is 0 | -| **table** | `XTENSION = 'BINTABLE'` or `'TABLE'` | a group with the arrays `rows` and, when the heap is not empty, `heap` ([§4](#4-tables)) | +| **image** | the primary with `NAXIS ≥ 1`, or `XTENSION = 'IMAGE'`, or `XTENSION = 'BINTABLE'` with `ZIMAGE = T` (a tile-compressed image, [§3.3](#33-tile-compressed-images)) | an array ([§3](#3-images)); an array with no chunks when some `NAXISn` (`ZNAXISn`) is 0 | +| **table** | `XTENSION = 'BINTABLE'` or `'TABLE'` otherwise | a group with the arrays `rows` and, when the heap is not empty, `heap` ([§4](#4-tables)) | -Random groups (`GROUPS = T`), tile-compressed tables (`ZTABLE = T`), -tile-compressed images (`ZIMAGE = T`) and extensions of any other -`XTENSION` are rejected by the profile. +Random groups (`GROUPS = T`), tile-compressed tables (`ZTABLE = T`) and +extensions of any other `XTENSION` are rejected by the profile. ## 3. Images @@ -122,6 +122,81 @@ source metadata ([§5.2](#52-an-hdus-node)). That includes the unsigned convention: a `BITPIX = 16` image with `BZERO = 32768` and `BSCALE = 1` is `uint16` data stored as `int16`, and its array is `int16`. +### 3.3 Tile-compressed images + +A tile-compressed image (the FITS tiled image compression convention, FITS +Standard 4.0 section 10) is a `BINTABLE` with `ZIMAGE = T` whose rows are the +**tiles** of an image of shape `[ZNAXISn, …, ZNAXIS1]` and `ZBITPIX`, each +tile of shape `[ZTILEn, …, ZTILE1]` (`ZTILE1 = ZNAXIS1` and the others 1 when +absent: a row per tile), numbered in storage order (the tile index along +axis 1 fastest). A row's `COMPRESSED_DATA` descriptor gives the tile's +stream in the heap, coded with `ZCMPTYPE`, or its `GZIP_COMPRESSED_DATA` +descriptor a gzip member of the tile's raw values instead (the writer's +fallback); a row with both null has no tile. A float image (`ZBITPIX < 0`) +whose table has `ZSCALE` and `ZZERO` columns is **quantized**: each tile's +stream codes 32-bit integers `I`, and its values are `(I − R + 0.5) × ZSCALE ++ ZZERO` for the subtractive dithers (`ZQUANTIZ`), `I × ZSCALE + ZZERO` +without one, in binary64 with each operation rounded +([spec/virtualize.md §1.3](../virtualize.md#13-arithmetic)), then the +array's type; `R` is the dither's random value, from cfitsio's table of +10,000 values (the Park–Miller generator from seed 1, each value as a +binary32), which tile `t` enters at `((t + ZDITHER0 − 1) mod 10000)` and +walks as cfitsio does (`unquantize.c`: the start `int(R_0 × 500)`, one +value per pixel, NaN pixels included, the index wrapping at 10,000); an +integer equal to `ZBLANK` (the row's, or the header's) is NaN, and +`−2147483646` is 0 under `SUBTRACTIVE_DITHER_2`. The tiles of an integer +image, and a float image's fallback tiles, are the values as stored. + +The HDU's array has the shape `[ZNAXISn, …, ZNAXIS1]`, the data type of +`ZBITPIX` ([§3.1](#31-the-array)), the fill value 0, the dimension names of +[§3.1](#31-the-array), and: + +- **Chunk grid.** The tile grid `[g_n, …, g_1]`, `g_j = ceil(ZNAXIS_j / + ZTILE_j)`, is cut into chunks of consecutive tiles: with `b` the decoded + bytes of a tile (`ZTILE1 × … × ZTILEn × |ZBITPIX| / 8`), `s_j = b × g_{j−1} + × … × g_1` the bytes of one index along axis `j`, and the limit `L = + 2^20`, the cut axis `a` is the slowest axis with `s_a ≤ L`, or axis 1 if + none; a chunk holds `c` indexes along `a`, `c = ceil(g_a / k)` with `k = + ceil(g_a / max(1, floor(L / s_a)))`, one tile along each slower axis, and + every tile along each faster axis. The chunk shape is `ZTILE_j` along the + slower axes, `c × ZTILE_a` along `a`, and `ZNAXIS_j` along the faster + axes; the grid is `g_j`, `ceil(g_a / c)` and 1. A chunk's tiles are then + consecutive in storage order. A DECam chip (4094 row tiles of 8184 bytes) + has chunks of 128 rows, 32 of them; a Legacy Surveys brick (`100 × 100` + float32 tiles on `3600 × 3600`, a tile row of 1.44 MB) has chunks of 18 + tiles, `[100, 1800]`, 72 of them. +- **Codecs:** `[{"name": "fits_tiles", "configuration": C}]`, `C` the object + `{"compression": ZCMPTYPE (`RICE_ONE` written `RICE_1`), "parameters": + {"BLOCKSIZE": b, "BYTEPIX": p} (the `ZNAMEi`/`ZVALi` pairs; 32 and 4 when + absent), "zbitpix": ZBITPIX, "shape": [ZNAXISn, …, ZNAXIS1], "tile_shape": + [ZTILEn, …, ZTILE1], "quantize": ZQUANTIZ (`NO_DITHER` when absent), + "dither_seed": ZDITHER0 (0 when absent)}`. +- **Chunks.** A chunk with at least one tile is present; its bytes are a + **prefix** followed by its tiles' streams in storage order, and its + reference is the prefix as a literal range followed by the ranges of the + streams ([§16.4](#164-chunks)). The prefix is little-endian: `u32` the + chunk's tile count `N`, `u32` the storage index of its first tile, then + `N` records of 32 bytes: `u32` the stream's length (0: no tile), `u32` + its kind (0: `COMPRESSED_DATA`; 1: `GZIP_COMPRESSED_DATA`), `i32` the + tile's `ZBLANK` (its row's, else the header's, else 0), `u32` flags (bit + 0: the table has `ZSCALE` and `ZZERO`; bit 1: a `ZBLANK` was given), + `f64` `ZSCALE`, `f64` `ZZERO` (the row's; 0 without the columns). A chunk + whose tiles are all absent has no entry and reads as the fill value. +- **Decoding** (the codec): each tile's stream by its kind and + `compression` (`RICE_1` as cfitsio's `fits_rdecomp`, `_short` and `_byte` + for `BYTEPIX` 4, 2 and 1; `GZIP_1` a gzip member of big-endian values; + `GZIP_2` the same with the values' bytes shuffled, the first bytes of + every value first; `NOCOMPRESS` the big-endian values), dequantized as + above when quantized, then placed at the tile's position in the chunk + (the tile's coords less the first tile's, times the tile shape); an edge + tile is smaller than the tile shape; the chunk's other pixels are 0. +- **Attributes:** as an image's ([§5.2](#52-an-hdus-node)); the table's + cards (the image's, copied by the writer, among them). + +The main table (the descriptors) is in the mirror ([§6.1](#61-elements)) and +is not an array; the columns are in the root's table of HDUs +([§5.1](#51-the-root)). + ## 4. Tables A binary table is rows of `NAXIS1` bytes, `NAXIS2` of them, each a @@ -163,7 +238,11 @@ The root's source metadata `fits` is an object with the members `hdus` and (`EXTVER`'s integer, or `null`), `bitpix`, `naxis` (`[NAXIS1, …, NAXISn]`, in FITS order), `pcount` and `gcount` (0 and 1 for the primary), `offset` (the HDU's first byte), `header_bytes` (its header's blocks), `data_offset` - and `data_bytes` (`D` of [§16.3](#163-checks)); + and `data_bytes` (`D` of [§16.3](#163-checks)), and `compression`: `null`, + or for a tile-compressed image ([§3.3](#33-tile-compressed-images)) the + object `{"type", "parameters", "zbitpix", "tile", "quantize", + "dither_seed", "zblank", "tiles"}` (the codec's values, `tile` in the + array's order, `zblank` the header's or `null`, `tiles` the tile count); - `cards`: the primary header's cards ([§5.3](#53-cards)). ### 5.2 An HDU's node @@ -233,8 +312,10 @@ length ([§4](#4-tables)): | `hdus//rows` | data | | a table's `N1 × N2` bytes, when not 0: geometry `{"rows": N2, "row_bytes": N1}`, recipe `[["src", 0, null]]` | | `hdus//gap` | value | `bytes[g]` | the `g` bytes between the rows and the heap, when `g > 0` | | `hdus//heap` | data | | a table's heap, when `H > 0`: geometry `{"bytes": H}`, recipe `[["src", 0, null]]` | +| `hdus//table` | value | record `[N2]` | a tile-compressed image's main table, one record per tile typed from its columns in row order (`COMPRESSED_DATA:{n:>i4,o:>i4}` for a `P` descriptor, `>i8` for `Q`; `ZSCALE:>f8`, `ZZERO:>f8`, `ZBLANK:>i4`), held by the parser | +| `hdus//heap/` | data | | chunk `j` of a tile-compressed image ([§3.3](#33-tile-compressed-images)): from its first present tile's start to its last's end, geometry `{"tiles": [first, N]}`, recipe `[["src", 0, null]]` when the tiles are adjacent, else one `["src", o, n]` per tile; a chunk without a tile has none | | `hdus//pad` | value | `bytes[p]` | the data's padding, when `p > 0` | -| `gaps/` | gap | | bytes after the last HDU (the standard's special records) | +| `gaps/` | gap | | bytes after the last HDU (the standard's special records); heap bytes no tile uses | ### 6.2 Equivalence @@ -309,12 +390,15 @@ reaches, are rejected there. ### 16.2 Reading -The profile reads headers only, never data. For each HDU in turn, from its -first byte: a window of at most 2^16 bytes, extended by such windows until -the header's `END` card is in it; the bytes of the window past the header -are the next HDU's first bytes when they reach them. A header MUST end -within 2^24 bytes of its first byte, else the input is rejected -([§16.3](#163-checks)). +The profile reads headers and the main tables of tile-compressed images, +never data. For each HDU in turn, from its first byte: a window of at most +2^16 bytes, extended by such windows until the header's `END` card is in +it; the bytes of the window past the header are the next HDU's first bytes +when they reach them. A header MUST end within 2^24 bytes of its first +byte, else the input is rejected ([§16.3](#163-checks)). A tile-compressed +image's main table (`NAXIS1 × NAXIS2` bytes at its data offset, at most 2^26 +bytes) is read in one range, requested with the next HDU's window when the +current window does not reach it. ### 16.3 Checks @@ -346,8 +430,25 @@ the HDU by its number. rejection with the extension's type); a card `TFORMn` exists for each `n` in `1 … TFIELDS`; `THEAP` (an integer when present; `NAXIS1 × NAXIS2` when absent) is at least `NAXIS1 × NAXIS2` and at most `NAXIS1 × NAXIS2 + - PCOUNT`; a card `ZTABLE = T` (a tile-compressed table) is rejected, and, - in this revision, a card `ZIMAGE = T` (a tile-compressed image) too. + PCOUNT`; a card `ZTABLE = T` (a tile-compressed table) is rejected. +- **Tile-compressed images** (`BINTABLE` with `ZIMAGE = T`), in this order: + the table is at most 2^26 bytes; `ZCMPTYPE` is `RICE_1`, `RICE_ONE`, + `GZIP_1`, `GZIP_2` or `NOCOMPRESS` (`HCOMPRESS_1` and `PLIO_1` are + rejected and named; any other is rejected); `ZBITPIX` is a `BITPIX` value; + `ZNAXIS` in 1 … 999; each `ZNAXISn` at least 0 and `ZTILEn` (defaulted) + in `1 … ZNAXISn` (1 when `ZNAXISn` is 0); for `RICE_1`, `BLOCKSIZE` is 16 + or 32 and `BYTEPIX` 1, 2 or 4; `ZQUANTIZ` (when present) is `NO_DITHER`, + `SUBTRACTIVE_DITHER_1` or `SUBTRACTIVE_DITHER_2`, and a dither has + `ZDITHER0` in 1 … 10000; every column is `COMPRESSED_DATA` (`1PB` or + `1QB`), `GZIP_COMPRESSED_DATA` (`1PB` or `1QB`), `ZSCALE` (`1D`), `ZZERO` + (`1D`) or `ZBLANK` (`1J`) with that `TFORM` (`UNCOMPRESSED_DATA` and + `NULL_PIXEL_MASK` are rejected and named; any other column is rejected); + `COMPRESSED_DATA` is a column, and `ZSCALE` and `ZZERO` both or neither; + the row count is the tile count. Then, from the table: no tile has both + descriptors non-null; each tile's stream lies within the heap; the + present tiles are in storage order in the heap (a tile starting before + the previous present tile ends is rejected). Every integer card named + here is an integer. - **Count:** at most 65536 HDUs. After an HDU, if the next block boundary is within the file and the file @@ -369,7 +470,14 @@ source 0, followed for an edge chunk by its zero padding as a literal range; when that reference does not fit in a payload ([spec/virtualize.md §1.2](../virtualize.md#12-input)), the chunk is copied, with its padding. A table's `rows` are cut the same way, with an element -of one byte and rows as the array's rows; its `heap` as bytes. The ranges +of one byte and rows as the array's rows; its `heap` as bytes. + +A tile-compressed image's chunk ([the convention §3.3](#33-tile-compressed-images)) +is referenced as its prefix, a literal range, followed by its tiles' +streams: one range of source 0 from the first present tile's start to the +last's end when every present tile starts where the one before it ends +(as `fpack` and astropy write them), else one range per present tile, in +storage order. The prefix is built from the main table's rows. The ranges lie within the file (by the data size check). The output has no data sources: its source table is source 0 alone. `refkv_source` is the IR mirror ([the convention §6](#6-the-ir-mirror)). The archive has no other diff --git a/spec/virtualize/fits/schema.json b/spec/virtualize/fits/schema.json index 4fafb7e2..18353362 100644 --- a/spec/virtualize/fits/schema.json +++ b/spec/virtualize/fits/schema.json @@ -134,7 +134,7 @@ "anyOf": [ { "type": "object", - "description": "The root's: the table of HDUs and the primary header's cards (spec/virtualize/fits.md §2.6 )", + "description": "The root's: the table of HDUs and the primary header's cards (spec/virtualize/fits.md §5.1 )", "properties": { "hdus": { "type": "array", @@ -212,6 +212,104 @@ "data_bytes": { "type": "integer", "minimum": 0 + }, + "compression": { + "anyOf": [ + { + "type": "null" + }, + { + "type": "object", + "description": "A tile-compressed image's compression (spec/virtualize/fits.md §3.3 )", + "properties": { + "type": { + "enum": [ + "RICE_1", + "GZIP_1", + "GZIP_2", + "NOCOMPRESS" + ] + }, + "parameters": { + "type": "object", + "properties": { + "BLOCKSIZE": { + "enum": [ + 16, + 32 + ] + }, + "BYTEPIX": { + "enum": [ + 1, + 2, + 4 + ] + } + }, + "required": [ + "BLOCKSIZE", + "BYTEPIX" + ], + "additionalProperties": false + }, + "zbitpix": { + "enum": [ + 8, + 16, + 32, + 64, + -32, + -64 + ] + }, + "tile": { + "type": "array", + "items": { + "type": "integer", + "minimum": 1 + }, + "description": "The tile shape, in the array's order" + }, + "quantize": { + "enum": [ + "NO_DITHER", + "SUBTRACTIVE_DITHER_1", + "SUBTRACTIVE_DITHER_2" + ] + }, + "dither_seed": { + "type": [ + "integer", + "null" + ], + "minimum": 1, + "maximum": 10000 + }, + "zblank": { + "type": [ + "integer", + "null" + ] + }, + "tiles": { + "type": "integer", + "minimum": 0 + } + }, + "required": [ + "type", + "parameters", + "zbitpix", + "tile", + "quantize", + "dither_seed", + "zblank", + "tiles" + ], + "additionalProperties": false + } + ] } }, "required": [ @@ -227,7 +325,8 @@ "offset", "header_bytes", "data_offset", - "data_bytes" + "data_bytes", + "compression" ], "additionalProperties": false } From 4d78199df0c213809a4a2ec322b8f84964c4e7ee Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Thu, 22 Oct 2026 00:56:41 +0200 Subject: [PATCH 5/6] fix(fits): name the gzip and bzip2 rejection fixtures .fits, so every harness keys them by one suffix The corpus comparison keys fixtures by their last suffix; the registry's suffixes are .fits and .fz, and the two compressed-file fixtures are rejected by their bytes. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- ...p2_file.fits.bz2 => fits_reject_bzip2_file.fits} | Bin ...gzip_file.fits.gz => fits_reject_gzip_file.fits} | Bin fixtures/generators/fits/write_fixtures.py | 6 +++--- js/src/virtualize/profiles.ts | 2 +- js/test/fits/verify.py | 2 +- python/src/refkv/virtualize/profiles.py | 2 +- python/tests/ir/test_fits.py | 2 +- rust/refkv-ir/profiles.json | 2 +- rust/refkv-ir/tests/parsers.rs | 4 ++-- spec/virtualize/profiles.json | 2 +- 10 files changed, 11 insertions(+), 11 deletions(-) rename fixtures/fits/{fits_reject_bzip2_file.fits.bz2 => fits_reject_bzip2_file.fits} (100%) rename fixtures/fits/{fits_reject_gzip_file.fits.gz => fits_reject_gzip_file.fits} (100%) diff --git a/fixtures/fits/fits_reject_bzip2_file.fits.bz2 b/fixtures/fits/fits_reject_bzip2_file.fits similarity index 100% rename from fixtures/fits/fits_reject_bzip2_file.fits.bz2 rename to fixtures/fits/fits_reject_bzip2_file.fits diff --git a/fixtures/fits/fits_reject_gzip_file.fits.gz b/fixtures/fits/fits_reject_gzip_file.fits similarity index 100% rename from fixtures/fits/fits_reject_gzip_file.fits.gz rename to fixtures/fits/fits_reject_gzip_file.fits diff --git a/fixtures/generators/fits/write_fixtures.py b/fixtures/generators/fits/write_fixtures.py index afcc17b7..6bbf8729 100644 --- a/fixtures/generators/fits/write_fixtures.py +++ b/fixtures/generators/fits/write_fixtures.py @@ -304,8 +304,8 @@ def out(name: str, content: bytes) -> None: out("tform_missing", patch_card(tabdata, 1, "TFORM1", "TFORMX = 'J '")) out("theap_small", _with_theap(tabdata, 4)) out("ztable", _append_card(tabdata, 1, "ZTABLE = T")) - (OUT / "fits_reject_gzip_file.fits.gz").write_bytes(gzip.compress(data, mtime=0)) - (OUT / "fits_reject_bzip2_file.fits.bz2").write_bytes(bz2.compress(data)) + (OUT / "fits_reject_gzip_file.fits").write_bytes(gzip.compress(data, mtime=0)) # a .fits name: rejected by its bytes + (OUT / "fits_reject_bzip2_file.fits").write_bytes(bz2.compress(data)) def remove_card(data: bytes, hdu: int, keyword: str) -> bytes: @@ -562,7 +562,7 @@ def compressed() -> None: def main() -> None: OUT.mkdir(parents=True, exist_ok=True) - for p in list(OUT.glob("*.fits")) + list(OUT.glob("*.fits.*")): + for p in list(OUT.glob("*.fits")) + list(OUT.glob("*.fz")): p.unlink() accepted() rejected() diff --git a/js/src/virtualize/profiles.ts b/js/src/virtualize/profiles.ts index 54fcf1fa..0efe3b59 100644 --- a/js/src/virtualize/profiles.ts +++ b/js/src/virtualize/profiles.ts @@ -23,7 +23,7 @@ export const REGISTRY: ProfileEntry[] = [ {"name": "dicom", "section": 6, "title": "DICOM", "uuid": "acf17198-e5a5-48d3-8187-22ec4bb40ea5", "version": 0, "kind": "file", "suffixes": [".dcm"], "reference": 25, "source": "DICOM", "inputs": "DICOM Part 10 files with native or JPEG-encapsulated pixel data, including whole-slide images", "for": "DICOM files, including whole-slide images"}, {"name": "nifti", "section": 7, "title": "NIfTI", "uuid": "06e5809d-4d54-4b72-afd0-6bf61a7b4c85", "version": 0, "kind": "file", "suffixes": [".nii"], "reference": 25, "source": "NIfTI-1 and NIfTI-2", "inputs": "NIfTI-1 and NIfTI-2 single files (`.nii`)", "for": "NIfTI-1 and NIfTI-2 volumes (`.nii`)"}, {"name": "mrc", "section": 14, "title": "MRC", "uuid": "2aacd010-2ed1-4748-bc3c-5dd5e840bbce", "version": 0, "kind": "file", "suffixes": [".mrc"], "reference": null, "source": "MRC2014", "inputs": "MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)", "for": "MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)"}, - {"name": "fits", "section": 16, "title": "FITS", "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", "version": 0, "kind": "file", "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], "reference": null, "source": "FITS", "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", "for": "FITS images and tables (`.fits`, `.fz`)"}, + {"name": "fits", "section": 16, "title": "FITS", "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", "version": 0, "kind": "file", "suffixes": [".fits", ".fz"], "reference": null, "source": "FITS", "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", "for": "FITS images and tables (`.fits`, `.fz`)"}, {"name": "mrc-dataset", "section": null, "title": "MRC dataset", "uuid": "f139bf4e-7bab-4c3c-9b2d-66ba747f9b93", "version": 0, "kind": "layout", "suffixes": [], "reference": null, "source": "MRC2014, as a dataset", "inputs": "", "for": ""}, {"name": "ims", "section": 8, "title": "IMS", "uuid": "5067a535-8261-4b25-a93c-1985ed333bde", "version": 0, "kind": "file", "suffixes": [".ims"], "reference": 25, "source": "Imaris IMS", "inputs": "Imaris IMS files (HDF5)", "for": "Imaris `.ims` files"}, {"name": "n5", "section": 9, "title": "N5", "uuid": "ad5d4c39-c69e-48f7-a3ef-4cc8c607d416", "version": 0, "kind": "store", "suffixes": [], "reference": 25, "source": "N5", "inputs": "N5 containers, default-mode blocks", "for": "N5 containers on S3"}, diff --git a/js/test/fits/verify.py b/js/test/fits/verify.py index 92206d74..5baa8201 100644 --- a/js/test/fits/verify.py +++ b/js/test/fits/verify.py @@ -145,7 +145,7 @@ def main(fixtures: Path) -> int: server = Server(fixtures) failures = 0 with tempfile.TemporaryDirectory() as tmp: - for path in sorted(p for p in fixtures.iterdir() if p.name.endswith((".fits", ".fits.gz", ".fits.bz2"))): + for path in sorted(p for p in fixtures.iterdir() if p.name.endswith((".fits", ".fz"))): out = Path(tmp) / f"{path.stem}.vzip" p = subprocess.run(["node", str(ROOT / "js" / "conformance" / "virtualize.ts"), "--allow-private-hosts", server.base + path.name, str(out)], capture_output=True, text=True) diff --git a/python/src/refkv/virtualize/profiles.py b/python/src/refkv/virtualize/profiles.py index 5bdb9044..74c6b354 100644 --- a/python/src/refkv/virtualize/profiles.py +++ b/python/src/refkv/virtualize/profiles.py @@ -7,7 +7,7 @@ {'name': 'dicom', 'section': 6, 'title': 'DICOM', 'uuid': 'acf17198-e5a5-48d3-8187-22ec4bb40ea5', 'version': 0, 'kind': 'file', 'suffixes': ['.dcm'], 'reference': 25, 'source': 'DICOM', 'inputs': 'DICOM Part 10 files with native or JPEG-encapsulated pixel data, including whole-slide images', 'for': 'DICOM files, including whole-slide images'}, {'name': 'nifti', 'section': 7, 'title': 'NIfTI', 'uuid': '06e5809d-4d54-4b72-afd0-6bf61a7b4c85', 'version': 0, 'kind': 'file', 'suffixes': ['.nii'], 'reference': 25, 'source': 'NIfTI-1 and NIfTI-2', 'inputs': 'NIfTI-1 and NIfTI-2 single files (`.nii`)', 'for': 'NIfTI-1 and NIfTI-2 volumes (`.nii`)'}, {'name': 'mrc', 'section': 14, 'title': 'MRC', 'uuid': '2aacd010-2ed1-4748-bc3c-5dd5e840bbce', 'version': 0, 'kind': 'file', 'suffixes': ['.mrc'], 'reference': None, 'source': 'MRC2014', 'inputs': 'MRC2014 files (CCP4 maps, image stacks, volumes and volume stacks)', 'for': 'MRC2014 maps, image stacks, volumes and volume stacks (`.mrc`, `.map`)'}, - {'name': 'fits', 'section': 16, 'title': 'FITS', 'uuid': '4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93', 'version': 0, 'kind': 'file', 'suffixes': ['.fits', '.fz', '.fits.gz', '.fits.bz2'], 'reference': None, 'source': 'FITS', 'inputs': 'FITS files: images, multi-extension files, binary and ASCII tables', 'for': 'FITS images and tables (`.fits`, `.fz`)'}, + {'name': 'fits', 'section': 16, 'title': 'FITS', 'uuid': '4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93', 'version': 0, 'kind': 'file', 'suffixes': ['.fits', '.fz'], 'reference': None, 'source': 'FITS', 'inputs': 'FITS files: images, multi-extension files, binary and ASCII tables', 'for': 'FITS images and tables (`.fits`, `.fz`)'}, {'name': 'mrc-dataset', 'section': None, 'title': 'MRC dataset', 'uuid': 'f139bf4e-7bab-4c3c-9b2d-66ba747f9b93', 'version': 0, 'kind': 'layout', 'suffixes': [], 'reference': None, 'source': 'MRC2014, as a dataset', 'inputs': '', 'for': ''}, {'name': 'ims', 'section': 8, 'title': 'IMS', 'uuid': '5067a535-8261-4b25-a93c-1985ed333bde', 'version': 0, 'kind': 'file', 'suffixes': ['.ims'], 'reference': 25, 'source': 'Imaris IMS', 'inputs': 'Imaris IMS files (HDF5)', 'for': 'Imaris `.ims` files'}, {'name': 'n5', 'section': 9, 'title': 'N5', 'uuid': 'ad5d4c39-c69e-48f7-a3ef-4cc8c607d416', 'version': 0, 'kind': 'store', 'suffixes': [], 'reference': 25, 'source': 'N5', 'inputs': 'N5 containers, default-mode blocks', 'for': 'N5 containers on S3'}, diff --git a/python/tests/ir/test_fits.py b/python/tests/ir/test_fits.py index 13c15815..7a91d9e5 100644 --- a/python/tests/ir/test_fits.py +++ b/python/tests/ir/test_fits.py @@ -17,7 +17,7 @@ from refkv.ir.cmirror import rebuild_from_archive from refkv.virtualize import Rejected -FILES = sorted(p for p in (FIXTURES / "fits").iterdir() if p.name.endswith((".fits", ".fits.gz", ".fits.bz2"))) +FILES = sorted(p for p in (FIXTURES / "fits").iterdir() if p.name.endswith((".fits", ".fz"))) ACCEPTED = [p for p in FILES if "reject" not in p.name] REJECTED = [p for p in FILES if "reject" in p.name] MAX_SAFE = (1 << 53) - 1 diff --git a/rust/refkv-ir/profiles.json b/rust/refkv-ir/profiles.json index 4a1b6b85..afd64675 100644 --- a/rust/refkv-ir/profiles.json +++ b/rust/refkv-ir/profiles.json @@ -96,7 +96,7 @@ "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", "version": 0, "kind": "file", - "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], + "suffixes": [".fits", ".fz"], "reference": null, "source": "FITS", "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", diff --git a/rust/refkv-ir/tests/parsers.rs b/rust/refkv-ir/tests/parsers.rs index d5b4a8e1..04fc4e65 100644 --- a/rust/refkv-ir/tests/parsers.rs +++ b/rust/refkv-ir/tests/parsers.rs @@ -210,8 +210,8 @@ reject!(fits_reject_short, Fits, "fits/fits_reject_short.fits", "file too short reject!(fits_reject_simple_false, Fits, "fits/fits_reject_simple_false.fits", "not a FITS file"); reject!(fits_reject_not_fits, Fits, "fits/fits_reject_not_fits.fits", "not a FITS file"); reject!(fits_reject_extension_first, Fits, "fits/fits_reject_extension_first.fits", "not a FITS file"); -reject!(fits_reject_gzip_file, Fits, "fits/fits_reject_gzip_file.fits.gz", "not a FITS file"); -reject!(fits_reject_bzip2_file, Fits, "fits/fits_reject_bzip2_file.fits.bz2", "not a FITS file"); +reject!(fits_reject_gzip_file, Fits, "fits/fits_reject_gzip_file.fits", "not a FITS file"); +reject!(fits_reject_bzip2_file, Fits, "fits/fits_reject_bzip2_file.fits", "not a FITS file"); reject!(fits_reject_no_end, Fits, "fits/fits_reject_no_end.fits", "HDU 0: no END card in the 5760 bytes from 0"); reject!(fits_reject_header_nul, Fits, "fits/fits_reject_header_nul.fits", "HDU 0: byte 10 of card 4 is 0x00, not printable ASCII"); reject!(fits_reject_mandatory_order, Fits, "fits/fits_reject_mandatory_order.fits", "HDU 0: card 1 is NAXIS, not BITPIX"); diff --git a/spec/virtualize/profiles.json b/spec/virtualize/profiles.json index 4a1b6b85..afd64675 100644 --- a/spec/virtualize/profiles.json +++ b/spec/virtualize/profiles.json @@ -96,7 +96,7 @@ "uuid": "4b0d3a7e-1c52-4f6a-9b8e-2d7f0c6a1e93", "version": 0, "kind": "file", - "suffixes": [".fits", ".fz", ".fits.gz", ".fits.bz2"], + "suffixes": [".fits", ".fz"], "reference": null, "source": "FITS", "inputs": "FITS files: images, multi-extension files, binary and ASCII tables", From 3fa4b6684efb04c8c409402ff32ee3ddcd798a59 Mon Sep 17 00:00:00 2001 From: Davis Vann Bennett Date: Thu, 22 Oct 2026 04:41:30 +0200 Subject: [PATCH 6/6] fix(fits): build the quantized and gzip fixtures without platform-dependent code The fixtures-reproducible check differed on Linux: gzip members from Python's zlib and astropy's float quantization (whose noise estimate depends on the build's arithmetic) are not the same bytes on every platform. The generator now writes gzip members as stored deflate blocks and quantizes by hand (random 32-bit integers per tile with per-tile ZSCALE and ZZERO, a ZBLANK card or column, dither 2's zero value next to integers near -2^31); astropy remains the decoding oracle. One more fixture, fits_comp_zblank_column. Assisted-by: ClaudeCode:claude-fable-5-1 Co-Authored-By: Claude Fable 5.1 --- fixtures/fits/fits_comp_chunk_rows.fits | Bin 1310400 -> 1310400 bytes fixtures/fits/fits_comp_gzip1.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_gzip1_float.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_gzip2.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_hand_absent_tile.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_hand_block16.fits | Bin 8640 -> 8640 bytes .../fits/fits_comp_hand_gzip_fallback.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_hand_heap_gaps.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_hand_no_ztile.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_hand_one_column.fits | Bin 8640 -> 8640 bytes .../fits/fits_comp_hand_q_descriptors.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_many.fits | Bin 54720 -> 37440 bytes fixtures/fits/fits_comp_nocompress.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_rice_float64.fits | Bin 11520 -> 8640 bytes .../fits/fits_comp_rice_float_dither1.fits | Bin 11520 -> 11520 bytes .../fits/fits_comp_rice_float_dither2.fits | Bin 11520 -> 11520 bytes .../fits/fits_comp_rice_float_nodither.fits | Bin 8640 -> 11520 bytes fixtures/fits/fits_comp_rice_one.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_comp_tiles_3d.fits | Bin 11520 -> 11520 bytes fixtures/fits/fits_comp_tiles_3d_sub.fits | Bin 11520 -> 11520 bytes fixtures/fits/fits_comp_tiles_square.fits | Bin 60480 -> 184320 bytes fixtures/fits/fits_comp_zblank_column.fits | Bin 0 -> 8640 bytes fixtures/fits/fits_reject_bytepix8.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_columns_extra.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_descriptor_both.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_descriptor_outside.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_gzip_file.fits | Bin 205 -> 5783 bytes .../fits/fits_reject_null_pixel_mask.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_row_count.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_tiles_out_of_order.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_uncompressed_data.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_zbitpix.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_zcmptype_hcompress.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_zcmptype_plio.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_zcmptype_unknown.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_zdither0_missing.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_zdither0_range.fits | Bin 8640 -> 8640 bytes .../fits/fits_reject_zquantiz_unknown.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_ztile_large.fits | Bin 8640 -> 8640 bytes fixtures/fits/fits_reject_ztile_zero.fits | Bin 8640 -> 8640 bytes fixtures/generators/fits/write_fixtures.py | 100 ++++++++++++++---- 41 files changed, 79 insertions(+), 21 deletions(-) create mode 100644 fixtures/fits/fits_comp_zblank_column.fits diff --git 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zNV#sZ;8mNJ^RAaX65B62{J+`3lhop`;@!OVjIM9a?MV!epRAmbY8{-w;LyPq6l*k>kcYPaF%oYr7?{;s34< ze%~pR|IGLixxkO>e*J^BDVZJJj^P*nH*_$4aM(NZ*pD!y<12C_HWVbz5EJ{XYPkmJ zBep4mSv!JX+~adND{@HICZ|)qnn`<;3`1H6|J25+^Xglq|A+l`>9IeplzY?1+@*mb pw1eZoLM{$*tvmed9*540J-97TWToz+pNEY$D@x4goNOS$1pqiPrZ4~i diff --git a/fixtures/generators/fits/write_fixtures.py b/fixtures/generators/fits/write_fixtures.py index e6956504..2df6bd55 100644 --- a/fixtures/generators/fits/write_fixtures.py +++ b/fixtures/generators/fits/write_fixtures.py @@ -17,8 +17,10 @@ import bz2 import gzip +import itertools import re import struct +import zlib from pathlib import Path import numpy as np @@ -304,7 +306,7 @@ def out(name: str, content: bytes) -> None: out("tform_missing", patch_card(tabdata, 1, "TFORM1", "TFORMX = 'J '")) out("theap_small", _with_theap(tabdata, 4)) out("ztable", _append_card(tabdata, 1, "ZTABLE = T")) - (OUT / "fits_reject_gzip_file.fits").write_bytes(gzip.compress(data, mtime=0)) # a .fits name: rejected by its bytes + (OUT / "fits_reject_gzip_file.fits").write_bytes(gzip_stored(data)) # a .fits name: rejected by its bytes (OUT / "fits_reject_bzip2_file.fits").write_bytes(bz2.compress(data)) @@ -413,6 +415,67 @@ def zero_gzip_mtimes(path: Path) -> None: path.write_bytes(bytes(data)) +def gzip_stored(data: bytes) -> bytes: + """A gzip member whose deflate stream is stored blocks: the same bytes on every platform + (Python's zlib differs between builds, so `gzip.compress` does not reproduce).""" + out = bytearray(b"\x1f\x8b\x08\x00" + bytes(4) + b"\x00\xff") + pos = 0 + while True: + chunk = data[pos : pos + 65535] + pos += len(chunk) + final = pos >= len(data) + out += bytes([1 if final else 0]) + struct.pack(" bytes: + """A quantized float image built by hand: random 32-bit integers per tile (RICE_1 with + BYTEPIX 4, or GZIP_1 stored members), per-tile ZSCALE and ZZERO, ZQUANTIZ and ZDITHER0, a + ZBLANK card or column. astropy's quantization is not used: its noise estimate depends on + the build's floating-point arithmetic, so its files do not reproduce across platforms.""" + low, high = (-(2**31) + 1000, -(2**31) + 200000) if near_min else (-50000, 50000) + ints = RNG.integers(low, high, shape, dtype=np.int32) + cards = list(extra_cards) + quant = {1: "SUBTRACTIVE_DITHER_1", 2: "SUBTRACTIVE_DITHER_2", -1: "NO_DITHER"}[method] + cards.append(f"ZQUANTIZ= '{quant}'") + if method > 0: + cards.append(f"ZDITHER0= {seed:>20}") + if blank or blank_column: + ints[0, 0] = -2147483648 + ints[-1, -1] = -2147483648 + if blank: + cards.append("ZBLANK = -2147483648") + if zero_value: + ints[1, 2] = -2147483646 + ints[2, 3] = -2147483646 + tiles = [] + for k, sl in enumerate(tiles_of(shape, tile)): + t = np.ascontiguousarray(ints[sl]) + if codec == "RICE_1": + stream = tile_bytes(t, "RICE_1", blocksize=32, bytepix=4, tilesize=int(t.size)) + else: + stream = gzip_stored(t.astype(">i4").tobytes()) + tiles.append((0, stream, (0.01 + 0.0001 * k, 100.0 - 0.5 * k), -2147483648)) + columns = [("COMPRESSED_DATA", "1PB"), ("GZIP_COMPRESSED_DATA", "1PB"), ("ZSCALE", "1D"), ("ZZERO", "1D")] + if blank_column: + columns.append(("ZBLANK", "1J")) + return hand_comp(ints, tile, tiles, zcmptype=codec, columns=tuple(columns), zvals=(("BLOCKSIZE", 32), ("BYTEPIX", 4)), + extra_cards=cards, zbitpix=zbitpix, extname=extname) + + def comp(name: str, data: np.ndarray, *, hdus=None, extname: str = "COMPRESSED_IMAGE", **kw) -> Path: """An empty primary and one (or `hdus`) tile-compressed image, as astropy writes it.""" hdu = fits.CompImageHDU(data, name=extname, **kw) @@ -482,31 +545,27 @@ def compressed() -> None: comp("fits_comp_rice_uint8", noisy((20, 37), "u1", 20.0), compression_type="RICE_1") comp("fits_comp_rice_uint16", noisy((12, 50), "u2", 500.0), compression_type="RICE_1") comp("fits_comp_rice_1d", noisy((300,), "i2"), compression_type="RICE_1", tile_shape=(64,)) - # quantized floats: each ZQUANTIZ, a NaN in two tiles (ZBLANK), float64 - f = noisy((24, 40), "f4", 10.0) - f[3, 5] = np.nan - f[20, 1] = np.nan - comp("fits_comp_rice_float_dither1", f, compression_type="RICE_1", quantize_level=4, quantize_method=1, dither_seed=1234) - comp("fits_comp_rice_float_dither2", f, compression_type="RICE_1", quantize_level=4, quantize_method=2, dither_seed=4321) - comp("fits_comp_rice_float_nodither", f, compression_type="RICE_1", quantize_level=4, quantize_method=-1) - comp("fits_comp_rice_float64", noisy((10, 30), "f8", 10.0), compression_type="RICE_1", quantize_level=8, quantize_method=1, dither_seed=77) - # tiles that are not rows: square tiles with edge tiles, a cube tiled by plane and by sub-cube - comp("fits_comp_tiles_square", noisy((230, 350), "f4", 10.0), compression_type="RICE_1", tile_shape=(100, 100), quantize_level=4, quantize_method=1, dither_seed=9) + # quantized floats, by hand: each ZQUANTIZ, blanks (a ZBLANK card, or a column), dither 2's + # zero value with integers near -2^31 as cfitsio writes them, float64, GZIP_1 streams + pr = header_of(["SIMPLE = T", "BITPIX = 8", "NAXIS = 0", "EXTEND = T"]) + hand = lambda name, body: (OUT / f"{name}.fits").write_bytes(pr + body) + hand("fits_comp_rice_float_dither1", quantized((24, 40), (1, 40), method=1, seed=1234, blank=True)) + hand("fits_comp_rice_float_dither2", quantized((24, 40), (1, 40), method=2, seed=4321, blank=True, zero_value=True, near_min=True)) + hand("fits_comp_rice_float_nodither", quantized((24, 40), (1, 40), method=-1, blank=True)) + hand("fits_comp_rice_float64", quantized((10, 30), (1, 30), method=1, seed=77, zbitpix=-64)) + hand("fits_comp_zblank_column", quantized((12, 40), (2, 40), method=1, seed=31, blank_column=True)) + hand("fits_comp_gzip1_float", quantized((10, 30), (1, 30), method=1, seed=5, codec="GZIP_1")) + # tiles that are not rows: square tiles with edge tiles (quantized), a cube tiled by plane and by sub-cube + hand("fits_comp_tiles_square", quantized((230, 350), (100, 100), method=1, seed=9)) comp("fits_comp_tiles_3d", noisy((6, 20, 30), "i2"), compression_type="RICE_1", tile_shape=(1, 20, 30)) comp("fits_comp_tiles_3d_sub", noisy((6, 20, 30), "i2"), compression_type="RICE_1", tile_shape=(2, 10, 30)) # the other compressions comp("fits_comp_gzip1", noisy((20, 30), "i2"), compression_type="GZIP_1") comp("fits_comp_gzip2", noisy((20, 30), "i4", 3000.0), compression_type="GZIP_2") - comp("fits_comp_gzip1_float", noisy((10, 30), "f4", 10.0), compression_type="GZIP_1", quantize_level=4, quantize_method=1, dither_seed=5) comp("fits_comp_nocompress", noisy((20, 30), "i2"), compression_type="NOCOMPRESS") # many compressed HDUs with distinct dither seeds, as a DECam exposure's chips - hdus = [] - for k in range(1, 7): - hdu = fits.CompImageHDU(noisy((8, 40), "f4", 10.0), name="S", compression_type="RICE_1", quantize_level=4, - quantize_method=1, dither_seed=1000 + 7 * k) - hdu.header["EXTVER"] = k - hdus.append(hdu) - comp("fits_comp_many", None, hdus=hdus) + many = b"".join(quantized((8, 40), (1, 40), method=1, seed=1000 + 7 * k, extname="S", extra_cards=[f"EXTVER = {k:>20}"]) for k in range(1, 7)) + hand("fits_comp_many", many) # a large compressed image: 1100 x 1000 int16 row tiles, chunks of 476 rows (limit 2^20 / 2000) comp("fits_comp_chunk_rows", noisy((1100, 1000), "i2"), compression_type="RICE_1") # RICE_ONE, the alias Legacy Surveys files use @@ -516,8 +575,7 @@ def compressed() -> None: # By hand: a 12 x 20 int16 image in 4 row-band tiles of 3 rows. img = noisy((12, 20), "i2") rice = lambda k, blocksize=32: tile_bytes(img[3 * k : 3 * k + 3], "RICE_1", blocksize=blocksize, bytepix=2, tilesize=60) - gz = lambda k: gzip.compress(img[3 * k : 3 * k + 3].astype(">i2").tobytes(), mtime=0) - hand = lambda name, body: (OUT / f"{name}.fits").write_bytes(header_of(["SIMPLE = T", "BITPIX = 8", "NAXIS = 0", "EXTEND = T"]) + body) + gz = lambda k: gzip_stored(img[3 * k : 3 * k + 3].astype(">i2").tobytes()) hand("fits_comp_hand_gzip_fallback", hand_comp(img, (3, 20), [(0, rice(0)), (1, gz(1)), (0, rice(2)), (0, rice(3))])) hand("fits_comp_hand_absent_tile", hand_comp(img, (3, 20), [(0, rice(0)), (None, b""), (0, rice(2)), (0, rice(3))])) hand("fits_comp_hand_heap_gaps", hand_comp(img, (3, 20), [(0, rice(k)) for k in range(4)], gap=16))

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