JSON quote normalization

cpp/tests/CMakeLists.txt

@@ -304,6 +304,7 @@ ConfigureTest(
   PERCENT 30
 )
 target_link_libraries(DATA_CHUNK_SOURCE_TEST PRIVATE ZLIB::ZLIB)
+ConfigureTest(QUOTE_NORMALIZATION_TEST io/fst/quote_normalization_test.cu)
 ConfigureTest(LOGICAL_STACK_TEST io/fst/logical_stack_test.cu)
 ConfigureTest(FST_TEST io/fst/fst_test.cu)
 ConfigureTest(TYPE_INFERENCE_TEST io/type_inference_test.cu)

cpp/tests/io/fst/quote_normalization_test.cu

@@ -0,0 +1,315 @@
+/*
+ * Copyright (c) 2023, NVIDIA CORPORATION.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include <io/fst/lookup_tables.cuh>
+#include <io/utilities/hostdevice_vector.hpp>
+
+#include <cudf_test/base_fixture.hpp>
+#include <cudf_test/cudf_gtest.hpp>
+
+#include <cudf/scalar/scalar_factories.hpp>
+#include <cudf/strings/repeat_strings.hpp>
+#include <cudf/types.hpp>
+
+#include <rmm/cuda_stream.hpp>
+#include <rmm/cuda_stream_view.hpp>
+#include <rmm/device_buffer.hpp>
+#include <rmm/device_uvector.hpp>
+
+#include <thrust/iterator/discard_iterator.h>
+
+#include <cstdlib>
+#include <string>
+#include <vector>
+
+namespace {
+
+// Type used to represent the atomic symbol type used within the finite-state machine
+using SymbolT = char;
+using StateT  = char;
+// Type sufficiently large to index symbols within the input and output (may be unsigned)
+using SymbolOffsetT = uint32_t;
+enum class dfa_states : char { TT_OOS = 0U, TT_DQS, TT_SQS, TT_DEC, TT_SEC, TT_NUM_STATES };
+enum class dfa_symbol_group_id : uint32_t {
+  DOUBLE_QUOTE_CHAR,  ///< Quote character SG: "
+  SINGLE_QUOTE_CHAR,  ///< Quote character SG: '
+  ESCAPE_CHAR,        ///< Escape character SG: '\'
+  NEWLINE_CHAR,       ///< Newline character SG: '\n'
+  OTHER_SYMBOLS,      ///< SG implicitly matching all other characters
+  NUM_SYMBOL_GROUPS   ///< Total number of symbol groups
+};
+// Aliases for readability of the transition table
+constexpr auto TT_OOS            = dfa_states::TT_OOS;
+constexpr auto TT_DQS            = dfa_states::TT_DQS;
+constexpr auto TT_SQS            = dfa_states::TT_SQS;
+constexpr auto TT_DEC            = dfa_states::TT_DEC;
+constexpr auto TT_SEC            = dfa_states::TT_SEC;
+constexpr auto TT_NUM_STATES     = static_cast<char>(dfa_states::TT_NUM_STATES);
+constexpr auto NUM_SYMBOL_GROUPS = static_cast<uint32_t>(dfa_symbol_group_id::NUM_SYMBOL_GROUPS);
+
+// The i-th string representing all the characters of a symbol group
+std::array<std::vector<SymbolT>, NUM_SYMBOL_GROUPS - 1> const qna_sgs{
+  {{'\"'}, {'\''}, {'\\'}, {'\n'}}};
+
+// Transition table
+std::array<std::array<dfa_states, NUM_SYMBOL_GROUPS>, TT_NUM_STATES> const qna_state_tt{{
+  /* IN_STATE      "       '       \       \n    OTHER  */
+  /* TT_OOS */ {{TT_DQS, TT_SQS, TT_OOS, TT_OOS, TT_OOS}},
+  /* TT_DQS */ {{TT_OOS, TT_DQS, TT_DEC, TT_OOS, TT_DQS}},
+  /* TT_SQS */ {{TT_SQS, TT_OOS, TT_SEC, TT_OOS, TT_SQS}},
+  /* TT_DEC */ {{TT_DQS, TT_DQS, TT_DQS, TT_OOS, TT_DQS}},
+  /* TT_SEC */ {{TT_SQS, TT_SQS, TT_SQS, TT_OOS, TT_SQS}},
+}};
+// The DFA's starting state
+constexpr char start_state = static_cast<char>(TT_OOS);
+struct TransduceToNormalizedQuotes {
+  /**
+   * @brief Returns the <relative_offset>-th output symbol on the transition (state_id, match_id).
+   */
+  template <typename StateT, typename SymbolGroupT, typename RelativeOffsetT, typename SymbolT>
+  constexpr CUDF_HOST_DEVICE SymbolT operator()(StateT const state_id,
+                                                SymbolGroupT const match_id,
+                                                RelativeOffsetT const relative_offset,
+                                                SymbolT const read_symbol) const
+  {
+    // -------- TRANSLATION TABLE ------------
+    // state | read_symbol -> output_symbols
+    // DQS   | *           -> *
+    // DEC   | *           -> *
+    // OOS   | '           -> "
+    // OOS   | *           -> *
+    // SQS   | "           -> \"
+    // SQS   | '           -> "
+    // SQS   | *           -> *
+    // SEC   | *           -> *
+    // ---------- SPECIAL CASES: -------------- (anything else translates to input symbol)
+    // OOS   | '           -> "
+    // SQS   | "           -> \"
+    // SQS   | '           -> "
+    // SQS   | \\          -> <nop>
+    // SEC   | '           -> '
+    // SEC   | Sigma\{'}   -> \*
+    // Whether this transition translates to the escape sequence: \"
+    const bool outputs_escape_sequence =
+      (state_id == static_cast<StateT>(dfa_states::TT_SQS)) &&
+      (match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::DOUBLE_QUOTE_CHAR));
+    // Case when a double quote needs to be replaced by the escape sequence: \"
+    if (outputs_escape_sequence) {
+      return (relative_offset == 0) ? '\\' : '"';
+    }
+    // Case when a single quote needs to be replaced by a double quote
+    else if ((match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::SINGLE_QUOTE_CHAR)) &&
+             ((state_id == static_cast<StateT>(dfa_states::TT_SQS)) ||
+              (state_id == static_cast<StateT>(dfa_states::TT_OOS)))) {
+      return '"';
+    }
+    // Case when the read symbol is an escape character - the actual translation for \<s> for some
+    // symbol <s> is handled by transitions from SEC. For now, there is no output for this
+    // transition
+    else if ((match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::ESCAPE_CHAR)) &&
+             ((state_id == static_cast<StateT>(dfa_states::TT_SQS)))) {
+      return 0;
+    }
+    // Case when an escaped single quote in an input single-quoted string needs to be replaced by an
+    // unescaped single quote
+    else if ((match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::SINGLE_QUOTE_CHAR)) &&
+             ((state_id == static_cast<StateT>(dfa_states::TT_SEC)))) {
+      return '\'';
+    }
+    // Case when an escaped symbol <s> that is not a single-quote needs to be replaced with \<s>
+    else if (state_id == static_cast<StateT>(dfa_states::TT_SEC)) {
+      return (relative_offset == 0) ? '\\' : read_symbol;
+    }
+    // In all other cases we simply output the input symbol
+    else
+      return read_symbol;
+  }
+  /**
+   * @brief Returns the number of output characters for a given transition. During quote
+   * normalization, we always emit one output character (i.e., either the input character or the
+   * single quote-input replaced by a double quote), except when we need to escape a double quote
+   * that was previously inside a single-quoted string.
+   */
+  template <typename StateT, typename SymbolGroupT, typename SymbolT>
+  constexpr CUDF_HOST_DEVICE int32_t operator()(StateT const state_id,
+                                                SymbolGroupT const match_id,
+                                                SymbolT const read_symbol) const
+  {
+    // Whether this transition translates to the escape sequence: \"
+    const bool sqs_outputs_escape_sequence =
+      (state_id == static_cast<StateT>(dfa_states::TT_SQS)) &&
+      (match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::DOUBLE_QUOTE_CHAR));
+    // Number of characters to output on this transition
+    if (sqs_outputs_escape_sequence) return 2;
+    // Whether this transition translates to the escape sequence \<s> or unescaped '
+    const bool sec_outputs_escape_sequence =
+      (state_id == static_cast<StateT>(dfa_states::TT_SEC)) &&
+      (match_id != static_cast<SymbolGroupT>(dfa_symbol_group_id::SINGLE_QUOTE_CHAR));
+    // Number of characters to output on this transition
+    if (sec_outputs_escape_sequence) return 2;
+    // Whether this transition translates to no output <nop>
+    const bool sqs_outputs_nop =
+      (state_id == static_cast<StateT>(dfa_states::TT_SQS)) &&
+      (match_id == static_cast<SymbolGroupT>(dfa_symbol_group_id::ESCAPE_CHAR));
+    // Number of characters to output on this transition
+    if (sqs_outputs_nop) return 0;
+    return 1;
+  }
+};
+
+}  // namespace
+
+// Base test fixture for tests
+struct FstTest : public cudf::test::BaseFixture {};
+
+void run_test(std::string& input, std::string& output)
+{
+  // Prepare cuda stream for data transfers & kernels
+  rmm::cuda_stream stream{};
+  rmm::cuda_stream_view stream_view(stream);
+
+  auto parser = cudf::io::fst::detail::make_fst(
+    cudf::io::fst::detail::make_symbol_group_lut(qna_sgs),
+    cudf::io::fst::detail::make_transition_table(qna_state_tt),
+    cudf::io::fst::detail::make_translation_functor(TransduceToNormalizedQuotes{}),
+    stream);
+
+  auto d_input_scalar = cudf::make_string_scalar(input);
+  auto& d_input       = static_cast<cudf::scalar_type_t<std::string>&>(*d_input_scalar);
+
+  // Prepare input & output buffers
+  constexpr std::size_t single_item = 1;
+  cudf::detail::hostdevice_vector<SymbolT> output_gpu(input.size() * 2, stream_view);
+  cudf::detail::hostdevice_vector<SymbolOffsetT> output_gpu_size(single_item, stream_view);
+
+  // Allocate device-side temporary storage & run algorithm
+  parser.Transduce(d_input.data(),
+                   static_cast<SymbolOffsetT>(d_input.size()),
+                   output_gpu.device_ptr(),
+                   thrust::make_discard_iterator(),
+                   output_gpu_size.device_ptr(),
+                   start_state,
+                   stream.value());
+
+  // Async copy results from device to host
+  output_gpu.device_to_host_async(stream.view());
+  output_gpu_size.device_to_host_async(stream.view());
+
+  // Make sure results have been copied back to host
+  stream.synchronize();
+
+  // Verify results
+  std::cout << "Expected output: " << output << std::endl << "Computed output: ";
+  for (size_t i = 0; i < output_gpu_size[0]; i++)
+    std::cout << output_gpu[i];
+  std::cout << std::endl;
+  ASSERT_EQ(output_gpu_size[0], output.size());
+  CUDF_TEST_EXPECT_VECTOR_EQUAL(output_gpu, output, output.size());
+}
+
+TEST_F(FstTest, GroundTruth_QuoteNormalization1)
+{
+  std::string input  = R"({"A":'TEST"'})";
+  std::string output = R"({"A":"TEST\""})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization2)
+{
+  std::string input  = R"({'A':"TEST'"} ['OTHER STUFF'])";
+  std::string output = R"({"A":"TEST'"} ["OTHER STUFF"])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization3)
+{
+  std::string input  = R"(['{"A": "B"}',"{'A': 'B'}"])";
+  std::string output = R"(["{\"A\": \"B\"}","{'A': 'B'}"])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization4)
+{
+  std::string input = R"({"ain't ain't a word and you ain't supposed to say it":'"""""""""""'})";
+  std::string output =
+    R"({"ain't ain't a word and you ain't supposed to say it":"\"\"\"\"\"\"\"\"\"\"\""})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization5)
+{
+  std::string input  = R"({"\"'\"'\"'\"'":'"\'"\'"\'"\'"'})";
+  std::string output = R"({"\"'\"'\"'\"'":"\"'\"'\"'\"'\""})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization6)
+{
+  std::string input  = R"([{"ABC':'CBA":'XYZ":"ZXY'}])";
+  std::string output = R"([{"ABC':'CBA":"XYZ\":\"ZXY"}])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization7)
+{
+  std::string input  = R"(["\t","\\t","\\","\\\'\"\\\\","\n","\b"])";
+  std::string output = R"(["\t","\\t","\\","\\\'\"\\\\","\n","\b"])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization8)
+{
+  std::string input  = R"(['\t','\\t','\\','\\\"\'\\\\','\n','\b','\u0012'])";
+  std::string output = R"(["\t","\\t","\\","\\\"'\\\\","\n","\b","\u0012"])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid1)
+{
+  std::string input  = R"(["THIS IS A TEST'])";
+  std::string output = R"(["THIS IS A TEST'])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid2)
+{
+  std::string input  = R"(['THIS IS A TEST"])";
+  std::string output = R"(["THIS IS A TEST\"])";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid3)
+{
+  std::string input  = R"({"MORE TEST'N":'RESUL})";
+  std::string output = R"({"MORE TEST'N":"RESUL})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid4)
+{
+  std::string input  = R"({"NUMBER":100'0,'STRING':'SOMETHING'})";
+  std::string output = R"({"NUMBER":100"0,"STRING":"SOMETHING"})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid5)
+{
+  std::string input  = R"({'NUMBER':100"0,"STRING":"SOMETHING"})";
+  std::string output = R"({"NUMBER":100"0,"STRING":"SOMETHING"})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid6)
+{
+  std::string input  = R"({'a':'\\''})";
+  std::string output = R"({"a":"\\""})";
+  run_test(input, output);
+}
+TEST_F(FstTest, GroundTruth_QuoteNormalization_Invalid7)
+{
+  std::string input  = R"(}'a': 'b'{)";
+  std::string output = R"(}"a": "b"{)";
+  run_test(input, output);
+}
+
+CUDF_TEST_PROGRAM_MAIN()