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295 changes: 94 additions & 201 deletions src/algorithm/bruteforce/bruteforce.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -20,20 +20,24 @@
#include <exception>
#include <mutex>
#include <new>
#include <nlohmann/json.hpp>
#include <optional>
#include <tuple>

#include "attr/argparse.h"
#include "attr/executor/executor.h"
#include "datacell/attribute_inverted_interface.h"
#include "datacell/flatten_datacell.h"
#include "datacell/flatten_datacell_parameter.h"
#include "datacell/flatten_interface.h"
#include "datacell/multi_vector_datacell_parameter.h"
#include "fmt/chrono.h"
#include "impl/heap/standard_heap.h"
#include "impl/reasoning/search_reasoning.h"
#include "index_common_param.h"
#include "index_feature_list.h"
#include "inner_string_params.h"
#include "io/common/io_parameter.h"
#include "storage/serialization.h"
#include "storage/serialization_tags.h"
#include "storage/tlv_section.h"
Expand Down Expand Up @@ -1139,78 +1143,44 @@ BruteForce::InitFeatures() {
this->index_feature_list_->SetFeature(IndexFeature::SUPPORT_UPDATE_VECTOR_CONCURRENT);
}

static const std::string BRUTE_FORCE_PARAMS_TEMPLATE =
R"(
{
"{TYPE_KEY}": "{INDEX_BRUTE_FORCE}",
"{USE_REORDER_KEY}": false,
"{RESIZE_INCREASE_COUNT_BIT}": {DEFAULT_RESIZE_INCREASE_COUNT_BIT},
"{BASE_CODES_KEY}": {
"{IO_PARAMS_KEY}": {
"{TYPE_KEY}": "{IO_TYPE_VALUE_BLOCK_MEMORY_IO}",
"{IO_FILE_PATH_KEY}": "{DEFAULT_FILE_PATH_VALUE}"
},
"{CODES_TYPE_KEY}": "flatten",
"{QUANTIZATION_PARAMS_KEY}": {
"{TYPE_KEY}": "{QUANTIZATION_TYPE_VALUE_FP32}",
"{SQ4_UNIFORM_QUANTIZATION_TRUNC_RATE_KEY}": 0.05,
"{PCA_DIM_KEY}": 0,
"{RABITQ_QUANTIZATION_BITS_PER_DIM_QUERY_KEY}": 32,
"{TQ_CHAIN_KEY}": "",
"nbits": 8,
"{PRODUCT_QUANTIZATION_DIM_KEY}": 1,
"{HOLD_MOLDS}": false
}
},
"{PRECISE_CODES_KEY}": {
"{IO_PARAMS_KEY}": {
"{TYPE_KEY}": "{IO_TYPE_VALUE_BLOCK_MEMORY_IO}",
"{IO_FILE_PATH_KEY}": "{DEFAULT_FILE_PATH_VALUE}"
},
"{CODES_TYPE_KEY}": "flatten",
"{QUANTIZATION_PARAMS_KEY}": {
"{TYPE_KEY}": "{QUANTIZATION_TYPE_VALUE_FP32}",
"{SQ4_UNIFORM_QUANTIZATION_TRUNC_RATE_KEY}": 0.05,
"{PCA_DIM_KEY}": 0,
"{PRODUCT_QUANTIZATION_DIM_KEY}": 1,
"{HOLD_MOLDS}": false
}
},
"{BUILD_THREAD_COUNT_KEY}": 1,
"{EXTRA_INFO_KEY}": {
"{IO_PARAMS_KEY}": {
"{TYPE_KEY}": "{IO_TYPE_VALUE_BLOCK_MEMORY_IO}",
"{IO_FILE_PATH_KEY}": "{DEFAULT_FILE_PATH_VALUE}"
}
},
"{USE_ATTRIBUTE_FILTER_KEY}": false,
"{ATTR_PARAMS_KEY}": {
"{ATTR_HAS_BUCKETS_KEY}": true
}
})";

static const std::string WARP_PARAMS_TEMPLATE =
R"(
{
"{TYPE_KEY}": "{INDEX_BRUTE_FORCE}",
"{USE_REORDER_KEY}": false,
"{RESIZE_INCREASE_COUNT_BIT}": {DEFAULT_RESIZE_INCREASE_COUNT_BIT},
"{BASE_CODES_KEY}": {
"{IO_PARAMS_KEY}": {
"{TYPE_KEY}": "{IO_TYPE_VALUE_BLOCK_MEMORY_IO}",
"{IO_FILE_PATH_KEY}": "{DEFAULT_FILE_PATH_VALUE}"
},
"{CODES_TYPE_KEY}": "multi_vector",
"{QUANTIZATION_PARAMS_KEY}": {
"{TYPE_KEY}": "{QUANTIZATION_TYPE_VALUE_FP32}"
}
},
"{BUILD_THREAD_COUNT_KEY}": 1,
"{USE_ATTRIBUTE_FILTER_KEY}": false,
"{ATTR_PARAMS_KEY}": {
"{ATTR_HAS_BUCKETS_KEY}": true
}
})";
JsonType
build_default_brute_force_param(const JsonType& external_param, bool warp) {
const auto base_io_type = external_param.Contains(BRUTE_FORCE_BASE_IO_TYPE)
? external_param[BRUTE_FORCE_BASE_IO_TYPE].GetString()
: IO_TYPE_VALUE_BLOCK_MEMORY_IO;
JsonType json;
json[TYPE_KEY].SetString(INDEX_BRUTE_FORCE);
json[USE_REORDER_KEY].SetBool(false);
json[RESIZE_INCREASE_COUNT_BIT].SetUint64(DEFAULT_RESIZE_INCREASE_COUNT_BIT);
if (warp) {
json[BASE_CODES_KEY].SetJson(
MultiVectorDataCellParameter::CreateDefault(base_io_type)->ToJson());
} else {
const auto base_quantization_type =
external_param.Contains(BRUTE_FORCE_BASE_QUANTIZATION_TYPE)
? external_param[BRUTE_FORCE_BASE_QUANTIZATION_TYPE].GetString()
: QUANTIZATION_TYPE_VALUE_FP32;
const auto precise_quantization_type =
external_param.Contains(BRUTE_FORCE_PRECISE_QUANTIZATION_TYPE)
? external_param[BRUTE_FORCE_PRECISE_QUANTIZATION_TYPE].GetString()
: QUANTIZATION_TYPE_VALUE_FP32;
const auto precise_io_type = external_param.Contains(BRUTE_FORCE_PRECISE_IO_TYPE)
? external_param[BRUTE_FORCE_PRECISE_IO_TYPE].GetString()
: IO_TYPE_VALUE_BLOCK_MEMORY_IO;
json[BASE_CODES_KEY].SetJson(
FlattenDataCellParameter::CreateDefault(base_quantization_type, base_io_type)
->ToJson());
json[PRECISE_CODES_KEY].SetJson(
FlattenDataCellParameter::CreateDefault(precise_quantization_type, precise_io_type)
->ToJson());
json[EXTRA_INFO_KEY][IO_PARAMS_KEY].SetJson(
IOParameter::CreateDefault(IO_TYPE_VALUE_BLOCK_MEMORY_IO)->ToJson());
}
json[BUILD_THREAD_COUNT_KEY].SetInt(1);
json[USE_ATTRIBUTE_FILTER_KEY].SetBool(false);
json[ATTR_PARAMS_KEY][ATTR_HAS_BUCKETS_KEY].SetBool(true);
return json;
}

ParamPtr
BruteForce::CheckAndMappingExternalParam(const JsonType& external_param,
Expand All @@ -1223,151 +1193,74 @@ BruteForce::CheckAndMappingExternalParam(const JsonType& external_param,
JsonType warp_external_param = external_param;
warp_external_param.Erase(WARP_MODE_MARKER);

const ConstParamMap external_mapping = {
{
RESIZE_INCREASE_COUNT_BIT,
{
RESIZE_INCREASE_COUNT_BIT,
},
},
{
BRUTE_FORCE_BASE_QUANTIZATION_TYPE,
{
BASE_CODES_KEY,
QUANTIZATION_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_BASE_IO_TYPE,
{
BASE_CODES_KEY,
IO_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_BASE_FILE_PATH,
{
BASE_CODES_KEY,
IO_PARAMS_KEY,
IO_FILE_PATH_KEY,
},
},
};

if (common_param.data_type_ == DataTypes::DATA_TYPE_INT8) {
throw VsagException(ErrorType::INVALID_ARGUMENT,
fmt::format("WARP not support {} datatype", DATATYPE_INT8));
}

std::string str = format_map(WARP_PARAMS_TEMPLATE, DEFAULT_MAP);
auto inner_json = JsonType::Parse(str);
mapping_external_param_to_inner(warp_external_param, external_mapping, inner_json);
auto inner_json = build_default_brute_force_param(warp_external_param, true);
for (const auto& [key, value] : warp_external_param.GetInnerJson()->items()) {
(void)value;
auto field = warp_external_param[key];
if (key == RESIZE_INCREASE_COUNT_BIT) {
inner_json[RESIZE_INCREASE_COUNT_BIT].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_QUANTIZATION_TYPE) {
inner_json[BASE_CODES_KEY][QUANTIZATION_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_IO_TYPE) {
inner_json[BASE_CODES_KEY][IO_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_FILE_PATH) {
inner_json[BASE_CODES_KEY][IO_PARAMS_KEY][IO_FILE_PATH_KEY].SetJson(field);
} else {
throw VsagException(ErrorType::INVALID_ARGUMENT,
fmt::format("invalid config param: {}", key));
}
}

auto brute_force_parameter = std::make_shared<BruteForceParameter>();
brute_force_parameter->FromJson(inner_json);
return brute_force_parameter;
}

const ConstParamMap external_mapping = {
{
RESIZE_INCREASE_COUNT_BIT,
{
RESIZE_INCREASE_COUNT_BIT,
},
},
{
BRUTE_FORCE_BASE_QUANTIZATION_TYPE,
{
BASE_CODES_KEY,
QUANTIZATION_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_BASE_IO_TYPE,
{
BASE_CODES_KEY,
IO_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_BASE_PQ_DIM,
{
BASE_CODES_KEY,
QUANTIZATION_PARAMS_KEY,
PRODUCT_QUANTIZATION_DIM_KEY,
},
},
{
BRUTE_FORCE_BASE_FILE_PATH,
{
BASE_CODES_KEY,
IO_PARAMS_KEY,
IO_FILE_PATH_KEY,
},
},
{
BRUTE_FORCE_PRECISE_QUANTIZATION_TYPE,
{
PRECISE_CODES_KEY,
QUANTIZATION_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_PRECISE_IO_TYPE,
{
PRECISE_CODES_KEY,
IO_PARAMS_KEY,
TYPE_KEY,
},
},
{
BRUTE_FORCE_PRECISE_FILE_PATH,
{
PRECISE_CODES_KEY,
IO_PARAMS_KEY,
IO_FILE_PATH_KEY,
},
},
{
BRUTE_FORCE_THREAD_COUNT,
{
BUILD_THREAD_COUNT_KEY,
},
},
{
STORE_RAW_VECTOR,
{
QUANTIZATION_PARAMS_KEY,
HOLD_MOLDS,
},
},
{
USE_ATTRIBUTE_FILTER,
{
USE_ATTRIBUTE_FILTER_KEY,
},
},
{
BRUTE_FORCE_USE_RESIDUAL,
{
USE_REORDER_KEY,
},
},
};

if (common_param.data_type_ == DataTypes::DATA_TYPE_INT8) {
throw VsagException(ErrorType::INVALID_ARGUMENT,
fmt::format("BruteForce not support {} datatype", DATATYPE_INT8));
}

std::string str = format_map(BRUTE_FORCE_PARAMS_TEMPLATE, DEFAULT_MAP);
auto inner_json = JsonType::Parse(str);
mapping_external_param_to_inner(external_param, external_mapping, inner_json);
auto inner_json = build_default_brute_force_param(external_param, false);
for (const auto& [key, value] : external_param.GetInnerJson()->items()) {
(void)value;
auto field = external_param[key];
if (key == RESIZE_INCREASE_COUNT_BIT) {
inner_json[RESIZE_INCREASE_COUNT_BIT].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_QUANTIZATION_TYPE) {
inner_json[BASE_CODES_KEY][QUANTIZATION_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_IO_TYPE) {
inner_json[BASE_CODES_KEY][IO_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_BASE_PQ_DIM) {
inner_json[BASE_CODES_KEY][QUANTIZATION_PARAMS_KEY][PRODUCT_QUANTIZATION_DIM_KEY]
.SetJson(field);
} else if (key == BRUTE_FORCE_BASE_FILE_PATH) {
inner_json[BASE_CODES_KEY][IO_PARAMS_KEY][IO_FILE_PATH_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_PRECISE_QUANTIZATION_TYPE) {
inner_json[PRECISE_CODES_KEY][QUANTIZATION_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_PRECISE_IO_TYPE) {
inner_json[PRECISE_CODES_KEY][IO_PARAMS_KEY][TYPE_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_PRECISE_FILE_PATH) {
inner_json[PRECISE_CODES_KEY][IO_PARAMS_KEY][IO_FILE_PATH_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_THREAD_COUNT) {
inner_json[BUILD_THREAD_COUNT_KEY].SetJson(field);
} else if (key == STORE_RAW_VECTOR) {
inner_json[BASE_CODES_KEY][QUANTIZATION_PARAMS_KEY][HOLD_MOLDS].SetJson(field);
inner_json[PRECISE_CODES_KEY][QUANTIZATION_PARAMS_KEY][HOLD_MOLDS].SetJson(field);
} else if (key == USE_ATTRIBUTE_FILTER) {
inner_json[USE_ATTRIBUTE_FILTER_KEY].SetJson(field);
} else if (key == BRUTE_FORCE_USE_RESIDUAL) {
inner_json[USE_REORDER_KEY].SetJson(field);
} else {
throw VsagException(ErrorType::INVALID_ARGUMENT,
fmt::format("invalid config param: {}", key));
}
}

auto brute_force_parameter = std::make_shared<BruteForceParameter>();
brute_force_parameter->FromJson(inner_json);
Expand Down
19 changes: 18 additions & 1 deletion src/algorithm/bruteforce/bruteforce_parameter_test.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -21,7 +21,7 @@

TEST_CASE("BruteForce Parameters CheckCompatibility",
"[ut][BruteForceParameter][CheckCompatibility]") {
auto param_str = R"({
const auto* param_str = R"({
"base_codes": {
"codes_type": "flatten_codes",
"io_params": {
Expand Down Expand Up @@ -70,3 +70,20 @@ TEST_CASE("BruteForce maps resize increase count bit", "[ut][BruteForceParameter
REQUIRE_THROWS(vsag::BruteForce::CheckAndMappingExternalParam(
vsag::JsonType::Parse(R"({"resize_increase_count_bit": -1})"), common_param));
}

TEST_CASE("BruteForce maps store raw vector to flatten quantizers", "[ut][BruteForceParameter]") {
vsag::IndexCommonParam common_param;
common_param.dim_ = 128;
common_param.data_type_ = vsag::DataTypes::DATA_TYPE_FLOAT;

auto parameter = std::dynamic_pointer_cast<vsag::BruteForceParameter>(
vsag::BruteForce::CheckAndMappingExternalParam(
vsag::JsonType::Parse(R"({"store_raw_vector": true, "use_residual": true})"),
common_param));
REQUIRE(parameter != nullptr);
const auto json = parameter->ToJson();
REQUIRE(json[vsag::BASE_CODES_KEY][vsag::QUANTIZATION_PARAMS_KEY][vsag::HOLD_MOLDS].GetBool());
REQUIRE(
json[vsag::PRECISE_CODES_KEY][vsag::QUANTIZATION_PARAMS_KEY][vsag::HOLD_MOLDS].GetBool());
REQUIRE_FALSE(json.Contains(vsag::QUANTIZATION_PARAMS_KEY));
}
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