memgraph/src/csv/parsing.cpp

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// Copyright 2023 Memgraph Ltd.
//
// Use of this software is governed by the Business Source License
// included in the file licenses/BSL.txt; by using this file, you agree to be bound by the terms of the Business Source
// License, and you may not use this file except in compliance with the Business Source License.
//
// As of the Change Date specified in that file, in accordance with
// the Business Source License, use of this software will be governed
// by the Apache License, Version 2.0, included in the file
// licenses/APL.txt.
#include "csv/parsing.hpp"
#include <string_view>
#include <boost/iostreams/filter/bzip2.hpp>
#include <boost/iostreams/filter/gzip.hpp>
#include <boost/iostreams/filtering_stream.hpp>
#include <ctre/ctre.hpp>
#include "requests/requests.hpp"
#include "utils/file.hpp"
#include "utils/on_scope_exit.hpp"
#include "utils/string.hpp"
using PlainStream = boost::iostreams::filtering_istream;
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namespace memgraph::csv {
using ParseError = Reader::ParseError;
struct Reader::impl {
impl(CsvSource source, Reader::Config cfg, utils::MemoryResource *mem);
[[nodiscard]] bool HasHeader() const { return read_config_.with_header; }
[[nodiscard]] auto Header() const -> Header const & { return header_; }
auto GetNextRow(utils::MemoryResource *mem) -> std::optional<Reader::Row>;
private:
void InitializeStream();
void TryInitializeHeader();
std::optional<utils::pmr::string> GetNextLine(utils::MemoryResource *mem);
ParsingResult ParseHeader();
ParsingResult ParseRow(utils::MemoryResource *mem);
utils::MemoryResource *memory_;
std::filesystem::path path_;
CsvSource source_;
PlainStream csv_stream_;
Config read_config_;
uint64_t line_count_{1};
uint16_t number_of_columns_{0};
Reader::Header header_{memory_};
};
Reader::impl::impl(CsvSource source, Reader::Config cfg, utils::MemoryResource *mem)
: memory_(mem), source_(std::move(source)) {
read_config_.with_header = cfg.with_header;
read_config_.ignore_bad = cfg.ignore_bad;
read_config_.delimiter = cfg.delimiter ? std::move(*cfg.delimiter) : utils::pmr::string{",", memory_};
read_config_.quote = cfg.quote ? std::move(*cfg.quote) : utils::pmr::string{"\"", memory_};
InitializeStream();
TryInitializeHeader();
}
enum class CompressionMethod : uint8_t {
NONE,
GZip,
BZip2,
};
/// Detect compression based on magic sequences
auto DetectCompressionMethod(std::istream &is) -> CompressionMethod {
// Ensure stream is reset
auto const on_exit = utils::OnScopeExit{[&]() { is.seekg(std::ios::beg); }};
// Note we must use bytes for comparison, not char
//
std::byte c{}; // this gets reused
auto const next_byte = [&](std::byte &b) { return bool(is.get(reinterpret_cast<char &>(b))); };
if (!next_byte(c)) return CompressionMethod::NONE;
auto const as_bytes = []<typename... Args>(Args... args) {
return std::array<std::byte, sizeof...(Args)>{std::byte(args)...};
};
// Gzip - 0x1F8B
constexpr static auto gzip_seq = as_bytes(0x1F, 0x8B);
if (c == gzip_seq[0]) {
if (!next_byte(c) || c != gzip_seq[1]) return CompressionMethod::NONE;
return CompressionMethod::GZip;
}
// BZip2 - 0x425A68
constexpr static auto bzip_seq = as_bytes(0x42, 0x5A, 0x68);
if (c == bzip_seq[0]) {
if (!next_byte(c) || c != bzip_seq[1]) return CompressionMethod::NONE;
if (!next_byte(c) || c != bzip_seq[2]) return CompressionMethod::NONE;
return CompressionMethod::BZip2;
}
return CompressionMethod::NONE;
}
Reader::Reader(CsvSource source, Reader::Config cfg, utils::MemoryResource *mem)
: pimpl{new impl{std::move(source), std::move(cfg), mem}, [](impl *p) { delete p; }} {}
void Reader::impl::InitializeStream() {
auto &source = source_.GetStream();
auto const method = DetectCompressionMethod(source);
switch (method) {
case CompressionMethod::GZip:
csv_stream_.push(boost::iostreams::gzip_decompressor{});
break;
case CompressionMethod::BZip2:
csv_stream_.push(boost::iostreams::bzip2_decompressor{});
break;
default:
break;
}
csv_stream_.push(source);
MG_ASSERT(csv_stream_.auto_close(), "Should be 'auto close' for correct operation");
MG_ASSERT(csv_stream_.is_complete(), "Should be 'complete' for correct operation");
}
std::optional<utils::pmr::string> Reader::impl::GetNextLine(utils::MemoryResource *mem) {
utils::pmr::string line(mem);
if (!std::getline(csv_stream_, line)) {
// reached end of file or an I/0 error occurred
if (!csv_stream_.good()) {
csv_stream_.reset(); // this will close the file_stream_ and clear the chain
}
return std::nullopt;
}
++line_count_;
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return std::move(line);
}
Reader::ParsingResult Reader::impl::ParseHeader() {
// header must be the very first line in the file
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MG_ASSERT(line_count_ == 1, "Invalid use of {}", __func__);
return ParseRow(memory_);
}
void Reader::impl::TryInitializeHeader() {
if (!HasHeader()) {
return;
}
auto header = ParseHeader();
if (header.HasError()) {
throw CsvReadException("CSV reading : {}", header.GetError().message);
}
if (header->empty()) {
throw CsvReadException("CSV file {} empty!", path_);
}
number_of_columns_ = header->size();
header_ = std::move(*header);
}
[[nodiscard]] bool Reader::HasHeader() const { return pimpl->HasHeader(); }
const Reader::Header &Reader::GetHeader() const { return pimpl->Header(); }
namespace {
enum class CsvParserState : uint8_t { INITIAL_FIELD, NEXT_FIELD, QUOTING, EXPECT_DELIMITER, DONE };
} // namespace
Reader::ParsingResult Reader::impl::ParseRow(utils::MemoryResource *mem) {
utils::pmr::vector<utils::pmr::string> row(mem);
if (number_of_columns_ != 0) {
row.reserve(number_of_columns_);
}
utils::pmr::string column(memory_);
auto state = CsvParserState::INITIAL_FIELD;
do {
const auto maybe_line = GetNextLine(mem);
if (!maybe_line) {
// The whole file was processed.
break;
}
std::string_view line_string_view = *maybe_line;
// remove '\r' from the end in case we have dos file format
if (line_string_view.back() == '\r') {
line_string_view.remove_suffix(1);
}
while (state != CsvParserState::DONE && !line_string_view.empty()) {
const auto c = line_string_view[0];
// Line feeds and carriage returns are ignored in CSVs.
if (c == '\n' || c == '\r') {
line_string_view.remove_prefix(1);
continue;
}
// Null bytes aren't allowed in CSVs.
if (c == '\0') {
return ParseError(ParseError::ErrorCode::NULL_BYTE,
fmt::format("CSV: Line {:d} contains NULL byte", line_count_ - 1));
}
switch (state) {
case CsvParserState::INITIAL_FIELD:
case CsvParserState::NEXT_FIELD: {
if (utils::StartsWith(line_string_view, *read_config_.quote)) {
// The current field is a quoted field.
state = CsvParserState::QUOTING;
line_string_view.remove_prefix(read_config_.quote->size());
} else if (utils::StartsWith(line_string_view, *read_config_.delimiter)) {
// The current field has an empty value.
row.emplace_back("");
state = CsvParserState::NEXT_FIELD;
line_string_view.remove_prefix(read_config_.delimiter->size());
} else {
// The current field is a regular field.
const auto delimiter_idx = line_string_view.find(*read_config_.delimiter);
row.emplace_back(line_string_view.substr(0, delimiter_idx));
if (delimiter_idx == std::string_view::npos) {
state = CsvParserState::DONE;
} else {
line_string_view.remove_prefix(delimiter_idx + read_config_.delimiter->size());
state = CsvParserState::NEXT_FIELD;
}
}
break;
}
case CsvParserState::QUOTING: {
const auto quote_size = read_config_.quote->size();
const auto quote_now = utils::StartsWith(line_string_view, *read_config_.quote);
const auto quote_next = quote_size <= line_string_view.size() &&
utils::StartsWith(line_string_view.substr(quote_size), *read_config_.quote);
if (quote_now && quote_next) {
// This is an escaped quote character.
column += *read_config_.quote;
line_string_view.remove_prefix(read_config_.quote->size() * 2);
} else if (quote_now) {
// This is the end of the quoted field.
row.emplace_back(std::move(column));
column.clear();
state = CsvParserState::EXPECT_DELIMITER;
line_string_view.remove_prefix(read_config_.quote->size());
} else {
column.push_back(c);
line_string_view.remove_prefix(1);
}
break;
}
case CsvParserState::EXPECT_DELIMITER: {
if (utils::StartsWith(line_string_view, *read_config_.delimiter)) {
state = CsvParserState::NEXT_FIELD;
line_string_view.remove_prefix(read_config_.delimiter->size());
} else {
return ParseError(ParseError::ErrorCode::UNEXPECTED_TOKEN,
fmt::format("CSV Reader: Expected '{}' after '{}', but got '{}' at line {:d}",
*read_config_.delimiter, *read_config_.quote, c, line_count_ - 1));
}
break;
}
case CsvParserState::DONE: {
LOG_FATAL("Invalid state of the CSV parser!");
}
}
}
} while (state == CsvParserState::QUOTING);
switch (state) {
case CsvParserState::INITIAL_FIELD:
case CsvParserState::DONE:
case CsvParserState::EXPECT_DELIMITER:
break;
case CsvParserState::NEXT_FIELD:
row.emplace_back("");
break;
case CsvParserState::QUOTING: {
return ParseError(ParseError::ErrorCode::NO_CLOSING_QUOTE,
"There is no more data left to load while inside a quoted string. "
"Did you forget to close the quote?");
break;
}
}
// reached the end of file - return empty row
if (row.empty()) {
return row;
}
// Has header, but the header has already been read and the number_of_columns_
// is already set. Otherwise, we would get an error every time we'd try to
// parse the header.
// Also, if we don't have a header, the 'number_of_columns_' will be 0, so no
// need to check the number of columns.
if (number_of_columns_ != 0 && row.size() != number_of_columns_) [[unlikely]] {
return ParseError(ParseError::ErrorCode::BAD_NUM_OF_COLUMNS,
// ToDo(the-joksim):
// - 'line_count_ - 1' is the last line of a row (as a
// row may span several lines) ==> should have a row
// counter
fmt::format("Expected {:d} columns in row {:d}, but got {:d}", number_of_columns_,
line_count_ - 1, row.size()));
}
return std::move(row);
}
std::optional<Reader::Row> Reader::impl::GetNextRow(utils::MemoryResource *mem) {
auto row = ParseRow(mem);
if (row.HasError()) {
if (!read_config_.ignore_bad) {
throw CsvReadException("CSV Reader: Bad row at line {:d}: {}", line_count_ - 1, row.GetError().message);
}
// try to parse as many times as necessary to reach a valid row
do {
spdlog::debug("CSV Reader: Bad row at line {:d}: {}", line_count_ - 1, row.GetError().message);
if (!csv_stream_.good()) {
return std::nullopt;
}
row = ParseRow(mem);
} while (row.HasError());
}
if (row->empty()) {
// reached end of file
return std::nullopt;
}
return std::move(*row);
}
// Returns Reader::Row if the read row if valid;
// Returns std::nullopt if end of file is reached or an error occurred
// making it unreadable;
// @throws CsvReadException if a bad row is encountered, and the ignore_bad is set
// to 'true' in the Reader::Config.
std::optional<Reader::Row> Reader::GetNextRow(utils::MemoryResource *mem) { return pimpl->GetNextRow(mem); }
FileCsvSource::FileCsvSource(std::filesystem::path path) : path_(std::move(path)) {
if (!std::filesystem::exists(path_)) {
throw CsvReadException("CSV file not found: {}", path_.string());
}
stream_.open(path_);
if (!stream_.good()) {
throw CsvReadException("CSV file {} couldn't be opened!", path_.string());
}
}
std::istream &FileCsvSource::GetStream() { return stream_; }
std::istream &CsvSource::GetStream() {
return *std::visit([](auto &&source) { return std::addressof(source.GetStream()); }, source_);
}
auto CsvSource::Create(const utils::pmr::string &csv_location) -> CsvSource {
constexpr auto protocol_matcher = ctre::starts_with<"(https?|ftp)://">;
if (protocol_matcher(csv_location)) {
return csv::UrlCsvSource{csv_location.c_str()};
}
return csv::FileCsvSource{csv_location};
}
// Helper for UrlCsvSource
auto urlToStringStream(const char *url) -> std::stringstream {
auto ss = std::stringstream{};
if (!requests::DownloadToStream(url, ss)) {
throw CsvReadException("CSV was unable to be fetched from {}", url);
}
return ss;
};
UrlCsvSource::UrlCsvSource(const char *url) : StreamCsvSource{urlToStringStream(url)} {}
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} // namespace memgraph::csv