| /* Copyright 2020 The TensorFlow Authors. All Rights Reserved. |
| |
| Licensed under the Apache License, Version 2.0 (the "License"); |
| you may not use this file except in compliance with the License. |
| You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, software |
| distributed under the License is distributed on an "AS IS" BASIS, |
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| See the License for the specific language governing permissions and |
| limitations under the License. |
| ==============================================================================*/ |
| #include "tensorflow/lite/tools/versioning/runtime_version.h" |
| |
| #include <cstring> |
| |
| #include "absl/strings/numbers.h" |
| #include "absl/strings/str_split.h" |
| #include "tensorflow/lite/minimal_logging.h" |
| #include "tensorflow/lite/schema/mutable/schema_generated.h" |
| #include "tensorflow/lite/schema/schema_utils.h" |
| |
| namespace tflite { |
| |
| bool CompareRuntimeVersion(const std::string& v1, const std::string& v2) { |
| const std::vector<std::string> vec1 = absl::StrSplit(v1, '.'); |
| const std::vector<std::string> vec2 = absl::StrSplit(v2, '.'); |
| int i = 0; |
| while (i < vec1.size() && i < vec2.size()) { |
| int v1_val, v2_val; |
| if (absl::SimpleAtoi(vec1[i], &v1_val) && |
| absl::SimpleAtoi(vec2[i], &v2_val)) { |
| if (v1_val != v2_val) return v1_val < v2_val; |
| } |
| ++i; |
| } |
| // If there are remaining items in v2 not being compared, then v1 should |
| // precede v2. |
| return i < vec2.size(); |
| } |
| |
| std::string FindMinimumRuntimeVersionForOp(tflite::BuiltinOperator op_code, |
| int op_version) { |
| // A map from the version key of an op to its minimum runtime version. |
| // For example, {{kAveragePool, 1}, "1.5.0"}, means the 1st version of |
| // AveragePool requires a minimum TF Lite runtime version '1.5.0`. |
| // NOTE: When adding a new op version pair, associate it with the current |
| // runtime version defined in tensorflow/core/public/version.h. |
| static const std::map<std::pair<BuiltinOperator, int>, std::string>* |
| op_version_map = |
| new std::map<std::pair<BuiltinOperator, int>, std::string>({ |
| {{BuiltinOperator_AVERAGE_POOL_2D, 1}, "1.5.0"}, |
| {{BuiltinOperator_AVERAGE_POOL_2D, 2}, "1.14.0"}, |
| {{BuiltinOperator_AVERAGE_POOL_2D, 3}, "2.3.0"}, |
| {{BuiltinOperator_BATCH_MATMUL, 1}, "2.3.0"}, |
| {{BuiltinOperator_BATCH_MATMUL, 2}, "2.3.0"}, |
| {{BuiltinOperator_BATCH_MATMUL, 3}, "2.4.0"}, |
| {{BuiltinOperator_BATCH_MATMUL, 4}, "2.5.0"}, |
| // The version one of broadcast to op won't be not supported since |
| // the version one was rollbacked and the builtin op code number |
| // has been changed because of builtin op code shortage problem. |
| {{BuiltinOperator_BROADCAST_TO, 2}, "2.5.0"}, |
| {{BuiltinOperator_BROADCAST_TO, 3}, "2.5.0"}, |
| {{BuiltinOperator_CONV_2D, 1}, "1.5.0"}, |
| {{BuiltinOperator_CONV_2D, 2}, "1.14.0"}, |
| {{BuiltinOperator_CONV_2D, 3}, "1.14.0"}, |
| {{BuiltinOperator_CONV_2D, 4}, "2.3.0"}, |
| {{BuiltinOperator_CONV_2D, 5}, "2.4.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 1}, "1.5.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 2}, "1.12.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 3}, "1.14.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 4}, "2.2.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 5}, "2.3.0"}, |
| {{BuiltinOperator_DEPTHWISE_CONV_2D, 6}, "2.3.0"}, |
| {{BuiltinOperator_ADD, 1}, "1.5.0"}, |
| {{BuiltinOperator_ADD, 2}, "1.14.0"}, |
| {{BuiltinOperator_ADD, 3}, "2.4.0"}, |
| {{BuiltinOperator_ADD, 4}, "2.6.0"}, |
| {{BuiltinOperator_ADD_N, 1}, "1.14.0"}, |
| {{BuiltinOperator_SPACE_TO_BATCH_ND, 1}, "1.6.0"}, |
| {{BuiltinOperator_SPACE_TO_BATCH_ND, 2}, "1.14.0"}, |
| {{BuiltinOperator_SPACE_TO_BATCH_ND, 3}, "2.3.0"}, |
| {{BuiltinOperator_SUB, 1}, "1.6.0"}, |
| {{BuiltinOperator_SUB, 2}, "1.14.0"}, |
| {{BuiltinOperator_SUB, 3}, "2.3.0"}, |
| {{BuiltinOperator_SUB, 4}, "2.4.0"}, |
| {{BuiltinOperator_SUB, 5}, "2.4.0"}, |
| {{BuiltinOperator_DENSIFY, 1}, "2.2.0"}, |
| {{BuiltinOperator_DIV, 1}, "1.6.0"}, |
| {{BuiltinOperator_DIV, 2}, "2.3.0"}, |
| {{BuiltinOperator_BATCH_TO_SPACE_ND, 1}, "1.6.0"}, |
| {{BuiltinOperator_BATCH_TO_SPACE_ND, 2}, "1.14.0"}, |
| {{BuiltinOperator_BATCH_TO_SPACE_ND, 3}, "2.3.0"}, |
| {{BuiltinOperator_CAST, 1}, "1.5.0"}, |
| {{BuiltinOperator_CAST, 2}, "2.7.0"}, |
| {{BuiltinOperator_CAST, 3}, "2.8.0"}, |
| {{BuiltinOperator_CONCATENATION, 1}, "1.5.0"}, |
| {{BuiltinOperator_CONCATENATION, 2}, "1.14.0"}, |
| {{BuiltinOperator_CONCATENATION, 3}, "2.3.0"}, |
| {{BuiltinOperator_DEPTH_TO_SPACE, 1}, "2.1.0"}, |
| {{BuiltinOperator_DEPTH_TO_SPACE, 2}, "2.5.0"}, |
| {{BuiltinOperator_EMBEDDING_LOOKUP, 1}, "1.13.0"}, |
| {{BuiltinOperator_EMBEDDING_LOOKUP, 2}, "1.14.0"}, |
| {{BuiltinOperator_EMBEDDING_LOOKUP, 3}, "1.14.0"}, |
| {{BuiltinOperator_EMBEDDING_LOOKUP_SPARSE, 1}, "1.5.0"}, |
| {{BuiltinOperator_FAKE_QUANT, 1}, "1.5.0"}, |
| {{BuiltinOperator_FAKE_QUANT, 2}, "1.10.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 1}, "1.5.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 2}, "1.10.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 3}, "1.14.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 4}, "1.14.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 5}, "2.0.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 6}, "2.1.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 7}, "2.3.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 8}, "2.3.0"}, |
| {{BuiltinOperator_FULLY_CONNECTED, 9}, "2.3.0"}, |
| {{BuiltinOperator_GATHER, 1}, "1.6.0"}, |
| {{BuiltinOperator_GATHER, 2}, "1.14.0"}, |
| {{BuiltinOperator_GATHER, 3}, "1.15.0"}, |
| {{BuiltinOperator_GATHER, 4}, "2.4.0"}, |
| {{BuiltinOperator_GATHER, 5}, "2.5.0"}, |
| {{BuiltinOperator_GATHER_ND, 1}, "1.14.0"}, |
| {{BuiltinOperator_GATHER_ND, 2}, "2.3.0"}, |
| {{BuiltinOperator_GATHER_ND, 3}, "2.5.0"}, |
| {{BuiltinOperator_HASHTABLE_LOOKUP, 1}, "1.5.0"}, |
| {{BuiltinOperator_SVDF, 1}, "1.5.0"}, |
| {{BuiltinOperator_SVDF, 2}, "1.14.0"}, |
| {{BuiltinOperator_SVDF, 3}, "2.2.0"}, |
| {{BuiltinOperator_SVDF, 4}, "2.3.0"}, |
| {{BuiltinOperator_L2_NORMALIZATION, 1}, "1.5.0"}, |
| {{BuiltinOperator_L2_NORMALIZATION, 2}, "1.14.0"}, |
| {{BuiltinOperator_L2_POOL_2D, 1}, "1.5.0"}, |
| {{BuiltinOperator_LOCAL_RESPONSE_NORMALIZATION, 1}, "1.5.0"}, |
| {{BuiltinOperator_MAX_POOL_2D, 1}, "1.5.0"}, |
| {{BuiltinOperator_MAX_POOL_2D, 2}, "1.14.0"}, |
| {{BuiltinOperator_MAX_POOL_2D, 3}, "2.3.0"}, |
| {{BuiltinOperator_MAXIMUM, 1}, "1.14.0"}, |
| {{BuiltinOperator_MAXIMUM, 2}, "1.14.0"}, |
| {{BuiltinOperator_MAXIMUM, 3}, "2.3.0"}, |
| {{BuiltinOperator_MAXIMUM, 4}, "2.3.0"}, |
| {{BuiltinOperator_MINIMUM, 1}, "1.14.0"}, |
| {{BuiltinOperator_MINIMUM, 2}, "1.14.0"}, |
| {{BuiltinOperator_MINIMUM, 3}, "2.3.0"}, |
| {{BuiltinOperator_MINIMUM, 4}, "2.3.0"}, |
| {{BuiltinOperator_MUL, 1}, "1.5.0"}, |
| {{BuiltinOperator_MUL, 2}, "1.14.0"}, |
| {{BuiltinOperator_MUL, 3}, "1.15.0"}, |
| {{BuiltinOperator_MUL, 4}, "2.3.0"}, |
| {{BuiltinOperator_MUL, 5}, "2.6.0"}, |
| {{BuiltinOperator_NON_MAX_SUPPRESSION_V4, 1}, "2.1.0"}, |
| {{BuiltinOperator_NON_MAX_SUPPRESSION_V5, 1}, "2.1.0"}, |
| {{BuiltinOperator_PAD, 1}, "1.5.0"}, |
| {{BuiltinOperator_PAD, 2}, "1.14.0"}, |
| {{BuiltinOperator_PAD, 3}, "2.4.0"}, |
| {{BuiltinOperator_PAD, 4}, "2.6.0"}, |
| {{BuiltinOperator_TILE, 1}, "1.10.1"}, |
| {{BuiltinOperator_TILE, 2}, "2.2.0"}, |
| {{BuiltinOperator_TILE, 3}, "2.8.0"}, |
| {{BuiltinOperator_PADV2, 1}, "1.9.0"}, |
| {{BuiltinOperator_PADV2, 2}, "1.14.0"}, |
| {{BuiltinOperator_PADV2, 3}, "2.4.0"}, |
| {{BuiltinOperator_PADV2, 4}, "2.6.0"}, |
| {{BuiltinOperator_RESHAPE, 1}, "1.5.0"}, |
| {{BuiltinOperator_SOFTMAX, 1}, "1.5.0"}, |
| {{BuiltinOperator_SOFTMAX, 2}, "1.14.0"}, |
| {{BuiltinOperator_SOFTMAX, 3}, "2.3.0"}, |
| {{BuiltinOperator_SPACE_TO_DEPTH, 1}, "1.5.0"}, |
| {{BuiltinOperator_SPACE_TO_DEPTH, 2}, "1.14.0"}, |
| {{BuiltinOperator_TRANSPOSE, 1}, "1.6.0"}, |
| {{BuiltinOperator_TRANSPOSE, 2}, "1.14.0"}, |
| {{BuiltinOperator_TRANSPOSE, 3}, "1.15.0"}, |
| {{BuiltinOperator_TRANSPOSE, 4}, "2.3.0"}, |
| {{BuiltinOperator_TRANSPOSE, 5}, "2.4.0"}, |
| {{BuiltinOperator_LSTM, 1}, "1.7.0"}, |
| {{BuiltinOperator_LSTM, 2}, "1.10.0"}, |
| {{BuiltinOperator_LSTM, 3}, "1.14.0"}, |
| {{BuiltinOperator_LSTM, 4}, "2.3.0"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 1}, "1.13.1"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 2}, "1.14.0"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 3}, "2.3.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_LSTM, 1}, "1.14.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_LSTM, 2}, "1.14.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_LSTM, 3}, "1.14.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_RNN, 1}, "1.14.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_RNN, 2}, "1.14.0"}, |
| {{BuiltinOperator_BIDIRECTIONAL_SEQUENCE_RNN, 3}, "2.3.0"}, |
| {{BuiltinOperator_MEAN, 1}, "1.6.0"}, |
| {{BuiltinOperator_MEAN, 2}, "1.14.0"}, |
| {{BuiltinOperator_MEAN, 3}, "2.4.0"}, |
| {{BuiltinOperator_SUM, 1}, "1.10.0"}, |
| {{BuiltinOperator_SUM, 2}, "1.15.0"}, |
| {{BuiltinOperator_REDUCE_MAX, 1}, "1.11.0"}, |
| {{BuiltinOperator_REDUCE_MAX, 2}, "1.14.0"}, |
| {{BuiltinOperator_REDUCE_MAX, 3}, "2.5.0"}, |
| {{BuiltinOperator_REDUCE_MIN, 1}, "1.11.0"}, |
| {{BuiltinOperator_REDUCE_MIN, 2}, "1.14.0"}, |
| {{BuiltinOperator_REDUCE_MIN, 3}, "2.5.0"}, |
| {{BuiltinOperator_REDUCE_PROD, 1}, "1.11.0"}, |
| {{BuiltinOperator_REDUCE_PROD, 2}, "2.6.0"}, |
| {{BuiltinOperator_REDUCE_ANY, 1}, "1.11.0"}, |
| {{BuiltinOperator_RELU6, 1}, "1.5.0"}, |
| {{BuiltinOperator_RELU6, 2}, "1.14.0"}, |
| {{BuiltinOperator_RELU6, 3}, "2.5.0"}, |
| {{BuiltinOperator_RESIZE_BILINEAR, 1}, "1.7.0"}, |
| {{BuiltinOperator_RESIZE_BILINEAR, 2}, "1.14.0"}, |
| {{BuiltinOperator_RESIZE_BILINEAR, 3}, "2.2.0"}, |
| {{BuiltinOperator_RESIZE_BILINEAR, 4}, "2.5.0"}, |
| {{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 1}, "1.13.1"}, |
| {{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 2}, "1.14.0"}, |
| {{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 3}, "2.3.0"}, |
| {{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 4}, "2.4.0"}, |
| {{BuiltinOperator_RNN, 1}, "1.5.0"}, |
| {{BuiltinOperator_RNN, 2}, "1.14.0"}, |
| {{BuiltinOperator_RNN, 3}, "2.3.0"}, |
| {{BuiltinOperator_SKIP_GRAM, 1}, "1.5.0"}, |
| {{BuiltinOperator_SQUEEZE, 1}, "1.6.0"}, |
| {{BuiltinOperator_SQUEEZE, 2}, "2.5.0"}, |
| {{BuiltinOperator_SPLIT, 1}, "1.5.0"}, |
| {{BuiltinOperator_SPLIT, 2}, "1.14.0"}, |
| {{BuiltinOperator_SPLIT, 3}, "1.14.0"}, |
| {{BuiltinOperator_SPLIT, 4}, "2.3.0"}, |
| {{BuiltinOperator_SPLIT_V, 1}, "1.13.1"}, |
| {{BuiltinOperator_SPLIT_V, 2}, "2.3.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 1}, "1.6.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 2}, "1.14.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 3}, "2.1.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 4}, "2.2.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 5}, "2.5.0"}, |
| {{BuiltinOperator_STRIDED_SLICE, 6}, "2.6.0"}, |
| {{BuiltinOperator_TOPK_V2, 1}, "1.7.0"}, |
| {{BuiltinOperator_TOPK_V2, 2}, "1.14.0"}, |
| {{BuiltinOperator_ARG_MAX, 1}, "1.9.0"}, |
| {{BuiltinOperator_ARG_MAX, 2}, "1.14.0"}, |
| {{BuiltinOperator_ARG_MAX, 3}, "2.9.0"}, |
| {{BuiltinOperator_ARG_MIN, 1}, "1.9.0"}, |
| {{BuiltinOperator_ARG_MIN, 2}, "1.14.0"}, |
| {{BuiltinOperator_ARG_MIN, 3}, "2.9.0"}, |
| {{BuiltinOperator_TRANSPOSE_CONV, 1}, "1.9.0"}, |
| {{BuiltinOperator_TRANSPOSE_CONV, 2}, "2.2.0"}, |
| {{BuiltinOperator_TRANSPOSE_CONV, 3}, "2.3.0"}, |
| {{BuiltinOperator_SPARSE_TO_DENSE, 1}, "1.9.0"}, |
| {{BuiltinOperator_SPARSE_TO_DENSE, 2}, "1.14.0"}, |
| {{BuiltinOperator_SPARSE_TO_DENSE, 3}, "1.15.0"}, |
| {{BuiltinOperator_EXPAND_DIMS, 1}, "1.10.0"}, |
| {{BuiltinOperator_PACK, 1}, "1.11.0"}, |
| {{BuiltinOperator_PACK, 2}, "1.14.0"}, |
| {{BuiltinOperator_PACK, 3}, "2.3.0"}, |
| {{BuiltinOperator_SHAPE, 1}, "1.10.0"}, |
| {{BuiltinOperator_SLICE, 1}, "1.14.0"}, |
| {{BuiltinOperator_SLICE, 2}, "1.14.0"}, |
| {{BuiltinOperator_SLICE, 3}, "1.14.0"}, |
| {{BuiltinOperator_SLICE, 4}, "2.4.0"}, |
| {{BuiltinOperator_SLICE, 5}, "2.5.0"}, |
| {{BuiltinOperator_TANH, 1}, "1.14.0"}, |
| {{BuiltinOperator_TANH, 2}, "1.14.0"}, |
| {{BuiltinOperator_TANH, 3}, "2.3.0"}, |
| {{BuiltinOperator_ONE_HOT, 1}, "1.11.0"}, |
| {{BuiltinOperator_UNPACK, 1}, "1.11.0"}, |
| {{BuiltinOperator_UNPACK, 2}, "1.14.0"}, |
| {{BuiltinOperator_UNPACK, 3}, "2.2.0"}, |
| {{BuiltinOperator_UNPACK, 4}, "2.3.0"}, |
| {{BuiltinOperator_LEAKY_RELU, 1}, "1.13.1"}, |
| {{BuiltinOperator_LEAKY_RELU, 2}, "2.3.0"}, |
| {{BuiltinOperator_LOGISTIC, 1}, "1.14.0"}, |
| {{BuiltinOperator_LOGISTIC, 2}, "1.14.0"}, |
| {{BuiltinOperator_LOGISTIC, 3}, "2.3.0"}, |
| {{BuiltinOperator_LOG_SOFTMAX, 1}, "1.14.0"}, |
| {{BuiltinOperator_LOG_SOFTMAX, 2}, "1.14.0"}, |
| {{BuiltinOperator_LSH_PROJECTION, 1}, "1.5.0"}, |
| {{BuiltinOperator_SQUARED_DIFFERENCE, 1}, "1.13.1"}, |
| {{BuiltinOperator_SQUARED_DIFFERENCE, 2}, "2.5.0"}, |
| {{BuiltinOperator_MIRROR_PAD, 1}, "1.13.1"}, |
| {{BuiltinOperator_MIRROR_PAD, 2}, "2.3.0"}, |
| {{BuiltinOperator_UNIQUE, 1}, "1.14.0"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_RNN, 1}, "1.14.0"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_RNN, 2}, "1.14.0"}, |
| {{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_RNN, 3}, "2.3.0"}, |
| {{BuiltinOperator_WHERE, 1}, "1.14.0"}, |
| {{BuiltinOperator_DEQUANTIZE, 1}, "1.13.1"}, |
| {{BuiltinOperator_DEQUANTIZE, 2}, "1.14.0"}, |
| {{BuiltinOperator_DEQUANTIZE, 3}, "1.15.0"}, |
| {{BuiltinOperator_DEQUANTIZE, 4}, "2.2.0"}, |
| {{BuiltinOperator_DEQUANTIZE, 5}, "2.7.0"}, |
| {{BuiltinOperator_REVERSE_SEQUENCE, 1}, "1.14.0"}, |
| {{BuiltinOperator_EQUAL, 1}, "1.14.0"}, |
| {{BuiltinOperator_EQUAL, 2}, "1.14.0"}, |
| {{BuiltinOperator_EQUAL, 3}, "2.3.0"}, |
| {{BuiltinOperator_NOT_EQUAL, 1}, "1.14.0"}, |
| {{BuiltinOperator_NOT_EQUAL, 2}, "1.14.0"}, |
| {{BuiltinOperator_NOT_EQUAL, 3}, "2.3.0"}, |
| {{BuiltinOperator_GREATER, 1}, "1.14.0"}, |
| {{BuiltinOperator_GREATER, 2}, "1.14.0"}, |
| {{BuiltinOperator_GREATER_EQUAL, 1}, "1.14.0"}, |
| {{BuiltinOperator_GREATER_EQUAL, 2}, "1.14.0"}, |
| {{BuiltinOperator_LESS, 1}, "1.14.0"}, |
| {{BuiltinOperator_LESS, 2}, "1.14.0"}, |
| {{BuiltinOperator_LESS_EQUAL, 1}, "1.14.0"}, |
| {{BuiltinOperator_LESS_EQUAL, 2}, "1.14.0"}, |
| {{BuiltinOperator_SCATTER_ND, 1}, "2.1.0"}, |
| {{BuiltinOperator_SEGMENT_SUM, 1}, "2.2.0"}, |
| {{BuiltinOperator_SELECT, 1}, "1.14.0"}, |
| {{BuiltinOperator_SELECT, 2}, "1.14.0"}, |
| {{BuiltinOperator_SELECT_V2, 1}, "2.2.0"}, |
| {{BuiltinOperator_IF, 1}, "1.15.0"}, |
| {{BuiltinOperator_FLOOR_DIV, 1}, "1.14.0"}, |
| {{BuiltinOperator_FLOOR_DIV, 2}, "1.14.0"}, |
| {{BuiltinOperator_FLOOR, 1}, "1.9.0"}, |
| {{BuiltinOperator_CEIL, 1}, "1.14.0"}, |
| {{BuiltinOperator_MATRIX_DIAG, 1}, "1.14.0"}, |
| {{BuiltinOperator_MATRIX_SET_DIAG, 1}, "1.14.0"}, |
| {{BuiltinOperator_ELU, 1}, "1.14.0"}, |
| {{BuiltinOperator_QUANTIZE, 1}, "1.14.0"}, |
| {{BuiltinOperator_QUANTIZE, 2}, "1.15.0"}, |
| {{BuiltinOperator_QUANTIZE, 3}, "2.7.0"}, |
| {{BuiltinOperator_ROUND, 1}, "1.14.0"}, |
| {{BuiltinOperator_RELU, 1}, "1.5.0"}, |
| {{BuiltinOperator_RELU, 2}, "2.1.0"}, |
| {{BuiltinOperator_RELU, 3}, "2.5.0"}, |
| {{BuiltinOperator_RELU_N1_TO_1, 1}, "1.5.0"}, |
| {{BuiltinOperator_PRELU, 1}, "1.8.0"}, |
| {{BuiltinOperator_EXP, 1}, "1.7.0"}, |
| {{BuiltinOperator_COS, 1}, "1.14.0"}, |
| {{BuiltinOperator_NEG, 1}, "1.9.0"}, |
| {{BuiltinOperator_POW, 1}, "1.10.0"}, |
| {{BuiltinOperator_LOGICAL_OR, 1}, "1.11.0"}, |
| {{BuiltinOperator_LOGICAL_AND, 1}, "1.11.0"}, |
| {{BuiltinOperator_LOGICAL_NOT, 1}, "1.11.0"}, |
| {{BuiltinOperator_FLOOR_MOD, 1}, "1.13.0"}, |
| {{BuiltinOperator_RANGE, 1}, "1.13.0"}, |
| {{BuiltinOperator_SIN, 1}, "1.9.0"}, |
| {{BuiltinOperator_LOG, 1}, "1.14.0"}, |
| {{BuiltinOperator_SQRT, 1}, "1.10.0"}, |
| {{BuiltinOperator_RSQRT, 1}, "1.10.0"}, |
| {{BuiltinOperator_RSQRT, 2}, "2.5.0"}, |
| {{BuiltinOperator_SQUARE, 1}, "1.12.0"}, |
| {{BuiltinOperator_ZEROS_LIKE, 1}, "1.12.0"}, |
| {{BuiltinOperator_ABS, 1}, "1.13.0"}, |
| {{BuiltinOperator_ABS, 2}, "2.4.0"}, |
| {{BuiltinOperator_ABS, 3}, "2.5.0"}, |
| {{BuiltinOperator_ABS, 4}, "2.6.0"}, |
| {{BuiltinOperator_HARD_SWISH, 1}, "1.15.0"}, |
| {{BuiltinOperator_FILL, 1}, "1.13.0"}, |
| {{BuiltinOperator_FILL, 2}, "2.3.0"}, |
| {{BuiltinOperator_FILL, 3}, "2.5.0"}, |
| {{BuiltinOperator_REVERSE_V2, 1}, "1.14.0"}, |
| {{BuiltinOperator_REVERSE_V2, 2}, "2.2.0"}, |
| {{BuiltinOperator_REVERSE_V2, 3}, "2.5.0"}, |
| {{BuiltinOperator_RANK, 1}, "1.14.0"}, |
| {{BuiltinOperator_WHILE, 1}, "1.15.0"}, |
| {{BuiltinOperator_CUMSUM, 1}, "2.4.0"}, |
| {{BuiltinOperator_CALL_ONCE, 1}, "2.5.0"}, |
| {{BuiltinOperator_RFFT2D, 1}, "2.5.0"}, |
| {{BuiltinOperator_CONV_3D, 1}, "2.5.0"}, |
| {{BuiltinOperator_IMAG, 1}, "2.5.0"}, |
| {{BuiltinOperator_REAL, 1}, "2.5.0"}, |
| {{BuiltinOperator_COMPLEX_ABS, 1}, "2.5.0"}, |
| {{BuiltinOperator_HASHTABLE, 1}, "2.5.0"}, |
| {{BuiltinOperator_HASHTABLE_FIND, 1}, "2.5.0"}, |
| {{BuiltinOperator_HASHTABLE_IMPORT, 1}, "2.5.0"}, |
| {{BuiltinOperator_HASHTABLE_SIZE, 1}, "2.5.0"}, |
| {{BuiltinOperator_REDUCE_ALL, 1}, "2.6.0"}, |
| {{BuiltinOperator_CONV_3D_TRANSPOSE, 1}, "2.6.0"}, |
| {{BuiltinOperator_VAR_HANDLE, 1}, "2.6.0"}, |
| {{BuiltinOperator_READ_VARIABLE, 1}, "2.6.0"}, |
| {{BuiltinOperator_ASSIGN_VARIABLE, 1}, "2.6.0"}, |
| {{BuiltinOperator_BROADCAST_ARGS, 1}, "2.6.0"}, |
| {{BuiltinOperator_RANDOM_STANDARD_NORMAL, 1}, "2.8.0"}, |
| {{BuiltinOperator_BUCKETIZE, 1}, "2.8.0"}, |
| {{BuiltinOperator_WHERE, 2}, "2.8.0"}, |
| {{BuiltinOperator_RANDOM_UNIFORM, 1}, "2.8.0"}, |
| {{BuiltinOperator_MULTINOMIAL, 1}, "2.8.0"}, |
| {{BuiltinOperator_GELU, 1}, "2.9.0"}, |
| {{BuiltinOperator_GELU, 2}, "2.9.0"}, |
| {{BuiltinOperator_DYNAMIC_UPDATE_SLICE, 1}, "2.9.0"}, |
| }); |
| |
| std::pair<BuiltinOperator, int> version_key = {op_code, op_version}; |
| auto it = op_version_map->find(version_key); |
| if (it == op_version_map->end()) { |
| return std::string(); |
| } |
| return it->second; |
| } |
| |
| void UpdateMinimumRuntimeVersionForModel(uint8_t* model_buffer_pointer) { |
| auto model = GetMutableModel(model_buffer_pointer); |
| std::string model_min_version; |
| auto subgraphs = model->subgraphs(); |
| for (int i = 0; i < subgraphs->Length(); ++i) { |
| const SubGraph* subgraph = subgraphs->Get(i); |
| for (int j = 0; j < subgraph->operators()->Length(); ++j) { |
| const Operator* op = subgraph->operators()->Get(j); |
| const OperatorCode* op_code = |
| model->operator_codes()->Get(op->opcode_index()); |
| std::string runtime_version = FindMinimumRuntimeVersionForOp( |
| GetBuiltinCode(op_code), op_code->version()); |
| // If we didn't find the current op version in the map, skip comparison. |
| if (runtime_version.empty()) { |
| continue; |
| } |
| if (CompareRuntimeVersion(model_min_version, runtime_version)) { |
| // Current min model runtime version should be bumped if we see a higher |
| // op version. |
| model_min_version = runtime_version; |
| } |
| } |
| } |
| // The size of the `min_runtime_version` metadata buffer is 16 bytes. If the |
| // generated `model_min_version` is equal or longer than 16 bytes, print a |
| // warning message and return. |
| if (model_min_version.size() >= 16) { |
| TFLITE_LOG(TFLITE_LOG_WARNING, |
| "Skip writing minimum runtime version string since it's " |
| "longer than 16 bytes."); |
| return; |
| } |
| // Copy over the bytes from `model_min_version` into the buffer. |
| for (int i = 0; i < model->metadata()->size(); ++i) { |
| if (model->metadata()->Get(i)->name()->str() == "min_runtime_version") { |
| auto buffer = model->metadata()->Get(i)->buffer(); |
| auto buffer_data = |
| model->mutable_buffers()->GetMutableObject(buffer)->mutable_data(); |
| memset(buffer_data->data(), 0, buffer_data->size()); |
| memcpy(buffer_data->data(), model_min_version.data(), |
| model_min_version.size()); |
| break; |
| } |
| } |
| } |
| |
| } // namespace tflite |
