| 1 | // Licensed to the Apache Software Foundation (ASF) under one |
| 2 | // or more contributor license agreements. See the NOTICE file |
| 3 | // distributed with this work for additional information |
| 4 | // regarding copyright ownership. The ASF licenses this file |
| 5 | // to you under the Apache License, Version 2.0 (the |
| 6 | // "License"); you may not use this file except in compliance |
| 7 | // with the License. You may obtain a copy of the License at |
| 8 | // |
| 9 | // http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | // |
| 11 | // Unless required by applicable law or agreed to in writing, |
| 12 | // software distributed under the License is distributed on an |
| 13 | // "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 14 | // KIND, either express or implied. See the License for the |
| 15 | // specific language governing permissions and limitations |
| 16 | // under the License. |
| 17 | |
| 18 | #include "parquet/schema.h" |
| 19 | |
| 20 | #include <algorithm> |
| 21 | #include <cstring> |
| 22 | #include <memory> |
| 23 | #include <string> |
| 24 | #include <type_traits> |
| 25 | #include <utility> |
| 26 | |
| 27 | #include "arrow/util/logging.h" |
| 28 | |
| 29 | #include "parquet/exception.h" |
| 30 | #include "parquet/schema_internal.h" |
| 31 | #include "parquet/thrift_internal.h" |
| 32 | |
| 33 | using parquet::format::SchemaElement; |
| 34 | |
| 35 | namespace parquet { |
| 36 | |
| 37 | namespace schema { |
| 38 | |
| 39 | // ---------------------------------------------------------------------- |
| 40 | // ColumnPath |
| 41 | |
| 42 | std::shared_ptr<ColumnPath> ColumnPath::FromDotString(const std::string& dotstring) { |
| 43 | std::stringstream ss(dotstring); |
| 44 | std::string item; |
| 45 | std::vector<std::string> path; |
| 46 | while (std::getline(ss, item, '.')) { |
| 47 | path.push_back(item); |
| 48 | } |
| 49 | return std::shared_ptr<ColumnPath>(new ColumnPath(std::move(path))); |
| 50 | } |
| 51 | |
| 52 | std::shared_ptr<ColumnPath> ColumnPath::FromNode(const Node& node) { |
| 53 | // Build the path in reverse order as we traverse the nodes to the top |
| 54 | std::vector<std::string> rpath_; |
| 55 | const Node* cursor = &node; |
| 56 | // The schema node is not part of the ColumnPath |
| 57 | while (cursor->parent()) { |
| 58 | rpath_.push_back(cursor->name()); |
| 59 | cursor = cursor->parent(); |
| 60 | } |
| 61 | |
| 62 | // Build ColumnPath in correct order |
| 63 | std::vector<std::string> path(rpath_.crbegin(), rpath_.crend()); |
| 64 | return std::make_shared<ColumnPath>(std::move(path)); |
| 65 | } |
| 66 | |
| 67 | std::shared_ptr<ColumnPath> ColumnPath::extend(const std::string& node_name) const { |
| 68 | std::vector<std::string> path; |
| 69 | path.reserve(path_.size() + 1); |
| 70 | path.resize(path_.size() + 1); |
| 71 | std::copy(path_.cbegin(), path_.cend(), path.begin()); |
| 72 | path[path_.size()] = node_name; |
| 73 | |
| 74 | return std::shared_ptr<ColumnPath>(new ColumnPath(std::move(path))); |
| 75 | } |
| 76 | |
| 77 | std::string ColumnPath::ToDotString() const { |
| 78 | std::stringstream ss; |
| 79 | for (auto it = path_.cbegin(); it != path_.cend(); ++it) { |
| 80 | if (it != path_.cbegin()) { |
| 81 | ss << "." ; |
| 82 | } |
| 83 | ss << *it; |
| 84 | } |
| 85 | return ss.str(); |
| 86 | } |
| 87 | |
| 88 | const std::vector<std::string>& ColumnPath::ToDotVector() const { return path_; } |
| 89 | |
| 90 | // ---------------------------------------------------------------------- |
| 91 | // Base node |
| 92 | |
| 93 | const std::shared_ptr<ColumnPath> Node::path() const { |
| 94 | // TODO(itaiin): Cache the result, or more precisely, cache ->ToDotString() |
| 95 | // since it is being used to access the leaf nodes |
| 96 | return ColumnPath::FromNode(*this); |
| 97 | } |
| 98 | |
| 99 | bool Node::EqualsInternal(const Node* other) const { |
| 100 | return type_ == other->type_ && name_ == other->name_ && |
| 101 | repetition_ == other->repetition_ && converted_type_ == other->converted_type_ && |
| 102 | logical_type_->Equals(*(other->logical_type())); |
| 103 | } |
| 104 | |
| 105 | void Node::SetParent(const Node* parent) { parent_ = parent; } |
| 106 | |
| 107 | // ---------------------------------------------------------------------- |
| 108 | // Primitive node |
| 109 | |
| 110 | PrimitiveNode::PrimitiveNode(const std::string& name, Repetition::type repetition, |
| 111 | Type::type type, ConvertedType::type converted_type, |
| 112 | int length, int precision, int scale, int id) |
| 113 | : Node(Node::PRIMITIVE, name, repetition, converted_type, id), |
| 114 | physical_type_(type), |
| 115 | type_length_(length) { |
| 116 | std::stringstream ss; |
| 117 | |
| 118 | // PARQUET-842: In an earlier revision, decimal_metadata_.isset was being |
| 119 | // set to true, but Impala will raise an incompatible metadata in such cases |
| 120 | memset(&decimal_metadata_, 0, sizeof(decimal_metadata_)); |
| 121 | |
| 122 | // Check if the physical and logical types match |
| 123 | // Mapping referred from Apache parquet-mr as on 2016-02-22 |
| 124 | switch (converted_type) { |
| 125 | case ConvertedType::NONE: |
| 126 | // Logical type not set |
| 127 | break; |
| 128 | case ConvertedType::UTF8: |
| 129 | case ConvertedType::JSON: |
| 130 | case ConvertedType::BSON: |
| 131 | if (type != Type::BYTE_ARRAY) { |
| 132 | ss << ConvertedTypeToString(converted_type); |
| 133 | ss << " can only annotate BYTE_ARRAY fields" ; |
| 134 | throw ParquetException(ss.str()); |
| 135 | } |
| 136 | break; |
| 137 | case ConvertedType::DECIMAL: |
| 138 | if ((type != Type::INT32) && (type != Type::INT64) && (type != Type::BYTE_ARRAY) && |
| 139 | (type != Type::FIXED_LEN_BYTE_ARRAY)) { |
| 140 | ss << "DECIMAL can only annotate INT32, INT64, BYTE_ARRAY, and FIXED" ; |
| 141 | throw ParquetException(ss.str()); |
| 142 | } |
| 143 | if (precision <= 0) { |
| 144 | ss << "Invalid DECIMAL precision: " << precision |
| 145 | << ". Precision must be a number between 1 and 38 inclusive" ; |
| 146 | throw ParquetException(ss.str()); |
| 147 | } |
| 148 | if (scale < 0) { |
| 149 | ss << "Invalid DECIMAL scale: " << scale |
| 150 | << ". Scale must be a number between 0 and precision inclusive" ; |
| 151 | throw ParquetException(ss.str()); |
| 152 | } |
| 153 | if (scale > precision) { |
| 154 | ss << "Invalid DECIMAL scale " << scale; |
| 155 | ss << " cannot be greater than precision " << precision; |
| 156 | throw ParquetException(ss.str()); |
| 157 | } |
| 158 | decimal_metadata_.isset = true; |
| 159 | decimal_metadata_.precision = precision; |
| 160 | decimal_metadata_.scale = scale; |
| 161 | break; |
| 162 | case ConvertedType::DATE: |
| 163 | case ConvertedType::TIME_MILLIS: |
| 164 | case ConvertedType::UINT_8: |
| 165 | case ConvertedType::UINT_16: |
| 166 | case ConvertedType::UINT_32: |
| 167 | case ConvertedType::INT_8: |
| 168 | case ConvertedType::INT_16: |
| 169 | case ConvertedType::INT_32: |
| 170 | if (type != Type::INT32) { |
| 171 | ss << ConvertedTypeToString(converted_type); |
| 172 | ss << " can only annotate INT32" ; |
| 173 | throw ParquetException(ss.str()); |
| 174 | } |
| 175 | break; |
| 176 | case ConvertedType::TIME_MICROS: |
| 177 | case ConvertedType::TIMESTAMP_MILLIS: |
| 178 | case ConvertedType::TIMESTAMP_MICROS: |
| 179 | case ConvertedType::UINT_64: |
| 180 | case ConvertedType::INT_64: |
| 181 | if (type != Type::INT64) { |
| 182 | ss << ConvertedTypeToString(converted_type); |
| 183 | ss << " can only annotate INT64" ; |
| 184 | throw ParquetException(ss.str()); |
| 185 | } |
| 186 | break; |
| 187 | case ConvertedType::INTERVAL: |
| 188 | if ((type != Type::FIXED_LEN_BYTE_ARRAY) || (length != 12)) { |
| 189 | ss << "INTERVAL can only annotate FIXED_LEN_BYTE_ARRAY(12)" ; |
| 190 | throw ParquetException(ss.str()); |
| 191 | } |
| 192 | break; |
| 193 | case ConvertedType::ENUM: |
| 194 | if (type != Type::BYTE_ARRAY) { |
| 195 | ss << "ENUM can only annotate BYTE_ARRAY fields" ; |
| 196 | throw ParquetException(ss.str()); |
| 197 | } |
| 198 | break; |
| 199 | case ConvertedType::NA: |
| 200 | // NA can annotate any type |
| 201 | break; |
| 202 | default: |
| 203 | ss << ConvertedTypeToString(converted_type); |
| 204 | ss << " can not be applied to a primitive type" ; |
| 205 | throw ParquetException(ss.str()); |
| 206 | } |
| 207 | // For forward compatibility, create an equivalent logical type |
| 208 | logical_type_ = LogicalType::FromConvertedType(converted_type_, decimal_metadata_); |
| 209 | DCHECK(logical_type_ && !logical_type_->is_nested() && |
| 210 | logical_type_->is_compatible(converted_type_, decimal_metadata_)); |
| 211 | |
| 212 | if (type == Type::FIXED_LEN_BYTE_ARRAY) { |
| 213 | if (length <= 0) { |
| 214 | ss << "Invalid FIXED_LEN_BYTE_ARRAY length: " << length; |
| 215 | throw ParquetException(ss.str()); |
| 216 | } |
| 217 | type_length_ = length; |
| 218 | } |
| 219 | } |
| 220 | |
| 221 | PrimitiveNode::PrimitiveNode(const std::string& name, Repetition::type repetition, |
| 222 | std::shared_ptr<const LogicalType> logical_type, |
| 223 | Type::type physical_type, int physical_length, int id) |
| 224 | : Node(Node::PRIMITIVE, name, repetition, logical_type, id), |
| 225 | physical_type_(physical_type), |
| 226 | type_length_(physical_length) { |
| 227 | std::stringstream error; |
| 228 | if (logical_type_) { |
| 229 | // Check for logical type <=> node type consistency |
| 230 | if (!logical_type_->is_nested()) { |
| 231 | // Check for logical type <=> physical type consistency |
| 232 | if (logical_type_->is_applicable(physical_type, physical_length)) { |
| 233 | // For backward compatibility, assign equivalent legacy |
| 234 | // converted type (if possible) |
| 235 | converted_type_ = logical_type_->ToConvertedType(&decimal_metadata_); |
| 236 | } else { |
| 237 | error << logical_type_->ToString(); |
| 238 | error << " can not be applied to primitive type " ; |
| 239 | error << TypeToString(physical_type); |
| 240 | throw ParquetException(error.str()); |
| 241 | } |
| 242 | } else { |
| 243 | error << "Nested logical type " ; |
| 244 | error << logical_type_->ToString(); |
| 245 | error << " can not be applied to non-group node" ; |
| 246 | throw ParquetException(error.str()); |
| 247 | } |
| 248 | } else { |
| 249 | logical_type_ = NoLogicalType::Make(); |
| 250 | converted_type_ = logical_type_->ToConvertedType(&decimal_metadata_); |
| 251 | } |
| 252 | DCHECK(logical_type_ && !logical_type_->is_nested() && |
| 253 | logical_type_->is_compatible(converted_type_, decimal_metadata_)); |
| 254 | |
| 255 | if (physical_type == Type::FIXED_LEN_BYTE_ARRAY) { |
| 256 | if (physical_length <= 0) { |
| 257 | error << "Invalid FIXED_LEN_BYTE_ARRAY length: " << physical_length; |
| 258 | throw ParquetException(error.str()); |
| 259 | } |
| 260 | } |
| 261 | } |
| 262 | |
| 263 | bool PrimitiveNode::EqualsInternal(const PrimitiveNode* other) const { |
| 264 | bool is_equal = true; |
| 265 | if (physical_type_ != other->physical_type_) { |
| 266 | return false; |
| 267 | } |
| 268 | if (converted_type_ == ConvertedType::DECIMAL) { |
| 269 | is_equal &= (decimal_metadata_.precision == other->decimal_metadata_.precision) && |
| 270 | (decimal_metadata_.scale == other->decimal_metadata_.scale); |
| 271 | } |
| 272 | if (physical_type_ == Type::FIXED_LEN_BYTE_ARRAY) { |
| 273 | is_equal &= (type_length_ == other->type_length_); |
| 274 | } |
| 275 | return is_equal; |
| 276 | } |
| 277 | |
| 278 | bool PrimitiveNode::Equals(const Node* other) const { |
| 279 | if (!Node::EqualsInternal(other)) { |
| 280 | return false; |
| 281 | } |
| 282 | return EqualsInternal(static_cast<const PrimitiveNode*>(other)); |
| 283 | } |
| 284 | |
| 285 | void PrimitiveNode::Visit(Node::Visitor* visitor) { visitor->Visit(this); } |
| 286 | |
| 287 | void PrimitiveNode::VisitConst(Node::ConstVisitor* visitor) const { |
| 288 | visitor->Visit(this); |
| 289 | } |
| 290 | |
| 291 | // ---------------------------------------------------------------------- |
| 292 | // Group node |
| 293 | |
| 294 | GroupNode::GroupNode(const std::string& name, Repetition::type repetition, |
| 295 | const NodeVector& fields, ConvertedType::type converted_type, int id) |
| 296 | : Node(Node::GROUP, name, repetition, converted_type, id), fields_(fields) { |
| 297 | // For forward compatibility, create an equivalent logical type |
| 298 | logical_type_ = LogicalType::FromConvertedType(converted_type_); |
| 299 | DCHECK(logical_type_ && (logical_type_->is_nested() || logical_type_->is_none()) && |
| 300 | logical_type_->is_compatible(converted_type_)); |
| 301 | |
| 302 | field_name_to_idx_.clear(); |
| 303 | auto field_idx = 0; |
| 304 | for (NodePtr& field : fields_) { |
| 305 | field->SetParent(this); |
| 306 | field_name_to_idx_.emplace(field->name(), field_idx++); |
| 307 | } |
| 308 | } |
| 309 | |
| 310 | GroupNode::GroupNode(const std::string& name, Repetition::type repetition, |
| 311 | const NodeVector& fields, |
| 312 | std::shared_ptr<const LogicalType> logical_type, int id) |
| 313 | : Node(Node::GROUP, name, repetition, logical_type, id), fields_(fields) { |
| 314 | if (logical_type_) { |
| 315 | // Check for logical type <=> node type consistency |
| 316 | if (logical_type_->is_nested()) { |
| 317 | // For backward compatibility, assign equivalent legacy converted type (if possible) |
| 318 | converted_type_ = logical_type_->ToConvertedType(nullptr); |
| 319 | } else { |
| 320 | std::stringstream error; |
| 321 | error << "Logical type " ; |
| 322 | error << logical_type_->ToString(); |
| 323 | error << " can not be applied to group node" ; |
| 324 | throw ParquetException(error.str()); |
| 325 | } |
| 326 | } else { |
| 327 | logical_type_ = NoLogicalType::Make(); |
| 328 | converted_type_ = logical_type_->ToConvertedType(nullptr); |
| 329 | } |
| 330 | DCHECK(logical_type_ && (logical_type_->is_nested() || logical_type_->is_none()) && |
| 331 | logical_type_->is_compatible(converted_type_)); |
| 332 | |
| 333 | field_name_to_idx_.clear(); |
| 334 | auto field_idx = 0; |
| 335 | for (NodePtr& field : fields_) { |
| 336 | field->SetParent(this); |
| 337 | field_name_to_idx_.emplace(field->name(), field_idx++); |
| 338 | } |
| 339 | } |
| 340 | |
| 341 | bool GroupNode::EqualsInternal(const GroupNode* other) const { |
| 342 | if (this == other) { |
| 343 | return true; |
| 344 | } |
| 345 | if (this->field_count() != other->field_count()) { |
| 346 | return false; |
| 347 | } |
| 348 | for (int i = 0; i < this->field_count(); ++i) { |
| 349 | if (!this->field(i)->Equals(other->field(i).get())) { |
| 350 | return false; |
| 351 | } |
| 352 | } |
| 353 | return true; |
| 354 | } |
| 355 | |
| 356 | bool GroupNode::Equals(const Node* other) const { |
| 357 | if (!Node::EqualsInternal(other)) { |
| 358 | return false; |
| 359 | } |
| 360 | return EqualsInternal(static_cast<const GroupNode*>(other)); |
| 361 | } |
| 362 | |
| 363 | int GroupNode::FieldIndex(const std::string& name) const { |
| 364 | auto search = field_name_to_idx_.find(name); |
| 365 | if (search == field_name_to_idx_.end()) { |
| 366 | // Not found |
| 367 | return -1; |
| 368 | } |
| 369 | return search->second; |
| 370 | } |
| 371 | |
| 372 | int GroupNode::FieldIndex(const Node& node) const { |
| 373 | auto search = field_name_to_idx_.equal_range(node.name()); |
| 374 | for (auto it = search.first; it != search.second; ++it) { |
| 375 | const int idx = it->second; |
| 376 | if (&node == field(idx).get()) { |
| 377 | return idx; |
| 378 | } |
| 379 | } |
| 380 | return -1; |
| 381 | } |
| 382 | |
| 383 | void GroupNode::Visit(Node::Visitor* visitor) { visitor->Visit(this); } |
| 384 | |
| 385 | void GroupNode::VisitConst(Node::ConstVisitor* visitor) const { visitor->Visit(this); } |
| 386 | |
| 387 | // ---------------------------------------------------------------------- |
| 388 | // Node construction from Parquet metadata |
| 389 | |
| 390 | std::unique_ptr<Node> GroupNode::FromParquet(const void* opaque_element, int node_id, |
| 391 | const NodeVector& fields) { |
| 392 | const format::SchemaElement* element = |
| 393 | static_cast<const format::SchemaElement*>(opaque_element); |
| 394 | |
| 395 | std::unique_ptr<GroupNode> group_node; |
| 396 | if (element->__isset.logicalType) { |
| 397 | // updated writer with logical type present |
| 398 | group_node = std::unique_ptr<GroupNode>( |
| 399 | new GroupNode(element->name, FromThrift(element->repetition_type), fields, |
| 400 | LogicalType::FromThrift(element->logicalType), node_id)); |
| 401 | } else { |
| 402 | group_node = std::unique_ptr<GroupNode>(new GroupNode( |
| 403 | element->name, FromThrift(element->repetition_type), fields, |
| 404 | (element->__isset.converted_type ? FromThrift(element->converted_type) |
| 405 | : ConvertedType::NONE), |
| 406 | node_id)); |
| 407 | } |
| 408 | |
| 409 | return std::unique_ptr<Node>(group_node.release()); |
| 410 | } |
| 411 | |
| 412 | namespace { |
| 413 | |
| 414 | // If the parquet file is corrupted it is possible the type value decoded |
| 415 | // will not be in the range of format::Type::type, which is undefined behavior. |
| 416 | // This method prevents this by loading the value as the underlying type and checking |
| 417 | // to make sure it is in range. |
| 418 | template <typename ApiType> |
| 419 | struct SafeLoader { |
| 420 | using ApiTypeEnum = typename ApiType::type; |
| 421 | using ApiTypeRawEnum = typename std::underlying_type<ApiTypeEnum>::type; |
| 422 | |
| 423 | template <typename ThriftType> |
| 424 | inline static ApiTypeRawEnum LoadRaw(ThriftType* in) { |
| 425 | static_assert( |
| 426 | sizeof(ApiTypeEnum) >= sizeof(ThriftType), |
| 427 | "parquet type should always be the same size of larger then thrift type" ); |
| 428 | typename std::underlying_type<ThriftType>::type raw_value; |
| 429 | memcpy(&raw_value, in, sizeof(ThriftType)); |
| 430 | return static_cast<ApiTypeRawEnum>(raw_value); |
| 431 | } |
| 432 | |
| 433 | template <typename ThriftType, bool IsUnsigned = true> |
| 434 | inline static ApiTypeEnum LoadChecked( |
| 435 | typename std::enable_if<IsUnsigned, ThriftType>::type* in) { |
| 436 | auto raw_value = LoadRaw(in); |
| 437 | if (ARROW_PREDICT_FALSE(raw_value >= |
| 438 | static_cast<ApiTypeRawEnum>(ApiType::UNDEFINED))) { |
| 439 | return ApiType::UNDEFINED; |
| 440 | } |
| 441 | return FromThrift(static_cast<ThriftType>(raw_value)); |
| 442 | } |
| 443 | |
| 444 | template <typename ThriftType, bool IsUnsigned = false> |
| 445 | inline static ApiTypeEnum LoadChecked( |
| 446 | typename std::enable_if<!IsUnsigned, ThriftType>::type* in) { |
| 447 | auto raw_value = LoadRaw(in); |
| 448 | if (ARROW_PREDICT_FALSE(raw_value >= |
| 449 | static_cast<ApiTypeRawEnum>(ApiType::UNDEFINED) || |
| 450 | raw_value < 0)) { |
| 451 | return ApiType::UNDEFINED; |
| 452 | } |
| 453 | return FromThrift(static_cast<ThriftType>(raw_value)); |
| 454 | } |
| 455 | |
| 456 | template <typename ThriftType> |
| 457 | inline static ApiTypeEnum Load(ThriftType* in) { |
| 458 | return LoadChecked<ThriftType, std::is_unsigned<ApiTypeRawEnum>::value>(in); |
| 459 | } |
| 460 | }; |
| 461 | |
| 462 | } // namespace |
| 463 | |
| 464 | std::unique_ptr<Node> PrimitiveNode::FromParquet(const void* opaque_element, |
| 465 | int node_id) { |
| 466 | const format::SchemaElement* element = |
| 467 | static_cast<const format::SchemaElement*>(opaque_element); |
| 468 | |
| 469 | std::unique_ptr<PrimitiveNode> primitive_node; |
| 470 | if (element->__isset.logicalType) { |
| 471 | // updated writer with logical type present |
| 472 | primitive_node = std::unique_ptr<PrimitiveNode>(new PrimitiveNode( |
| 473 | element->name, SafeLoader<Repetition>::Load(&(element->repetition_type)), |
| 474 | LogicalType::FromThrift(element->logicalType), |
| 475 | SafeLoader<Type>::Load(&(element->type)), element->type_length, node_id)); |
| 476 | } else if (element->__isset.converted_type) { |
| 477 | // legacy writer with logical type present |
| 478 | primitive_node = std::unique_ptr<PrimitiveNode>(new PrimitiveNode( |
| 479 | element->name, SafeLoader<Repetition>::Load(&(element->repetition_type)), |
| 480 | SafeLoader<Type>::Load(&(element->type)), |
| 481 | SafeLoader<ConvertedType>::Load(&(element->converted_type)), element->type_length, |
| 482 | element->precision, element->scale, node_id)); |
| 483 | } else { |
| 484 | // logical type not present |
| 485 | primitive_node = std::unique_ptr<PrimitiveNode>(new PrimitiveNode( |
| 486 | element->name, SafeLoader<Repetition>::Load(&(element->repetition_type)), |
| 487 | NoLogicalType::Make(), SafeLoader<Type>::Load(&(element->type)), |
| 488 | element->type_length, node_id)); |
| 489 | } |
| 490 | |
| 491 | // Return as unique_ptr to the base type |
| 492 | return std::unique_ptr<Node>(primitive_node.release()); |
| 493 | } |
| 494 | |
| 495 | void GroupNode::ToParquet(void* opaque_element) const { |
| 496 | format::SchemaElement* element = static_cast<format::SchemaElement*>(opaque_element); |
| 497 | element->__set_name(name_); |
| 498 | element->__set_num_children(field_count()); |
| 499 | element->__set_repetition_type(ToThrift(repetition_)); |
| 500 | if (converted_type_ != ConvertedType::NONE) { |
| 501 | element->__set_converted_type(ToThrift(converted_type_)); |
| 502 | } |
| 503 | if (logical_type_ && logical_type_->is_serialized()) { |
| 504 | element->__set_logicalType(logical_type_->ToThrift()); |
| 505 | } |
| 506 | return; |
| 507 | } |
| 508 | |
| 509 | void PrimitiveNode::ToParquet(void* opaque_element) const { |
| 510 | format::SchemaElement* element = static_cast<format::SchemaElement*>(opaque_element); |
| 511 | element->__set_name(name_); |
| 512 | element->__set_repetition_type(ToThrift(repetition_)); |
| 513 | if (converted_type_ != ConvertedType::NONE) { |
| 514 | element->__set_converted_type(ToThrift(converted_type_)); |
| 515 | } |
| 516 | if (logical_type_ && logical_type_->is_serialized() && |
| 517 | // TODO(tpboudreau): remove the following conjunct to enable serialization |
| 518 | // of IntervalTypes after parquet.thrift recognizes them |
| 519 | !logical_type_->is_interval()) { |
| 520 | element->__set_logicalType(logical_type_->ToThrift()); |
| 521 | } |
| 522 | element->__set_type(ToThrift(physical_type_)); |
| 523 | if (physical_type_ == Type::FIXED_LEN_BYTE_ARRAY) { |
| 524 | element->__set_type_length(type_length_); |
| 525 | } |
| 526 | if (decimal_metadata_.isset) { |
| 527 | element->__set_precision(decimal_metadata_.precision); |
| 528 | element->__set_scale(decimal_metadata_.scale); |
| 529 | } |
| 530 | return; |
| 531 | } |
| 532 | |
| 533 | // ---------------------------------------------------------------------- |
| 534 | // Schema converters |
| 535 | |
| 536 | std::unique_ptr<Node> FlatSchemaConverter::Convert() { |
| 537 | const SchemaElement& root = elements_[0]; |
| 538 | |
| 539 | if (root.num_children == 0) { |
| 540 | if (length_ == 1) { |
| 541 | // Degenerate case of Parquet file with no columns |
| 542 | return GroupNode::FromParquet(static_cast<const void*>(&root), next_id(), {}); |
| 543 | } else { |
| 544 | throw ParquetException( |
| 545 | "Parquet schema had multiple nodes but root had no children" ); |
| 546 | } |
| 547 | } |
| 548 | |
| 549 | // Relaxing this restriction as some implementations don't set this |
| 550 | // if (root.repetition_type != FieldRepetitionType::REPEATED) { |
| 551 | // throw ParquetException("Root node was not FieldRepetitionType::REPEATED"); |
| 552 | // } |
| 553 | |
| 554 | return NextNode(); |
| 555 | } |
| 556 | |
| 557 | std::unique_ptr<Node> FlatSchemaConverter::NextNode() { |
| 558 | const SchemaElement& element = Next(); |
| 559 | |
| 560 | int node_id = next_id(); |
| 561 | |
| 562 | const void* opaque_element = static_cast<const void*>(&element); |
| 563 | |
| 564 | if (element.num_children == 0) { |
| 565 | // Leaf (primitive) node |
| 566 | return PrimitiveNode::FromParquet(opaque_element, node_id); |
| 567 | } else { |
| 568 | // Group |
| 569 | NodeVector fields; |
| 570 | for (int i = 0; i < element.num_children; ++i) { |
| 571 | std::unique_ptr<Node> field = NextNode(); |
| 572 | fields.push_back(NodePtr(field.release())); |
| 573 | } |
| 574 | return GroupNode::FromParquet(opaque_element, node_id, fields); |
| 575 | } |
| 576 | } |
| 577 | |
| 578 | const format::SchemaElement& FlatSchemaConverter::Next() { |
| 579 | if (pos_ == length_) { |
| 580 | throw ParquetException("Malformed schema: not enough SchemaElement values" ); |
| 581 | } |
| 582 | return elements_[pos_++]; |
| 583 | } |
| 584 | |
| 585 | std::shared_ptr<SchemaDescriptor> FromParquet(const std::vector<SchemaElement>& schema) { |
| 586 | FlatSchemaConverter converter(&schema[0], static_cast<int>(schema.size())); |
| 587 | std::unique_ptr<Node> root = converter.Convert(); |
| 588 | |
| 589 | std::shared_ptr<SchemaDescriptor> descr = std::make_shared<SchemaDescriptor>(); |
| 590 | descr->Init(std::shared_ptr<GroupNode>(static_cast<GroupNode*>(root.release()))); |
| 591 | |
| 592 | return descr; |
| 593 | } |
| 594 | |
| 595 | void ToParquet(const GroupNode* schema, std::vector<format::SchemaElement>* out) { |
| 596 | SchemaFlattener flattener(schema, out); |
| 597 | flattener.Flatten(); |
| 598 | } |
| 599 | |
| 600 | class SchemaVisitor : public Node::ConstVisitor { |
| 601 | public: |
| 602 | explicit SchemaVisitor(std::vector<format::SchemaElement>* elements) |
| 603 | : elements_(elements) {} |
| 604 | |
| 605 | void Visit(const Node* node) override { |
| 606 | format::SchemaElement element; |
| 607 | node->ToParquet(&element); |
| 608 | elements_->push_back(element); |
| 609 | |
| 610 | if (node->is_group()) { |
| 611 | const GroupNode* group_node = static_cast<const GroupNode*>(node); |
| 612 | for (int i = 0; i < group_node->field_count(); ++i) { |
| 613 | group_node->field(i)->VisitConst(this); |
| 614 | } |
| 615 | } |
| 616 | } |
| 617 | |
| 618 | private: |
| 619 | std::vector<format::SchemaElement>* elements_; |
| 620 | }; |
| 621 | |
| 622 | SchemaFlattener::SchemaFlattener(const GroupNode* schema, |
| 623 | std::vector<format::SchemaElement>* out) |
| 624 | : root_(schema), elements_(out) {} |
| 625 | |
| 626 | void SchemaFlattener::Flatten() { |
| 627 | SchemaVisitor visitor(elements_); |
| 628 | root_->VisitConst(&visitor); |
| 629 | } |
| 630 | |
| 631 | // ---------------------------------------------------------------------- |
| 632 | // Schema printing |
| 633 | |
| 634 | class SchemaPrinter : public Node::ConstVisitor { |
| 635 | public: |
| 636 | explicit SchemaPrinter(std::ostream& stream, int indent_width) |
| 637 | : stream_(stream), indent_(0), indent_width_(2) {} |
| 638 | |
| 639 | void Visit(const Node* node) override; |
| 640 | |
| 641 | private: |
| 642 | void Visit(const PrimitiveNode* node); |
| 643 | void Visit(const GroupNode* node); |
| 644 | |
| 645 | void Indent(); |
| 646 | |
| 647 | std::ostream& stream_; |
| 648 | |
| 649 | int indent_; |
| 650 | int indent_width_; |
| 651 | }; |
| 652 | |
| 653 | static void PrintRepLevel(Repetition::type repetition, std::ostream& stream) { |
| 654 | switch (repetition) { |
| 655 | case Repetition::REQUIRED: |
| 656 | stream << "required" ; |
| 657 | break; |
| 658 | case Repetition::OPTIONAL: |
| 659 | stream << "optional" ; |
| 660 | break; |
| 661 | case Repetition::REPEATED: |
| 662 | stream << "repeated" ; |
| 663 | break; |
| 664 | default: |
| 665 | break; |
| 666 | } |
| 667 | } |
| 668 | |
| 669 | static void PrintType(const PrimitiveNode* node, std::ostream& stream) { |
| 670 | switch (node->physical_type()) { |
| 671 | case Type::BOOLEAN: |
| 672 | stream << "boolean" ; |
| 673 | break; |
| 674 | case Type::INT32: |
| 675 | stream << "int32" ; |
| 676 | break; |
| 677 | case Type::INT64: |
| 678 | stream << "int64" ; |
| 679 | break; |
| 680 | case Type::INT96: |
| 681 | stream << "int96" ; |
| 682 | break; |
| 683 | case Type::FLOAT: |
| 684 | stream << "float" ; |
| 685 | break; |
| 686 | case Type::DOUBLE: |
| 687 | stream << "double" ; |
| 688 | break; |
| 689 | case Type::BYTE_ARRAY: |
| 690 | stream << "binary" ; |
| 691 | break; |
| 692 | case Type::FIXED_LEN_BYTE_ARRAY: |
| 693 | stream << "fixed_len_byte_array(" << node->type_length() << ")" ; |
| 694 | break; |
| 695 | default: |
| 696 | break; |
| 697 | } |
| 698 | } |
| 699 | |
| 700 | static void PrintConvertedType(const PrimitiveNode* node, std::ostream& stream) { |
| 701 | auto lt = node->converted_type(); |
| 702 | auto la = node->logical_type(); |
| 703 | if (la && la->is_valid() && !la->is_none()) { |
| 704 | stream << " (" << la->ToString() << ")" ; |
| 705 | } else if (lt == ConvertedType::DECIMAL) { |
| 706 | stream << " (" << ConvertedTypeToString(lt) << "(" |
| 707 | << node->decimal_metadata().precision << "," << node->decimal_metadata().scale |
| 708 | << "))" ; |
| 709 | } else if (lt != ConvertedType::NONE) { |
| 710 | stream << " (" << ConvertedTypeToString(lt) << ")" ; |
| 711 | } |
| 712 | } |
| 713 | |
| 714 | void SchemaPrinter::Visit(const PrimitiveNode* node) { |
| 715 | PrintRepLevel(node->repetition(), stream_); |
| 716 | stream_ << " " ; |
| 717 | PrintType(node, stream_); |
| 718 | stream_ << " " << node->name(); |
| 719 | PrintConvertedType(node, stream_); |
| 720 | stream_ << ";" << std::endl; |
| 721 | } |
| 722 | |
| 723 | void SchemaPrinter::Visit(const GroupNode* node) { |
| 724 | if (!node->parent()) { |
| 725 | stream_ << "message " << node->name() << " {" << std::endl; |
| 726 | } else { |
| 727 | PrintRepLevel(node->repetition(), stream_); |
| 728 | stream_ << " group " << node->name(); |
| 729 | auto lt = node->converted_type(); |
| 730 | auto la = node->logical_type(); |
| 731 | if (la && la->is_valid() && !la->is_none()) { |
| 732 | stream_ << " (" << la->ToString() << ")" ; |
| 733 | } else if (lt != ConvertedType::NONE) { |
| 734 | stream_ << " (" << ConvertedTypeToString(lt) << ")" ; |
| 735 | } |
| 736 | stream_ << " {" << std::endl; |
| 737 | } |
| 738 | |
| 739 | indent_ += indent_width_; |
| 740 | for (int i = 0; i < node->field_count(); ++i) { |
| 741 | node->field(i)->VisitConst(this); |
| 742 | } |
| 743 | indent_ -= indent_width_; |
| 744 | Indent(); |
| 745 | stream_ << "}" << std::endl; |
| 746 | } |
| 747 | |
| 748 | void SchemaPrinter::Indent() { |
| 749 | if (indent_ > 0) { |
| 750 | std::string spaces(indent_, ' '); |
| 751 | stream_ << spaces; |
| 752 | } |
| 753 | } |
| 754 | |
| 755 | void SchemaPrinter::Visit(const Node* node) { |
| 756 | Indent(); |
| 757 | if (node->is_group()) { |
| 758 | Visit(static_cast<const GroupNode*>(node)); |
| 759 | } else { |
| 760 | // Primitive |
| 761 | Visit(static_cast<const PrimitiveNode*>(node)); |
| 762 | } |
| 763 | } |
| 764 | |
| 765 | void PrintSchema(const Node* schema, std::ostream& stream, int indent_width) { |
| 766 | SchemaPrinter printer(stream, indent_width); |
| 767 | printer.Visit(schema); |
| 768 | } |
| 769 | |
| 770 | } // namespace schema |
| 771 | |
| 772 | using schema::ColumnPath; |
| 773 | using schema::GroupNode; |
| 774 | using schema::Node; |
| 775 | using schema::NodePtr; |
| 776 | using schema::PrimitiveNode; |
| 777 | |
| 778 | void SchemaDescriptor::Init(std::unique_ptr<schema::Node> schema) { |
| 779 | Init(NodePtr(schema.release())); |
| 780 | } |
| 781 | |
| 782 | class SchemaUpdater : public Node::Visitor { |
| 783 | public: |
| 784 | explicit SchemaUpdater(const std::vector<ColumnOrder>& column_orders) |
| 785 | : column_orders_(column_orders), leaf_count_(0) {} |
| 786 | |
| 787 | void Visit(Node* node) override { |
| 788 | if (node->is_group()) { |
| 789 | GroupNode* group_node = static_cast<GroupNode*>(node); |
| 790 | for (int i = 0; i < group_node->field_count(); ++i) { |
| 791 | group_node->field(i)->Visit(this); |
| 792 | } |
| 793 | } else { // leaf node |
| 794 | PrimitiveNode* leaf_node = static_cast<PrimitiveNode*>(node); |
| 795 | leaf_node->SetColumnOrder(column_orders_[leaf_count_++]); |
| 796 | } |
| 797 | } |
| 798 | |
| 799 | private: |
| 800 | const std::vector<ColumnOrder>& column_orders_; |
| 801 | int leaf_count_; |
| 802 | }; |
| 803 | |
| 804 | void SchemaDescriptor::updateColumnOrders(const std::vector<ColumnOrder>& column_orders) { |
| 805 | if (static_cast<int>(column_orders.size()) != num_columns()) { |
| 806 | throw ParquetException("Malformed schema: not enough ColumnOrder values" ); |
| 807 | } |
| 808 | SchemaUpdater visitor(column_orders); |
| 809 | const_cast<GroupNode*>(group_node_)->Visit(&visitor); |
| 810 | } |
| 811 | |
| 812 | void SchemaDescriptor::Init(const NodePtr& schema) { |
| 813 | schema_ = schema; |
| 814 | |
| 815 | if (!schema_->is_group()) { |
| 816 | throw ParquetException("Must initialize with a schema group" ); |
| 817 | } |
| 818 | |
| 819 | group_node_ = static_cast<const GroupNode*>(schema_.get()); |
| 820 | leaves_.clear(); |
| 821 | |
| 822 | for (int i = 0; i < group_node_->field_count(); ++i) { |
| 823 | BuildTree(group_node_->field(i), 0, 0, group_node_->field(i)); |
| 824 | } |
| 825 | } |
| 826 | |
| 827 | bool SchemaDescriptor::Equals(const SchemaDescriptor& other) const { |
| 828 | if (this->num_columns() != other.num_columns()) { |
| 829 | return false; |
| 830 | } |
| 831 | |
| 832 | for (int i = 0; i < this->num_columns(); ++i) { |
| 833 | if (!this->Column(i)->Equals(*other.Column(i))) { |
| 834 | return false; |
| 835 | } |
| 836 | } |
| 837 | |
| 838 | return true; |
| 839 | } |
| 840 | |
| 841 | void SchemaDescriptor::BuildTree(const NodePtr& node, int16_t max_def_level, |
| 842 | int16_t max_rep_level, const NodePtr& base) { |
| 843 | if (node->is_optional()) { |
| 844 | ++max_def_level; |
| 845 | } else if (node->is_repeated()) { |
| 846 | // Repeated fields add a definition level. This is used to distinguish |
| 847 | // between an empty list and a list with an item in it. |
| 848 | ++max_rep_level; |
| 849 | ++max_def_level; |
| 850 | } |
| 851 | |
| 852 | // Now, walk the schema and create a ColumnDescriptor for each leaf node |
| 853 | if (node->is_group()) { |
| 854 | const GroupNode* group = static_cast<const GroupNode*>(node.get()); |
| 855 | for (int i = 0; i < group->field_count(); ++i) { |
| 856 | BuildTree(group->field(i), max_def_level, max_rep_level, base); |
| 857 | } |
| 858 | } else { |
| 859 | node_to_leaf_index_[static_cast<const PrimitiveNode*>(node.get())] = |
| 860 | static_cast<int>(leaves_.size()); |
| 861 | |
| 862 | // Primitive node, append to leaves |
| 863 | leaves_.push_back(ColumnDescriptor(node, max_def_level, max_rep_level, this)); |
| 864 | leaf_to_base_.emplace(static_cast<int>(leaves_.size()) - 1, base); |
| 865 | leaf_to_idx_.emplace(node->path()->ToDotString(), |
| 866 | static_cast<int>(leaves_.size()) - 1); |
| 867 | } |
| 868 | } |
| 869 | |
| 870 | int SchemaDescriptor::GetColumnIndex(const PrimitiveNode& node) const { |
| 871 | auto it = node_to_leaf_index_.find(&node); |
| 872 | if (it == node_to_leaf_index_.end()) { |
| 873 | return -1; |
| 874 | } |
| 875 | return it->second; |
| 876 | } |
| 877 | |
| 878 | ColumnDescriptor::ColumnDescriptor(const schema::NodePtr& node, |
| 879 | int16_t max_definition_level, |
| 880 | int16_t max_repetition_level, |
| 881 | const SchemaDescriptor* schema_descr) |
| 882 | : node_(node), |
| 883 | max_definition_level_(max_definition_level), |
| 884 | max_repetition_level_(max_repetition_level) { |
| 885 | if (!node_->is_primitive()) { |
| 886 | throw ParquetException("Must be a primitive type" ); |
| 887 | } |
| 888 | primitive_node_ = static_cast<const PrimitiveNode*>(node_.get()); |
| 889 | } |
| 890 | |
| 891 | bool ColumnDescriptor::Equals(const ColumnDescriptor& other) const { |
| 892 | return primitive_node_->Equals(other.primitive_node_) && |
| 893 | max_repetition_level() == other.max_repetition_level() && |
| 894 | max_definition_level() == other.max_definition_level(); |
| 895 | } |
| 896 | |
| 897 | const ColumnDescriptor* SchemaDescriptor::Column(int i) const { |
| 898 | DCHECK(i >= 0 && i < static_cast<int>(leaves_.size())); |
| 899 | return &leaves_[i]; |
| 900 | } |
| 901 | |
| 902 | int SchemaDescriptor::ColumnIndex(const std::string& node_path) const { |
| 903 | auto search = leaf_to_idx_.find(node_path); |
| 904 | if (search == leaf_to_idx_.end()) { |
| 905 | // Not found |
| 906 | return -1; |
| 907 | } |
| 908 | return search->second; |
| 909 | } |
| 910 | |
| 911 | int SchemaDescriptor::ColumnIndex(const Node& node) const { |
| 912 | auto search = leaf_to_idx_.equal_range(node.path()->ToDotString()); |
| 913 | for (auto it = search.first; it != search.second; ++it) { |
| 914 | const int idx = it->second; |
| 915 | if (&node == Column(idx)->schema_node().get()) { |
| 916 | return idx; |
| 917 | } |
| 918 | } |
| 919 | return -1; |
| 920 | } |
| 921 | |
| 922 | const schema::Node* SchemaDescriptor::GetColumnRoot(int i) const { |
| 923 | DCHECK(i >= 0 && i < static_cast<int>(leaves_.size())); |
| 924 | return leaf_to_base_.find(i)->second.get(); |
| 925 | } |
| 926 | |
| 927 | std::string SchemaDescriptor::ToString() const { |
| 928 | std::ostringstream ss; |
| 929 | PrintSchema(schema_.get(), ss); |
| 930 | return ss.str(); |
| 931 | } |
| 932 | |
| 933 | std::string ColumnDescriptor::ToString() const { |
| 934 | std::ostringstream ss; |
| 935 | ss << "column descriptor = {" << std::endl |
| 936 | << " name: " << name() << "," << std::endl |
| 937 | << " path: " << path()->ToDotString() << "," << std::endl |
| 938 | << " physical_type: " << TypeToString(physical_type()) << "," << std::endl |
| 939 | << " converted_type: " << ConvertedTypeToString(converted_type()) << "," |
| 940 | << std::endl |
| 941 | << " logical_type: " << logical_type()->ToString() << "," << std::endl |
| 942 | << " max_definition_level: " << max_definition_level() << "," << std::endl |
| 943 | << " max_repetition_level: " << max_repetition_level() << "," << std::endl; |
| 944 | |
| 945 | if (physical_type() == ::parquet::Type::FIXED_LEN_BYTE_ARRAY) { |
| 946 | ss << " length: " << type_length() << "," << std::endl; |
| 947 | } |
| 948 | |
| 949 | if (converted_type() == parquet::ConvertedType::DECIMAL) { |
| 950 | ss << " precision: " << type_precision() << "," << std::endl |
| 951 | << " scale: " << type_scale() << "," << std::endl; |
| 952 | } |
| 953 | |
| 954 | ss << "}" ; |
| 955 | return ss.str(); |
| 956 | } |
| 957 | |
| 958 | int ColumnDescriptor::type_scale() const { |
| 959 | return primitive_node_->decimal_metadata().scale; |
| 960 | } |
| 961 | |
| 962 | int ColumnDescriptor::type_precision() const { |
| 963 | return primitive_node_->decimal_metadata().precision; |
| 964 | } |
| 965 | |
| 966 | int ColumnDescriptor::type_length() const { return primitive_node_->type_length(); } |
| 967 | |
| 968 | const std::shared_ptr<ColumnPath> ColumnDescriptor::path() const { |
| 969 | return primitive_node_->path(); |
| 970 | } |
| 971 | |
| 972 | } // namespace parquet |
| 973 | |