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 | |