| 1 | #include <iostream> |
| 2 | #include <fstream> |
| 3 | #include <string> |
| 4 | #include <sstream> |
| 5 | #include <math.h> |
| 6 | |
| 7 | #include "snappy/snappy.h" |
| 8 | |
| 9 | #include "miniparquet.h" |
| 10 | |
| 11 | #include <protocol/TCompactProtocol.h> |
| 12 | #include <transport/TBufferTransports.h> |
| 13 | |
| 14 | using namespace std; |
| 15 | |
| 16 | using namespace parquet; |
| 17 | using namespace parquet::format; |
| 18 | using namespace apache::thrift; |
| 19 | using namespace apache::thrift::protocol; |
| 20 | using namespace apache::thrift::transport; |
| 21 | |
| 22 | using namespace miniparquet; |
| 23 | |
| 24 | static TCompactProtocolFactoryT<TMemoryBuffer> tproto_factory; |
| 25 | |
| 26 | template<class T> |
| 27 | static void thrift_unpack(const uint8_t *buf, uint32_t *len, |
| 28 | T *deserialized_msg) { |
| 29 | shared_ptr<TMemoryBuffer> tmem_transport( |
| 30 | new TMemoryBuffer(const_cast<uint8_t*>(buf), *len)); |
| 31 | shared_ptr<TProtocol> tproto = tproto_factory.getProtocol(tmem_transport); |
| 32 | try { |
| 33 | deserialized_msg->read(tproto.get()); |
| 34 | } catch (std::exception &e) { |
| 35 | std::stringstream ss; |
| 36 | ss << "Couldn't deserialize thrift: " << e.what() << "\n" ; |
| 37 | throw std::runtime_error(ss.str()); |
| 38 | } |
| 39 | uint32_t bytes_left = tmem_transport->available_read(); |
| 40 | *len = *len - bytes_left; |
| 41 | } |
| 42 | |
| 43 | ParquetFile::ParquetFile(std::string filename) { |
| 44 | initialize(filename); |
| 45 | } |
| 46 | |
| 47 | void ParquetFile::initialize(string filename) { |
| 48 | ByteBuffer buf; |
| 49 | pfile.open(filename, std::ios::binary); |
| 50 | |
| 51 | buf.resize(4); |
| 52 | memset(buf.ptr, '\0', 4); |
| 53 | // check for magic bytes at start of file |
| 54 | pfile.read(buf.ptr, 4); |
| 55 | if (strncmp(buf.ptr, "PAR1" , 4) != 0) { |
| 56 | throw runtime_error("File not found or missing magic bytes" ); |
| 57 | } |
| 58 | |
| 59 | // check for magic bytes at end of file |
| 60 | pfile.seekg(-4, ios_base::end); |
| 61 | pfile.read(buf.ptr, 4); |
| 62 | if (strncmp(buf.ptr, "PAR1" , 4) != 0) { |
| 63 | throw runtime_error("No magic bytes found at end of file" ); |
| 64 | } |
| 65 | |
| 66 | // read four-byte footer length from just before the end magic bytes |
| 67 | pfile.seekg(-8, ios_base::end); |
| 68 | pfile.read(buf.ptr, 4); |
| 69 | int32_t = *(uint32_t*) buf.ptr; |
| 70 | if (footer_len == 0) { |
| 71 | throw runtime_error("Footer length can't be 0" ); |
| 72 | } |
| 73 | |
| 74 | // read footer into buffer and de-thrift |
| 75 | buf.resize(footer_len); |
| 76 | pfile.seekg(-(footer_len + 8), ios_base::end); |
| 77 | pfile.read(buf.ptr, footer_len); |
| 78 | if (!pfile) { |
| 79 | throw runtime_error("Could not read footer" ); |
| 80 | } |
| 81 | |
| 82 | thrift_unpack((const uint8_t*) buf.ptr, (uint32_t*) &footer_len, |
| 83 | &file_meta_data); |
| 84 | |
| 85 | // file_meta_data.printTo(cerr); |
| 86 | // cerr << "\n"; |
| 87 | |
| 88 | if (file_meta_data.__isset.encryption_algorithm) { |
| 89 | throw runtime_error("Encrypted Parquet files are not supported" ); |
| 90 | } |
| 91 | |
| 92 | // check if we like this schema |
| 93 | if (file_meta_data.schema.size() < 2) { |
| 94 | throw runtime_error("Need at least one column in the file" ); |
| 95 | } |
| 96 | if (file_meta_data.schema[0].num_children |
| 97 | != (int32_t) (file_meta_data.schema.size() - 1)) { |
| 98 | throw runtime_error("Only flat tables are supported (no nesting)" ); |
| 99 | } |
| 100 | |
| 101 | // TODO assert that the first col is root |
| 102 | |
| 103 | // skip the first column its the root and otherwise useless |
| 104 | for (uint64_t col_idx = 1; col_idx < file_meta_data.schema.size(); |
| 105 | col_idx++) { |
| 106 | auto &s_ele = file_meta_data.schema[col_idx]; |
| 107 | |
| 108 | if (!s_ele.__isset.type || s_ele.num_children > 0) { |
| 109 | throw runtime_error("Only flat tables are supported (no nesting)" ); |
| 110 | } |
| 111 | // TODO if this is REQUIRED, there are no defined levels in file, support this |
| 112 | // if field is REPEATED, no bueno |
| 113 | if (s_ele.repetition_type != FieldRepetitionType::OPTIONAL) { |
| 114 | throw runtime_error("Only OPTIONAL fields support for now" ); |
| 115 | } |
| 116 | // TODO scale? precision? complain if set |
| 117 | auto col = unique_ptr<ParquetColumn>(new ParquetColumn()); |
| 118 | col->id = col_idx - 1; |
| 119 | col->name = s_ele.name; |
| 120 | col->schema_element = &s_ele; |
| 121 | col->type = s_ele.type; |
| 122 | columns.push_back(move(col)); |
| 123 | } |
| 124 | this->nrow = file_meta_data.num_rows; |
| 125 | } |
| 126 | |
| 127 | static string type_to_string(Type::type t) { |
| 128 | std::ostringstream ss; |
| 129 | ss << t; |
| 130 | return ss.str(); |
| 131 | } |
| 132 | |
| 133 | // adapted from arrow parquet reader |
| 134 | class RleBpDecoder { |
| 135 | |
| 136 | public: |
| 137 | /// Create a decoder object. buffer/buffer_len is the decoded data. |
| 138 | /// bit_width is the width of each value (before encoding). |
| 139 | RleBpDecoder(const uint8_t *buffer, uint32_t buffer_len, uint32_t bit_width) : |
| 140 | buffer(buffer), bit_width_(bit_width), current_value_(0), repeat_count_( |
| 141 | 0), literal_count_(0) { |
| 142 | |
| 143 | if (bit_width >= 64) { |
| 144 | throw runtime_error("Decode bit width too large" ); |
| 145 | } |
| 146 | byte_encoded_len = ((bit_width_ + 7) / 8); |
| 147 | max_val = (1 << bit_width_) - 1; |
| 148 | |
| 149 | } |
| 150 | |
| 151 | /// Gets a batch of values. Returns the number of decoded elements. |
| 152 | template<typename T> |
| 153 | inline int GetBatch(T *values, uint32_t batch_size) { |
| 154 | uint32_t values_read = 0; |
| 155 | |
| 156 | while (values_read < batch_size) { |
| 157 | if (repeat_count_ > 0) { |
| 158 | int repeat_batch = std::min(batch_size - values_read, |
| 159 | static_cast<uint32_t>(repeat_count_)); |
| 160 | std::fill(values + values_read, |
| 161 | values + values_read + repeat_batch, |
| 162 | static_cast<T>(current_value_)); |
| 163 | repeat_count_ -= repeat_batch; |
| 164 | values_read += repeat_batch; |
| 165 | } else if (literal_count_ > 0) { |
| 166 | uint32_t literal_batch = std::min(batch_size - values_read, |
| 167 | static_cast<uint32_t>(literal_count_)); |
| 168 | uint32_t actual_read = BitUnpack<T>(values + values_read, |
| 169 | literal_batch); |
| 170 | if (literal_batch != actual_read) { |
| 171 | throw runtime_error("Did not find enough values" ); |
| 172 | } |
| 173 | literal_count_ -= literal_batch; |
| 174 | values_read += literal_batch; |
| 175 | } else { |
| 176 | if (!NextCounts<T>()) |
| 177 | return values_read; |
| 178 | } |
| 179 | } |
| 180 | return values_read; |
| 181 | } |
| 182 | |
| 183 | template<typename T> |
| 184 | inline int GetBatchSpaced(uint32_t batch_size, uint32_t null_count, |
| 185 | const uint8_t *defined, T *out) { |
| 186 | // DCHECK_GE(bit_width_, 0); |
| 187 | uint32_t values_read = 0; |
| 188 | uint32_t remaining_nulls = null_count; |
| 189 | |
| 190 | uint32_t d_off = 0; // defined_offset |
| 191 | |
| 192 | while (values_read < batch_size) { |
| 193 | bool is_valid = defined[d_off++]; |
| 194 | |
| 195 | if (is_valid) { |
| 196 | if ((repeat_count_ == 0) && (literal_count_ == 0)) { |
| 197 | if (!NextCounts<T>()) |
| 198 | return values_read; |
| 199 | } |
| 200 | if (repeat_count_ > 0) { |
| 201 | // The current index is already valid, we don't need to check that again |
| 202 | uint32_t repeat_batch = 1; |
| 203 | repeat_count_--; |
| 204 | |
| 205 | while (repeat_count_ > 0 |
| 206 | && (values_read + repeat_batch) < batch_size) { |
| 207 | if (defined[d_off]) { |
| 208 | repeat_count_--; |
| 209 | } else { |
| 210 | remaining_nulls--; |
| 211 | } |
| 212 | repeat_batch++; |
| 213 | |
| 214 | d_off++; |
| 215 | } |
| 216 | std::fill(out, out + repeat_batch, |
| 217 | static_cast<T>(current_value_)); |
| 218 | out += repeat_batch; |
| 219 | values_read += repeat_batch; |
| 220 | } else if (literal_count_ > 0) { |
| 221 | uint32_t literal_batch = std::min( |
| 222 | batch_size - values_read - remaining_nulls, |
| 223 | static_cast<uint32_t>(literal_count_)); |
| 224 | |
| 225 | // Decode the literals |
| 226 | constexpr uint32_t kBufferSize = 1024; |
| 227 | T indices[kBufferSize]; |
| 228 | literal_batch = std::min(literal_batch, kBufferSize); |
| 229 | auto actual_read = BitUnpack<T>(indices, literal_batch); |
| 230 | |
| 231 | if (actual_read != literal_batch) { |
| 232 | throw runtime_error("Did not find enough values" ); |
| 233 | |
| 234 | } |
| 235 | |
| 236 | uint32_t skipped = 0; |
| 237 | uint32_t literals_read = 1; |
| 238 | *out++ = indices[0]; |
| 239 | |
| 240 | // Read the first bitset to the end |
| 241 | while (literals_read < literal_batch) { |
| 242 | if (defined[d_off]) { |
| 243 | *out = indices[literals_read]; |
| 244 | literals_read++; |
| 245 | } else { |
| 246 | skipped++; |
| 247 | } |
| 248 | ++out; |
| 249 | d_off++; |
| 250 | } |
| 251 | literal_count_ -= literal_batch; |
| 252 | values_read += literal_batch + skipped; |
| 253 | remaining_nulls -= skipped; |
| 254 | } |
| 255 | } else { |
| 256 | ++out; |
| 257 | values_read++; |
| 258 | remaining_nulls--; |
| 259 | } |
| 260 | } |
| 261 | |
| 262 | return values_read; |
| 263 | } |
| 264 | |
| 265 | private: |
| 266 | const uint8_t *buffer; |
| 267 | |
| 268 | ByteBuffer unpack_buf; |
| 269 | |
| 270 | /// Number of bits needed to encode the value. Must be between 0 and 64. |
| 271 | int bit_width_; |
| 272 | uint64_t current_value_; |
| 273 | uint32_t repeat_count_; |
| 274 | uint32_t literal_count_; |
| 275 | uint8_t byte_encoded_len; |
| 276 | uint32_t max_val; |
| 277 | |
| 278 | // this is slow but whatever, calls are rare |
| 279 | static uint8_t VarintDecode(const uint8_t *source, uint32_t *result_out) { |
| 280 | uint32_t result = 0; |
| 281 | uint8_t shift = 0; |
| 282 | uint8_t len = 0; |
| 283 | while (true) { |
| 284 | auto byte = *source++; |
| 285 | len++; |
| 286 | result |= (byte & 127) << shift; |
| 287 | if ((byte & 128) == 0) |
| 288 | break; |
| 289 | shift += 7; |
| 290 | if (shift > 32) { |
| 291 | throw runtime_error("Varint-decoding found too large number" ); |
| 292 | } |
| 293 | } |
| 294 | *result_out = result; |
| 295 | return len; |
| 296 | } |
| 297 | |
| 298 | /// Fills literal_count_ and repeat_count_ with next values. Returns false if there |
| 299 | /// are no more. |
| 300 | template<typename T> |
| 301 | bool NextCounts() { |
| 302 | // Read the next run's indicator int, it could be a literal or repeated run. |
| 303 | // The int is encoded as a vlq-encoded value. |
| 304 | uint32_t indicator_value; |
| 305 | |
| 306 | // TODO check in varint decode if we have enough buffer left |
| 307 | buffer += VarintDecode(buffer, &indicator_value); |
| 308 | |
| 309 | // TODO check a bunch of lengths here against the standard |
| 310 | |
| 311 | // lsb indicates if it is a literal run or repeated run |
| 312 | bool is_literal = indicator_value & 1; |
| 313 | if (is_literal) { |
| 314 | literal_count_ = (indicator_value >> 1) * 8; |
| 315 | } else { |
| 316 | repeat_count_ = indicator_value >> 1; |
| 317 | // (ARROW-4018) this is not big-endian compatible, lol |
| 318 | current_value_ = 0; |
| 319 | for (auto i = 0; i < byte_encoded_len; i++) { |
| 320 | current_value_ |= ((uint8_t) *buffer++) << (i * 8); |
| 321 | } |
| 322 | // sanity check |
| 323 | if (current_value_ > max_val) { |
| 324 | throw runtime_error( |
| 325 | "Payload value bigger than allowed. Corrupted file?" ); |
| 326 | } |
| 327 | } |
| 328 | // TODO complain if we run out of buffer |
| 329 | return true; |
| 330 | } |
| 331 | |
| 332 | // somewhat optimized implementation that avoids non-alignment |
| 333 | |
| 334 | static const uint32_t BITPACK_MASKS[]; |
| 335 | static const uint8_t BITPACK_DLEN; |
| 336 | |
| 337 | template<typename T> |
| 338 | uint32_t BitUnpack(T *dest, uint32_t count) { |
| 339 | assert(bit_width_ < 32); |
| 340 | |
| 341 | int8_t bitpack_pos = 0; |
| 342 | auto source = buffer; |
| 343 | auto mask = BITPACK_MASKS[bit_width_]; |
| 344 | |
| 345 | for (uint32_t i = 0; i < count; i++) { |
| 346 | T val = (*source >> bitpack_pos) & mask; |
| 347 | bitpack_pos += bit_width_; |
| 348 | while (bitpack_pos > BITPACK_DLEN) { |
| 349 | val |= (*++source << (BITPACK_DLEN - (bitpack_pos - bit_width_))) |
| 350 | & mask; |
| 351 | bitpack_pos -= BITPACK_DLEN; |
| 352 | } |
| 353 | dest[i] = val; |
| 354 | } |
| 355 | |
| 356 | buffer += bit_width_ * count / 8; |
| 357 | return count; |
| 358 | } |
| 359 | |
| 360 | }; |
| 361 | |
| 362 | const uint32_t RleBpDecoder::BITPACK_MASKS[] = { 0, 1, 3, 7, 15, 31, 63, 127, |
| 363 | 255, 511, 1023, 2047, 4095, 8191, 16383, 32767, 65535, 131071, 262143, |
| 364 | 524287, 1048575, 2097151, 4194303, 8388607, 16777215, 33554431, |
| 365 | 67108863, 134217727, 268435455, 536870911, 1073741823, 2147483647 }; |
| 366 | |
| 367 | const uint8_t RleBpDecoder::BITPACK_DLEN = 8; |
| 368 | |
| 369 | class ColumnScan { |
| 370 | public: |
| 371 | PageHeader page_header; |
| 372 | bool seen_dict = false; |
| 373 | const char *page_buf_ptr = nullptr; |
| 374 | const char *page_buf_end_ptr = nullptr; |
| 375 | void *dict = nullptr; |
| 376 | uint64_t dict_size; |
| 377 | |
| 378 | uint64_t page_buf_len = 0; |
| 379 | uint64_t page_start_row = 0; |
| 380 | |
| 381 | uint8_t *defined_ptr; |
| 382 | |
| 383 | // for FIXED_LEN_BYTE_ARRAY |
| 384 | int32_t type_len; |
| 385 | |
| 386 | template<class T> |
| 387 | void fill_dict() { |
| 388 | auto dict_size = page_header.dictionary_page_header.num_values; |
| 389 | dict = new Dictionary<T>(dict_size); |
| 390 | for (int32_t dict_index = 0; dict_index < dict_size; dict_index++) { |
| 391 | T val; |
| 392 | memcpy(&val, page_buf_ptr, sizeof(val)); |
| 393 | page_buf_ptr += sizeof(T); |
| 394 | |
| 395 | ((Dictionary<T>*) dict)->dict[dict_index] = val; |
| 396 | } |
| 397 | } |
| 398 | |
| 399 | void scan_dict_page(ResultColumn &result_col) { |
| 400 | if (page_header.__isset.data_page_header |
| 401 | || !page_header.__isset.dictionary_page_header) { |
| 402 | throw runtime_error("Dictionary page header mismatch" ); |
| 403 | } |
| 404 | |
| 405 | // make sure we like the encoding |
| 406 | switch (page_header.dictionary_page_header.encoding) { |
| 407 | case Encoding::PLAIN: |
| 408 | case Encoding::PLAIN_DICTIONARY: // deprecated |
| 409 | break; |
| 410 | |
| 411 | default: |
| 412 | throw runtime_error( |
| 413 | "Dictionary page has unsupported/invalid encoding" ); |
| 414 | } |
| 415 | |
| 416 | if (seen_dict) { |
| 417 | throw runtime_error("Multiple dictionary pages for column chunk" ); |
| 418 | } |
| 419 | seen_dict = true; |
| 420 | dict_size = page_header.dictionary_page_header.num_values; |
| 421 | |
| 422 | // initialize dictionaries per type |
| 423 | switch (result_col.col->type) { |
| 424 | case Type::BOOLEAN: |
| 425 | fill_dict<bool>(); |
| 426 | break; |
| 427 | case Type::INT32: |
| 428 | fill_dict<int32_t>(); |
| 429 | break; |
| 430 | case Type::INT64: |
| 431 | fill_dict<int64_t>(); |
| 432 | break; |
| 433 | case Type::INT96: |
| 434 | fill_dict<Int96>(); |
| 435 | break; |
| 436 | case Type::FLOAT: |
| 437 | fill_dict<float>(); |
| 438 | break; |
| 439 | case Type::DOUBLE: |
| 440 | fill_dict<double>(); |
| 441 | break; |
| 442 | case Type::BYTE_ARRAY: |
| 443 | // no dict here we use the result set string heap directly |
| 444 | { |
| 445 | // never going to have more string data than this uncompressed_page_size (lengths use bytes) |
| 446 | auto string_heap_chunk = std::unique_ptr<char[]>( |
| 447 | new char[page_header.uncompressed_page_size]); |
| 448 | result_col.string_heap_chunks.push_back(move(string_heap_chunk)); |
| 449 | auto str_ptr = |
| 450 | result_col.string_heap_chunks[result_col.string_heap_chunks.size() |
| 451 | - 1].get(); |
| 452 | dict = new Dictionary<char*>(dict_size); |
| 453 | |
| 454 | for (uint64_t dict_index = 0; dict_index < dict_size; dict_index++) { |
| 455 | uint32_t str_len; |
| 456 | memcpy(&str_len, page_buf_ptr, sizeof(str_len)); |
| 457 | page_buf_ptr += sizeof(str_len); |
| 458 | |
| 459 | if (page_buf_ptr + str_len > page_buf_end_ptr) { |
| 460 | throw runtime_error( |
| 461 | "Declared string length exceeds payload size" ); |
| 462 | } |
| 463 | |
| 464 | ((Dictionary<char*>*) dict)->dict[dict_index] = str_ptr; |
| 465 | // TODO make sure we dont run out of str_ptr |
| 466 | memcpy(str_ptr, page_buf_ptr, str_len); |
| 467 | str_ptr[str_len] = '\0'; // terminate |
| 468 | str_ptr += str_len + 1; |
| 469 | page_buf_ptr += str_len; |
| 470 | } |
| 471 | |
| 472 | break; |
| 473 | } |
| 474 | default: |
| 475 | throw runtime_error( |
| 476 | "Unsupported type for dictionary: " |
| 477 | + type_to_string(result_col.col->type)); |
| 478 | } |
| 479 | } |
| 480 | |
| 481 | void scan_data_page(ResultColumn &result_col) { |
| 482 | if (!page_header.__isset.data_page_header |
| 483 | || page_header.__isset.dictionary_page_header) { |
| 484 | throw runtime_error("Data page header mismatch" ); |
| 485 | } |
| 486 | |
| 487 | if (page_header.__isset.data_page_header_v2) { |
| 488 | throw runtime_error("Data page v2 unsupported" ); |
| 489 | } |
| 490 | |
| 491 | auto num_values = page_header.data_page_header.num_values; |
| 492 | |
| 493 | // we have to first decode the define levels |
| 494 | switch (page_header.data_page_header.definition_level_encoding) { |
| 495 | case Encoding::RLE: { |
| 496 | // read length of define payload, always |
| 497 | uint32_t def_length; |
| 498 | memcpy(&def_length, page_buf_ptr, sizeof(def_length)); |
| 499 | page_buf_ptr += sizeof(def_length); |
| 500 | |
| 501 | RleBpDecoder dec((const uint8_t*) page_buf_ptr, def_length, 1); |
| 502 | dec.GetBatch<uint8_t>(defined_ptr, num_values); |
| 503 | |
| 504 | page_buf_ptr += def_length; |
| 505 | } |
| 506 | break; |
| 507 | default: |
| 508 | throw runtime_error( |
| 509 | "Definition levels have unsupported/invalid encoding" ); |
| 510 | } |
| 511 | |
| 512 | switch (page_header.data_page_header.encoding) { |
| 513 | case Encoding::RLE_DICTIONARY: |
| 514 | case Encoding::PLAIN_DICTIONARY: // deprecated |
| 515 | scan_data_page_dict(result_col); |
| 516 | break; |
| 517 | |
| 518 | case Encoding::PLAIN: |
| 519 | scan_data_page_plain(result_col); |
| 520 | break; |
| 521 | |
| 522 | default: |
| 523 | throw runtime_error("Data page has unsupported/invalid encoding" ); |
| 524 | } |
| 525 | |
| 526 | defined_ptr += num_values; |
| 527 | page_start_row += num_values; |
| 528 | } |
| 529 | |
| 530 | template<class T> void fill_values_plain(ResultColumn &result_col) { |
| 531 | T *result_arr = (T*) result_col.data.ptr; |
| 532 | for (int32_t val_offset = 0; |
| 533 | val_offset < page_header.data_page_header.num_values; |
| 534 | val_offset++) { |
| 535 | |
| 536 | if (!defined_ptr[val_offset]) { |
| 537 | continue; |
| 538 | } |
| 539 | |
| 540 | auto row_idx = page_start_row + val_offset; |
| 541 | T val; |
| 542 | memcpy(&val, page_buf_ptr, sizeof(val)); |
| 543 | page_buf_ptr += sizeof(T); |
| 544 | result_arr[row_idx] = val; |
| 545 | } |
| 546 | } |
| 547 | |
| 548 | void scan_data_page_plain(ResultColumn &result_col) { |
| 549 | // TODO compute null count while getting the def levels already? |
| 550 | uint32_t null_count = 0; |
| 551 | for (int32_t i = 0; i < page_header.data_page_header.num_values; i++) { |
| 552 | if (!defined_ptr[i]) { |
| 553 | null_count++; |
| 554 | } |
| 555 | } |
| 556 | |
| 557 | switch (result_col.col->type) { |
| 558 | case Type::BOOLEAN: { |
| 559 | // some say this is bit packed. |
| 560 | bool *result_arr = (bool*) result_col.data.ptr; |
| 561 | int byte_pos = 0; |
| 562 | for (int32_t val_offset = 0; |
| 563 | val_offset < page_header.data_page_header.num_values; |
| 564 | val_offset++) { |
| 565 | |
| 566 | if (!defined_ptr[val_offset]) { |
| 567 | continue; |
| 568 | } |
| 569 | auto row_idx = page_start_row + val_offset; |
| 570 | result_arr[row_idx] = (*page_buf_ptr >> byte_pos) & 1; |
| 571 | byte_pos++; |
| 572 | if (byte_pos == 8) { |
| 573 | byte_pos = 0; |
| 574 | page_buf_ptr++; |
| 575 | } |
| 576 | } |
| 577 | |
| 578 | } |
| 579 | break; |
| 580 | case Type::INT32: |
| 581 | fill_values_plain<int32_t>(result_col); |
| 582 | break; |
| 583 | case Type::INT64: |
| 584 | fill_values_plain<int64_t>(result_col); |
| 585 | break; |
| 586 | case Type::INT96: |
| 587 | fill_values_plain<Int96>(result_col); |
| 588 | break; |
| 589 | case Type::FLOAT: |
| 590 | fill_values_plain<float>(result_col); |
| 591 | break; |
| 592 | case Type::DOUBLE: |
| 593 | fill_values_plain<double>(result_col); |
| 594 | break; |
| 595 | |
| 596 | case Type::FIXED_LEN_BYTE_ARRAY: |
| 597 | case Type::BYTE_ARRAY: { |
| 598 | uint32_t str_len = type_len; // in case of FIXED_LEN_BYTE_ARRAY |
| 599 | |
| 600 | uint64_t shc_len = page_header.uncompressed_page_size; |
| 601 | if (result_col.col->type == Type::FIXED_LEN_BYTE_ARRAY) { |
| 602 | shc_len += page_header.data_page_header.num_values; // make space for terminators |
| 603 | } |
| 604 | auto string_heap_chunk = std::unique_ptr<char[]>(new char[shc_len]); |
| 605 | result_col.string_heap_chunks.push_back(move(string_heap_chunk)); |
| 606 | auto str_ptr = |
| 607 | result_col.string_heap_chunks[result_col.string_heap_chunks.size() |
| 608 | - 1].get(); |
| 609 | |
| 610 | for (int32_t val_offset = 0; |
| 611 | val_offset < page_header.data_page_header.num_values; |
| 612 | val_offset++) { |
| 613 | |
| 614 | if (!defined_ptr[val_offset]) { |
| 615 | continue; |
| 616 | } |
| 617 | |
| 618 | auto row_idx = page_start_row + val_offset; |
| 619 | |
| 620 | if (result_col.col->type == Type::BYTE_ARRAY) { |
| 621 | memcpy(&str_len, page_buf_ptr, sizeof(str_len)); |
| 622 | page_buf_ptr += sizeof(str_len); |
| 623 | } |
| 624 | |
| 625 | if (page_buf_ptr + str_len > page_buf_end_ptr) { |
| 626 | throw runtime_error( |
| 627 | "Declared string length exceeds payload size" ); |
| 628 | } |
| 629 | |
| 630 | ((char**) result_col.data.ptr)[row_idx] = str_ptr; |
| 631 | // TODO make sure we dont run out of str_ptr too |
| 632 | memcpy(str_ptr, page_buf_ptr, str_len); |
| 633 | str_ptr[str_len] = '\0'; |
| 634 | str_ptr += str_len + 1; |
| 635 | |
| 636 | page_buf_ptr += str_len; |
| 637 | |
| 638 | } |
| 639 | } |
| 640 | break; |
| 641 | |
| 642 | default: |
| 643 | throw runtime_error( |
| 644 | "Unsupported type page_plain " |
| 645 | + type_to_string(result_col.col->type)); |
| 646 | } |
| 647 | |
| 648 | } |
| 649 | |
| 650 | template<class T> void fill_values_dict(ResultColumn &result_col, |
| 651 | uint32_t *offsets) { |
| 652 | auto result_arr = (T*) result_col.data.ptr; |
| 653 | for (int32_t val_offset = 0; |
| 654 | val_offset < page_header.data_page_header.num_values; |
| 655 | val_offset++) { |
| 656 | // always unpack because NULLs area also encoded (?) |
| 657 | auto row_idx = page_start_row + val_offset; |
| 658 | |
| 659 | if (defined_ptr[val_offset]) { |
| 660 | auto offset = offsets[val_offset]; |
| 661 | result_arr[row_idx] = ((Dictionary<T>*) dict)->get(offset); |
| 662 | } |
| 663 | } |
| 664 | } |
| 665 | |
| 666 | // here we look back into the dicts and emit the values we find if the value is defined, otherwise NULL |
| 667 | void scan_data_page_dict(ResultColumn &result_col) { |
| 668 | if (!seen_dict) { |
| 669 | throw runtime_error("Missing dictionary page" ); |
| 670 | } |
| 671 | |
| 672 | auto num_values = page_header.data_page_header.num_values; |
| 673 | |
| 674 | // num_values is int32, hence all dict offsets have to fit in 32 bit |
| 675 | auto offsets = unique_ptr<uint32_t[]>(new uint32_t[num_values]); |
| 676 | |
| 677 | // the array offset width is a single byte |
| 678 | auto enc_length = *((uint8_t*) page_buf_ptr); |
| 679 | page_buf_ptr += sizeof(uint8_t); |
| 680 | |
| 681 | if (enc_length > 0) { |
| 682 | RleBpDecoder dec((const uint8_t*) page_buf_ptr, page_buf_len, |
| 683 | enc_length); |
| 684 | |
| 685 | uint32_t null_count = 0; |
| 686 | for (int32_t i = 0; i < num_values; i++) { |
| 687 | if (!defined_ptr[i]) { |
| 688 | null_count++; |
| 689 | } |
| 690 | } |
| 691 | if (null_count > 0) { |
| 692 | dec.GetBatchSpaced<uint32_t>(num_values, null_count, |
| 693 | defined_ptr, offsets.get()); |
| 694 | } else { |
| 695 | dec.GetBatch<uint32_t>(offsets.get(), num_values); |
| 696 | } |
| 697 | |
| 698 | } else { |
| 699 | memset(offsets.get(), 0, num_values * sizeof(uint32_t)); |
| 700 | } |
| 701 | |
| 702 | switch (result_col.col->type) { |
| 703 | // TODO no bools here? I guess makes no sense to use dict... |
| 704 | |
| 705 | case Type::INT32: |
| 706 | fill_values_dict<int32_t>(result_col, offsets.get()); |
| 707 | |
| 708 | break; |
| 709 | |
| 710 | case Type::INT64: |
| 711 | fill_values_dict<int64_t>(result_col, offsets.get()); |
| 712 | |
| 713 | break; |
| 714 | case Type::INT96: |
| 715 | fill_values_dict<Int96>(result_col, offsets.get()); |
| 716 | |
| 717 | break; |
| 718 | |
| 719 | case Type::FLOAT: |
| 720 | fill_values_dict<float>(result_col, offsets.get()); |
| 721 | |
| 722 | break; |
| 723 | |
| 724 | case Type::DOUBLE: |
| 725 | fill_values_dict<double>(result_col, offsets.get()); |
| 726 | |
| 727 | break; |
| 728 | |
| 729 | case Type::BYTE_ARRAY: { |
| 730 | auto result_arr = (char**) result_col.data.ptr; |
| 731 | for (int32_t val_offset = 0; |
| 732 | val_offset < page_header.data_page_header.num_values; |
| 733 | val_offset++) { |
| 734 | if (defined_ptr[val_offset]) { |
| 735 | result_arr[page_start_row + val_offset] = |
| 736 | ((Dictionary<char*>*) dict)->get( |
| 737 | offsets[val_offset]); |
| 738 | } else { |
| 739 | result_arr[page_start_row + val_offset] = nullptr; |
| 740 | } |
| 741 | } |
| 742 | break; |
| 743 | } |
| 744 | default: |
| 745 | throw runtime_error( |
| 746 | "Unsupported type page_dict " |
| 747 | + type_to_string(result_col.col->type)); |
| 748 | } |
| 749 | } |
| 750 | |
| 751 | // ugly but well |
| 752 | void cleanup(ResultColumn &result_col) { |
| 753 | switch (result_col.col->type) { |
| 754 | case Type::BOOLEAN: |
| 755 | delete (Dictionary<bool>*) dict; |
| 756 | break; |
| 757 | case Type::INT32: |
| 758 | delete (Dictionary<int32_t>*) dict; |
| 759 | break; |
| 760 | case Type::INT64: |
| 761 | delete (Dictionary<int64_t>*) dict; |
| 762 | break; |
| 763 | case Type::INT96: |
| 764 | delete (Dictionary<Int96>*) dict; |
| 765 | break; |
| 766 | case Type::FLOAT: |
| 767 | delete (Dictionary<float>*) dict; |
| 768 | break; |
| 769 | case Type::DOUBLE: |
| 770 | delete (Dictionary<double>*) dict; |
| 771 | break; |
| 772 | case Type::BYTE_ARRAY: |
| 773 | case Type::FIXED_LEN_BYTE_ARRAY: |
| 774 | delete (Dictionary<char*>*) dict; |
| 775 | break; |
| 776 | default: |
| 777 | throw runtime_error( |
| 778 | "Unsupported type for dictionary: " |
| 779 | + type_to_string(result_col.col->type)); |
| 780 | } |
| 781 | |
| 782 | } |
| 783 | |
| 784 | }; |
| 785 | |
| 786 | void ParquetFile::scan_column(ScanState &state, ResultColumn &result_col) { |
| 787 | // we now expect a sequence of data pages in the buffer |
| 788 | |
| 789 | auto &row_group = file_meta_data.row_groups[state.row_group_idx]; |
| 790 | auto &chunk = row_group.columns[result_col.id]; |
| 791 | |
| 792 | // chunk.printTo(cerr); |
| 793 | // cerr << "\n"; |
| 794 | |
| 795 | if (chunk.__isset.file_path) { |
| 796 | throw runtime_error( |
| 797 | "Only inlined data files are supported (no references)" ); |
| 798 | } |
| 799 | |
| 800 | if (chunk.meta_data.path_in_schema.size() != 1) { |
| 801 | throw runtime_error("Only flat tables are supported (no nesting)" ); |
| 802 | } |
| 803 | |
| 804 | // ugh. sometimes there is an extra offset for the dict. sometimes it's wrong. |
| 805 | auto chunk_start = chunk.meta_data.data_page_offset; |
| 806 | if (chunk.meta_data.__isset.dictionary_page_offset |
| 807 | && chunk.meta_data.dictionary_page_offset >= 4) { |
| 808 | // this assumes the data pages follow the dict pages directly. |
| 809 | chunk_start = chunk.meta_data.dictionary_page_offset; |
| 810 | } |
| 811 | auto chunk_len = chunk.meta_data.total_compressed_size; |
| 812 | |
| 813 | // read entire chunk into RAM |
| 814 | pfile.seekg(chunk_start); |
| 815 | ByteBuffer chunk_buf; |
| 816 | chunk_buf.resize(chunk_len); |
| 817 | |
| 818 | pfile.read(chunk_buf.ptr, chunk_len); |
| 819 | if (!pfile) { |
| 820 | throw runtime_error("Could not read chunk. File corrupt?" ); |
| 821 | } |
| 822 | |
| 823 | // now we have whole chunk in buffer, proceed to read pages |
| 824 | ColumnScan cs; |
| 825 | auto bytes_to_read = chunk_len; |
| 826 | |
| 827 | // handle fixed len byte arrays, their length lives in schema |
| 828 | if (result_col.col->type == Type::FIXED_LEN_BYTE_ARRAY) { |
| 829 | cs.type_len = result_col.col->schema_element->type_length; |
| 830 | } |
| 831 | |
| 832 | cs.page_start_row = 0; |
| 833 | cs.defined_ptr = (uint8_t*) result_col.defined.ptr; |
| 834 | |
| 835 | while (bytes_to_read > 0) { |
| 836 | auto = bytes_to_read; // the header is clearly not that long but we have no idea |
| 837 | |
| 838 | // this is the only other place where we actually unpack a thrift object |
| 839 | cs.page_header = PageHeader(); |
| 840 | thrift_unpack((const uint8_t*) chunk_buf.ptr, |
| 841 | (uint32_t*) &page_header_len, &cs.page_header); |
| 842 | // |
| 843 | // cs.page_header.printTo(cerr); |
| 844 | // cerr << "\n"; |
| 845 | |
| 846 | // compressed_page_size does not include the header size |
| 847 | chunk_buf.ptr += page_header_len; |
| 848 | bytes_to_read -= page_header_len; |
| 849 | |
| 850 | auto payload_end_ptr = chunk_buf.ptr |
| 851 | + cs.page_header.compressed_page_size; |
| 852 | |
| 853 | ByteBuffer decompressed_buf; |
| 854 | |
| 855 | switch (chunk.meta_data.codec) { |
| 856 | case CompressionCodec::UNCOMPRESSED: |
| 857 | cs.page_buf_ptr = chunk_buf.ptr; |
| 858 | cs.page_buf_len = cs.page_header.compressed_page_size; |
| 859 | |
| 860 | break; |
| 861 | case CompressionCodec::SNAPPY: { |
| 862 | size_t decompressed_size; |
| 863 | snappy::GetUncompressedLength(chunk_buf.ptr, |
| 864 | cs.page_header.compressed_page_size, &decompressed_size); |
| 865 | decompressed_buf.resize(decompressed_size + 1); |
| 866 | |
| 867 | auto res = snappy::RawUncompress(chunk_buf.ptr, |
| 868 | cs.page_header.compressed_page_size, decompressed_buf.ptr); |
| 869 | if (!res) { |
| 870 | throw runtime_error("Decompression failure" ); |
| 871 | } |
| 872 | |
| 873 | cs.page_buf_ptr = (char*) decompressed_buf.ptr; |
| 874 | cs.page_buf_len = cs.page_header.uncompressed_page_size; |
| 875 | |
| 876 | break; |
| 877 | } |
| 878 | default: |
| 879 | throw runtime_error( |
| 880 | "Unsupported compression codec. Try uncompressed or snappy" ); |
| 881 | } |
| 882 | |
| 883 | cs.page_buf_end_ptr = cs.page_buf_ptr + cs.page_buf_len; |
| 884 | |
| 885 | switch (cs.page_header.type) { |
| 886 | case PageType::DICTIONARY_PAGE: |
| 887 | cs.scan_dict_page(result_col); |
| 888 | break; |
| 889 | |
| 890 | case PageType::DATA_PAGE: { |
| 891 | cs.scan_data_page(result_col); |
| 892 | break; |
| 893 | } |
| 894 | case PageType::DATA_PAGE_V2: |
| 895 | throw runtime_error("v2 data page format is not supported" ); |
| 896 | |
| 897 | default: |
| 898 | break; // ignore INDEX page type and any other custom extensions |
| 899 | } |
| 900 | |
| 901 | chunk_buf.ptr = payload_end_ptr; |
| 902 | bytes_to_read -= cs.page_header.compressed_page_size; |
| 903 | } |
| 904 | cs.cleanup(result_col); |
| 905 | } |
| 906 | |
| 907 | void ParquetFile::initialize_column(ResultColumn &col, uint64_t num_rows) { |
| 908 | col.defined.resize(num_rows, false); |
| 909 | memset(col.defined.ptr, 0, num_rows); |
| 910 | col.string_heap_chunks.clear(); |
| 911 | |
| 912 | // TODO do some logical type checking here, we dont like map, list, enum, json, bson etc |
| 913 | |
| 914 | switch (col.col->type) { |
| 915 | case Type::BOOLEAN: |
| 916 | col.data.resize(sizeof(bool) * num_rows, false); |
| 917 | break; |
| 918 | case Type::INT32: |
| 919 | col.data.resize(sizeof(int32_t) * num_rows, false); |
| 920 | break; |
| 921 | case Type::INT64: |
| 922 | col.data.resize(sizeof(int64_t) * num_rows, false); |
| 923 | break; |
| 924 | case Type::INT96: |
| 925 | col.data.resize(sizeof(Int96) * num_rows, false); |
| 926 | break; |
| 927 | case Type::FLOAT: |
| 928 | col.data.resize(sizeof(float) * num_rows, false); |
| 929 | break; |
| 930 | case Type::DOUBLE: |
| 931 | col.data.resize(sizeof(double) * num_rows, false); |
| 932 | break; |
| 933 | case Type::BYTE_ARRAY: |
| 934 | col.data.resize(sizeof(char*) * num_rows, false); |
| 935 | break; |
| 936 | |
| 937 | case Type::FIXED_LEN_BYTE_ARRAY: { |
| 938 | auto s_ele = columns[col.id]->schema_element; |
| 939 | |
| 940 | if (!s_ele->__isset.type_length) { |
| 941 | throw runtime_error("need a type length for fixed byte array" ); |
| 942 | } |
| 943 | col.data.resize(num_rows * sizeof(char*), false); |
| 944 | break; |
| 945 | } |
| 946 | |
| 947 | default: |
| 948 | throw runtime_error( |
| 949 | "Unsupported type " + type_to_string(col.col->type)); |
| 950 | } |
| 951 | } |
| 952 | |
| 953 | bool ParquetFile::scan(ScanState &s, ResultChunk &result) { |
| 954 | if (s.row_group_idx >= file_meta_data.row_groups.size()) { |
| 955 | result.nrows = 0; |
| 956 | return false; |
| 957 | } |
| 958 | |
| 959 | auto &row_group = file_meta_data.row_groups[s.row_group_idx]; |
| 960 | result.nrows = row_group.num_rows; |
| 961 | |
| 962 | for (auto &result_col : result.cols) { |
| 963 | initialize_column(result_col, row_group.num_rows); |
| 964 | scan_column(s, result_col); |
| 965 | } |
| 966 | |
| 967 | s.row_group_idx++; |
| 968 | return true; |
| 969 | } |
| 970 | |
| 971 | void ParquetFile::initialize_result(ResultChunk &result) { |
| 972 | result.nrows = 0; |
| 973 | result.cols.resize(columns.size()); |
| 974 | for (size_t col_idx = 0; col_idx < columns.size(); col_idx++) { |
| 975 | //result.cols[col_idx].type = columns[col_idx]->type; |
| 976 | result.cols[col_idx].col = columns[col_idx].get(); |
| 977 | |
| 978 | result.cols[col_idx].id = col_idx; |
| 979 | |
| 980 | } |
| 981 | } |
| 982 | |
| 983 | |