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/* 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"
namespace tflite {
namespace {
// Use this as the placeholder string if a particular op is not yet included
// in any Tensorflow's RC/Final release source package. Once that op is
// included in the release, please update this with the real version string.
static constexpr char kPendingReleaseVersion[] = "UNKNOWN";
} // namespace
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`.
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}, kPendingReleaseVersion},
{{BuiltinOperator_BATCH_MATMUL, 1}, kPendingReleaseVersion},
{{BuiltinOperator_BATCH_MATMUL, 2}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_CONV_2D, 5}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_DEPTHWISE_CONV_2D, 6}, kPendingReleaseVersion},
{{BuiltinOperator_ADD, 1}, "1.5.0"},
{{BuiltinOperator_ADD, 2}, "1.14.0"},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_SUB, 1}, "1.6.0"},
{{BuiltinOperator_SUB, 2}, "1.14.0"},
{{BuiltinOperator_SUB, 3}, kPendingReleaseVersion},
{{BuiltinOperator_DENSIFY, 1}, "2.2.0"},
{{BuiltinOperator_DIV, 1}, "1.6.0"},
{{BuiltinOperator_DIV, 2}, kPendingReleaseVersion},
{{BuiltinOperator_BATCH_TO_SPACE_ND, 1}, "1.6.0"},
{{BuiltinOperator_BATCH_TO_SPACE_ND, 2}, "1.14.0"},
{{BuiltinOperator_BATCH_TO_SPACE_ND, 3}, kPendingReleaseVersion},
{{BuiltinOperator_CAST, 1}, "1.5.0"},
{{BuiltinOperator_CONCATENATION, 1}, "1.5.0"},
{{BuiltinOperator_CONCATENATION, 2}, "1.14.0"},
{{BuiltinOperator_CONCATENATION, 3}, kPendingReleaseVersion},
{{BuiltinOperator_DEPTH_TO_SPACE, 1}, "2.1.0"},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_FULLY_CONNECTED, 8}, kPendingReleaseVersion},
{{BuiltinOperator_FULLY_CONNECTED, 9}, kPendingReleaseVersion},
{{BuiltinOperator_GATHER, 1}, "1.6.0"},
{{BuiltinOperator_GATHER, 2}, "1.14.0"},
{{BuiltinOperator_GATHER, 3}, "1.15.0"},
{{BuiltinOperator_GATHER_ND, 1}, "1.14.0"},
{{BuiltinOperator_GATHER_ND, 2}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_MAXIMUM, 1}, "1.14.0"},
{{BuiltinOperator_MAXIMUM, 2}, "1.14.0"},
{{BuiltinOperator_MAXIMUM, 3}, kPendingReleaseVersion},
{{BuiltinOperator_MAXIMUM, 4}, kPendingReleaseVersion},
{{BuiltinOperator_MINIMUM, 1}, "1.14.0"},
{{BuiltinOperator_MINIMUM, 2}, "1.14.0"},
{{BuiltinOperator_MINIMUM, 3}, kPendingReleaseVersion},
{{BuiltinOperator_MINIMUM, 4}, kPendingReleaseVersion},
{{BuiltinOperator_MUL, 1}, "1.5.0"},
{{BuiltinOperator_MUL, 2}, "1.14.0"},
{{BuiltinOperator_MUL, 3}, "1.15.0"},
{{BuiltinOperator_MUL, 4}, kPendingReleaseVersion},
{{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_TILE, 1}, "1.10.1"},
{{BuiltinOperator_TILE, 2}, "2.2.0"},
{{BuiltinOperator_PADV2, 1}, "1.9.0"},
{{BuiltinOperator_PADV2, 2}, "1.14.0"},
{{BuiltinOperator_RESHAPE, 1}, "1.5.0"},
{{BuiltinOperator_SOFTMAX, 1}, "1.5.0"},
{{BuiltinOperator_SOFTMAX, 2}, "1.14.0"},
{{BuiltinOperator_SOFTMAX, 3}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_LSTM, 1}, "1.7.0"},
{{BuiltinOperator_LSTM, 2}, "1.10.0"},
{{BuiltinOperator_LSTM, 3}, "1.14.0"},
{{BuiltinOperator_LSTM, 4}, kPendingReleaseVersion},
{{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 1}, "1.13.1"},
{{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 2}, "1.14.0"},
{{BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, 3},
kPendingReleaseVersion},
{{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},
kPendingReleaseVersion},
{{BuiltinOperator_MEAN, 1}, "1.6.0"},
{{BuiltinOperator_MEAN, 2}, "1.14.0"},
{{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_MIN, 1}, "1.11.0"},
{{BuiltinOperator_REDUCE_MIN, 2}, "1.14.0"},
{{BuiltinOperator_REDUCE_PROD, 1}, "1.11.0"},
{{BuiltinOperator_REDUCE_ANY, 1}, "1.11.0"},
{{BuiltinOperator_RELU6, 1}, "1.5.0"},
{{BuiltinOperator_RELU6, 2}, "1.14.0"},
{{BuiltinOperator_RESIZE_BILINEAR, 1}, "1.7.0"},
{{BuiltinOperator_RESIZE_BILINEAR, 2}, "1.14.0"},
{{BuiltinOperator_RESIZE_BILINEAR, 3}, "2.2.0"},
{{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 1}, "1.13.1"},
{{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 2}, "1.14.0"},
{{BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, 3},
kPendingReleaseVersion},
{{BuiltinOperator_RNN, 1}, "1.5.0"},
{{BuiltinOperator_RNN, 2}, "1.14.0"},
{{BuiltinOperator_RNN, 3}, kPendingReleaseVersion},
{{BuiltinOperator_SKIP_GRAM, 1}, "1.5.0"},
{{BuiltinOperator_SQUEEZE, 1}, "1.6.0"},
{{BuiltinOperator_SPLIT, 1}, "1.5.0"},
{{BuiltinOperator_SPLIT, 2}, "1.14.0"},
{{BuiltinOperator_SPLIT, 3}, "1.14.0"},
{{BuiltinOperator_SPLIT, 4}, kPendingReleaseVersion},
{{BuiltinOperator_SPLIT_V, 1}, "1.13.1"},
{{BuiltinOperator_SPLIT_V, 2}, kPendingReleaseVersion},
{{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_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_MIN, 1}, "1.9.0"},
{{BuiltinOperator_ARG_MIN, 2}, "1.14.0"},
{{BuiltinOperator_TRANSPOSE_CONV, 1}, "1.9.0"},
{{BuiltinOperator_TRANSPOSE_CONV, 2}, "2.2.0"},
{{BuiltinOperator_TRANSPOSE_CONV, 3}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{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_TANH, 1}, "1.14.0"},
{{BuiltinOperator_TANH, 2}, "1.14.0"},
{{BuiltinOperator_TANH, 3}, kPendingReleaseVersion},
{{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}, kPendingReleaseVersion},
{{BuiltinOperator_LEAKY_RELU, 1}, "1.13.1"},
{{BuiltinOperator_LEAKY_RELU, 2}, kPendingReleaseVersion},
{{BuiltinOperator_LOGISTIC, 1}, "1.14.0"},
{{BuiltinOperator_LOGISTIC, 2}, "1.14.0"},
{{BuiltinOperator_LOGISTIC, 3}, kPendingReleaseVersion},
{{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_MIRROR_PAD, 1}, "1.13.1"},
{{BuiltinOperator_MIRROR_PAD, 2}, kPendingReleaseVersion},
{{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},
kPendingReleaseVersion},
{{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_REVERSE_SEQUENCE, 1}, "1.14.0"},
{{BuiltinOperator_EQUAL, 1}, "1.14.0"},
{{BuiltinOperator_EQUAL, 2}, "1.14.0"},
{{BuiltinOperator_EQUAL, 3}, kPendingReleaseVersion},
{{BuiltinOperator_NOT_EQUAL, 1}, "1.14.0"},
{{BuiltinOperator_NOT_EQUAL, 2}, "1.14.0"},
{{BuiltinOperator_NOT_EQUAL, 3}, kPendingReleaseVersion},
{{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_ROUND, 1}, "1.14.0"},
{{BuiltinOperator_RELU, 1}, "1.5.0"},
{{BuiltinOperator_RELU, 2}, "2.1.0"},
{{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_SQUARE, 1}, "1.12.0"},
{{BuiltinOperator_ZEROS_LIKE, 1}, "1.12.0"},
{{BuiltinOperator_ABS, 1}, "1.13.0"},
{{BuiltinOperator_HARD_SWISH, 1}, "1.15.0"},
{{BuiltinOperator_FILL, 1}, "1.13.0"},
{{BuiltinOperator_FILL, 2}, kPendingReleaseVersion},
{{BuiltinOperator_REVERSE_V2, 1}, "1.14.0"},
{{BuiltinOperator_REVERSE_V2, 2}, "2.2.0"},
{{BuiltinOperator_RANK, 1}, "1.14.0"},
{{BuiltinOperator_WHILE, 1}, "1.15.0"},
});
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(
op_code->builtin_code(), op_code->version());
if (runtime_version.empty() ||
runtime_version == kPendingReleaseVersion) {
// In case we didn't find the current op in the map, or the operator
// doesn't have a minimum runtime version associated, continue.
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