|
| 1 | +# Schema Evolution |
| 2 | + |
| 3 | +Schema evolution is the capability of the ROOT I/O to read data |
| 4 | +into in-memory models that are different but compatible to the on-disk schema. |
| 5 | + |
| 6 | +Schema evolution allows for data models to evolve over time |
| 7 | +such that old data can be read into current models ("backward compatibility") |
| 8 | +and old software can read newer data models ("forward compatibility"). |
| 9 | +For instance, data model authors may over time add and reorder class members, change data types |
| 10 | +(e.g. `std::vector<float>` --> `ROOT::RVec<double>`), rename classes, etc. |
| 11 | + |
| 12 | +ROOT applies automatic schema evolution rules for common, safe and unambiguous cases. |
| 13 | +Users can complement the automatic rules by manual schema evolution ("I/O customization rules") |
| 14 | +where custom code snippets implement the transformation logic. |
| 15 | +In case neither automatic nor any of the provided I/O customization rules suffice |
| 16 | +to transform the on-disk schema into the in-memory model, ROOT will error out and refrain from reading data. |
| 17 | + |
| 18 | +This document describes schema evolution support implemented in RNTuple. |
| 19 | +For the most part, schema evolution works identical across the different ROOT I/O systems (TFile, TTree, RNTuple). |
| 20 | +The exceptions are listed in the last section of this document. |
| 21 | + |
| 22 | +## Automatic schema evolution |
| 23 | + |
| 24 | +ROOT applies a number of rules to read data transparently into in-memory models |
| 25 | +that are not an exact match to the on-disk schema. |
| 26 | +The automatic rules apply recursively to compound types (classes, tuples, collections, etc.); |
| 27 | +the outer types are evolved before the inner types. |
| 28 | + |
| 29 | +Automatic schema evolution rules transform native _types_ as well as the _shape_ of user-defined classes |
| 30 | +as listed in the following, exhaustive tables. |
| 31 | + |
| 32 | +### Class shape transformations |
| 33 | + |
| 34 | +User-defined classes can automatically evolve their layout in the following ways. |
| 35 | +Note that users should increase the class version number when the layout changes. |
| 36 | + |
| 37 | +| Layout Change | Comment | |
| 38 | +| --------------------------------------- | ---------------------------------------------------- | |
| 39 | +| Remove member | Match by member name | |
| 40 | +| Add member | Match by member name, new member default-initialized | |
| 41 | +| Reorder members | Match by member name | |
| 42 | +| Remove all base classes | | |
| 43 | +| Add base class(es) where they were none | New base class members default initialized | |
| 44 | + |
| 45 | +Reordering and incremental addition or removal of base classes is currently unsupported |
| 46 | +but may be supported in future RNTuple versions. |
| 47 | + |
| 48 | +The class shape evolution also applies to untyped records. |
| 49 | +Note that untyped records cannot have base classes. |
| 50 | + |
| 51 | +### Type transformations |
| 52 | + |
| 53 | +ROOT transparently reads into in-memory types that are different from but compatible to the on-disk type. |
| 54 | +In the following tables, `T'` denotes a type that is compatible to `T`. |
| 55 | +This includes user-defined types that are related via a renaming rule. |
| 56 | + |
| 57 | +#### Plain fields |
| 58 | + |
| 59 | +| In-memory type | Compatible on-disk types | Comment | |
| 60 | +| --------------------------- | --------------------------- | ------------------------| |
| 61 | +| `bool` | `char` | | |
| 62 | +| | `std::[u]int[8,16,32,64]_t` | | |
| 63 | +| | enum | | |
| 64 | +|-----------------------------|-----------------------------|-------------------------| |
| 65 | +| `char` | `bool` | | |
| 66 | +| | `std::[u]int[8,16,32,64]_t` | with bounds check | |
| 67 | +| | enum | with bounds check | |
| 68 | +|-----------------------------|-----------------------------|-------------------------| |
| 69 | +| `std::[u]int[8,16,32,64]_t` | `bool` | | |
| 70 | +| | `char` | | |
| 71 | +| | `std::[u]int[8,16,32,64]_t` | with bounds check | |
| 72 | +| | enum | with bounds check | |
| 73 | +|-----------------------------|-----------------------------|-------------------------| |
| 74 | +| enum | enum of different type | with bounds check | |
| 75 | +| | | on underlying integer | |
| 76 | +|-----------------------------|-----------------------------|-------------------------| |
| 77 | +| float | double | with fp class check[^1] | |
| 78 | +|-----------------------------|-----------------------------|-------------------------| |
| 79 | +| double | float | | |
| 80 | +|-----------------------------|-----------------------------|-------------------------| |
| 81 | +| `std::atomic<T>` | `T'` | | |
| 82 | + |
| 83 | +[^1]: The floating point class check ensures that the on-disk value and the in-memory value are of the same nature |
| 84 | +(NaN, +/-inf, zero, underflow, or normal value). |
| 85 | + |
| 86 | + |
| 87 | +#### Variable-length collections |
| 88 | + |
| 89 | +The different variable-length collections have the same on-disk representation |
| 90 | +and thus evolve naturally into one another. |
| 91 | +However, only those transformations that are guarantueed to work at runtime will be performed. |
| 92 | +For instance, a set can always be read as a vector but a vector does not necessarily fulfil the set property. |
| 93 | + |
| 94 | +| In-memory type | Compatible on-disk types | Comment | |
| 95 | +| -------------------------------- | ------------------------------------ | ------------------------------------- | |
| 96 | +| `std::vector<T>` | `ROOT::RVec<T'>` | | |
| 97 | +| | `std::array<T', N>` | | |
| 98 | +| | `std::[unordered_][multi]set<T'>` | | |
| 99 | +| | `std::[unordered_][multi]map<K',V'>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 100 | +| | `std::optional<T'>` | | |
| 101 | +| | `std::unique_ptr<T'>` | | |
| 102 | +| | User-defined collection of `T'` | | |
| 103 | +| | Untyped collection of `T'` | | |
| 104 | +|----------------------------------|--------------------------------------|---------------------------------------| |
| 105 | +| `ROOT::RVec<T>` | `std::vector<T'>` | with size check | |
| 106 | +| | `std::array<T', N>` | with size check | |
| 107 | +| | `std::[unordered_][multi]set<T'>` | with size check | |
| 108 | +| | `std::[unordered_][multi]map<K',V'>` | only `T` = `std::[pair,tuple]<K,V>`, | |
| 109 | +| | | with size check | |
| 110 | +| | `std::optional<T'>` | | |
| 111 | +| | `std::unique_ptr<T'>` | | |
| 112 | +| | User-defined collection of `T'` | with size check | |
| 113 | +| | Untyped collectionof `T'` | with size check | |
| 114 | +|----------------------------------|--------------------------------------|---------------------------------------| |
| 115 | +| `std::[unordered_]set<T>` | `std::[unordered_]set<T'>` | | |
| 116 | +| | `std::[unordered_]map<K',V'>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 117 | +|----------------------------------|--------------------------------------|---------------------------------------| |
| 118 | +| `std::[unordered_]multiset<T>` | `ROOT::RVec<T'>` | | |
| 119 | +| | `std::vector<T'>` | | |
| 120 | +| | `std::array<T', N>` | | |
| 121 | +| | `std::[unordered_][multi]set<T'>` | | |
| 122 | +| | `std::[unordered_][multi]map<K',V'>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 123 | +| | User-defined collection of `T'` | | |
| 124 | +| | Untyped collection of `T'` | | |
| 125 | +|----------------------------------|--------------------------------------|---------------------------------------| |
| 126 | +| `std::[unordered_]map<K,V>` | `std::[unordered_]map<K',V'>` | | |
| 127 | +|----------------------------------|--------------------------------------|---------------------------------------| |
| 128 | +| `std::[unordered_]multimap<K,V>` | `ROOT::RVec<T>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 129 | +| | `std::vector<T>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 130 | +| | `std::array<T, N>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 131 | +| | `std::[unordered_][multi]set<T>` | only `T` = `std::[pair,tuple]<K,V>` | |
| 132 | +| | `std::[unordered_][multi]map<K',V'>` | | |
| 133 | +| | User-defined collection of `T` | only `T` = `std::[pair,tuple]<K,V>` | |
| 134 | +| | Untyped collection of `T` | only `T` = `std::[pair,tuple]<K,V>` | |
| 135 | + |
| 136 | +#### Fixed-size collections |
| 137 | + |
| 138 | +There is no special automatic evolution for fixed-length collections (`std::array<...>`, `std::bitset<...>`). |
| 139 | +The length of the array must not change and there is no automatic transformation from variable-length to |
| 140 | +fixed-length collections. |
| 141 | +C style arrays and `std::array<...>` of the same type and length can be used interchangibly. |
| 142 | + |
| 143 | +#### Nullable fields |
| 144 | + |
| 145 | +| In-memory type | Compatible on-disk types | |
| 146 | +| -------------------- | ------------------------ | |
| 147 | +| `std::optional<T>` | `std::unique_ptr<T'>` | |
| 148 | +| | `T'` | |
| 149 | +|----------------------|--------------------------| |
| 150 | +| `std::unique_ptr<T>` | `std::optional<T'>` | |
| 151 | +| | `T'` | |
| 152 | + |
| 153 | +#### Records |
| 154 | + |
| 155 | +| In-memory type | Compatible on-disk types | |
| 156 | +| --------------------------- | -------------------------------------- | |
| 157 | +| `std::pair<T,U>` | `std::tuple<T',U'>` | |
| 158 | +|-----------------------------|----------------------------------------| |
| 159 | +| `std::tuple<T,U>` | `std::pair<T',U'>` | |
| 160 | +|-----------------------------|----------------------------------------| |
| 161 | +| Untyped record | User-defined class of compatible shape | |
| 162 | + |
| 163 | +Note that for emulated classes, the in-memory untyped record is constructed from on-disk information. |
| 164 | + |
| 165 | +#### Additional rules |
| 166 | + |
| 167 | +All on-disk types `std::atomic<T'>` can be read into a `T` in-memory model. |
| 168 | + |
| 169 | +If a class property changes from using an RNTuple streamer field to a using regular RNTuple class field, |
| 170 | +existing files with on-disk streamer fields will continue to read as streamer fields. |
| 171 | +This can be seen as "schema evolution out of streamer fields". |
| 172 | + |
| 173 | +## Manual schema evolution (I/O customization rules) |
| 174 | + |
| 175 | +ROOT I/O customization rules allow for custom code handling the transformation |
| 176 | +from the on-disk schema to the in-memory model. |
| 177 | +Customization rules are part of the class dictionary. |
| 178 | +For the exact syntax of customization rules, please refer to the [ROOT manual](https://root.cern/manual/io/#dealing-with-changes-in-class-layouts-schema-evolution). |
| 179 | + |
| 180 | +Generally, customization rules consist of |
| 181 | + - A target class. |
| 182 | + - Target members of the target class, i.e. those class members whose value is set by the rule. |
| 183 | + Target members must be direct members, i.e. not part of a base class. |
| 184 | + - A source class (possibly having a different class name than the target class) |
| 185 | + together with class versions or class checksums |
| 186 | + that describe all the possible on-disk class versions the rule applies to. |
| 187 | + Note that the class checksum can be retrieved, e.g., from `TClass::GetCheckSum()`. |
| 188 | + - Source members of the source class; the given source members will be read as the given type. |
| 189 | + The source member will undergo schema evolution before being passed to the rule's function. |
| 190 | + Source members can also be from a base class. |
| 191 | + Note that there is no way to specify a base class member that has the same name as a member in the derived class. |
| 192 | + - The custom code snippet; the code snippet has access to the (whole) target object and to the given source members. |
| 193 | + |
| 194 | +For illustration purposes, here is a concrete example of a customization rule |
| 195 | +``` |
| 196 | +#pragma read \ |
| 197 | + targetClass = "Coordinates"\ |
| 198 | + target = "fPhi,fR" \ |
| 199 | + sourceClass = "Coordinates" \ |
| 200 | + version = "[3]" \ |
| 201 | + source = "float fX; float fY" \ |
| 202 | + include = "cmath" \ |
| 203 | + code = "{ fR = sqrt(onfile.fX * onfile.fX + onfile.fY * onfile.fY); fPhi = atan2(onfile.fY, onfile.fX); }" |
| 204 | +``` |
| 205 | + |
| 206 | +At runtime, for any given target member there must be at most be one applicable rule. |
| 207 | +A source member can be read into any type compatible to its on-disk type |
| 208 | +but any given source member can only be read into one type for a given target class |
| 209 | +(i.e. multiple rules for the same target/source class must not use different types for the same source member). |
| 210 | + |
| 211 | +There are two special types of rules |
| 212 | + 1. Pure class rename rules consisting only of source and target class |
| 213 | + 2. Whole-object rules that have no target members |
| 214 | + |
| 215 | +Class rename rules (pure or not) are not transitive |
| 216 | +(if in-memory `A` can read from on-disk `B` and in-memory `B` can read from no-disk `C`, |
| 217 | +in-memory `A` can not automatically read from on-disk `C`). |
| 218 | + |
| 219 | +Note that customization rules operate on partially read objects. |
| 220 | +Customization rules are executed after all members not subject to customization rules have been read from disk. |
| 221 | +Whole-object rules are executed after other rules. |
| 222 | +Otherwise, the scheduling of rules is unspecified. |
| 223 | + |
| 224 | +## Interplay between automatic and manual schema evolution |
| 225 | + |
| 226 | +The target members of I/O customization rules are exempt from automatic schema evolution |
| 227 | +(applies to the corresponding field of the target member and all its subfields). |
| 228 | +Otherwise, automatic and manual schema evolution work side by side. |
| 229 | +For instance, a renamed class is still subject to automatic schema evolution. |
| 230 | + |
| 231 | +The source member of a customization rule is subject to the same automatic and manual schema evolution rules |
| 232 | +as if it was normally read, e.g. in an `RNTupleView`. |
| 233 | + |
| 234 | +## Schema evolution differences between RNTuple and Classic I/O |
| 235 | + |
| 236 | +In contrast to RNTuple, TTree and TFile apply also the following automatic schema evolution rules |
| 237 | + - Conversion between floating point and integer types |
| 238 | + - Conversion from `unique_ptr<T>` --> `T'` |
| 239 | + - Complete conversion matrix of all collection types |
| 240 | + - Insertion and removal of intermediate classes |
| 241 | + - Move of a member between base class and derived class |
| 242 | + - Reordering of base classes |
| 243 | + |
0 commit comments