1*da0073e9SAndroid Build Coastguard Worker #pragma once 2*da0073e9SAndroid Build Coastguard Worker #include <cstdint> 3*da0073e9SAndroid Build Coastguard Worker 4*da0073e9SAndroid Build Coastguard Worker namespace caffe2 { 5*da0073e9SAndroid Build Coastguard Worker namespace serialize { 6*da0073e9SAndroid Build Coastguard Worker 7*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kMinSupportedFileFormatVersion = 0x1L; 8*da0073e9SAndroid Build Coastguard Worker 9*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kMaxSupportedFileFormatVersion = 0xAL; 10*da0073e9SAndroid Build Coastguard Worker 11*da0073e9SAndroid Build Coastguard Worker // Versions (i.e. why was the version number bumped?) 12*da0073e9SAndroid Build Coastguard Worker 13*da0073e9SAndroid Build Coastguard Worker // Note [Dynamic Versions and torch.jit.save vs. torch.save] 14*da0073e9SAndroid Build Coastguard Worker // 15*da0073e9SAndroid Build Coastguard Worker // Our versioning scheme has a "produced file format version" which 16*da0073e9SAndroid Build Coastguard Worker // describes how an archive is to be read. The version written in an archive 17*da0073e9SAndroid Build Coastguard Worker // is at least this current produced file format version, but may be greater 18*da0073e9SAndroid Build Coastguard Worker // if it includes certain symbols. We refer to these conditional versions 19*da0073e9SAndroid Build Coastguard Worker // as "dynamic," since they are identified at runtime. 20*da0073e9SAndroid Build Coastguard Worker // 21*da0073e9SAndroid Build Coastguard Worker // Dynamic versioning is useful when an operator's semantics are updated. 22*da0073e9SAndroid Build Coastguard Worker // When using torch.jit.save we want those semantics to be preserved. If 23*da0073e9SAndroid Build Coastguard Worker // we bumped the produced file format version on every change, however, 24*da0073e9SAndroid Build Coastguard Worker // then older versions of PyTorch couldn't read even simple archives, like 25*da0073e9SAndroid Build Coastguard Worker // a single tensor, from newer versions of PyTorch. Instead, we 26*da0073e9SAndroid Build Coastguard Worker // assign dynamic versions to these changes that override the 27*da0073e9SAndroid Build Coastguard Worker // produced file format version as needed. That is, when the semantics 28*da0073e9SAndroid Build Coastguard Worker // of torch.div changed it was assigned dynamic version 4, and when 29*da0073e9SAndroid Build Coastguard Worker // torch.jit.saving modules that use torch.div those archives also have 30*da0073e9SAndroid Build Coastguard Worker // (at least) version 4. This prevents earlier versions of PyTorch 31*da0073e9SAndroid Build Coastguard Worker // from accidentally performing the wrong kind of division. Modules 32*da0073e9SAndroid Build Coastguard Worker // that don't use torch.div or other operators with dynamic versions 33*da0073e9SAndroid Build Coastguard Worker // can write the produced file format version, and these programs will 34*da0073e9SAndroid Build Coastguard Worker // run as expected on earlier versions of PyTorch. 35*da0073e9SAndroid Build Coastguard Worker // 36*da0073e9SAndroid Build Coastguard Worker // While torch.jit.save attempts to preserve operator semantics, 37*da0073e9SAndroid Build Coastguard Worker // torch.save does not. torch.save is analogous to pickling Python, so 38*da0073e9SAndroid Build Coastguard Worker // a function that uses torch.div will have different behavior if torch.saved 39*da0073e9SAndroid Build Coastguard Worker // and torch.loaded across PyTorch versions. From a technical perspective, 40*da0073e9SAndroid Build Coastguard Worker // torch.save ignores dynamic versioning. 41*da0073e9SAndroid Build Coastguard Worker 42*da0073e9SAndroid Build Coastguard Worker // 1. Initial version 43*da0073e9SAndroid Build Coastguard Worker // 2. Removed op_version_set version numbers 44*da0073e9SAndroid Build Coastguard Worker // 3. Added type tags to pickle serialization of container types 45*da0073e9SAndroid Build Coastguard Worker // 4. (Dynamic) Stopped integer division using torch.div 46*da0073e9SAndroid Build Coastguard Worker // (a versioned symbol preserves the historic behavior of versions 1--3) 47*da0073e9SAndroid Build Coastguard Worker // 5. (Dynamic) Stops torch.full inferring a floating point dtype 48*da0073e9SAndroid Build Coastguard Worker // when given bool or integer fill values. 49*da0073e9SAndroid Build Coastguard Worker // 6. Write version string to `./data/version` instead of `version`. 50*da0073e9SAndroid Build Coastguard Worker 51*da0073e9SAndroid Build Coastguard Worker // [12/15/2021] 52*da0073e9SAndroid Build Coastguard Worker // kProducedFileFormatVersion is set to 7 from 3 due to a different 53*da0073e9SAndroid Build Coastguard Worker // interpretation of what file format version is. 54*da0073e9SAndroid Build Coastguard Worker // Whenever there is new upgrader introduced, 55*da0073e9SAndroid Build Coastguard Worker // this number should be bumped. 56*da0073e9SAndroid Build Coastguard Worker // The reasons that version is bumped in the past: 57*da0073e9SAndroid Build Coastguard Worker // 1. aten::div is changed at version 4 58*da0073e9SAndroid Build Coastguard Worker // 2. aten::full is changed at version 5 59*da0073e9SAndroid Build Coastguard Worker // 3. torch.package uses version 6 60*da0073e9SAndroid Build Coastguard Worker // 4. Introduce new upgrader design and set the version number to 7 61*da0073e9SAndroid Build Coastguard Worker // mark this change 62*da0073e9SAndroid Build Coastguard Worker // -------------------------------------------------- 63*da0073e9SAndroid Build Coastguard Worker // We describe new operator version bump reasons here: 64*da0073e9SAndroid Build Coastguard Worker // 1) [01/24/2022] 65*da0073e9SAndroid Build Coastguard Worker // We bump the version number to 8 to update aten::linspace 66*da0073e9SAndroid Build Coastguard Worker // and aten::linspace.out to error out when steps is not 67*da0073e9SAndroid Build Coastguard Worker // provided. (see: https://github.com/pytorch/pytorch/issues/55951) 68*da0073e9SAndroid Build Coastguard Worker // 2) [01/30/2022] 69*da0073e9SAndroid Build Coastguard Worker // Bump the version number to 9 to update aten::logspace and 70*da0073e9SAndroid Build Coastguard Worker // and aten::logspace.out to error out when steps is not 71*da0073e9SAndroid Build Coastguard Worker // provided. (see: https://github.com/pytorch/pytorch/issues/55951) 72*da0073e9SAndroid Build Coastguard Worker // 3) [02/11/2022] 73*da0073e9SAndroid Build Coastguard Worker // Bump the version number to 10 to update aten::gelu and 74*da0073e9SAndroid Build Coastguard Worker // and aten::gelu.out to support the new approximate kwarg. 75*da0073e9SAndroid Build Coastguard Worker // (see: https://github.com/pytorch/pytorch/pull/61439) 76*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kProducedFileFormatVersion = 0xAL; 77*da0073e9SAndroid Build Coastguard Worker 78*da0073e9SAndroid Build Coastguard Worker // Absolute minimum version we will write packages. This 79*da0073e9SAndroid Build Coastguard Worker // means that every package from now on will always be 80*da0073e9SAndroid Build Coastguard Worker // greater than this number. 81*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kMinProducedFileFormatVersion = 0x3L; 82*da0073e9SAndroid Build Coastguard Worker 83*da0073e9SAndroid Build Coastguard Worker // The version we write when the archive contains bytecode. 84*da0073e9SAndroid Build Coastguard Worker // It must be higher or eq to kProducedFileFormatVersion. 85*da0073e9SAndroid Build Coastguard Worker // Because torchscript changes is likely introduce bytecode change. 86*da0073e9SAndroid Build Coastguard Worker // If kProducedFileFormatVersion is increased, kProducedBytecodeVersion 87*da0073e9SAndroid Build Coastguard Worker // should be increased too. The relationship is: 88*da0073e9SAndroid Build Coastguard Worker // kMaxSupportedFileFormatVersion >= (most likely ==) kProducedBytecodeVersion 89*da0073e9SAndroid Build Coastguard Worker // >= kProducedFileFormatVersion 90*da0073e9SAndroid Build Coastguard Worker // If a format change is forward compatible (still readable by older 91*da0073e9SAndroid Build Coastguard Worker // executables), we will not increment the version number, to minimize the 92*da0073e9SAndroid Build Coastguard Worker // risk of breaking existing clients. TODO: A better way would be to allow 93*da0073e9SAndroid Build Coastguard Worker // the caller that creates a model to specify a maximum version that its 94*da0073e9SAndroid Build Coastguard Worker // clients can accept. 95*da0073e9SAndroid Build Coastguard Worker // Versions: 96*da0073e9SAndroid Build Coastguard Worker // 0x1L: Initial version 97*da0073e9SAndroid Build Coastguard Worker // 0x2L: (Comment missing) 98*da0073e9SAndroid Build Coastguard Worker // 0x3L: (Comment missing) 99*da0073e9SAndroid Build Coastguard Worker // 0x4L: (update) Added schema to function tuple. Forward-compatible change. 100*da0073e9SAndroid Build Coastguard Worker // 0x5L: (update) Update bytecode is sharing constant tensor files from 101*da0073e9SAndroid Build Coastguard Worker // torchscript, and only serialize extra tensors that are not in the 102*da0073e9SAndroid Build Coastguard Worker // torchscript constant table. Also update tensor storage schema adapting to 103*da0073e9SAndroid Build Coastguard Worker // the unify format, the root key of tensor storage is updated from {index} to 104*da0073e9SAndroid Build Coastguard Worker // {the_pointer_value_the_tensor.storage}, for example: 105*da0073e9SAndroid Build Coastguard Worker // `140245072983168.storage` Forward-compatibility change. 106*da0073e9SAndroid Build Coastguard Worker // 0x6L: Implicit opereator versioning using number of specified argument. 107*da0073e9SAndroid Build Coastguard Worker // Refer to the summary of https://github.com/pytorch/pytorch/pull/56845 for 108*da0073e9SAndroid Build Coastguard Worker // details. 109*da0073e9SAndroid Build Coastguard Worker // 0x7L: Enable support for operators with default arguments plus out 110*da0073e9SAndroid Build Coastguard Worker // arguments. Refer. See https://github.com/pytorch/pytorch/pull/63651 for 111*da0073e9SAndroid Build Coastguard Worker // details. 112*da0073e9SAndroid Build Coastguard Worker // 0x8L: Emit promoted operators as instructions. See 113*da0073e9SAndroid Build Coastguard Worker // https://github.com/pytorch/pytorch/pull/71662 for details. 114*da0073e9SAndroid Build Coastguard Worker // 0x9L: Change serialization format from pickle to format This version is to 115*da0073e9SAndroid Build Coastguard Worker // serve migration. v8 pickle and v9 flatbuffer are the same. Refer to the 116*da0073e9SAndroid Build Coastguard Worker // summary of https://github.com/pytorch/pytorch/pull/75201 for more details. 117*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kProducedBytecodeVersion = 0x8L; 118*da0073e9SAndroid Build Coastguard Worker 119*da0073e9SAndroid Build Coastguard Worker // static_assert( 120*da0073e9SAndroid Build Coastguard Worker // kProducedBytecodeVersion >= kProducedFileFormatVersion, 121*da0073e9SAndroid Build Coastguard Worker // "kProducedBytecodeVersion must be higher or equal to 122*da0073e9SAndroid Build Coastguard Worker // kProducedFileFormatVersion."); 123*da0073e9SAndroid Build Coastguard Worker 124*da0073e9SAndroid Build Coastguard Worker // Introduce kMinSupportedBytecodeVersion and kMaxSupportedBytecodeVersion 125*da0073e9SAndroid Build Coastguard Worker // for limited backward/forward compatibility support of bytecode. If 126*da0073e9SAndroid Build Coastguard Worker // kMinSupportedBytecodeVersion <= model_version <= kMaxSupportedBytecodeVersion 127*da0073e9SAndroid Build Coastguard Worker // (in loader), we should support this model_version. For example, we provide a 128*da0073e9SAndroid Build Coastguard Worker // wrapper to handle an updated operator. 129*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kMinSupportedBytecodeVersion = 0x4L; 130*da0073e9SAndroid Build Coastguard Worker constexpr uint64_t kMaxSupportedBytecodeVersion = 0x9L; 131*da0073e9SAndroid Build Coastguard Worker 132*da0073e9SAndroid Build Coastguard Worker } // namespace serialize 133*da0073e9SAndroid Build Coastguard Worker } // namespace caffe2 134