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serializer.h
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1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 *
10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
12 * Unless required by applicable law or agreed to in writing,
13 * software distributed under the License is distributed on an
14 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
33#ifndef TVM_SUPPORT_SERIALIZER_H_
34#define TVM_SUPPORT_SERIALIZER_H_
35
36#include <dlpack/dlpack.h>
37#include <tvm/ffi/container/array.h>
38#include <tvm/ffi/container/map.h>
39#include <tvm/ffi/endian.h>
40#include <tvm/ffi/string.h>
41#include <tvm/support/io.h>
42
43#include <cstdint>
44#include <cstring>
45#include <string>
46#include <type_traits>
47#include <unordered_map>
48#include <utility>
49#include <vector>
50
51namespace tvm {
52namespace support {
53
54// ---- Arithmetic types ----
55template <typename T>
56struct Serializer<T, std::enable_if_t<std::is_arithmetic_v<T>>> {
57 static constexpr bool enabled = true;
58
59 static void Write(Stream* strm, const T& data) {
60 if constexpr (TVM_FFI_IO_NO_ENDIAN_SWAP) {
61 strm->Write(&data, sizeof(T));
62 } else {
63 T copy = data;
64 ffi::ByteSwap(&copy, sizeof(T), 1);
65 strm->Write(&copy, sizeof(T));
66 }
67 }
68
69 static bool Read(Stream* strm, T* data) {
70 bool ok = strm->Read(data, sizeof(T)) == sizeof(T);
71 if constexpr (!TVM_FFI_IO_NO_ENDIAN_SWAP) {
72 ffi::ByteSwap(data, sizeof(T), 1);
73 }
74 return ok;
75 }
76};
77
78// ---- Enum types (delegate to underlying arithmetic type) ----
79template <typename T>
80struct Serializer<T, std::enable_if_t<std::is_enum_v<T>>> {
81 static constexpr bool enabled = true;
82 using U = std::underlying_type_t<T>;
83
84 static void Write(Stream* strm, const T& data) {
85 Serializer<U>::Write(strm, static_cast<U>(data));
86 }
87
88 static bool Read(Stream* strm, T* data) {
89 U val;
90 if (!Serializer<U>::Read(strm, &val)) return false;
91 *data = static_cast<T>(val);
92 return true;
93 }
94};
95
96// ---- std::string ----
97template <>
98struct Serializer<std::string> {
99 static constexpr bool enabled = true;
100
101 static void Write(Stream* strm, const std::string& data) {
102 uint64_t sz = static_cast<uint64_t>(data.size());
103 Serializer<uint64_t>::Write(strm, sz);
104 if (sz != 0) {
105 strm->Write(data.data(), data.size());
106 }
107 }
108
109 static bool Read(Stream* strm, std::string* data) {
110 uint64_t sz;
111 if (!Serializer<uint64_t>::Read(strm, &sz)) return false;
112 data->resize(static_cast<size_t>(sz));
113 if (sz != 0) {
114 size_t nbytes = static_cast<size_t>(sz);
115 return strm->Read(&(*data)[0], nbytes) == nbytes;
116 }
117 return true;
118 }
119};
120
121// ---- std::vector<T> ----
122template <typename T>
123struct Serializer<std::vector<T>> {
124 static constexpr bool enabled = true;
125
126 static void Write(Stream* strm, const std::vector<T>& vec) {
127 uint64_t sz = static_cast<uint64_t>(vec.size());
128 Serializer<uint64_t>::Write(strm, sz);
129 if constexpr (std::is_arithmetic_v<T> && TVM_FFI_IO_NO_ENDIAN_SWAP) {
130 if (sz != 0) {
131 strm->Write(vec.data(), sizeof(T) * vec.size());
132 }
133 } else {
134 for (const auto& v : vec) {
135 Serializer<T>::Write(strm, v);
136 }
137 }
138 }
139
140 static bool Read(Stream* strm, std::vector<T>* vec) {
141 uint64_t sz;
142 if (!Serializer<uint64_t>::Read(strm, &sz)) return false;
143 vec->resize(static_cast<size_t>(sz));
144 if constexpr (std::is_arithmetic_v<T> && TVM_FFI_IO_NO_ENDIAN_SWAP) {
145 if (sz != 0) {
146 size_t nbytes = sizeof(T) * static_cast<size_t>(sz);
147 return strm->Read(vec->data(), nbytes) == nbytes;
148 }
149 return true;
150 } else {
151 for (size_t i = 0; i < static_cast<size_t>(sz); ++i) {
152 if (!Serializer<T>::Read(strm, &(*vec)[i])) return false;
153 }
154 return true;
155 }
156 }
157};
158
159// ---- std::pair<A, B> ----
160template <typename A, typename B>
161struct Serializer<std::pair<A, B>> {
162 static constexpr bool enabled = true;
163
164 static void Write(Stream* strm, const std::pair<A, B>& data) {
165 Serializer<A>::Write(strm, data.first);
166 Serializer<B>::Write(strm, data.second);
167 }
168
169 static bool Read(Stream* strm, std::pair<A, B>* data) {
170 return Serializer<A>::Read(strm, &data->first) && Serializer<B>::Read(strm, &data->second);
171 }
172};
173
174// ---- std::unordered_map<K, V> ----
175template <typename K, typename V>
176struct Serializer<std::unordered_map<K, V>> {
177 static constexpr bool enabled = true;
178
179 static void Write(Stream* strm, const std::unordered_map<K, V>& data) {
180 std::vector<std::pair<K, V>> vec(data.begin(), data.end());
181 Serializer<std::vector<std::pair<K, V>>>::Write(strm, vec);
182 }
183
184 static bool Read(Stream* strm, std::unordered_map<K, V>* data) {
185 std::vector<std::pair<K, V>> vec;
186 if (!Serializer<std::vector<std::pair<K, V>>>::Read(strm, &vec)) return false;
187 data->clear();
188 data->insert(vec.begin(), vec.end());
189 return true;
190 }
191};
192
193// ---- ffi::String ----
194template <>
195struct Serializer<ffi::String> {
196 static constexpr bool enabled = true;
197
198 static void Write(Stream* strm, const ffi::String& data) {
199 uint64_t sz = static_cast<uint64_t>(data.size());
201 if (sz != 0) {
202 strm->Write(data.data(), data.size());
203 }
204 }
205
206 static bool Read(Stream* strm, ffi::String* data) {
207 std::string s;
208 if (!Serializer<std::string>::Read(strm, &s)) return false;
209 *data = ffi::String(std::move(s));
210 return true;
211 }
212};
213
214// ---- ffi::Bytes (binary payload, same wire format as std::string) ----
215template <>
216struct Serializer<ffi::Bytes> {
217 static constexpr bool enabled = true;
218
219 static void Write(Stream* strm, const ffi::Bytes& data) {
220 uint64_t sz = static_cast<uint64_t>(data.size());
222 if (sz != 0) {
223 strm->Write(data.data(), data.size());
224 }
225 }
226
227 static bool Read(Stream* strm, ffi::Bytes* data) {
228 std::string s;
229 if (!Serializer<std::string>::Read(strm, &s)) return false;
230 *data = ffi::Bytes(std::move(s));
231 return true;
232 }
233};
234
235// ---- ffi::Array<T> (binary-compatible with std::vector<T>) ----
236template <typename T>
237struct Serializer<ffi::Array<T>> {
238 static constexpr bool enabled = true;
239
240 static void Write(Stream* strm, const ffi::Array<T>& arr) {
241 uint64_t sz = static_cast<uint64_t>(arr.size());
243 for (size_t i = 0; i < arr.size(); ++i) {
245 }
246 }
247
248 static bool Read(Stream* strm, ffi::Array<T>* arr) {
249 uint64_t sz;
250 if (!Serializer<uint64_t>::Read(strm, &sz)) return false;
251 *arr = ffi::Array<T>();
252 for (uint64_t i = 0; i < sz; ++i) {
253 T val;
254 if (!Serializer<T>::Read(strm, &val)) return false;
255 arr->push_back(std::move(val));
256 }
257 return true;
258 }
259};
260
261// ---- ffi::Map<K, V> (binary format: uint64_t count, then key/value pairs) ----
262template <typename K, typename V>
263struct Serializer<ffi::Map<K, V>> {
264 static constexpr bool enabled = true;
265
266 static void Write(Stream* strm, const ffi::Map<K, V>& data) {
267 uint64_t sz = static_cast<uint64_t>(data.size());
269 for (const auto& kv : data) {
272 }
273 }
274
275 static bool Read(Stream* strm, ffi::Map<K, V>* data) {
276 uint64_t sz;
277 if (!Serializer<uint64_t>::Read(strm, &sz)) return false;
278 *data = ffi::Map<K, V>();
279 for (uint64_t i = 0; i < sz; ++i) {
280 K key;
281 V val;
282 if (!Serializer<K>::Read(strm, &key)) return false;
283 if (!Serializer<V>::Read(strm, &val)) return false;
284 data->Set(std::move(key), std::move(val));
285 }
286 return true;
287 }
288};
289
290// ---- DLDataType ----
291template <>
293 static constexpr bool enabled = true;
294
295 static void Write(Stream* strm, const DLDataType& dtype) {
296 Serializer<uint8_t>::Write(strm, dtype.code);
297 Serializer<uint8_t>::Write(strm, dtype.bits);
298 Serializer<uint16_t>::Write(strm, dtype.lanes);
299 }
300
301 static bool Read(Stream* strm, DLDataType* dtype) {
302 if (!Serializer<uint8_t>::Read(strm, &dtype->code)) return false;
303 if (!Serializer<uint8_t>::Read(strm, &dtype->bits)) return false;
304 if (!Serializer<uint16_t>::Read(strm, &dtype->lanes)) return false;
305 return true;
306 }
307};
308
309// ---- DLDevice ----
310template <>
312 static constexpr bool enabled = true;
313
314 static void Write(Stream* strm, const DLDevice& dev) {
315 int32_t device_type = static_cast<int32_t>(dev.device_type);
316 Serializer<int32_t>::Write(strm, device_type);
318 }
319
320 static bool Read(Stream* strm, DLDevice* dev) {
321 int32_t device_type = 0;
322 if (!Serializer<int32_t>::Read(strm, &device_type)) return false;
323 dev->device_type = static_cast<DLDeviceType>(device_type);
324 if (!Serializer<int32_t>::Read(strm, &dev->device_id)) return false;
325 return true;
326 }
327};
328
329} // namespace support
330} // namespace tvm
331
332#endif // TVM_SUPPORT_SERIALIZER_H_
RAII wrapper function to enter and exit a context object similar to python's with syntax.
Definition with_context.h:59
Abstract binary stream for serialization.
Definition io.h:57
Binary stream I/O interface.
const Op & copy()
See pesudo code below:
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition analyzer.h:40
static bool Read(Stream *strm, DLDataType *dtype)
Definition serializer.h:301
static void Write(Stream *strm, const DLDataType &dtype)
Definition serializer.h:295
static void Write(Stream *strm, const DLDevice &dev)
Definition serializer.h:314
static bool Read(Stream *strm, DLDevice *dev)
Definition serializer.h:320
static void Write(Stream *strm, const ffi::Array< T > &arr)
Definition serializer.h:240
static bool Read(Stream *strm, ffi::Array< T > *arr)
Definition serializer.h:248
static void Write(Stream *strm, const ffi::Bytes &data)
Definition serializer.h:219
static bool Read(Stream *strm, ffi::Bytes *data)
Definition serializer.h:227
static bool Read(Stream *strm, ffi::Map< K, V > *data)
Definition serializer.h:275
static void Write(Stream *strm, const ffi::Map< K, V > &data)
Definition serializer.h:266
static bool Read(Stream *strm, ffi::String *data)
Definition serializer.h:206
static void Write(Stream *strm, const ffi::String &data)
Definition serializer.h:198
Primary Serializer template. Specialize for each serializable type.
Definition io.h:42
static constexpr bool enabled
Definition io.h:43