From 2abe83413df4a9d693c736de61bab9f6ac0ee8be Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Thu, 22 Jan 2026 12:02:16 -0300
Subject: [PATCH 01/19] WIP

---
 src/assets/libpqxx-7.10.5.tar.gz    | Bin 0 -> 787933 bytes
 src/db_adapter/BUILD                |  20 +++++++++++
 src/db_adapter/DataMapper.cc        |   0
 src/db_adapter/DataMapper.h         |   0
 src/db_adapter/DataTypes.cc         |   1 +
 src/db_adapter/DataTypes.h          |  52 ++++++++++++++++++++++++++++
 src/db_adapter/README.md            |   0
 src/db_adapter/input/postgres/BUILD |   0
 src/docker/Dockerfile               |  12 ++++++-
 9 files changed, 84 insertions(+), 1 deletion(-)
 create mode 100644 src/assets/libpqxx-7.10.5.tar.gz
 create mode 100644 src/db_adapter/BUILD
 create mode 100644 src/db_adapter/DataMapper.cc
 create mode 100644 src/db_adapter/DataMapper.h
 create mode 100644 src/db_adapter/DataTypes.cc
 create mode 100644 src/db_adapter/DataTypes.h
 create mode 100644 src/db_adapter/README.md
 create mode 100644 src/db_adapter/input/postgres/BUILD

diff --git a/src/assets/libpqxx-7.10.5.tar.gz b/src/assets/libpqxx-7.10.5.tar.gz
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/src/db_adapter/BUILD b/src/db_adapter/BUILD
new file mode 100644
index 000000000..5e8a98fe9
--- /dev/null
+++ b/src/db_adapter/BUILD
@@ -0,0 +1,20 @@
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
+package(default_visibility = ["//visibility:public"])
+
+cc_library(
+    name = "db_adapter_lib",
+    includes = ["."],
+    deps = [
+        ":postgres",
+    ],
+)
+
+cc_library(
+    name = "postgres",
+    hdrs = ["Postgres.h"],
+    includes = ["."],
+    deps = [
+        ":atomdb_api_types",
+    ],
+)
\ No newline at end of file
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/db_adapter/DataTypes.cc b/src/db_adapter/DataTypes.cc
new file mode 100644
index 000000000..93bfc5396
--- /dev/null
+++ b/src/db_adapter/DataTypes.cc
@@ -0,0 +1 @@
+#include "DataTypes.h"
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
new file mode 100644
index 000000000..05eea707b
--- /dev/null
+++ b/src/db_adapter/DataTypes.h
@@ -0,0 +1,52 @@
+#pragma once
+
+#include <string>
+#include <vector>
+#include <variant>
+#include <unordered_map>
+
+using namespace std;
+
+struct MappedData;
+struct SQLSourceData;
+struct NoSQLSourceData;
+struct Table;
+
+namespace db_adapter {
+
+namespace db_adapter_types {
+
+/**
+ * Representing the mapped data after processing.
+ */
+struct MappedData {
+    vector<variant<int, double, string>> mapped_atoms;
+};
+
+/**
+ * Representing SQL-based source data. 
+ */
+struct SQLSourceData {
+    string table_name;
+    unordered_map<string, variant<int, double, string>> row_data;
+};
+
+/**
+ * Representing NoSQL source data (empty structure).
+ */
+struct NoSQLSourceData {};
+
+// TypeAlias equivalente:  SourceData could be SQL or NoSQL
+using SourceData = variant<SQLSourceData, NoSQLSourceData>;
+
+struct Table {
+    std::string name;
+    int row_count = 0;
+    std::vector<std::string> column_names;
+    std::string primary_key;
+    std::vector<std::string> foreign_keys;
+};
+
+} // namespace db_adapter_types
+
+} // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/README.md b/src/db_adapter/README.md
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/db_adapter/input/postgres/BUILD b/src/db_adapter/input/postgres/BUILD
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/docker/Dockerfile b/src/docker/Dockerfile
index 5dce7dde0..37426c33b 100644
--- a/src/docker/Dockerfile
+++ b/src/docker/Dockerfile
@@ -20,7 +20,7 @@ RUN mkdir -p \
 
 RUN yes | apt update -y \
     && yes | apt install -y git build-essential curl protobuf-compiler python3 python3-pip cmake unzip uuid-runtime lcov bc \
-    libevent-dev libssl-dev pkg-config libncurses5 \
+    libevent-dev libssl-dev pkg-config libncurses5 libpq-dev \
     && yes | apt clean -y \
     && rm -rf /var/lib/apt/lists/*
 
@@ -62,6 +62,16 @@ RUN cd /tmp \
     && ln -s /usr/local/include/mongocxx/v_noabi/mongocxx/* /usr/local/include/mongocxx/ \
     && ldconfig
 
+# Postgres client (libpqxx)
+COPY src/assets/libpqxx-7.10.5.tar.gz /tmp
+RUN cd /tmp \
+    && tar xzvf libpqxx-7.10.5.tar.gz \
+    && cd /tmp/libpqxx-7.10.5 \
+    && cmake -S . -B build -DCMAKE_BUILD_TYPE=RelWithDebInfo \
+    && cmake --build build -j \
+    && cmake --install build \
+    && ldconfig
+
 # cpp-httplib
 RUN cd /tmp \
     && unzip -q cpp-httplib-master.zip \

From 5b5bbbf064284bdb1230e01caa45e9803799a502 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Thu, 22 Jan 2026 20:48:56 -0300
Subject: [PATCH 02/19] WIP - Add a simple test

---
 src/db_adapter/BUILD                          | 11 +--
 .../{input/postgres/BUILD => DBWrapper.h}     |  0
 src/db_adapter/DataTypes.h                    | 10 +--
 src/db_adapter/postgres/BUILD                 | 21 ++++++
 src/db_adapter/postgres/PostgresWrapper.cc    | 38 ++++++++++
 src/db_adapter/postgres/PostgresWrapper.h     | 57 +++++++++++++++
 src/tests/cpp/BUILD                           | 24 +++++++
 src/tests/cpp/db_adapter_test.cc              | 70 +++++++++++++++++++
 8 files changed, 216 insertions(+), 15 deletions(-)
 rename src/db_adapter/{input/postgres/BUILD => DBWrapper.h} (100%)
 create mode 100644 src/db_adapter/postgres/BUILD
 create mode 100644 src/db_adapter/postgres/PostgresWrapper.cc
 create mode 100644 src/db_adapter/postgres/PostgresWrapper.h
 create mode 100644 src/tests/cpp/db_adapter_test.cc

diff --git a/src/db_adapter/BUILD b/src/db_adapter/BUILD
index 5e8a98fe9..57abf861d 100644
--- a/src/db_adapter/BUILD
+++ b/src/db_adapter/BUILD
@@ -6,15 +6,6 @@ cc_library(
     name = "db_adapter_lib",
     includes = ["."],
     deps = [
-        ":postgres",
+        "//db_adapter/postgres:postgres_lib",
     ],
 )
-
-cc_library(
-    name = "postgres",
-    hdrs = ["Postgres.h"],
-    includes = ["."],
-    deps = [
-        ":atomdb_api_types",
-    ],
-)
\ No newline at end of file
diff --git a/src/db_adapter/input/postgres/BUILD b/src/db_adapter/DBWrapper.h
similarity index 100%
rename from src/db_adapter/input/postgres/BUILD
rename to src/db_adapter/DBWrapper.h
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index 05eea707b..8b0eb0600 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -1,9 +1,9 @@
 #pragma once
 
 #include <string>
-#include <vector>
-#include <variant>
 #include <unordered_map>
+#include <variant>
+#include <vector>
 
 using namespace std;
 
@@ -24,7 +24,7 @@ struct MappedData {
 };
 
 /**
- * Representing SQL-based source data. 
+ * Representing SQL-based source data.
  */
 struct SQLSourceData {
     string table_name;
@@ -47,6 +47,6 @@ struct Table {
     std::vector<std::string> foreign_keys;
 };
 
-} // namespace db_adapter_types
+}  // namespace db_adapter_types
 
-} // namespace db_adapter
\ No newline at end of file
+}  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/postgres/BUILD b/src/db_adapter/postgres/BUILD
new file mode 100644
index 000000000..5e824c2d6
--- /dev/null
+++ b/src/db_adapter/postgres/BUILD
@@ -0,0 +1,21 @@
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
+package(default_visibility = ["//visibility:public"])
+
+cc_library(
+    name = "postgres_lib",
+    includes = ["."],
+    deps = [
+        ":postgres_wrapper",
+    ],
+)
+
+cc_library(
+    name = "postgres_wrapper",
+    srcs = ["PostgresWrapper.cc"],
+    hdrs = ["PostgresWrapper.h"],
+    includes = ["."],
+    deps = [
+        "//commons:commons_lib",
+    ],
+)
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
new file mode 100644
index 000000000..2fc6e3ff3
--- /dev/null
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -0,0 +1,38 @@
+#include "PostgresWrapper.h"
+
+#include <memory>
+#include <pqxx/pqxx>
+#include <stdexcept>
+#include <string>
+
+using namespace std;
+
+PostgresWrapper::PostgresWrapper(
+    const string& host, int port, const string& database, const string& user, const string& password)
+    : host_(host), port_(port), database_(database), user_(user), password_(password) {}
+
+PostgresWrapper::~PostgresWrapper() {}
+
+unique_ptr<pqxx::connection> PostgresWrapper::connect() {
+    try {
+        string connection_string = build_connection_string();
+        return make_unique<pqxx::connection>(connection_string);
+    } catch (const pqxx::sql_error& e) {
+        throw runtime_error("Could not connect to database: " + string(e.what()));
+    } catch (const exception& e) {
+        throw runtime_error("Could not connect to database: " + string(e.what()));
+    }
+}
+
+string PostgresWrapper::build_connection_string() const {
+    string conn_str = "host=" + host_ + " port=" + to_string(port_) + " dbname=" + database_;
+
+    if (!user_.empty()) {
+        conn_str += " user=" + user_;
+    }
+    if (!password_.empty()) {
+        conn_str += " password=" + password_;
+    }
+
+    return conn_str;
+}
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
new file mode 100644
index 000000000..53f40289b
--- /dev/null
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -0,0 +1,57 @@
+#pragma once
+#include <memory>
+#include <pqxx/pqxx>
+#include <string>
+
+using namespace std;
+
+/**
+ * @class PostgresWrapper
+ * @brief A class that provides a high-level interface to interact with a PostgreSQL database.
+ *
+ * The PostgresWrapper is responsible for managing the connection to a PostgreSQL database,
+ * building and executing SQL queries. It encapsulates the connection parameters and provides
+ * a simple interface for database operations.
+ */
+class PostgresWrapper {
+   public:
+    /**
+     * @brief Constructs a PostgresWrapper with the specified connection parameters.
+     *
+     * @param host The hostname or IP address of the PostgreSQL server.
+     * @param port The port number of the PostgreSQL server.
+     * @param database The name of the database to connect to (default: "postgres").
+     * @param user The username for authentication.
+     * @param password The password for authentication.
+     */
+    PostgresWrapper(const string& host,
+                    int port,
+                    const string& database = "postgres",
+                    const string& user = "postgres",
+                    const string& password = "postgres");
+    ~PostgresWrapper();
+
+    /**
+     * @brief Establishes a connection to the PostgreSQL database.
+     *
+     * @return A unique pointer to a pqxx::connection object.
+     * @throws runtime_error if the connection fails.
+     */
+    unique_ptr<pqxx::connection> connect();
+
+    void execute_query(const string& query);
+
+   private:
+    string host_;
+    int port_;
+    string database_;
+    string user_;
+    string password_;
+
+    /**
+     * @brief Builds the connection string from the stored parameters.
+     *
+     * @return A PostgreSQL connection string.
+     */
+    string build_connection_string() const;
+};
diff --git a/src/tests/cpp/BUILD b/src/tests/cpp/BUILD
index e59e3e951..875058761 100644
--- a/src/tests/cpp/BUILD
+++ b/src/tests/cpp/BUILD
@@ -768,3 +768,27 @@ cc_test(
         "@com_github_google_googletest//:gtest_main",
     ],
 )
+
+cc_test(
+    name = "db_adapter_test",
+    size = "small",
+    srcs = [
+        "db_adapter_test.cc",
+    ],
+    copts = [
+        "-Iexternal/gtest/googletest/include",
+        "-Iexternal/gtest/googletest",
+    ],
+    linkopts = [
+        "-L/usr/local/lib",
+        "-lpqxx",
+        "-lpq",
+    ],
+    linkstatic = 1,
+    deps = [
+        "//db_adapter:db_adapter_lib",
+        "//tests/cpp/test_commons",
+        "@com_github_google_googletest//:gtest_main",
+        "@mbedtls",
+    ],
+)
diff --git a/src/tests/cpp/db_adapter_test.cc b/src/tests/cpp/db_adapter_test.cc
new file mode 100644
index 000000000..e0da0e90a
--- /dev/null
+++ b/src/tests/cpp/db_adapter_test.cc
@@ -0,0 +1,70 @@
+#include <gtest/gtest.h>
+
+#include <atomic>
+#include <iostream>
+#include <memory>
+#include <thread>
+#include <vector>
+
+#include "PostgresWrapper.h"
+#include "TestConfig.h"
+
+using namespace std;
+
+class PostgresTestEnvironment : public ::testing::Environment {
+   public:
+    void SetUp() override { TestConfig::load_environment(); }
+
+    void TearDown() override {}
+};
+
+class PostgresTest : public ::testing::Test {
+   protected:
+    void SetUp() override {
+        host = "chado.flybase.org";
+        port = 5432;
+        database = "flybase";
+        user = "flybase";
+        // password = "password"; // No password needed for this public database
+    }
+
+    void TearDown() override {}
+
+    string host;
+    int port;
+    string database;
+    string user;
+    string password;
+};
+
+TEST_F(PostgresTest, ConnectSuccess) {
+    PostgresWrapper wrapper(host, port, database, user, password);
+
+    auto conn = wrapper.connect();
+
+    ASSERT_NE(conn, nullptr);
+    EXPECT_TRUE(conn->is_open());
+}
+
+TEST_F(PostgresTest, SimpleQuery) {
+    PostgresWrapper wrapper(host, port, database, user, password);
+
+    auto conn = wrapper.connect();
+    ASSERT_NE(conn, nullptr);
+    ASSERT_TRUE(conn->is_open());
+
+    // Default transaction (write-read)
+    pqxx::work transaction(*conn);
+    string query = "select * from feature f where f.feature_id = 3164551;";
+    pqxx::result result = transaction.exec(query);
+    transaction.commit();
+
+    EXPECT_EQ(result.size(), 1);
+    EXPECT_EQ(result[0]["uniquename"].as<string>(), "FBgn0020238");
+}
+
+int main(int argc, char** argv) {
+    ::testing::InitGoogleTest(&argc, argv);
+    ::testing::AddGlobalTestEnvironment(new PostgresTestEnvironment);
+    return RUN_ALL_TESTS();
+}
\ No newline at end of file

From e6f4e2ba2b7c21e3fcadbbca10af9b57764f0aff Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Mon, 26 Jan 2026 09:14:35 -0300
Subject: [PATCH 03/19] WIP

---
 src/db_adapter/DataMapper.cc | 175 +++++++++++++++++++++++++++++++++++
 src/db_adapter/DataMapper.h  |  31 +++++++
 src/db_adapter/DataTypes.h   |  62 +++++++++----
 3 files changed, 248 insertions(+), 20 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index e69de29bb..3733b7feb 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -0,0 +1,175 @@
+#include "DataMapper.h"
+#include "DataTypes.h"
+
+using namespace db_adapter;
+using namespace commons;
+
+db_adapter::SQL2MettaMapper::SQL2MettaMapper() {
+    this->metta_expressions = vector<string>();
+}
+
+db_adapter::SQL2MettaMapper::~SQL2MettaMapper() {}
+
+const db_adapter_types::OutputList SQL2MettaMapper::map(db_adapter_types::DbInput& data) {
+    vector<tuple<string, string, string>> all_foreing_keys;
+    db_adapter_types::SqlRow sql_row = get<db_adapter_types::SqlRow>(data);
+    string table_name = sql_row.table_name;
+
+    string primary_key_value = sql_row.primary_key ? sql_row.primary_key->value : "";
+
+    this->process_primary_key(table_name, primary_key_value);
+
+    for (auto field : sql_row.fields) {
+        // pulic.feature.type_id|public.cvterm
+        string column_name = table_name + "." + field.name;
+        if (this->is_foreign_key(column_name)) {
+            this->process_foreign_key_column(table_name, column_name, field.value, primary_key_value, all_foreing_keys);
+        } else {
+            this->process_regular_column(table_name, column_name, field.value, primary_key_value);
+        };
+
+    }
+
+    // this->process_foreign_keys_combinations(all_foreing_keys);
+
+    return this->metta_expressions;
+}
+
+bool SQL2MettaMapper::is_foreign_key(string& column_name) {
+    size_t pos = column_name.find('|');
+    if (pos == string::npos) { return false; }    
+    return true;
+}
+
+string db_adapter::SQL2MettaMapper::escape_inner_quotes(string& text) {
+    const auto count = std::count(text.begin(), text.end(), '"');
+
+    if (count == 0 || count == 2) {
+        return text;
+    }
+
+    if (count == 1) {
+        text.insert(text.begin(), '"');
+        text.push_back('"');
+    }
+
+    if (text.size() >= 2 && text.front() == '"' && text.back() == '"') {
+        string inner = text.substr(1, text.size() - 2);
+
+        string escaped;
+        escaped.reserve(inner.size());
+        for (char c : inner) {
+            if (c == '"') {
+                escaped.push_back('\\');
+            }
+            escaped.push_back(c);
+        }
+
+        return "\"" + escaped + "\"";
+    }
+
+    return text;
+}
+
+void SQL2MettaMapper::process_primary_key(string& table_name, string& primary_key_value) {
+    string predicate_link = "(Predicate " + table_name + ")";
+    this->metta_expressions.push_back(predicate_link);
+
+    string value = this->escape_inner_quotes('"' + primary_key_value + '"');
+    string concept_inner_link = "(" + table_name + value + ")";
+    this->metta_expressions.push_back(concept_inner_link);
+
+    string concept_link = "(Concept " + concept_inner_link + ")";
+    this->metta_expressions.push_back(concept_link);
+
+    string evaluation_link = "(Evaluation " + predicate_link + concept_link +  ")";
+    this->metta_expressions.push_back(evaluation_link);
+}
+
+void db_adapter::SQL2MettaMapper::process_foreign_key_column(
+    string& table_name,
+    string& column_name,
+    string& value,
+    string& primary_key_value,
+    vector<tuple<string, string, string>>& all_foreign_keys
+) {
+    size_t separator_pos = column_name.find('|');
+    if (separator_pos == string::npos) {
+        Utils::error("Invalid foreign key format: " + column_name);
+    }
+    string fk_column = column_name.substr(0, separator_pos);
+    string fk_table = column_name.substr(separator_pos + 1);
+    all_foreign_keys.push_back({fk_column, fk_table, value});
+
+    string predicate_inner
+}
+
+// def _process_foreign_key(
+//     self,
+//     table_name: str,
+//     column_name: str,
+//     value: str,
+//     primary_key_value: str,
+// ) -> None:
+//     column_name, foreign_table_name = column_name.split('|')
+//     expr_inner_1 = "({foreign_table_name} {value})"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_1, foreign_table_name=foreign_table_name, value=value
+//         )
+//     )
+//     expr_inner_2 = "(Concept ({foreign_table_name} {value}))"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_2,
+//             foreign_table_name=foreign_table_name,
+//             value=value,
+//         )
+//     )
+//     expr_inner_3 = "({column_name} (Concept ({foreign_table_name} {value})))"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_3,
+//             column_name=column_name,
+//             foreign_table_name=foreign_table_name,
+//             value=value,
+//         )
+//     )
+//     expr_inner_4 = "(Predicate ({column_name} (Concept ({foreign_table_name} {value}))))"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_4,
+//             column_name=column_name,
+//             foreign_table_name=foreign_table_name,
+//             value=value,
+//             table_name=table_name,
+//             primary_key_value=primary_key_value,
+//         )
+//     )
+//     expr_inner_5 = "({table_name} {primary_key_value})"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_5,
+//             table_name=table_name,
+//             primary_key_value=primary_key_value,
+//         )
+//     )
+//     expr_inner_6 = "(Concept ({table_name} {primary_key_value}))"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr_inner_6,
+//             table_name=table_name,
+//             primary_key_value=primary_key_value,
+//         )
+//     )
+//     expr = "(Evaluation (Predicate ({column_name} (Concept ({foreign_table_name} {value})))) (Concept ({table_name} {primary_key_value})))"
+//     self.mapped_expressions.append(
+//         self._process_metta_expression(
+//             expr,
+//             column_name=column_name,
+//             foreign_table_name=foreign_table_name,
+//             value=value,
+//             table_name=table_name,
+//             primary_key_value=primary_key_value,
+//         )
+//     )
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index e69de29bb..a3343cda7 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -0,0 +1,31 @@
+#pragma once
+
+#include <string>
+#include <algorithm>
+#include "DataTypes.h"
+using namespace std;
+
+namespace db_adapter {
+class Mapper{
+   public:
+    virtual ~Mapper() = default;
+    virtual const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) = 0;
+   
+   protected:
+    Mapper() = default;
+};
+
+class SQL2MettaMapper : public Mapper {
+   public:
+    SQL2MettaMapper();
+    ~SQL2MettaMapper() override;
+    const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) override;
+   
+    private:
+    vector<string> metta_expressions;
+    bool SQL2MettaMapper::is_foreign_key(string& column_name);
+    string escape_inner_quotes(string& text);
+    void process_primary_key(string& table_name, string& primary_key_value);
+    void process_foreign_key_column(string& table_name, string& column_name, string& value, string& primary_key_value, vector<tuple<string, string, string>>& all_foreign_keys);
+};
+}  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index 8b0eb0600..b5b52314a 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -2,10 +2,14 @@
 
 #include <string>
 #include <unordered_map>
+#include <optional>
 #include <variant>
 #include <vector>
 
+#include "Atom.h"
+
 using namespace std;
+using namespace atoms;
 
 struct MappedData;
 struct SQLSourceData;
@@ -16,37 +20,55 @@ namespace db_adapter {
 
 namespace db_adapter_types {
 
-/**
- * Representing the mapped data after processing.
- */
-struct MappedData {
-    vector<variant<int, double, string>> mapped_atoms;
+// using DbScalar = variant<nullptr_t, bool, int64_t, double, string>;
+
+struct ColumnValue {
+    string name;
+    string value;
 };
 
-/**
- * Representing SQL-based source data.
- */
-struct SQLSourceData {
+struct SqlRow {
     string table_name;
-    unordered_map<string, variant<int, double, string>> row_data;
+    optional<ColumnValue> primary_key;
+    vector<ColumnValue> fields;
+
+    void add_field(string name, string value) {
+        fields.push_back(ColumnValue{move(name), move(value)});
+    }
+
+    optional<string> get(string name) const {
+        if (primary_key && primary_key->name == name) {
+            return primary_key->value;
+        }
+        for (const auto& field : fields) {
+            if (field.name == name) {
+                return field.value;
+            }
+        }
+        return nullopt;
+    }
+
+    size_t size() const {
+        return (primary_key ? 1 : 0) + fields.size();
+    }
 };
 
-/**
- * Representing NoSQL source data (empty structure).
- */
-struct NoSQLSourceData {};
+struct NoSqlDocument {};
+
+using DbInput = variant<SqlRow, NoSqlDocument>;
 
-// TypeAlias equivalente:  SourceData could be SQL or NoSQL
-using SourceData = variant<SQLSourceData, NoSQLSourceData>;
+using OutputList = variant<vector<string>, vector<Atom*>>;
 
 struct Table {
-    std::string name;
+    string name;
     int row_count = 0;
-    std::vector<std::string> column_names;
-    std::string primary_key;
-    std::vector<std::string> foreign_keys;
+    vector<string> column_names;
+    string primary_key;
+    vector<string> foreign_keys;
 };
 
+enum MAPPER_TYPE { SQL2METTA, SQL2ATOMS };
+
 }  // namespace db_adapter_types
 
 }  // namespace db_adapter
\ No newline at end of file

From e1ef57afe511b2ea6b334d99eff176a800a8a95e Mon Sep 17 00:00:00 2001
From: Marco Capozzoli <55926220+marcocapozzoli@users.noreply.github.com>
Date: Mon, 26 Jan 2026 12:12:45 -0300
Subject: [PATCH 04/19] WIP

---
 src/db_adapter/DataMapper.cc | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 3733b7feb..e9902b6dc 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -101,7 +101,15 @@ void db_adapter::SQL2MettaMapper::process_foreign_key_column(
     string fk_table = column_name.substr(separator_pos + 1);
     all_foreign_keys.push_back({fk_column, fk_table, value});
 
-    string predicate_inner
+    string literal_value = this->escape_inner_quotes('"' + value + '"');
+    string predicate_inner_1_link = "(" + fk_tavle + " " + literal_value + ")";
+    this->metta_expression.push_back(predicate_inner_1_link);
+
+    string predicate_inner_2_link = "(Concept " + predicate_inner_1_link + ")";
+    this->metta_expression.push_back(predicate_inner_2_link);
+
+    string predicate_inner_3_link = "(" + fk_column + " " + predicate_inner_2_link + ")";
+    this->metta_expressions.push_back(predicate_inner_3_link);
 }
 
 // def _process_foreign_key(
@@ -110,7 +118,7 @@ void db_adapter::SQL2MettaMapper::process_foreign_key_column(
 //     column_name: str,
 //     value: str,
 //     primary_key_value: str,
-// ) -> None:
+// ) -> None::
 //     column_name, foreign_table_name = column_name.split('|')
 //     expr_inner_1 = "({foreign_table_name} {value})"
 //     self.mapped_expressions.append(

From a29786dd19eca18e40f81849e7c151b2821d334d Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Tue, 27 Jan 2026 10:05:10 -0300
Subject: [PATCH 05/19] WIP

---
 src/db_adapter/DataMapper.cc | 401 +++++++++++++++++++++++++++--------
 src/db_adapter/DataMapper.h  | 108 ++++++++--
 src/db_adapter/DataTypes.h   |  10 +-
 3 files changed, 407 insertions(+), 112 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index e9902b6dc..0daa5b1cd 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -1,16 +1,21 @@
 #include "DataMapper.h"
+
+#include "Atom.h"
 #include "DataTypes.h"
+#include "Link.h"
+#include "MettaMapping.h"
+#include "Node.h"
 
 using namespace db_adapter;
 using namespace commons;
+using namespace atoms;
 
-db_adapter::SQL2MettaMapper::SQL2MettaMapper() {
-    this->metta_expressions = vector<string>();
-}
+string BaseSQL2Mapper::SYMBOL;
+string BaseSQL2Mapper::EXPRESSION;
 
-db_adapter::SQL2MettaMapper::~SQL2MettaMapper() {}
+// -- BaseSQL2Mapper
 
-const db_adapter_types::OutputList SQL2MettaMapper::map(db_adapter_types::DbInput& data) {
+const db_adapter_types::OutputList BaseSQL2Mapper::map(db_adapter_types::DbInput& data) {
     vector<tuple<string, string, string>> all_foreing_keys;
     db_adapter_types::SqlRow sql_row = get<db_adapter_types::SqlRow>(data);
     string table_name = sql_row.table_name;
@@ -20,28 +25,29 @@ const db_adapter_types::OutputList SQL2MettaMapper::map(db_adapter_types::DbInpu
     this->process_primary_key(table_name, primary_key_value);
 
     for (auto field : sql_row.fields) {
-        // pulic.feature.type_id|public.cvterm
         string column_name = table_name + "." + field.name;
         if (this->is_foreign_key(column_name)) {
-            this->process_foreign_key_column(table_name, column_name, field.value, primary_key_value, all_foreing_keys);
+            this->process_foreign_key_column(
+                table_name, column_name, field.value, primary_key_value, all_foreing_keys);
         } else {
             this->process_regular_column(table_name, column_name, field.value, primary_key_value);
         };
-
     }
 
-    // this->process_foreign_keys_combinations(all_foreing_keys);
+    this->process_foreign_keys_combinations(all_foreing_keys);
 
-    return this->metta_expressions;
+    return this->get_output();
 }
 
-bool SQL2MettaMapper::is_foreign_key(string& column_name) {
+bool BaseSQL2Mapper::is_foreign_key(string& column_name) {
     size_t pos = column_name.find('|');
-    if (pos == string::npos) { return false; }    
+    if (pos == string::npos) {
+        return false;
+    }
     return true;
 }
 
-string db_adapter::SQL2MettaMapper::escape_inner_quotes(string& text) {
+string BaseSQL2Mapper::escape_inner_quotes(string text) {
     const auto count = std::count(text.begin(), text.end(), '"');
 
     if (count == 0 || count == 2) {
@@ -51,6 +57,7 @@ string db_adapter::SQL2MettaMapper::escape_inner_quotes(string& text) {
     if (count == 1) {
         text.insert(text.begin(), '"');
         text.push_back('"');
+        return text;
     }
 
     if (text.size() >= 2 && text.front() == '"' && text.back() == '"') {
@@ -67,32 +74,52 @@ string db_adapter::SQL2MettaMapper::escape_inner_quotes(string& text) {
 
         return "\"" + escaped + "\"";
     }
+}
+
+bool db_adapter::BaseSQL2Mapper::insert_handle_if_missing(const string& handle) {
+    MapperValue* m_value;
+    m_value = (MapperValue*) this->handle_trie.lookup(handle);
+
+    if (m_value != NULL) return false;
+
+    this->handle_trie.insert(handle, this->default_mapper_value);
+    return true;
+}
+
+// -- SQL2MettaMapper
 
-    return text;
+SQL2MettaMapper::SQL2MettaMapper() {
+   this->default_mapper_value = new MapperValue();
+}
+
+SQL2MettaMapper::~SQL2MettaMapper() {}
+
+db_adapter_types::OutputList db_adapter::SQL2MettaMapper::get_output() {
+    return this->metta_expressions;
 }
 
 void SQL2MettaMapper::process_primary_key(string& table_name, string& primary_key_value) {
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+
     string predicate_link = "(Predicate " + table_name + ")";
     this->metta_expressions.push_back(predicate_link);
 
-    string value = this->escape_inner_quotes('"' + primary_key_value + '"');
-    string concept_inner_link = "(" + table_name + value + ")";
+    string concept_inner_link = "(" + table_name + literal_pk + ")";
     this->metta_expressions.push_back(concept_inner_link);
 
     string concept_link = "(Concept " + concept_inner_link + ")";
     this->metta_expressions.push_back(concept_link);
 
-    string evaluation_link = "(Evaluation " + predicate_link + concept_link +  ")";
+    string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
     this->metta_expressions.push_back(evaluation_link);
 }
 
-void db_adapter::SQL2MettaMapper::process_foreign_key_column(
+void SQL2MettaMapper::process_foreign_key_column(
     string& table_name,
     string& column_name,
     string& value,
     string& primary_key_value,
-    vector<tuple<string, string, string>>& all_foreign_keys
-) {
+    vector<tuple<string, string, string>>& all_foreign_keys) {
     size_t separator_pos = column_name.find('|');
     if (separator_pos == string::npos) {
         Utils::error("Invalid foreign key format: " + column_name);
@@ -101,83 +128,271 @@ void db_adapter::SQL2MettaMapper::process_foreign_key_column(
     string fk_table = column_name.substr(separator_pos + 1);
     all_foreign_keys.push_back({fk_column, fk_table, value});
 
-    string literal_value = this->escape_inner_quotes('"' + value + '"');
-    string predicate_inner_1_link = "(" + fk_tavle + " " + literal_value + ")";
-    this->metta_expression.push_back(predicate_inner_1_link);
+    string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+
+    string predicate_inner_1_link = "(" + fk_table + " " + literal_value + ")";
+    this->metta_expressions.push_back(predicate_inner_1_link);
 
     string predicate_inner_2_link = "(Concept " + predicate_inner_1_link + ")";
-    this->metta_expression.push_back(predicate_inner_2_link);
+    this->metta_expressions.push_back(predicate_inner_2_link);
 
     string predicate_inner_3_link = "(" + fk_column + " " + predicate_inner_2_link + ")";
     this->metta_expressions.push_back(predicate_inner_3_link);
+
+    string predicate_link = "(Predicate " + predicate_inner_3_link + ")";
+    this->metta_expressions.push_back(predicate_link);
+
+    string concept_inner_link = "(" + table_name + " " + literal_pk + ")";
+    this->metta_expressions.push_back(concept_inner_link);
+
+    string concept_link = "(Concept " + concept_inner_link + ")";
+    this->metta_expressions.push_back(concept_link);
+
+    string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
+    this->metta_expressions.push_back(evaluation_link);
+}
+
+void SQL2MettaMapper::process_regular_column(string& table_name,
+                                             string& column_name,
+                                             string& value,
+                                             string& primary_key_value) {
+    string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+
+    string predicate_inner_link = "(" + table_name + " " + column_name + " " + literal_value + ")";
+    this->metta_expressions.push_back(predicate_inner_link);
+
+    string predicate_link = "(Predicate " + predicate_inner_link + ")";
+    this->metta_expressions.push_back(predicate_link);
+
+    string concept_inner_link = "(" + table_name + " " + literal_pk + ")";
+    this->metta_expressions.push_back(concept_inner_link);
+
+    string concept_link = "(Concept " + concept_inner_link + ")";
+    this->metta_expressions.push_back(concept_link);
+
+    string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
+    this->metta_expressions.push_back(evaluation_link);
+}
+
+void SQL2MettaMapper::process_foreign_keys_combinations(
+    vector<tuple<string, string, string>> all_foreign_keys) {
+    for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
+        for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
+            if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
+                string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+                string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
+
+                string predicate_inner_1_link = "(" + foreign_table_name + " " + literal_value + ")";
+                this->metta_expressions.push_back(predicate_inner_1_link);
+
+                string predicate_inner_2_link = "(Concept " + predicate_inner_1_link + ")";
+                this->metta_expressions.push_back(predicate_inner_2_link);
+
+                string predicate_inner_3_link = "(" + column_name + " " + predicate_inner_2_link + ")";
+                this->metta_expressions.push_back(predicate_inner_3_link);
+
+                string predicate_link = "(Predicate " + predicate_inner_3_link + ")";
+                this->metta_expressions.push_back(predicate_link);
+
+                string concept_inner_link = "(" + foreign_table_name2 + " " + literal_value_2 + ")";
+                this->metta_expressions.push_back(concept_inner_link);
+
+                string concept_link = "(Concept " + concept_inner_link + ")";
+                this->metta_expressions.push_back(concept_link);
+
+                string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
+                this->metta_expressions.push_back(evaluation_link);
+            }
+        }
+    }
 }
 
-// def _process_foreign_key(
-//     self,
-//     table_name: str,
-//     column_name: str,
-//     value: str,
-//     primary_key_value: str,
-// ) -> None::
-//     column_name, foreign_table_name = column_name.split('|')
-//     expr_inner_1 = "({foreign_table_name} {value})"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_1, foreign_table_name=foreign_table_name, value=value
-//         )
-//     )
-//     expr_inner_2 = "(Concept ({foreign_table_name} {value}))"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_2,
-//             foreign_table_name=foreign_table_name,
-//             value=value,
-//         )
-//     )
-//     expr_inner_3 = "({column_name} (Concept ({foreign_table_name} {value})))"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_3,
-//             column_name=column_name,
-//             foreign_table_name=foreign_table_name,
-//             value=value,
-//         )
-//     )
-//     expr_inner_4 = "(Predicate ({column_name} (Concept ({foreign_table_name} {value}))))"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_4,
-//             column_name=column_name,
-//             foreign_table_name=foreign_table_name,
-//             value=value,
-//             table_name=table_name,
-//             primary_key_value=primary_key_value,
-//         )
-//     )
-//     expr_inner_5 = "({table_name} {primary_key_value})"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_5,
-//             table_name=table_name,
-//             primary_key_value=primary_key_value,
-//         )
-//     )
-//     expr_inner_6 = "(Concept ({table_name} {primary_key_value}))"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr_inner_6,
-//             table_name=table_name,
-//             primary_key_value=primary_key_value,
-//         )
-//     )
-//     expr = "(Evaluation (Predicate ({column_name} (Concept ({foreign_table_name} {value})))) (Concept ({table_name} {primary_key_value})))"
-//     self.mapped_expressions.append(
-//         self._process_metta_expression(
-//             expr,
-//             column_name=column_name,
-//             foreign_table_name=foreign_table_name,
-//             value=value,
-//             table_name=table_name,
-//             primary_key_value=primary_key_value,
-//         )
-//     )
+// -- SQL2AtomsMapper
+
+SQL2AtomsMapper::SQL2AtomsMapper() {
+    this->default_mapper_value = new MapperValue();
+}
+
+SQL2AtomsMapper::~SQL2AtomsMapper() {}
+
+db_adapter_types::OutputList db_adapter::SQL2AtomsMapper::get_output() { return this->atoms; }
+
+string SQL2AtomsMapper::add_atom_if_new(const string& name, const vector<string>& targets, bool is_toplevel) {
+    Atom* atom;
+    
+    if (!name.empty()) {
+        atom = new Node(BaseSQL2Mapper::SYMBOL, name);
+    } else if (!targets.empty()) {
+        atom = new Link(BaseSQL2Mapper::EXPRESSION, targets, is_toplevel);
+    } else {
+        Utils::error("Either name or targets must be provided to create an Atom.");
+    }
+    
+    if (this->insert_handle_if_missing(atom->handle())) {
+        this->atoms.push_back(atom);
+        return atom->handle();
+    } else {
+        delete atom;
+        return "";
+    }
+};
+
+void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_key_value) {
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+   
+    // Nodes
+    string predicate_node_h = this->add_atom_if_new("Predicate", {});
+    string concept_node_h = this->add_atom_if_new("Concept", {});
+    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
+    string literal_pk__node_h = this->add_atom_if_new(literal_pk, {});
+    string table_name_node_h = this->add_atom_if_new(table_name, {});
+
+    // Links
+    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, table_name_node_h});
+    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
+    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+    
+    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+
+    // auto predicate_node = new Node(BaseSQL2Mapper::SYMBOL, "Predicate");
+    // auto concept_node = new Node(BaseSQL2Mapper::SYMBOL, "Concept");
+    // auto evaluation_node = new Node(BaseSQL2Mapper::SYMBOL, "Evaluation");
+    // auto literal_pk_node = new Node(BaseSQL2Mapper::SYMBOL, literal_pk);
+    // auto table_name_node = new Node(BaseSQL2Mapper::SYMBOL, table_name);
+    // auto predicate_link = new Link(BaseSQL2Mapper::EXPRESSION, {predicate_node->handle(), table_name_node->handle()}, false);
+    // auto concept_inner_link = new Link(BaseSQL2Mapper::EXPRESSION, {table_name_node->handle(), literal_pk_node->handle()}, false);
+    // auto concept_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), concept_inner_link->handle()}, false);
+    // auto evaluation_link =new Link(BaseSQL2Mapper::EXPRESSION, {evaluation_node->handle(), predicate_link->handle(), concept_link->handle()}, true);
+}
+
+void SQL2AtomsMapper::process_foreign_key_column(
+    string& table_name,
+    string& column_name,
+    string& value,
+    string& primary_key_value,
+    vector<tuple<string, string, string>>& all_foreign_keys
+) {
+    size_t separator_pos = column_name.find('|');
+    if (separator_pos == string::npos) {
+        Utils::error("Invalid foreign key format: " + column_name);
+    }
+    string fk_column = column_name.substr(0, separator_pos);
+    string fk_table = column_name.substr(separator_pos + 1);
+    all_foreign_keys.push_back({fk_column, fk_table, value});
+
+    string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+
+    // Nodes
+    string predicate_node_h = this->add_atom_if_new("Predicate", {});
+    string concept_node_h = this->add_atom_if_new("Concept", {});
+    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
+    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
+    string table_name_node_h = this->add_atom_if_new(table_name, {});
+    string fk_table_node_h = this->add_atom_if_new(fk_table, {});
+    string literal_value_node_h = this->add_atom_if_new(literal_value, {});
+    string fk_column_node_h = this->add_atom_if_new(fk_column, {});
+
+    // Links
+    string predicate_inner_1_link_h = this->add_atom_if_new("", {fk_table_node_h, literal_value_node_h});
+    string predicate_inner_2_link_h = this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
+    string predicate_inner_3_link_h = this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
+    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
+    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
+    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+    
+    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+
+    // auto predicate_node = new Node(BaseSQL2Mapper::SYMBOL, "Predicate");
+    // auto concept_node = new Node(BaseSQL2Mapper::SYMBOL, "Concept");
+    // auto evaluation_node = new Node(BaseSQL2Mapper::SYMBOL, "Evaluation");
+    // auto literal_pk_node = new Node(BaseSQL2Mapper::SYMBOL, literal_pk);
+    // auto table_name_node = new Node(BaseSQL2Mapper::SYMBOL, table_name);
+    // auto fk_table_node = new Node(BaseSQL2Mapper::SYMBOL, fk_table);
+    // auto literal_value_node = new Node(BaseSQL2Mapper::SYMBOL, literal_value);
+    // auto fk_column_node = new Node(BaseSQL2Mapper::SYMBOL, fk_column);
+    // auto predicate_inner_1_link = new Link(BaseSQL2Mapper::EXPRESSION, {fk_table_node->handle(), literal_value_node->handle()}, false);
+    // auto predicate_inner_2_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), predicate_inner_1_link->handle()}, false);
+    // auto predicate_inner_3_link = new Link(BaseSQL2Mapper::EXPRESSION, {fk_column_node->handle(), predicate_inner_2_link->handle()}, false);
+    // auto predicate_link = new Link(BaseSQL2Mapper::EXPRESSION, {predicate_node->handle(), predicate_inner_3_link->handle()}, false);
+    // auto concept_inner_link = new Link(BaseSQL2Mapper::EXPRESSION, {table_name_node->handle(), literal_pk_node->handle()}, false);
+    // auto concept_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), concept_inner_link->handle()}, false);
+    // auto evaluation_link = new Link(BaseSQL2Mapper::EXPRESSION,{evaluation_node->handle(), predicate_link->handle(), concept_link->handle()},true);
+
+    // if (this->insert_handle_if_missing(predicate_node->handle())) this->atoms.push_back(predicate_node);
+    // if (this->insert_handle_if_missing(concept_node->handle())) this->atoms.push_back(concept_node);
+    // if (this->insert_handle_if_missing(evaluation_node->handle())) this->atoms.push_back(evaluation_node);
+    // if (this->insert_handle_if_missing(literal_pk_node->handle())) this->atoms.push_back(literal_pk_node);
+    // if (this->insert_handle_if_missing(table_name_node->handle())) this->atoms.push_back(table_name_node);
+    // if (this->insert_handle_if_missing(fk_table_node->handle())) this->atoms.push_back(fk_table_node);
+    // if (this->insert_handle_if_missing(literal_value_node->handle())) this->atoms.push_back(literal_value_node);
+    // if (this->insert_handle_if_missing(fk_column_node->handle())) this->atoms.push_back(fk_column_node);
+    // if (this->insert_handle_if_missing(predicate_inner_1_link->handle())) this->atoms.push_back(predicate_inner_1_link);
+    // if (this->insert_handle_if_missing(predicate_inner_2_link->handle())) this->atoms.push_back(predicate_inner_2_link);
+    // if (this->insert_handle_if_missing(predicate_inner_3_link->handle())) this->atoms.push_back(predicate_inner_3_link);
+    // if (this->insert_handle_if_missing(predicate_link->handle())) this->atoms.push_back(predicate_link);
+    // if (this->insert_handle_if_missing(concept_inner_link->handle())) this->atoms.push_back(concept_inner_link);
+    // if (this->insert_handle_if_missing(concept_link->handle())) this->atoms.push_back(concept_link);
+    // if (this->insert_handle_if_missing(evaluation_link->handle())) this->atoms.push_back(evaluation_link);
+}
+
+void SQL2AtomsMapper::process_regular_column(
+    string& table_name,
+    string& column_name,
+    string& value,
+    string& primary_key_value
+) {
+    string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
+    string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+    
+    // Nodes
+    string predicate_node_h = this->add_atom_if_new("Predicate", {});
+    string concept_node_h = this->add_atom_if_new("Concept", {});
+    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
+    string table_name_node_h = this->add_atom_if_new(table_name, {});
+    string column_name_node_h = this->add_atom_if_new(column_name, {});
+    string literal_value_node_h = this->add_atom_if_new(literal_value, {});
+    string literal_pk__node_h = this->add_atom_if_new(literal_pk, {});
+    
+    // Links
+    string predicate_inner_link_h = this->add_atom_if_new("", {table_name_node_h, column_name_node_h, literal_value_node_h});
+    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_link_h});
+    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
+    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+
+    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+}
+
+void SQL2AtomsMapper::process_foreign_keys_combinations(
+    vector<tuple<string, string, string>> all_foreign_keys) {
+    for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
+        for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
+            if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
+                string literal_value = this->escape_inner_quotes("\"" + value + "\"");
+                string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
+                
+                // Nodes
+                string predicate_node_h = this->add_atom_if_new("Predicate", {});
+                string concept_node_h = this->add_atom_if_new("Concept", {});
+                string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
+                string fk_column_node_h = this->add_atom_if_new(column_name, {});
+                string foreign_table_name_node_h = this->add_atom_if_new(foreign_table_name, {});
+                string literal_value_node_h = this->add_atom_if_new(literal_value, {});
+                string foreign_table_name2_node_h = this->add_atom_if_new(foreign_table_name2, {});
+                string literal_value2_node_h = this->add_atom_if_new(literal_value_2, {});
+
+                // Links
+                string predicate_inner_1_link_h = this->add_atom_if_new("", {foreign_table_name_node_h, literal_value_node_h});
+                string predicate_inner_2_link_h = this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
+                string predicate_inner_3_link_h = this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
+                string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
+                string concept_inner_link_h = this->add_atom_if_new("", {foreign_table_name2_node_h, literal_value2_node_h});
+                string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+                
+                this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+            }
+        }
+    }
+}
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index a3343cda7..cd816eb18 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -1,31 +1,115 @@
 #pragma once
 
-#include <string>
 #include <algorithm>
+#include <string>
+
 #include "DataTypes.h"
+#include "HandleTrie.h"
+
 using namespace std;
+using namespace atoms;
+using namespace commons;
 
 namespace db_adapter {
-class Mapper{
+
+class MapperValue : public HandleTrie::TrieValue {
+   public:
+    MapperValue() {}
+    void merge(TrieValue* other) {}
+};
+
+
+class Mapper {
    public:
     virtual ~Mapper() = default;
     virtual const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) = 0;
-   
+
    protected:
     Mapper() = default;
+    HandleTrie handle_trie{32};
+    MapperValue* default_mapper_value;
+};
+
+class BaseSQL2Mapper : public Mapper {
+   public:
+    virtual ~BaseSQL2Mapper() override = default;
+    const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) override;
+
+    static string SYMBOL;
+    static string EXPRESSION;
+
+    static void initialize_statics() {
+        SYMBOL = MettaMapping::SYMBOL_NODE_TYPE;
+        EXPRESSION = MettaMapping::EXPRESSION_LINK_TYPE;
+    }
+
+   protected:
+    BaseSQL2Mapper() = default;
+
+    bool is_foreign_key(string& column_name);
+    string escape_inner_quotes(string text);
+    virtual db_adapter_types::OutputList get_output() = 0;
+    bool insert_handle_if_missing(const string& handle);
+    
+    virtual void process_primary_key(string& table_name, string& primary_key_value) = 0;
+    virtual void process_foreign_key_column(string& table_name,
+                                            string& column_name,
+                                            string& value,
+                                            string& primary_key_value,
+                                            vector<tuple<string, string, string>>& all_foreign_keys) = 0;
+    virtual void process_regular_column(string& table_name,
+                                        string& column_name,
+                                        string& value,
+                                        string& primary_key_value) = 0;
+    virtual void process_foreign_keys_combinations(
+        vector<tuple<string, string, string>> all_foreign_keys) = 0;
 };
 
-class SQL2MettaMapper : public Mapper {
+class SQL2MettaMapper : public BaseSQL2Mapper {
    public:
     SQL2MettaMapper();
     ~SQL2MettaMapper() override;
-    const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) override;
-   
-    private:
+
+   private:
     vector<string> metta_expressions;
-    bool SQL2MettaMapper::is_foreign_key(string& column_name);
-    string escape_inner_quotes(string& text);
-    void process_primary_key(string& table_name, string& primary_key_value);
-    void process_foreign_key_column(string& table_name, string& column_name, string& value, string& primary_key_value, vector<tuple<string, string, string>>& all_foreign_keys);
+    db_adapter_types::OutputList get_output() override;
+
+    void process_primary_key(string& table_name, string& primary_key_value) override;
+    void process_foreign_key_column(string& table_name,
+                                    string& column_name,
+                                    string& value,
+                                    string& primary_key_value,
+                                    vector<tuple<string, string, string>>& all_foreign_keys) override;
+    void process_regular_column(string& table_name,
+                                string& column_name,
+                                string& value,
+                                string& primary_key_value) override;
+    void process_foreign_keys_combinations(
+        vector<tuple<string, string, string>> all_foreign_keys) override;
 };
-}  // namespace db_adapter
\ No newline at end of file
+
+class SQL2AtomsMapper : public BaseSQL2Mapper {
+   public:
+    SQL2AtomsMapper();
+    ~SQL2AtomsMapper() override;
+
+   private:
+    vector<Atom*> atoms;
+    db_adapter_types::OutputList get_output() override;
+    string add_atom_if_new(const string& name = "", const vector<string>& targets = {}, bool is_toplevel = false);
+
+    void process_primary_key(string& table_name, string& primary_key_value) override;
+    void process_foreign_key_column(string& table_name,
+                                    string& column_name,
+                                    string& value,
+                                    string& primary_key_value,
+                                    vector<tuple<string, string, string>>& all_foreign_keys) override;
+    void process_regular_column(string& table_name,
+                                string& column_name,
+                                string& value,
+                                string& primary_key_value) override;
+    void process_foreign_keys_combinations(
+        vector<tuple<string, string, string>> all_foreign_keys) override;
+};
+
+}  // namespace db_adapter
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index b5b52314a..9fd92b667 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -1,8 +1,8 @@
 #pragma once
 
+#include <optional>
 #include <string>
 #include <unordered_map>
-#include <optional>
 #include <variant>
 #include <vector>
 
@@ -32,9 +32,7 @@ struct SqlRow {
     optional<ColumnValue> primary_key;
     vector<ColumnValue> fields;
 
-    void add_field(string name, string value) {
-        fields.push_back(ColumnValue{move(name), move(value)});
-    }
+    void add_field(string name, string value) { fields.push_back(ColumnValue{move(name), move(value)}); }
 
     optional<string> get(string name) const {
         if (primary_key && primary_key->name == name) {
@@ -48,9 +46,7 @@ struct SqlRow {
         return nullopt;
     }
 
-    size_t size() const {
-        return (primary_key ? 1 : 0) + fields.size();
-    }
+    size_t size() const { return (primary_key ? 1 : 0) + fields.size(); }
 };
 
 struct NoSqlDocument {};

From db82fd8486f0bb3adf090cead09ba48c7b899376 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Tue, 27 Jan 2026 10:37:48 -0300
Subject: [PATCH 06/19] WIP

---
 src/db_adapter/DataMapper.cc | 166 ++++++++++++++---------------------
 src/db_adapter/DataMapper.h  |   8 +-
 2 files changed, 73 insertions(+), 101 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 0daa5b1cd..3b8991648 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -2,6 +2,7 @@
 
 #include "Atom.h"
 #include "DataTypes.h"
+#include "Hasher.h"
 #include "Link.h"
 #include "MettaMapping.h"
 #include "Node.h"
@@ -88,9 +89,7 @@ bool db_adapter::BaseSQL2Mapper::insert_handle_if_missing(const string& handle)
 
 // -- SQL2MettaMapper
 
-SQL2MettaMapper::SQL2MettaMapper() {
-   this->default_mapper_value = new MapperValue();
-}
+SQL2MettaMapper::SQL2MettaMapper() { this->default_mapper_value = new MapperValue(); }
 
 SQL2MettaMapper::~SQL2MettaMapper() {}
 
@@ -98,20 +97,27 @@ db_adapter_types::OutputList db_adapter::SQL2MettaMapper::get_output() {
     return this->metta_expressions;
 }
 
+void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
+    string key = Hasher::context_handle(s_expression);
+    if (this->insert_handle_if_missing(key)) {
+        this->metta_expressions.push_back(s_expression);
+    }
+};
+
 void SQL2MettaMapper::process_primary_key(string& table_name, string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     string predicate_link = "(Predicate " + table_name + ")";
-    this->metta_expressions.push_back(predicate_link);
+    this->add_metta_if_new(predicate_link);
 
     string concept_inner_link = "(" + table_name + literal_pk + ")";
-    this->metta_expressions.push_back(concept_inner_link);
+    this->add_metta_if_new(concept_inner_link);
 
     string concept_link = "(Concept " + concept_inner_link + ")";
-    this->metta_expressions.push_back(concept_link);
+    this->add_metta_if_new(concept_link);
 
     string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
-    this->metta_expressions.push_back(evaluation_link);
+    this->add_metta_if_new(evaluation_link);
 }
 
 void SQL2MettaMapper::process_foreign_key_column(
@@ -132,25 +138,25 @@ void SQL2MettaMapper::process_foreign_key_column(
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     string predicate_inner_1_link = "(" + fk_table + " " + literal_value + ")";
-    this->metta_expressions.push_back(predicate_inner_1_link);
+    this->add_metta_if_new(predicate_inner_1_link);
 
     string predicate_inner_2_link = "(Concept " + predicate_inner_1_link + ")";
-    this->metta_expressions.push_back(predicate_inner_2_link);
+    this->add_metta_if_new(predicate_inner_2_link);
 
     string predicate_inner_3_link = "(" + fk_column + " " + predicate_inner_2_link + ")";
-    this->metta_expressions.push_back(predicate_inner_3_link);
+    this->add_metta_if_new(predicate_inner_3_link);
 
     string predicate_link = "(Predicate " + predicate_inner_3_link + ")";
-    this->metta_expressions.push_back(predicate_link);
+    this->add_metta_if_new(predicate_link);
 
     string concept_inner_link = "(" + table_name + " " + literal_pk + ")";
-    this->metta_expressions.push_back(concept_inner_link);
+    this->add_metta_if_new(concept_inner_link);
 
     string concept_link = "(Concept " + concept_inner_link + ")";
-    this->metta_expressions.push_back(concept_link);
+    this->add_metta_if_new(concept_link);
 
     string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
-    this->metta_expressions.push_back(evaluation_link);
+    this->add_metta_if_new(evaluation_link);
 }
 
 void SQL2MettaMapper::process_regular_column(string& table_name,
@@ -161,19 +167,19 @@ void SQL2MettaMapper::process_regular_column(string& table_name,
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     string predicate_inner_link = "(" + table_name + " " + column_name + " " + literal_value + ")";
-    this->metta_expressions.push_back(predicate_inner_link);
+    this->add_metta_if_new(predicate_inner_link);
 
     string predicate_link = "(Predicate " + predicate_inner_link + ")";
-    this->metta_expressions.push_back(predicate_link);
+    this->add_metta_if_new(predicate_link);
 
     string concept_inner_link = "(" + table_name + " " + literal_pk + ")";
-    this->metta_expressions.push_back(concept_inner_link);
+    this->add_metta_if_new(concept_inner_link);
 
     string concept_link = "(Concept " + concept_inner_link + ")";
-    this->metta_expressions.push_back(concept_link);
+    this->add_metta_if_new(concept_link);
 
     string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
-    this->metta_expressions.push_back(evaluation_link);
+    this->add_metta_if_new(evaluation_link);
 }
 
 void SQL2MettaMapper::process_foreign_keys_combinations(
@@ -185,25 +191,25 @@ void SQL2MettaMapper::process_foreign_keys_combinations(
                 string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
 
                 string predicate_inner_1_link = "(" + foreign_table_name + " " + literal_value + ")";
-                this->metta_expressions.push_back(predicate_inner_1_link);
+                this->add_metta_if_new(predicate_inner_1_link);
 
                 string predicate_inner_2_link = "(Concept " + predicate_inner_1_link + ")";
-                this->metta_expressions.push_back(predicate_inner_2_link);
+                this->add_metta_if_new(predicate_inner_2_link);
 
                 string predicate_inner_3_link = "(" + column_name + " " + predicate_inner_2_link + ")";
-                this->metta_expressions.push_back(predicate_inner_3_link);
+                this->add_metta_if_new(predicate_inner_3_link);
 
                 string predicate_link = "(Predicate " + predicate_inner_3_link + ")";
-                this->metta_expressions.push_back(predicate_link);
+                this->add_metta_if_new(predicate_link);
 
                 string concept_inner_link = "(" + foreign_table_name2 + " " + literal_value_2 + ")";
-                this->metta_expressions.push_back(concept_inner_link);
+                this->add_metta_if_new(concept_inner_link);
 
                 string concept_link = "(Concept " + concept_inner_link + ")";
-                this->metta_expressions.push_back(concept_link);
+                this->add_metta_if_new(concept_link);
 
                 string evaluation_link = "(Evaluation " + predicate_link + " " + concept_link + ")";
-                this->metta_expressions.push_back(evaluation_link);
+                this->add_metta_if_new(evaluation_link);
             }
         }
     }
@@ -211,17 +217,17 @@ void SQL2MettaMapper::process_foreign_keys_combinations(
 
 // -- SQL2AtomsMapper
 
-SQL2AtomsMapper::SQL2AtomsMapper() {
-    this->default_mapper_value = new MapperValue();
-}
+SQL2AtomsMapper::SQL2AtomsMapper() { this->default_mapper_value = new MapperValue(); }
 
 SQL2AtomsMapper::~SQL2AtomsMapper() {}
 
 db_adapter_types::OutputList db_adapter::SQL2AtomsMapper::get_output() { return this->atoms; }
 
-string SQL2AtomsMapper::add_atom_if_new(const string& name, const vector<string>& targets, bool is_toplevel) {
+string SQL2AtomsMapper::add_atom_if_new(const string& name,
+                                        const vector<string>& targets,
+                                        bool is_toplevel) {
     Atom* atom;
-    
+
     if (!name.empty()) {
         atom = new Node(BaseSQL2Mapper::SYMBOL, name);
     } else if (!targets.empty()) {
@@ -229,7 +235,7 @@ string SQL2AtomsMapper::add_atom_if_new(const string& name, const vector<string>
     } else {
         Utils::error("Either name or targets must be provided to create an Atom.");
     }
-    
+
     if (this->insert_handle_if_missing(atom->handle())) {
         this->atoms.push_back(atom);
         return atom->handle();
@@ -241,7 +247,7 @@ string SQL2AtomsMapper::add_atom_if_new(const string& name, const vector<string>
 
 void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
-   
+
     // Nodes
     string predicate_node_h = this->add_atom_if_new("Predicate", {});
     string concept_node_h = this->add_atom_if_new("Concept", {});
@@ -253,18 +259,8 @@ void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_ke
     string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, table_name_node_h});
     string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
     string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-    
-    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 
-    // auto predicate_node = new Node(BaseSQL2Mapper::SYMBOL, "Predicate");
-    // auto concept_node = new Node(BaseSQL2Mapper::SYMBOL, "Concept");
-    // auto evaluation_node = new Node(BaseSQL2Mapper::SYMBOL, "Evaluation");
-    // auto literal_pk_node = new Node(BaseSQL2Mapper::SYMBOL, literal_pk);
-    // auto table_name_node = new Node(BaseSQL2Mapper::SYMBOL, table_name);
-    // auto predicate_link = new Link(BaseSQL2Mapper::EXPRESSION, {predicate_node->handle(), table_name_node->handle()}, false);
-    // auto concept_inner_link = new Link(BaseSQL2Mapper::EXPRESSION, {table_name_node->handle(), literal_pk_node->handle()}, false);
-    // auto concept_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), concept_inner_link->handle()}, false);
-    // auto evaluation_link =new Link(BaseSQL2Mapper::EXPRESSION, {evaluation_node->handle(), predicate_link->handle(), concept_link->handle()}, true);
+    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 }
 
 void SQL2AtomsMapper::process_foreign_key_column(
@@ -272,8 +268,7 @@ void SQL2AtomsMapper::process_foreign_key_column(
     string& column_name,
     string& value,
     string& primary_key_value,
-    vector<tuple<string, string, string>>& all_foreign_keys
-) {
+    vector<tuple<string, string, string>>& all_foreign_keys) {
     size_t separator_pos = column_name.find('|');
     if (separator_pos == string::npos) {
         Utils::error("Invalid foreign key format: " + column_name);
@@ -297,56 +292,24 @@ void SQL2AtomsMapper::process_foreign_key_column(
 
     // Links
     string predicate_inner_1_link_h = this->add_atom_if_new("", {fk_table_node_h, literal_value_node_h});
-    string predicate_inner_2_link_h = this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
-    string predicate_inner_3_link_h = this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
+    string predicate_inner_2_link_h =
+        this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
+    string predicate_inner_3_link_h =
+        this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
     string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
     string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
     string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-    
-    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 
-    // auto predicate_node = new Node(BaseSQL2Mapper::SYMBOL, "Predicate");
-    // auto concept_node = new Node(BaseSQL2Mapper::SYMBOL, "Concept");
-    // auto evaluation_node = new Node(BaseSQL2Mapper::SYMBOL, "Evaluation");
-    // auto literal_pk_node = new Node(BaseSQL2Mapper::SYMBOL, literal_pk);
-    // auto table_name_node = new Node(BaseSQL2Mapper::SYMBOL, table_name);
-    // auto fk_table_node = new Node(BaseSQL2Mapper::SYMBOL, fk_table);
-    // auto literal_value_node = new Node(BaseSQL2Mapper::SYMBOL, literal_value);
-    // auto fk_column_node = new Node(BaseSQL2Mapper::SYMBOL, fk_column);
-    // auto predicate_inner_1_link = new Link(BaseSQL2Mapper::EXPRESSION, {fk_table_node->handle(), literal_value_node->handle()}, false);
-    // auto predicate_inner_2_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), predicate_inner_1_link->handle()}, false);
-    // auto predicate_inner_3_link = new Link(BaseSQL2Mapper::EXPRESSION, {fk_column_node->handle(), predicate_inner_2_link->handle()}, false);
-    // auto predicate_link = new Link(BaseSQL2Mapper::EXPRESSION, {predicate_node->handle(), predicate_inner_3_link->handle()}, false);
-    // auto concept_inner_link = new Link(BaseSQL2Mapper::EXPRESSION, {table_name_node->handle(), literal_pk_node->handle()}, false);
-    // auto concept_link = new Link(BaseSQL2Mapper::EXPRESSION, {concept_node->handle(), concept_inner_link->handle()}, false);
-    // auto evaluation_link = new Link(BaseSQL2Mapper::EXPRESSION,{evaluation_node->handle(), predicate_link->handle(), concept_link->handle()},true);
-
-    // if (this->insert_handle_if_missing(predicate_node->handle())) this->atoms.push_back(predicate_node);
-    // if (this->insert_handle_if_missing(concept_node->handle())) this->atoms.push_back(concept_node);
-    // if (this->insert_handle_if_missing(evaluation_node->handle())) this->atoms.push_back(evaluation_node);
-    // if (this->insert_handle_if_missing(literal_pk_node->handle())) this->atoms.push_back(literal_pk_node);
-    // if (this->insert_handle_if_missing(table_name_node->handle())) this->atoms.push_back(table_name_node);
-    // if (this->insert_handle_if_missing(fk_table_node->handle())) this->atoms.push_back(fk_table_node);
-    // if (this->insert_handle_if_missing(literal_value_node->handle())) this->atoms.push_back(literal_value_node);
-    // if (this->insert_handle_if_missing(fk_column_node->handle())) this->atoms.push_back(fk_column_node);
-    // if (this->insert_handle_if_missing(predicate_inner_1_link->handle())) this->atoms.push_back(predicate_inner_1_link);
-    // if (this->insert_handle_if_missing(predicate_inner_2_link->handle())) this->atoms.push_back(predicate_inner_2_link);
-    // if (this->insert_handle_if_missing(predicate_inner_3_link->handle())) this->atoms.push_back(predicate_inner_3_link);
-    // if (this->insert_handle_if_missing(predicate_link->handle())) this->atoms.push_back(predicate_link);
-    // if (this->insert_handle_if_missing(concept_inner_link->handle())) this->atoms.push_back(concept_inner_link);
-    // if (this->insert_handle_if_missing(concept_link->handle())) this->atoms.push_back(concept_link);
-    // if (this->insert_handle_if_missing(evaluation_link->handle())) this->atoms.push_back(evaluation_link);
+    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 }
 
-void SQL2AtomsMapper::process_regular_column(
-    string& table_name,
-    string& column_name,
-    string& value,
-    string& primary_key_value
-) {
+void SQL2AtomsMapper::process_regular_column(string& table_name,
+                                             string& column_name,
+                                             string& value,
+                                             string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
-    
+
     // Nodes
     string predicate_node_h = this->add_atom_if_new("Predicate", {});
     string concept_node_h = this->add_atom_if_new("Concept", {});
@@ -355,9 +318,10 @@ void SQL2AtomsMapper::process_regular_column(
     string column_name_node_h = this->add_atom_if_new(column_name, {});
     string literal_value_node_h = this->add_atom_if_new(literal_value, {});
     string literal_pk__node_h = this->add_atom_if_new(literal_pk, {});
-    
+
     // Links
-    string predicate_inner_link_h = this->add_atom_if_new("", {table_name_node_h, column_name_node_h, literal_value_node_h});
+    string predicate_inner_link_h =
+        this->add_atom_if_new("", {table_name_node_h, column_name_node_h, literal_value_node_h});
     string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_link_h});
     string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
     string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
@@ -372,7 +336,7 @@ void SQL2AtomsMapper::process_foreign_keys_combinations(
             if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
                 string literal_value = this->escape_inner_quotes("\"" + value + "\"");
                 string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
-                
+
                 // Nodes
                 string predicate_node_h = this->add_atom_if_new("Predicate", {});
                 string concept_node_h = this->add_atom_if_new("Concept", {});
@@ -384,13 +348,19 @@ void SQL2AtomsMapper::process_foreign_keys_combinations(
                 string literal_value2_node_h = this->add_atom_if_new(literal_value_2, {});
 
                 // Links
-                string predicate_inner_1_link_h = this->add_atom_if_new("", {foreign_table_name_node_h, literal_value_node_h});
-                string predicate_inner_2_link_h = this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
-                string predicate_inner_3_link_h = this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
-                string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
-                string concept_inner_link_h = this->add_atom_if_new("", {foreign_table_name2_node_h, literal_value2_node_h});
-                string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-                
+                string predicate_inner_1_link_h =
+                    this->add_atom_if_new("", {foreign_table_name_node_h, literal_value_node_h});
+                string predicate_inner_2_link_h =
+                    this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
+                string predicate_inner_3_link_h =
+                    this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
+                string predicate_link_h =
+                    this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
+                string concept_inner_link_h =
+                    this->add_atom_if_new("", {foreign_table_name2_node_h, literal_value2_node_h});
+                string concept_link_h =
+                    this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+
                 this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
             }
         }
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index cd816eb18..934be2566 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -18,7 +18,6 @@ class MapperValue : public HandleTrie::TrieValue {
     void merge(TrieValue* other) {}
 };
 
-
 class Mapper {
    public:
     virtual ~Mapper() = default;
@@ -50,7 +49,7 @@ class BaseSQL2Mapper : public Mapper {
     string escape_inner_quotes(string text);
     virtual db_adapter_types::OutputList get_output() = 0;
     bool insert_handle_if_missing(const string& handle);
-    
+
     virtual void process_primary_key(string& table_name, string& primary_key_value) = 0;
     virtual void process_foreign_key_column(string& table_name,
                                             string& column_name,
@@ -73,6 +72,7 @@ class SQL2MettaMapper : public BaseSQL2Mapper {
    private:
     vector<string> metta_expressions;
     db_adapter_types::OutputList get_output() override;
+    void add_metta_if_new(const string& s_expression);
 
     void process_primary_key(string& table_name, string& primary_key_value) override;
     void process_foreign_key_column(string& table_name,
@@ -96,7 +96,9 @@ class SQL2AtomsMapper : public BaseSQL2Mapper {
    private:
     vector<Atom*> atoms;
     db_adapter_types::OutputList get_output() override;
-    string add_atom_if_new(const string& name = "", const vector<string>& targets = {}, bool is_toplevel = false);
+    string add_atom_if_new(const string& name = "",
+                           const vector<string>& targets = {},
+                           bool is_toplevel = false);
 
     void process_primary_key(string& table_name, string& primary_key_value) override;
     void process_foreign_key_column(string& table_name,

From 8d82723351f3cb5c4c4a5edc726d816638abf04b Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Tue, 27 Jan 2026 19:45:59 -0300
Subject: [PATCH 07/19] WIP

---
 src/db_adapter/DataMapper.h | 1 +
 src/db_adapter/DataTypes.cc | 1 -
 src/db_adapter/DataTypes.h  | 5 -----
 3 files changed, 1 insertion(+), 6 deletions(-)
 delete mode 100644 src/db_adapter/DataTypes.cc

diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index 934be2566..e60d12ee7 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -5,6 +5,7 @@
 
 #include "DataTypes.h"
 #include "HandleTrie.h"
+#include "MettaMapping.h"
 
 using namespace std;
 using namespace atoms;
diff --git a/src/db_adapter/DataTypes.cc b/src/db_adapter/DataTypes.cc
deleted file mode 100644
index 93bfc5396..000000000
--- a/src/db_adapter/DataTypes.cc
+++ /dev/null
@@ -1 +0,0 @@
-#include "DataTypes.h"
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index 9fd92b667..190d64787 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -11,11 +11,6 @@
 using namespace std;
 using namespace atoms;
 
-struct MappedData;
-struct SQLSourceData;
-struct NoSQLSourceData;
-struct Table;
-
 namespace db_adapter {
 
 namespace db_adapter_types {

From 889167e99f31d56360c389a64fede8c185d86ec4 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Wed, 28 Jan 2026 07:08:00 -0300
Subject: [PATCH 08/19] WIP

---
 src/BUILD                                  |   1 +
 src/db_adapter/BUILD                       |  36 +++
 src/db_adapter/DBWrapper.cc                |  22 ++
 src/db_adapter/DBWrapper.h                 |  43 ++++
 src/db_adapter/Orchestrator.cc             |  18 ++
 src/db_adapter/Orchestrator.h              |  38 ++++
 src/db_adapter/postgres/BUILD              |   1 +
 src/db_adapter/postgres/PostgresWrapper.cc | 242 ++++++++++++++++++++-
 src/db_adapter/postgres/PostgresWrapper.h  |  56 +++--
 9 files changed, 433 insertions(+), 24 deletions(-)
 create mode 100644 src/db_adapter/DBWrapper.cc
 create mode 100644 src/db_adapter/Orchestrator.cc
 create mode 100644 src/db_adapter/Orchestrator.h

diff --git a/src/BUILD b/src/BUILD
index 90a61058b..3beeaf020 100644
--- a/src/BUILD
+++ b/src/BUILD
@@ -45,6 +45,7 @@ cc_shared_library(
         "//hasher:hasher_lib",
         "//metta:metta_lib",
         "//service_bus:service_bus_lib",
+        "//db_adapter:db_adapter_lib"
     ],
 )
 
diff --git a/src/db_adapter/BUILD b/src/db_adapter/BUILD
index 57abf861d..be95f54c7 100644
--- a/src/db_adapter/BUILD
+++ b/src/db_adapter/BUILD
@@ -6,6 +6,42 @@ cc_library(
     name = "db_adapter_lib",
     includes = ["."],
     deps = [
+        "//db_adapter:data_mapper",
+        "//db_adapter:data_types",
+        "//db_adapter:db_wrapper",
         "//db_adapter/postgres:postgres_lib",
     ],
 )
+
+cc_library(
+    name = "data_mapper",
+    srcs = ["DataMapper.cc"],
+    hdrs = ["DataMapper.h"],
+    includes = ["."],
+    deps = [
+        "//commons:commons_lib",
+        "//commons/atoms:atoms_lib",
+    ],
+)
+
+cc_library(
+    name = "data_types",
+    hdrs = ["DataTypes.h"],
+    includes = ["."],
+    deps = [
+        "//commons:commons_lib",
+        "//commons/atoms:atoms_lib",
+    ],
+)
+
+cc_library(
+    name = "db_wrapper",
+    srcs = ["DBWrapper.cc"],
+    hdrs = ["DBWrapper.h"],
+    includes = ["."],
+    deps = [
+        "//db_adapter:data_types",
+        "//commons:commons_lib",
+        "//commons/atoms:atoms_lib",
+    ], 
+)
diff --git a/src/db_adapter/DBWrapper.cc b/src/db_adapter/DBWrapper.cc
new file mode 100644
index 000000000..9b6940e4d
--- /dev/null
+++ b/src/db_adapter/DBWrapper.cc
@@ -0,0 +1,22 @@
+#include "DBWrapper.h"
+
+#include <stdexcept>
+
+template <typename ConnT>
+DatabaseWrapper<ConnT>::DatabaseWrapper(shared_ptr<Mapper> mapper) : mapper(move(mapper)) {}
+
+template <typename ConnT>
+SQLWrapper<ConnT>::SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type)
+    : DatabaseWrapper<ConnT>(create_mapper(mapper_type)) {}
+
+template <typename ConnT>
+shared_ptr<Mapper> SQLWrapper<ConnT>::create_mapper(db_adapter_types::MAPPER_TYPE mapper_type) {
+    switch (mapper_type) {
+        case db_adapter_types::MAPPER_TYPE::SQL2METTA:
+            return make_shared<SQL2MettaMapper>();
+        case db_adapter_types::MAPPER_TYPE::SQL2ATOMS:
+            return make_shared<SQL2AtomsMapper>();
+        default:
+            throw invalid_argument("Unknown mapper type");
+    }
+}
\ No newline at end of file
diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index e69de29bb..7b1ab9285 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -0,0 +1,43 @@
+#pragma once
+#include <memory>
+#include <stdexcept>
+#include <string>
+#include <vector>
+
+#include "DataMapper.h"
+
+using namespace std;
+using namespace db_adapter;
+using namespace db_adapter_types;
+
+template <typename ConnT>
+class DatabaseWrapper {
+   public:
+    explicit DatabaseWrapper(shared_ptr<Mapper> mapper);
+    virtual ~DatabaseWrapper() = default;
+
+    virtual unique_ptr<ConnT> connect() = 0;
+    virtual void disconnect() = 0;
+
+   protected:
+    unique_ptr<ConnT> db_client;
+    shared_ptr<Mapper> mapper;
+};
+
+template <typename ConnT>
+class SQLWrapper : public DatabaseWrapper<ConnT> {
+   public:
+    explicit SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type);
+    virtual ~SQLWrapper() = default;
+
+    virtual shared_ptr<Table> get_table(const string& name) = 0;
+    virtual vector<shared_ptr<Table>> list_tables() = 0;
+    virtual void map_table(const Table& table,
+                           const vector<string>& clauses,
+                           const vector<string>* skip_columns,
+                           bool second_level,
+                           const function<void(const vector<Atom>&)>& on_row) = 0;
+
+   private:
+    static shared_ptr<Mapper> create_mapper(db_adapter_types::MAPPER_TYPE mapper_type);
+};
\ No newline at end of file
diff --git a/src/db_adapter/Orchestrator.cc b/src/db_adapter/Orchestrator.cc
new file mode 100644
index 000000000..8ee609b28
--- /dev/null
+++ b/src/db_adapter/Orchestrator.cc
@@ -0,0 +1,18 @@
+#include "Orchestrator.h"
+
+#include "AtomDB.h"
+#include "DBWrapper.h"
+#include "SharedQueue.h"
+
+using namespace db_adapter;
+using namespace std;
+using namespace commons;
+using namespace atomdb;
+
+db_adapter::Orchestrator::Orchestrator(DBWrapper& wrapper, AtomDB& db, SharedQueue& queue) {}
+
+Orchestrator::~Orchestrator() {}
+
+void Orchestrator::start() {}
+
+void Orchestrator::stop() {}
diff --git a/src/db_adapter/Orchestrator.h b/src/db_adapter/Orchestrator.h
new file mode 100644
index 000000000..dccb5878c
--- /dev/null
+++ b/src/db_adapter/Orchestrator.h
@@ -0,0 +1,38 @@
+#pragma once
+
+#include <atomic>
+#include <memory>
+#include <string>
+#include <thread>
+#include <vector>
+
+#include "AtomDB.h"
+#include "DataMapper.h"
+#include "PostgresWrapper.h"
+#include "SharedQueue.h"
+
+using namespace std;
+using namespace commons;
+using namespace atomdb;
+
+namespace db_adapter {
+
+class Orchestrator {
+   public:
+    Orchestrator(DBWrapper& wrapper, AtomDB& db, SharedQueue& queue);
+    ~Orchestrator();
+
+    void start();
+    void stop();
+
+   private:
+    void worker_loop();
+
+    shared_ptr<DBWrapper> wrapper;
+    shared_ptr<AtomDB> db;
+    SharedQueue queue;
+    atomic<bool> running{false};
+    thread worker;
+};
+
+};  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/postgres/BUILD b/src/db_adapter/postgres/BUILD
index 5e824c2d6..e2eee5de7 100644
--- a/src/db_adapter/postgres/BUILD
+++ b/src/db_adapter/postgres/BUILD
@@ -17,5 +17,6 @@ cc_library(
     includes = ["."],
     deps = [
         "//commons:commons_lib",
+        "//db_adapter:db_wrapper"
     ],
 )
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index 2fc6e3ff3..c76ba383b 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -7,11 +7,22 @@
 
 using namespace std;
 
-PostgresWrapper::PostgresWrapper(
-    const string& host, int port, const string& database, const string& user, const string& password)
-    : host_(host), port_(port), database_(database), user_(user), password_(password) {}
+PostgresWrapper::PostgresWrapper(const string& host,
+                                 int port,
+                                 const string& database,
+                                 const string& user,
+                                 const string& password,
+                                 db_adapter_types::MAPPER_TYPE mapper_type)
+    : SQLWrapper<pqxx::connection>(mapper_type),
+      host_(host),
+      port_(port),
+      database_(database),
+      user_(user),
+      password_(password) {
+    this->db_client = this->connect();
+}
 
-PostgresWrapper::~PostgresWrapper() {}
+PostgresWrapper::~PostgresWrapper() = default;
 
 unique_ptr<pqxx::connection> PostgresWrapper::connect() {
     try {
@@ -24,15 +35,232 @@ unique_ptr<pqxx::connection> PostgresWrapper::connect() {
     }
 }
 
+void PostgresWrapper::disconnect() {
+    if (this->db_client) {
+        this->db_client->disconnect();
+        this->db_client.reset();
+    }
+}
+
+Table PostgresWrapper::get_table(const string& name) {
+    auto tables = this->list_tables();
+    for (const auto& table : tables) {
+        if (table.name == name) {
+            return table;
+        }
+    }
+    Utils::error("Table '" + name + "' not found in the database.");
+    return Table{};
+}
+
+vector<Table> PostgresWrapper::list_tables() {
+    if (tables_cache.has_value()) {
+        return tables_cache.value();
+    }
+
+    string query = R"(WITH table_info AS (
+        SELECT
+            schemaname || '.' || tablename AS table_name,
+            (SELECT reltuples::bigint FROM pg_class WHERE oid = (schemaname || '.' || tablename)::regclass) AS row_count,
+            pg_tables.schemaname,
+            pg_tables.tablename
+        FROM
+            pg_tables
+        WHERE
+            schemaname NOT IN ('pg_catalog', 'information_schema')
+    ),
+    column_info AS (
+        SELECT
+            table_schema || '.' || table_name AS table_name,
+            string_agg(column_name, ', ') AS columns
+        FROM
+            information_schema.columns
+        WHERE
+            table_schema NOT IN ('pg_catalog', 'information_schema')
+        GROUP BY
+            table_schema, table_name
+    ),
+    pk_info AS (
+        SELECT
+            tc.table_schema || '.' || tc.table_name AS table_name,
+            string_agg(kcu.column_name, ', ') AS pk_column
+        FROM
+            information_schema.table_constraints AS tc
+            JOIN information_schema.key_column_usage AS kcu
+            ON tc.constraint_name = kcu.constraint_name
+            AND tc.table_schema = kcu.table_schema
+        WHERE
+            tc.constraint_type = 'PRIMARY KEY'
+        GROUP BY
+            tc.table_schema, tc.table_name
+    ),
+    fk_info AS (
+        SELECT
+            tc.table_schema || '.' || tc.table_name AS table_name,
+            string_agg(kcu.column_name || '|' || ccu.table_schema || '.' || ccu.table_name, ', ') AS fk_columns
+        FROM
+            information_schema.table_constraints AS tc
+            JOIN information_schema.key_column_usage AS kcu
+            ON tc.constraint_name = kcu.constraint_name
+            AND tc.table_schema = kcu.table_schema
+            JOIN information_schema.constraint_column_usage AS ccu
+            ON ccu.constraint_name = tc.constraint_name
+        WHERE
+            tc.constraint_type = 'FOREIGN KEY'
+        GROUP BY
+            tc.table_schema, tc.table_name
+    )
+    SELECT
+        ti.table_name,
+        ti.row_count,
+        ci.columns,
+        COALESCE(pk.pk_column, '') AS pk_column,
+        COALESCE(fk.fk_columns, '') AS fk_columns
+    FROM
+        table_info ti
+    LEFT JOIN
+        column_info ci ON ti.table_name = ci.table_name
+    LEFT JOIN
+        pk_info pk ON ti.table_name = pk.table_name
+    LEFT JOIN
+        fk_info fk ON ti.table_name = fk.table_name
+    ORDER BY
+        pg_total_relation_size(ti.table_name) ASC;
+    )";
+    auto result = this->execute_query(query);
+    vector<Table> tables;
+    tables.reserve(result.size());
+
+    for (const auto& row : result) {
+        string table_name = row["table_name"].c_str();
+        int row_count = row["row_count"].as<int>(0);
+        string columns = row["columns"].c_str();
+        string pk_column = row["pk_column"].c_str();
+        string fk_columns = row["fk_columns"].c_str();
+
+        Table t;
+        t.name = table_name;
+        t.row_count = row_count;
+        t.column_names = Utils::split(columns, ',');
+        t.primary_key = pk_column;
+        t.foreign_keys = fk_columns.empty() ? vector<string>{} : Utils::split(fk_columns, ',');
+
+        tables.push_back(move(t));
+    }
+    this->tables_cache = tables;
+    return tables;
+}
+
+void PostgresWrapper::map_table(const Table& table,
+                                const vector<string>& clauses,
+                                const vector<string>* skip_columns,
+                                bool second_level,
+                                const function<void(const vector<Atom>&)>& on_row) {
+    string where_clauses;
+    for (size_t i = 0; i < clauses.size(); ++i) {
+        if (i > 0) where_clauses += " AND ";
+        where_clauses += clauses[i];
+    }
+
+    auto columns = build_columns_to_map(table, nullptr, skip_columns);
+
+    this->process_pagineted(table, columns, where_clauses)
+}
+
+vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
+                                                     const vector<string>* map_columns,
+                                                     const vector<string>* skip_columns) {
+    vector<string> columns_to_process;
+    if (map_columns) {
+        columns_to_process = *map_columns;
+    } else {
+        columns_to_process = table.column_names;
+    }
+
+    vector<string> non_primary_key_columns;
+    for (const auto& col : columns_to_process) {
+        if (col != table.primary_key) non_primary_key_columns.push_back(col);
+    }
+
+    if (skip_columns) {
+        vector<string> filtered_columns;
+        for (const auto& col : non_primary_key_columns) {
+            if (find(skip_columns->begin(), skip_columns->end(), col) == skip_columns->end()) {
+                filtered_columns.push_back(col);
+            }
+        }
+        non_primary_key_columns = move(filtered_columns);
+    }
+
+    vector<string> columns_list;
+    columns_list.push_back(table.primary_key);
+    columns_list.insert(
+        columns_list.end(), non_primary_key_columns.begin(), non_primary_key_columns.end());
+
+    vector<string> final_columns;
+    for (const auto& item : columns_list) {
+        if (!item.empty()) final_columns.push_back(item);
+    }
+
+    return final_columns;
+}
+
+void PostgresWrapper::process_pagineted(const Table& table,
+                                        const vector<string>& columns,
+                                        const string& where_clauses
+) {
+    const size_t offset = 0;
+    const size_t limit = 10000;
+    string cols_sql = Utils::join(columns, ', ');
+
+    string base_query = "SELECT " + cols_sql + " FROM " + table.name;
+
+    if (!where_clauses.empty()) {
+        base_query += " WHERE " + where_clauses;
+    }
+
+    while (true) {
+        string query = base_query + " LIMIT " + limit + " OFFSET " + offset;
+        auto rows = this->execute_query(query);
+
+        if (!rows) break;
+
+        for (const auto& row : rows) {
+            auto atoms = this->map_row_2_atoms(row, table, columns);
+            this->send_to_queue(atoms);
+        }
+
+        offset += limit;
+    }
+}
+
 string PostgresWrapper::build_connection_string() const {
-    string conn_str = "host=" + host_ + " port=" + to_string(port_) + " dbname=" + database_;
+    string conn_str = "host=" + host + " port=" + to_string(port) + " dbname=" + database;
 
     if (!user_.empty()) {
-        conn_str += " user=" + user_;
+        conn_str += " user=" + user;
     }
     if (!password_.empty()) {
-        conn_str += " password=" + password_;
+        conn_str += " password=" + password;
     }
 
     return conn_str;
 }
+
+pqxx::result PostgresWrapper::execute_query(const string& query) {
+    if (!this->db_client || !this->db_client->is_open()) {
+        Utils::error("Database connection is not open.");
+    }
+
+    try {
+        pqxx::work transaction(*this->db_client);
+        pqxx::result result = transaction.exec(query);
+        transaction.commit();
+        return result;
+    } catch (const pqxx::sql_error& e) {
+        Utils::error("SQL error during query execution: " + string(e.what()));
+    } catch (const exception& e) {
+        Utils::error("Error during query execution: " + string(e.what()));
+    }
+    return pqxx::result{};
+}
\ No newline at end of file
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index 53f40289b..e6f457e6f 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -1,19 +1,21 @@
 #pragma once
+#include <DBWrapper.h>
+
 #include <memory>
+#include <optional>
 #include <pqxx/pqxx>
 #include <string>
 
 using namespace std;
 
-/**
- * @class PostgresWrapper
+/** * @class PostgresWrapper
  * @brief A class that provides a high-level interface to interact with a PostgreSQL database.
  *
  * The PostgresWrapper is responsible for managing the connection to a PostgreSQL database,
  * building and executing SQL queries. It encapsulates the connection parameters and provides
  * a simple interface for database operations.
  */
-class PostgresWrapper {
+class PostgresWrapper : public SQLWrapper<pqxx::connection> {
    public:
     /**
      * @brief Constructs a PostgresWrapper with the specified connection parameters.
@@ -24,12 +26,15 @@ class PostgresWrapper {
      * @param user The username for authentication.
      * @param password The password for authentication.
      */
-    PostgresWrapper(const string& host,
-                    int port,
-                    const string& database = "postgres",
-                    const string& user = "postgres",
-                    const string& password = "postgres");
-    ~PostgresWrapper();
+    PostgresWrapper(
+        const string& host,
+        int port,
+        const string& database = "postgres",
+        const string& user = "postgres",
+        const string& password = "postgres",
+        db_adapter_types::MAPPER_TYPE mapper_type = db_adapter_types::MAPPER_TYPE::SQL2ATOMS);
+
+    ~PostgresWrapper() override;
 
     /**
      * @brief Establishes a connection to the PostgreSQL database.
@@ -37,16 +42,23 @@ class PostgresWrapper {
      * @return A unique pointer to a pqxx::connection object.
      * @throws runtime_error if the connection fails.
      */
-    unique_ptr<pqxx::connection> connect();
-
-    void execute_query(const string& query);
+    unique_ptr<pqxx::connection> connect() override;
+    void disconnect() override;
+    Table get_table(const string& name) override;
+    vector<Table> list_tables() override;
+    void map_table(const Table& table,
+                   const vector<string>& clauses,
+                   const vector<string>* skip_columns,
+                   bool second_level,
+                   const function<void(const vector<Atom>&)>& on_row) override;
 
    private:
-    string host_;
-    int port_;
-    string database_;
-    string user_;
-    string password_;
+    string host;
+    int port;
+    string database;
+    string user;
+    string password;
+    optional<vector<Table>> tables_cache;
 
     /**
      * @brief Builds the connection string from the stored parameters.
@@ -54,4 +66,14 @@ class PostgresWrapper {
      * @return A PostgreSQL connection string.
      */
     string build_connection_string() const;
+
+    pqxx::result execute_query(const string& query);
+    vector<string> build_columns_to_map(const Table& table,
+                        const vector<string>* map_columns,
+                        const vector<string>* skip_columns);
+    void process_pagineted(const Table& table,
+                           const vector<string>& columns,
+                           const string& where_clauses);
+    vector<Atom*> map_row_2_atoms()
+    
 };

From 125c0b222c3a2cf7301c333a20fc91bbb3bedbcf Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Thu, 29 Jan 2026 19:34:12 -0300
Subject: [PATCH 09/19] WIP

---
 src/BUILD                                  |  2 +-
 src/db_adapter/BUILD                       | 11 ++-
 src/db_adapter/DBWrapper.h                 | 31 +++++--
 src/db_adapter/DataMapper.cc               | 56 ++++++------
 src/db_adapter/DataMapper.h                |  5 +-
 src/db_adapter/postgres/BUILD              |  3 +-
 src/db_adapter/postgres/PostgresWrapper.cc | 99 ++++++++++++++--------
 src/db_adapter/postgres/PostgresWrapper.h  | 45 +++++-----
 8 files changed, 148 insertions(+), 104 deletions(-)

diff --git a/src/BUILD b/src/BUILD
index 3beeaf020..e99b821f4 100644
--- a/src/BUILD
+++ b/src/BUILD
@@ -41,11 +41,11 @@ cc_shared_library(
         "//atomdb:atomdb_lib",
         "//attention_broker:attention_broker_lib",
         "//commons:commons_lib",
+        "//db_adapter:db_adapter_lib",
         "//distributed_algorithm_node:distributed_algorithm_node_lib",
         "//hasher:hasher_lib",
         "//metta:metta_lib",
         "//service_bus:service_bus_lib",
-        "//db_adapter:db_adapter_lib"
     ],
 )
 
diff --git a/src/db_adapter/BUILD b/src/db_adapter/BUILD
index be95f54c7..f0dd46890 100644
--- a/src/db_adapter/BUILD
+++ b/src/db_adapter/BUILD
@@ -6,9 +6,9 @@ cc_library(
     name = "db_adapter_lib",
     includes = ["."],
     deps = [
-        "//db_adapter:data_mapper",
-        "//db_adapter:data_types",
-        "//db_adapter:db_wrapper",
+        ":data_mapper",
+        ":data_types",
+        ":db_wrapper",
         "//db_adapter/postgres:postgres_lib",
     ],
 )
@@ -36,12 +36,11 @@ cc_library(
 
 cc_library(
     name = "db_wrapper",
-    srcs = ["DBWrapper.cc"],
     hdrs = ["DBWrapper.h"],
     includes = ["."],
     deps = [
-        "//db_adapter:data_types",
+        ":data_types",
         "//commons:commons_lib",
         "//commons/atoms:atoms_lib",
-    ], 
+    ],
 )
diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index 7b1ab9285..a5cb9530d 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -1,4 +1,5 @@
 #pragma once
+
 #include <memory>
 #include <stdexcept>
 #include <string>
@@ -10,6 +11,7 @@ using namespace std;
 using namespace db_adapter;
 using namespace db_adapter_types;
 
+namespace db_adapter {
 template <typename ConnT>
 class DatabaseWrapper {
    public:
@@ -30,14 +32,33 @@ class SQLWrapper : public DatabaseWrapper<ConnT> {
     explicit SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type);
     virtual ~SQLWrapper() = default;
 
-    virtual shared_ptr<Table> get_table(const string& name) = 0;
-    virtual vector<shared_ptr<Table>> list_tables() = 0;
+    virtual Table get_table(const string& name) = 0;
+    virtual vector<Table> list_tables() = 0;
     virtual void map_table(const Table& table,
                            const vector<string>& clauses,
                            const vector<string>* skip_columns,
-                           bool second_level,
-                           const function<void(const vector<Atom>&)>& on_row) = 0;
+                           bool second_level) = 0;
 
    private:
     static shared_ptr<Mapper> create_mapper(db_adapter_types::MAPPER_TYPE mapper_type);
-};
\ No newline at end of file
+};
+
+template <typename ConnT>
+DatabaseWrapper<ConnT>::DatabaseWrapper(shared_ptr<Mapper> mapper) : mapper(move(mapper)) {}
+
+template <typename ConnT>
+SQLWrapper<ConnT>::SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type)
+    : DatabaseWrapper<ConnT>(create_mapper(mapper_type)) {}
+
+template <typename ConnT>
+shared_ptr<Mapper> SQLWrapper<ConnT>::create_mapper(db_adapter_types::MAPPER_TYPE mapper_type) {
+    switch (mapper_type) {
+        case db_adapter_types::MAPPER_TYPE::SQL2METTA:
+            return make_shared<SQL2MettaMapper>();
+        case db_adapter_types::MAPPER_TYPE::SQL2ATOMS:
+            return make_shared<SQL2AtomsMapper>();
+        default:
+            throw invalid_argument("Unknown mapper type");
+    }
+}
+}  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 3b8991648..4d722f985 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -1,9 +1,12 @@
 #include "DataMapper.h"
 
+#include <iostream>
+
 #include "Atom.h"
 #include "DataTypes.h"
 #include "Hasher.h"
 #include "Link.h"
+#include "Logger.h"
 #include "MettaMapping.h"
 #include "Node.h"
 
@@ -16,7 +19,7 @@ string BaseSQL2Mapper::EXPRESSION;
 
 // -- BaseSQL2Mapper
 
-const db_adapter_types::OutputList BaseSQL2Mapper::map(db_adapter_types::DbInput& data) {
+const db_adapter_types::OutputList BaseSQL2Mapper::map(const db_adapter_types::DbInput& data) {
     vector<tuple<string, string, string>> all_foreing_keys;
     db_adapter_types::SqlRow sql_row = get<db_adapter_types::SqlRow>(data);
     string table_name = sql_row.table_name;
@@ -34,26 +37,20 @@ const db_adapter_types::OutputList BaseSQL2Mapper::map(db_adapter_types::DbInput
             this->process_regular_column(table_name, column_name, field.value, primary_key_value);
         };
     }
-
     this->process_foreign_keys_combinations(all_foreing_keys);
-
     return this->get_output();
 }
 
 bool BaseSQL2Mapper::is_foreign_key(string& column_name) {
     size_t pos = column_name.find('|');
-    if (pos == string::npos) {
-        return false;
-    }
+    if (pos == string::npos) return false;
     return true;
 }
 
 string BaseSQL2Mapper::escape_inner_quotes(string text) {
     const auto count = std::count(text.begin(), text.end(), '"');
 
-    if (count == 0 || count == 2) {
-        return text;
-    }
+    if (count == 0 || count == 2) return text;
 
     if (count == 1) {
         text.insert(text.begin(), '"');
@@ -77,25 +74,20 @@ string BaseSQL2Mapper::escape_inner_quotes(string text) {
     }
 }
 
-bool db_adapter::BaseSQL2Mapper::insert_handle_if_missing(const string& handle) {
-    MapperValue* m_value;
-    m_value = (MapperValue*) this->handle_trie.lookup(handle);
-
-    if (m_value != NULL) return false;
-
-    this->handle_trie.insert(handle, this->default_mapper_value);
+bool BaseSQL2Mapper::insert_handle_if_missing(const string& handle) {
+    auto exists = this->handle_trie.exists(handle);
+    if (exists) return false;
+    this->handle_trie.insert(handle, NULL);
     return true;
 }
 
 // -- SQL2MettaMapper
 
-SQL2MettaMapper::SQL2MettaMapper() { this->default_mapper_value = new MapperValue(); }
+SQL2MettaMapper::SQL2MettaMapper() { this->initialize_statics(); }
 
 SQL2MettaMapper::~SQL2MettaMapper() {}
 
-db_adapter_types::OutputList db_adapter::SQL2MettaMapper::get_output() {
-    return this->metta_expressions;
-}
+db_adapter_types::OutputList SQL2MettaMapper::get_output() { return this->metta_expressions; }
 
 void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
     string key = Hasher::context_handle(s_expression);
@@ -217,11 +209,13 @@ void SQL2MettaMapper::process_foreign_keys_combinations(
 
 // -- SQL2AtomsMapper
 
-SQL2AtomsMapper::SQL2AtomsMapper() { this->default_mapper_value = new MapperValue(); }
+SQL2AtomsMapper::SQL2AtomsMapper() { this->initialize_statics(); }
 
-SQL2AtomsMapper::~SQL2AtomsMapper() {}
+SQL2AtomsMapper::~SQL2AtomsMapper() {
+    for (auto atom : this->atoms) delete atom;
+}
 
-db_adapter_types::OutputList db_adapter::SQL2AtomsMapper::get_output() { return this->atoms; }
+db_adapter_types::OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
 
 string SQL2AtomsMapper::add_atom_if_new(const string& name,
                                         const vector<string>& targets,
@@ -236,13 +230,13 @@ string SQL2AtomsMapper::add_atom_if_new(const string& name,
         Utils::error("Either name or targets must be provided to create an Atom.");
     }
 
-    if (this->insert_handle_if_missing(atom->handle())) {
+    string handle = atom->handle();
+    if (this->insert_handle_if_missing(handle)) {
         this->atoms.push_back(atom);
-        return atom->handle();
     } else {
         delete atom;
-        return "";
     }
+    return handle;
 };
 
 void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_key_value) {
@@ -252,14 +246,13 @@ void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_ke
     string predicate_node_h = this->add_atom_if_new("Predicate", {});
     string concept_node_h = this->add_atom_if_new("Concept", {});
     string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
-    string literal_pk__node_h = this->add_atom_if_new(literal_pk, {});
+    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
     string table_name_node_h = this->add_atom_if_new(table_name, {});
 
     // Links
     string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, table_name_node_h});
-    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
+    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
     string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-
     this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 }
 
@@ -317,15 +310,14 @@ void SQL2AtomsMapper::process_regular_column(string& table_name,
     string table_name_node_h = this->add_atom_if_new(table_name, {});
     string column_name_node_h = this->add_atom_if_new(column_name, {});
     string literal_value_node_h = this->add_atom_if_new(literal_value, {});
-    string literal_pk__node_h = this->add_atom_if_new(literal_pk, {});
+    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
 
     // Links
     string predicate_inner_link_h =
         this->add_atom_if_new("", {table_name_node_h, column_name_node_h, literal_value_node_h});
     string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_link_h});
-    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk__node_h});
+    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
     string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-
     this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
 }
 
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index e60d12ee7..f1ca7965a 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -22,18 +22,17 @@ class MapperValue : public HandleTrie::TrieValue {
 class Mapper {
    public:
     virtual ~Mapper() = default;
-    virtual const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) = 0;
+    virtual const db_adapter_types::OutputList map(const db_adapter_types::DbInput& data) = 0;
 
    protected:
     Mapper() = default;
     HandleTrie handle_trie{32};
-    MapperValue* default_mapper_value;
 };
 
 class BaseSQL2Mapper : public Mapper {
    public:
     virtual ~BaseSQL2Mapper() override = default;
-    const db_adapter_types::OutputList map(db_adapter_types::DbInput& data) override;
+    const db_adapter_types::OutputList map(const db_adapter_types::DbInput& data) override;
 
     static string SYMBOL;
     static string EXPRESSION;
diff --git a/src/db_adapter/postgres/BUILD b/src/db_adapter/postgres/BUILD
index e2eee5de7..9e8450a2c 100644
--- a/src/db_adapter/postgres/BUILD
+++ b/src/db_adapter/postgres/BUILD
@@ -17,6 +17,7 @@ cc_library(
     includes = ["."],
     deps = [
         "//commons:commons_lib",
-        "//db_adapter:db_wrapper"
+        "//db_adapter:data_mapper",
+        "//db_adapter:db_wrapper",
     ],
 )
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index c76ba383b..edb93252e 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -1,5 +1,6 @@
 #include "PostgresWrapper.h"
 
+#include <iostream>
 #include <memory>
 #include <pqxx/pqxx>
 #include <stdexcept>
@@ -14,11 +15,11 @@ PostgresWrapper::PostgresWrapper(const string& host,
                                  const string& password,
                                  db_adapter_types::MAPPER_TYPE mapper_type)
     : SQLWrapper<pqxx::connection>(mapper_type),
-      host_(host),
-      port_(port),
-      database_(database),
-      user_(user),
-      password_(password) {
+      host(host),
+      port(port),
+      database(database),
+      user(user),
+      password(password) {
     this->db_client = this->connect();
 }
 
@@ -26,8 +27,14 @@ PostgresWrapper::~PostgresWrapper() = default;
 
 unique_ptr<pqxx::connection> PostgresWrapper::connect() {
     try {
-        string connection_string = build_connection_string();
-        return make_unique<pqxx::connection>(connection_string);
+        string conn_str = "host=" + host + " port=" + to_string(port) + " dbname=" + database;
+        if (!user.empty()) {
+            conn_str += " user=" + user;
+        }
+        if (!password.empty()) {
+            conn_str += " password=" + password;
+        }
+        return make_unique<pqxx::connection>(conn_str);
     } catch (const pqxx::sql_error& e) {
         throw runtime_error("Could not connect to database: " + string(e.what()));
     } catch (const exception& e) {
@@ -37,17 +44,14 @@ unique_ptr<pqxx::connection> PostgresWrapper::connect() {
 
 void PostgresWrapper::disconnect() {
     if (this->db_client) {
-        this->db_client->disconnect();
-        this->db_client.reset();
+        this->db_client->close();
     }
 }
 
 Table PostgresWrapper::get_table(const string& name) {
     auto tables = this->list_tables();
     for (const auto& table : tables) {
-        if (table.name == name) {
-            return table;
-        }
+        if (table.name == name) return table;
     }
     Utils::error("Table '" + name + "' not found in the database.");
     return Table{};
@@ -154,17 +158,14 @@ vector<Table> PostgresWrapper::list_tables() {
 void PostgresWrapper::map_table(const Table& table,
                                 const vector<string>& clauses,
                                 const vector<string>* skip_columns,
-                                bool second_level,
-                                const function<void(const vector<Atom>&)>& on_row) {
+                                bool second_level) {
     string where_clauses;
     for (size_t i = 0; i < clauses.size(); ++i) {
         if (i > 0) where_clauses += " AND ";
         where_clauses += clauses[i];
     }
-
     auto columns = build_columns_to_map(table, nullptr, skip_columns);
-
-    this->process_pagineted(table, columns, where_clauses)
+    this->process_pagineted(table, columns, where_clauses);
 }
 
 vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
@@ -199,7 +200,7 @@ vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
 
     vector<string> final_columns;
     for (const auto& item : columns_list) {
-        if (!item.empty()) final_columns.push_back(item);
+        if (!item.empty()) final_columns.push_back(Utils::trim(item));
     }
 
     return final_columns;
@@ -207,11 +208,10 @@ vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
 
 void PostgresWrapper::process_pagineted(const Table& table,
                                         const vector<string>& columns,
-                                        const string& where_clauses
-) {
-    const size_t offset = 0;
+                                        const string& where_clauses) {
+    size_t offset = 0;
     const size_t limit = 10000;
-    string cols_sql = Utils::join(columns, ', ');
+    string cols_sql = Utils::join(columns, ',');
 
     string base_query = "SELECT " + cols_sql + " FROM " + table.name;
 
@@ -220,31 +220,60 @@ void PostgresWrapper::process_pagineted(const Table& table,
     }
 
     while (true) {
-        string query = base_query + " LIMIT " + limit + " OFFSET " + offset;
-        auto rows = this->execute_query(query);
+        string query = base_query + " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset);
+        pqxx::result rows = this->execute_query(query);
 
-        if (!rows) break;
+        if (rows.empty()) break;
 
         for (const auto& row : rows) {
             auto atoms = this->map_row_2_atoms(row, table, columns);
-            this->send_to_queue(atoms);
         }
 
         offset += limit;
     }
 }
 
-string PostgresWrapper::build_connection_string() const {
-    string conn_str = "host=" + host + " port=" + to_string(port) + " dbname=" + database;
+vector<Atom*> PostgresWrapper::map_row_2_atoms(const pqxx::row& row,
+                                               const Table& table,
+                                               vector<string> columns) {
+    SqlRow sql_row = this->build_sql_row(row, table, columns);
+    auto atoms = this->mapper->map(DbInput{sql_row});
+    return get<vector<Atom*>>(atoms);
+}
 
-    if (!user_.empty()) {
-        conn_str += " user=" + user;
-    }
-    if (!password_.empty()) {
-        conn_str += " password=" + password;
-    }
+SqlRow PostgresWrapper::build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns) {
+    SqlRow sql_row;
+    sql_row.table_name = table.name;
+    sql_row.primary_key = ColumnValue{columns[0], row[0].c_str()};
+
+    for (size_t i = 1; i < columns.size() && i < row.size(); i++) {
+        string col = columns[i];
+        auto field = row[i];
 
-    return conn_str;
+        if (field.is_null()) continue;
+
+        string value = field.c_str();
+
+        // datetime → SKIP
+        // YYYY-MM-DD HH:MM:SS...
+        if (value.size() >= 19 && value[4] == '-' && value[7] == '-') continue;
+
+        if (value.empty()) {
+            continue;
+        } else if (value.size() > MAX_VALUE_SIZE) {
+            continue;
+        }
+
+        string column_name = col;
+        for (const auto& fk : table.foreign_keys) {
+            if (fk.find(col) != string::npos) {
+                column_name = fk;
+                break;
+            }
+        }
+        sql_row.add_field(column_name, value);
+    }
+    return sql_row;
 }
 
 pqxx::result PostgresWrapper::execute_query(const string& query) {
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index e6f457e6f..e657d4c8a 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -1,12 +1,22 @@
 #pragma once
-#include <DBWrapper.h>
+
+#include <Atom.h>
 
 #include <memory>
 #include <optional>
 #include <pqxx/pqxx>
 #include <string>
 
+#include "DBWrapper.h"
+
+#define MAX_VALUE_SIZE ((size_t) 1000)
+
 using namespace std;
+using namespace db_adapter_types;
+using namespace atoms;
+using namespace commons;
+
+namespace db_adapter {
 
 /** * @class PostgresWrapper
  * @brief A class that provides a high-level interface to interact with a PostgreSQL database.
@@ -26,13 +36,12 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
      * @param user The username for authentication.
      * @param password The password for authentication.
      */
-    PostgresWrapper(
-        const string& host,
-        int port,
-        const string& database = "postgres",
-        const string& user = "postgres",
-        const string& password = "postgres",
-        db_adapter_types::MAPPER_TYPE mapper_type = db_adapter_types::MAPPER_TYPE::SQL2ATOMS);
+    PostgresWrapper(const string& host,
+                    int port,
+                    const string& database = "postgres",
+                    const string& user = "postgres",
+                    const string& password = "postgres",
+                    MAPPER_TYPE mapper_type = MAPPER_TYPE::SQL2ATOMS);
 
     ~PostgresWrapper() override;
 
@@ -49,8 +58,7 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     void map_table(const Table& table,
                    const vector<string>& clauses,
                    const vector<string>* skip_columns,
-                   bool second_level,
-                   const function<void(const vector<Atom>&)>& on_row) override;
+                   bool second_level) override;
 
    private:
     string host;
@@ -60,20 +68,15 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     string password;
     optional<vector<Table>> tables_cache;
 
-    /**
-     * @brief Builds the connection string from the stored parameters.
-     *
-     * @return A PostgreSQL connection string.
-     */
-    string build_connection_string() const;
-
     pqxx::result execute_query(const string& query);
     vector<string> build_columns_to_map(const Table& table,
-                        const vector<string>* map_columns,
-                        const vector<string>* skip_columns);
+                                        const vector<string>* map_columns,
+                                        const vector<string>* skip_columns);
     void process_pagineted(const Table& table,
                            const vector<string>& columns,
                            const string& where_clauses);
-    vector<Atom*> map_row_2_atoms()
-    
+    vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
+    SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
 };
+
+}  // namespace db_adapter
\ No newline at end of file

From 479638f8300a4681282d3412778d5a9f14696f25 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Thu, 29 Jan 2026 20:39:51 -0300
Subject: [PATCH 10/19] WIP

---
 src/db_adapter/DataMapper.cc               | 264 ++++++++++++---------
 src/db_adapter/DataMapper.h                |  65 ++---
 src/db_adapter/postgres/PostgresWrapper.cc |   2 +
 3 files changed, 191 insertions(+), 140 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 4d722f985..fdd07045f 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -1,6 +1,7 @@
 #include "DataMapper.h"
 
 #include <iostream>
+#include <variant>
 
 #include "Atom.h"
 #include "DataTypes.h"
@@ -20,24 +21,35 @@ string BaseSQL2Mapper::EXPRESSION;
 // -- BaseSQL2Mapper
 
 const db_adapter_types::OutputList BaseSQL2Mapper::map(const db_adapter_types::DbInput& data) {
-    vector<tuple<string, string, string>> all_foreing_keys;
+    vector<tuple<string, string, string>> all_foreign_keys;
     db_adapter_types::SqlRow sql_row = get<db_adapter_types::SqlRow>(data);
     string table_name = sql_row.table_name;
 
     string primary_key_value = sql_row.primary_key ? sql_row.primary_key->value : "";
 
-    this->process_primary_key(table_name, primary_key_value);
+    this->map_primary_key(table_name, primary_key_value);
 
-    for (auto field : sql_row.fields) {
+    for (auto& field : sql_row.fields) {
         string column_name = table_name + "." + field.name;
+
         if (this->is_foreign_key(column_name)) {
-            this->process_foreign_key_column(
-                table_name, column_name, field.value, primary_key_value, all_foreing_keys);
+            size_t separator_pos = column_name.find('|');
+
+            if (separator_pos == string::npos) {
+                Utils::error("Invalid foreign key format: " + column_name);
+            }
+
+            string fk_column = column_name.substr(0, separator_pos);
+            string fk_table = column_name.substr(separator_pos + 1);
+            all_foreign_keys.push_back({fk_column, fk_table, field.value});
+
+            this->map_foreign_key_column(
+                table_name, column_name, field.value, primary_key_value, fk_table, fk_column);
         } else {
-            this->process_regular_column(table_name, column_name, field.value, primary_key_value);
+            this->map_regular_column(table_name, column_name, field.value, primary_key_value);
         };
     }
-    this->process_foreign_keys_combinations(all_foreing_keys);
+    this->map_foreign_keys_combinations(all_foreign_keys);
     return this->get_output();
 }
 
@@ -96,7 +108,7 @@ void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
     }
 };
 
-void SQL2MettaMapper::process_primary_key(string& table_name, string& primary_key_value) {
+void SQL2MettaMapper::map_primary_key(string& table_name, string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     string predicate_link = "(Predicate " + table_name + ")";
@@ -112,20 +124,12 @@ void SQL2MettaMapper::process_primary_key(string& table_name, string& primary_ke
     this->add_metta_if_new(evaluation_link);
 }
 
-void SQL2MettaMapper::process_foreign_key_column(
-    string& table_name,
-    string& column_name,
-    string& value,
-    string& primary_key_value,
-    vector<tuple<string, string, string>>& all_foreign_keys) {
-    size_t separator_pos = column_name.find('|');
-    if (separator_pos == string::npos) {
-        Utils::error("Invalid foreign key format: " + column_name);
-    }
-    string fk_column = column_name.substr(0, separator_pos);
-    string fk_table = column_name.substr(separator_pos + 1);
-    all_foreign_keys.push_back({fk_column, fk_table, value});
-
+void SQL2MettaMapper::map_foreign_key_column(string& table_name,
+                                             string& column_name,
+                                             string& value,
+                                             string& primary_key_value,
+                                             string& fk_table,
+                                             string& fk_column) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
@@ -151,10 +155,10 @@ void SQL2MettaMapper::process_foreign_key_column(
     this->add_metta_if_new(evaluation_link);
 }
 
-void SQL2MettaMapper::process_regular_column(string& table_name,
-                                             string& column_name,
-                                             string& value,
-                                             string& primary_key_value) {
+void SQL2MettaMapper::map_regular_column(string& table_name,
+                                         string& column_name,
+                                         string& value,
+                                         string& primary_key_value) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
@@ -174,7 +178,7 @@ void SQL2MettaMapper::process_regular_column(string& table_name,
     this->add_metta_if_new(evaluation_link);
 }
 
-void SQL2MettaMapper::process_foreign_keys_combinations(
+void SQL2MettaMapper::map_foreign_keys_combinations(
     vector<tuple<string, string, string>> all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
@@ -217,14 +221,16 @@ SQL2AtomsMapper::~SQL2AtomsMapper() {
 
 db_adapter_types::OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
 
-string SQL2AtomsMapper::add_atom_if_new(const string& name,
-                                        const vector<string>& targets,
+string SQL2AtomsMapper::add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
+                                        variant<string, vector<string>> value,
                                         bool is_toplevel) {
     Atom* atom;
 
-    if (!name.empty()) {
+    if (atom_type == SQL2AtomsMapper::ATOM_TYPE::NODE) {
+        string name = get<string>(value);
         atom = new Node(BaseSQL2Mapper::SYMBOL, name);
-    } else if (!targets.empty()) {
+    } else if (SQL2AtomsMapper::ATOM_TYPE::LINK) {
+        vector<string> targets = get<vector<string>>(value);
         atom = new Link(BaseSQL2Mapper::EXPRESSION, targets, is_toplevel);
     } else {
         Utils::error("Either name or targets must be provided to create an Atom.");
@@ -239,89 +245,113 @@ string SQL2AtomsMapper::add_atom_if_new(const string& name,
     return handle;
 };
 
-void SQL2AtomsMapper::process_primary_key(string& table_name, string& primary_key_value) {
+void SQL2AtomsMapper::map_primary_key(string& table_name, string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     // Nodes
-    string predicate_node_h = this->add_atom_if_new("Predicate", {});
-    string concept_node_h = this->add_atom_if_new("Concept", {});
-    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
-    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
-    string table_name_node_h = this->add_atom_if_new(table_name, {});
+    string predicate_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Predicate"));
+    string concept_node_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Concept"));
+    string evaluation_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Evaluation"));
+    string literal_pk_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_pk));
+    string table_name_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(table_name));
 
     // Links
-    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, table_name_node_h});
-    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
-    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+    string predicate_link_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                                    vector<string>{predicate_node_h, table_name_node_h});
+    string concept_inner_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{table_name_node_h, literal_pk_node_h});
+    string concept_link_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                                  vector<string>{concept_node_h, concept_inner_link_h});
+    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                          vector<string>{evaluation_node_h, predicate_link_h, concept_link_h},
+                          true);
 }
 
-void SQL2AtomsMapper::process_foreign_key_column(
-    string& table_name,
-    string& column_name,
-    string& value,
-    string& primary_key_value,
-    vector<tuple<string, string, string>>& all_foreign_keys) {
-    size_t separator_pos = column_name.find('|');
-    if (separator_pos == string::npos) {
-        Utils::error("Invalid foreign key format: " + column_name);
-    }
-    string fk_column = column_name.substr(0, separator_pos);
-    string fk_table = column_name.substr(separator_pos + 1);
-    all_foreign_keys.push_back({fk_column, fk_table, value});
-
+void SQL2AtomsMapper::map_foreign_key_column(string& table_name,
+                                             string& column_name,
+                                             string& value,
+                                             string& primary_key_value,
+                                             string& fk_table,
+                                             string& fk_column) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     // Nodes
-    string predicate_node_h = this->add_atom_if_new("Predicate", {});
-    string concept_node_h = this->add_atom_if_new("Concept", {});
-    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
-    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
-    string table_name_node_h = this->add_atom_if_new(table_name, {});
-    string fk_table_node_h = this->add_atom_if_new(fk_table, {});
-    string literal_value_node_h = this->add_atom_if_new(literal_value, {});
-    string fk_column_node_h = this->add_atom_if_new(fk_column, {});
+    string predicate_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Predicate"));
+    string concept_node_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Concept"));
+    string evaluation_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Evaluation"));
+    string literal_pk_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_pk));
+    string table_name_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(table_name));
+    string fk_table_node_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(fk_table));
+    string literal_value_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_value));
+    string fk_column_node_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(fk_column));
 
     // Links
-    string predicate_inner_1_link_h = this->add_atom_if_new("", {fk_table_node_h, literal_value_node_h});
-    string predicate_inner_2_link_h =
-        this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
-    string predicate_inner_3_link_h =
-        this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
-    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
-    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
-    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-
-    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+    string predicate_inner_1_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{fk_table_node_h, literal_value_node_h});
+    string predicate_inner_2_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{concept_node_h, predicate_inner_1_link_h});
+    string predicate_inner_3_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{fk_column_node_h, predicate_inner_2_link_h});
+    string predicate_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{predicate_node_h, predicate_inner_3_link_h});
+    string concept_inner_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{table_name_node_h, literal_pk_node_h});
+    string concept_link_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                                  vector<string>{concept_node_h, concept_inner_link_h});
+
+    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                          vector<string>{evaluation_node_h, predicate_link_h, concept_link_h},
+                          true);
 }
 
-void SQL2AtomsMapper::process_regular_column(string& table_name,
-                                             string& column_name,
-                                             string& value,
-                                             string& primary_key_value) {
+void SQL2AtomsMapper::map_regular_column(string& table_name,
+                                         string& column_name,
+                                         string& value,
+                                         string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
 
     // Nodes
-    string predicate_node_h = this->add_atom_if_new("Predicate", {});
-    string concept_node_h = this->add_atom_if_new("Concept", {});
-    string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
-    string table_name_node_h = this->add_atom_if_new(table_name, {});
-    string column_name_node_h = this->add_atom_if_new(column_name, {});
-    string literal_value_node_h = this->add_atom_if_new(literal_value, {});
-    string literal_pk_node_h = this->add_atom_if_new(literal_pk, {});
+    string predicate_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Predicate"));
+    string concept_node_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Concept"));
+    string evaluation_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Evaluation"));
+    string table_name_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(table_name));
+    string column_name_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(column_name));
+    string literal_value_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_value));
+    string literal_pk_node_h =
+        this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_pk));
 
     // Links
-    string predicate_inner_link_h =
-        this->add_atom_if_new("", {table_name_node_h, column_name_node_h, literal_value_node_h});
-    string predicate_link_h = this->add_atom_if_new("", {predicate_node_h, predicate_inner_link_h});
-    string concept_inner_link_h = this->add_atom_if_new("", {table_name_node_h, literal_pk_node_h});
-    string concept_link_h = this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
-    this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+    string predicate_inner_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK,
+        vector<string>{table_name_node_h, column_name_node_h, literal_value_node_h});
+    string predicate_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{predicate_node_h, predicate_inner_link_h});
+    string concept_inner_link_h = this->add_atom_if_new(
+        SQL2AtomsMapper::ATOM_TYPE::LINK, vector<string>{table_name_node_h, literal_pk_node_h});
+    string concept_link_h = this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                                  vector<string>{concept_node_h, concept_inner_link_h});
+    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                          vector<string>{evaluation_node_h, predicate_link_h, concept_link_h},
+                          true);
 }
 
-void SQL2AtomsMapper::process_foreign_keys_combinations(
+void SQL2AtomsMapper::map_foreign_keys_combinations(
     vector<tuple<string, string, string>> all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
@@ -330,30 +360,46 @@ void SQL2AtomsMapper::process_foreign_keys_combinations(
                 string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
 
                 // Nodes
-                string predicate_node_h = this->add_atom_if_new("Predicate", {});
-                string concept_node_h = this->add_atom_if_new("Concept", {});
-                string evaluation_node_h = this->add_atom_if_new("Evaluation", {});
-                string fk_column_node_h = this->add_atom_if_new(column_name, {});
-                string foreign_table_name_node_h = this->add_atom_if_new(foreign_table_name, {});
-                string literal_value_node_h = this->add_atom_if_new(literal_value, {});
-                string foreign_table_name2_node_h = this->add_atom_if_new(foreign_table_name2, {});
-                string literal_value2_node_h = this->add_atom_if_new(literal_value_2, {});
-
+                string predicate_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Predicate"));
+                string concept_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Concept"));
+                string evaluation_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string("Evaluation"));
+                string fk_column_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(column_name));
+                string foreign_table_name_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(foreign_table_name));
+                string literal_value_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_value));
+                string foreign_table_name2_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(foreign_table_name2));
+                string literal_value2_node_h =
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::NODE, string(literal_value_2));
                 // Links
-                string predicate_inner_1_link_h =
-                    this->add_atom_if_new("", {foreign_table_name_node_h, literal_value_node_h});
+                string predicate_inner_1_link_h = this->add_atom_if_new(
+                    SQL2AtomsMapper::ATOM_TYPE::LINK,
+                    vector<string>{foreign_table_name_node_h, literal_value_node_h});
                 string predicate_inner_2_link_h =
-                    this->add_atom_if_new("", {concept_node_h, predicate_inner_1_link_h});
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                          vector<string>{concept_node_h, predicate_inner_1_link_h});
                 string predicate_inner_3_link_h =
-                    this->add_atom_if_new("", {fk_column_node_h, predicate_inner_2_link_h});
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                          vector<string>{fk_column_node_h, predicate_inner_2_link_h});
                 string predicate_link_h =
-                    this->add_atom_if_new("", {predicate_node_h, predicate_inner_3_link_h});
-                string concept_inner_link_h =
-                    this->add_atom_if_new("", {foreign_table_name2_node_h, literal_value2_node_h});
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                          vector<string>{predicate_node_h, predicate_inner_3_link_h});
+                string concept_inner_link_h = this->add_atom_if_new(
+                    SQL2AtomsMapper::ATOM_TYPE::LINK,
+                    vector<string>{foreign_table_name2_node_h, literal_value2_node_h});
                 string concept_link_h =
-                    this->add_atom_if_new("", {concept_node_h, concept_inner_link_h});
+                    this->add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE::LINK,
+                                          vector<string>{concept_node_h, concept_inner_link_h});
 
-                this->add_atom_if_new("", {evaluation_node_h, predicate_link_h, concept_link_h}, true);
+                this->add_atom_if_new(
+                    SQL2AtomsMapper::ATOM_TYPE::LINK,
+                    vector<string>{evaluation_node_h, predicate_link_h, concept_link_h},
+                    true);
             }
         }
     }
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index f1ca7965a..16de5d634 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -50,17 +50,18 @@ class BaseSQL2Mapper : public Mapper {
     virtual db_adapter_types::OutputList get_output() = 0;
     bool insert_handle_if_missing(const string& handle);
 
-    virtual void process_primary_key(string& table_name, string& primary_key_value) = 0;
-    virtual void process_foreign_key_column(string& table_name,
-                                            string& column_name,
-                                            string& value,
-                                            string& primary_key_value,
-                                            vector<tuple<string, string, string>>& all_foreign_keys) = 0;
-    virtual void process_regular_column(string& table_name,
+    virtual void map_primary_key(string& table_name, string& primary_key_value) = 0;
+    virtual void map_foreign_key_column(string& table_name,
                                         string& column_name,
                                         string& value,
-                                        string& primary_key_value) = 0;
-    virtual void process_foreign_keys_combinations(
+                                        string& primary_key_value,
+                                        string& fk_table,
+                                        string& fk_column) = 0;
+    virtual void map_regular_column(string& table_name,
+                                    string& column_name,
+                                    string& value,
+                                    string& primary_key_value) = 0;
+    virtual void map_foreign_keys_combinations(
         vector<tuple<string, string, string>> all_foreign_keys) = 0;
 };
 
@@ -74,18 +75,18 @@ class SQL2MettaMapper : public BaseSQL2Mapper {
     db_adapter_types::OutputList get_output() override;
     void add_metta_if_new(const string& s_expression);
 
-    void process_primary_key(string& table_name, string& primary_key_value) override;
-    void process_foreign_key_column(string& table_name,
-                                    string& column_name,
-                                    string& value,
-                                    string& primary_key_value,
-                                    vector<tuple<string, string, string>>& all_foreign_keys) override;
-    void process_regular_column(string& table_name,
+    void map_primary_key(string& table_name, string& primary_key_value) override;
+    void map_foreign_key_column(string& table_name,
                                 string& column_name,
                                 string& value,
-                                string& primary_key_value) override;
-    void process_foreign_keys_combinations(
-        vector<tuple<string, string, string>> all_foreign_keys) override;
+                                string& primary_key_value,
+                                string& fk_table,
+                                string& fk_column) override;
+    void map_regular_column(string& table_name,
+                            string& column_name,
+                            string& value,
+                            string& primary_key_value) override;
+    void map_foreign_keys_combinations(vector<tuple<string, string, string>> all_foreign_keys) override;
 };
 
 class SQL2AtomsMapper : public BaseSQL2Mapper {
@@ -93,25 +94,27 @@ class SQL2AtomsMapper : public BaseSQL2Mapper {
     SQL2AtomsMapper();
     ~SQL2AtomsMapper() override;
 
+    enum ATOM_TYPE { NODE, LINK };
+
    private:
     vector<Atom*> atoms;
     db_adapter_types::OutputList get_output() override;
-    string add_atom_if_new(const string& name = "",
-                           const vector<string>& targets = {},
+    string add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
+                           variant<string, vector<string>> value,
                            bool is_toplevel = false);
 
-    void process_primary_key(string& table_name, string& primary_key_value) override;
-    void process_foreign_key_column(string& table_name,
-                                    string& column_name,
-                                    string& value,
-                                    string& primary_key_value,
-                                    vector<tuple<string, string, string>>& all_foreign_keys) override;
-    void process_regular_column(string& table_name,
+    void map_primary_key(string& table_name, string& primary_key_value) override;
+    void map_foreign_key_column(string& table_name,
                                 string& column_name,
                                 string& value,
-                                string& primary_key_value) override;
-    void process_foreign_keys_combinations(
-        vector<tuple<string, string, string>> all_foreign_keys) override;
+                                string& primary_key_value,
+                                string& fk_table,
+                                string& fk_column) override;
+    void map_regular_column(string& table_name,
+                            string& column_name,
+                            string& value,
+                            string& primary_key_value) override;
+    void map_foreign_keys_combinations(vector<tuple<string, string, string>> all_foreign_keys) override;
 };
 
 }  // namespace db_adapter
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index edb93252e..d99669d54 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -6,6 +6,8 @@
 #include <stdexcept>
 #include <string>
 
+#include "Logger.h"
+
 using namespace std;
 
 PostgresWrapper::PostgresWrapper(const string& host,

From 09dface94e3da36f09bd9174581a5b14e324ee58 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Fri, 30 Jan 2026 06:59:36 -0300
Subject: [PATCH 11/19] WIP

---
 src/db_adapter/postgres/PostgresWrapper.cc | 64 +++++++++++++++++++++-
 src/db_adapter/postgres/PostgresWrapper.h  |  5 +-
 2 files changed, 66 insertions(+), 3 deletions(-)

diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index d99669d54..17e049844 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -162,12 +162,40 @@ void PostgresWrapper::map_table(const Table& table,
                                 const vector<string>* skip_columns,
                                 bool second_level) {
     string where_clauses;
+    
     for (size_t i = 0; i < clauses.size(); ++i) {
         if (i > 0) where_clauses += " AND ";
         where_clauses += clauses[i];
     }
+    
     auto columns = build_columns_to_map(table, nullptr, skip_columns);
-    this->process_pagineted(table, columns, where_clauses);
+    
+    this->process_paginated(table, columns, where_clauses);
+
+    if (second_level) {
+        for (const auto& fk : table.foreign_keys) {
+            auto pair = Utils:split(fk, '|');
+            
+            if (pair.size() != 2) {
+                Utils::error("Invalid foreign key format: " << fk);
+            }
+            
+            string column = pair[0];
+            string ref_table_name = pair[1];
+
+            // Collect distinct non-null foreign-key values in paginated fashion
+            auto fk_ids = this->collect_fk_ids(table.name, column, where_clauses);
+            if (!fk_ids) continue;
+
+            auto ref_table = this->get_table(ref_table_name);
+            auto ref_columns = this->build_columns_to_map(ref_table, NULL, NULL);
+            
+            //f"{ref_table.primary_key} IN ({', '.join(fk_ids)})"
+            string where_clause = to_string(ref_table.primary_key) + " IN " + "(" + Utils::join(*fk_ids, ',') + ")";
+
+            this->process_paginated(ref_table, ref_columns, where_clause)  
+        }
+    }
 }
 
 vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
@@ -208,7 +236,7 @@ vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
     return final_columns;
 }
 
-void PostgresWrapper::process_pagineted(const Table& table,
+void PostgresWrapper::process_paginated(const Table& table,
                                         const vector<string>& columns,
                                         const string& where_clauses) {
     size_t offset = 0;
@@ -229,6 +257,7 @@ void PostgresWrapper::process_pagineted(const Table& table,
 
         for (const auto& row : rows) {
             auto atoms = this->map_row_2_atoms(row, table, columns);
+            // WIP - send atom to SahredQueue
         }
 
         offset += limit;
@@ -278,6 +307,37 @@ SqlRow PostgresWrapper::build_sql_row(const pqxx::row& row, const Table& table,
     return sql_row;
 }
 
+vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
+                                                           const string& column_name,
+                                                           const string& where_clause) {
+    /*
+        offset = 0
+        limit = 10000
+        ids: list[str] = []
+
+        with self.db_client.cursor() as cursor:
+            while True:
+                query = (
+                    f"SELECT {column} FROM {table_name}"
+                    + (f" WHERE {where}" if where else "")
+                    + f" LIMIT {limit} OFFSET {offset};"
+                )
+                self._execute_query(cursor, query)
+                rows = cursor.fetchall()
+                if not rows:
+                    break
+
+                # Filter None, quote values
+                for (val,) in rows:
+                    if val is not None:
+                        ids.append(f"'{val}'")
+
+                offset += limit
+
+        return ids
+    */
+}
+
 pqxx::result PostgresWrapper::execute_query(const string& query) {
     if (!this->db_client || !this->db_client->is_open()) {
         Utils::error("Database connection is not open.");
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index e657d4c8a..a3c4d2aca 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -72,11 +72,14 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     vector<string> build_columns_to_map(const Table& table,
                                         const vector<string>* map_columns,
                                         const vector<string>* skip_columns);
-    void process_pagineted(const Table& table,
+    void process_paginated(const Table& table,
                            const vector<string>& columns,
                            const string& where_clauses);
     vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
     SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
+    vector<string> collect_fk_ids(const string& table_name,
+                                   const string& column_name,
+                                   const string& where_clause);
 };
 
 }  // namespace db_adapter
\ No newline at end of file

From f00ec736cf665501bfc9dbc256cfd4937eecc2cd Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Fri, 30 Jan 2026 19:54:59 -0300
Subject: [PATCH 12/19] WIP

---
 src/db_adapter/DBWrapper.h                 |   2 +-
 src/db_adapter/postgres/PostgresWrapper.cc | 114 ++++++++++-----------
 src/db_adapter/postgres/PostgresWrapper.h  |  12 +--
 3 files changed, 60 insertions(+), 68 deletions(-)

diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index a5cb9530d..6fb22bb65 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -36,7 +36,7 @@ class SQLWrapper : public DatabaseWrapper<ConnT> {
     virtual vector<Table> list_tables() = 0;
     virtual void map_table(const Table& table,
                            const vector<string>& clauses,
-                           const vector<string>* skip_columns,
+                           const vector<string>& skip_columns,
                            bool second_level) = 0;
 
    private:
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index 17e049844..91d02fce4 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -7,6 +7,7 @@
 #include <string>
 
 #include "Logger.h"
+#include "Node.h"
 
 using namespace std;
 
@@ -78,7 +79,7 @@ vector<Table> PostgresWrapper::list_tables() {
     column_info AS (
         SELECT
             table_schema || '.' || table_name AS table_name,
-            string_agg(column_name, ', ') AS columns
+            string_agg(column_name, ',') AS columns
         FROM
             information_schema.columns
         WHERE
@@ -89,7 +90,7 @@ vector<Table> PostgresWrapper::list_tables() {
     pk_info AS (
         SELECT
             tc.table_schema || '.' || tc.table_name AS table_name,
-            string_agg(kcu.column_name, ', ') AS pk_column
+            string_agg(kcu.column_name, ',') AS pk_column
         FROM
             information_schema.table_constraints AS tc
             JOIN information_schema.key_column_usage AS kcu
@@ -103,7 +104,7 @@ vector<Table> PostgresWrapper::list_tables() {
     fk_info AS (
         SELECT
             tc.table_schema || '.' || tc.table_name AS table_name,
-            string_agg(kcu.column_name || '|' || ccu.table_schema || '.' || ccu.table_name, ', ') AS fk_columns
+            string_agg(kcu.column_name || '|' || ccu.table_schema || '.' || ccu.table_name, ',') AS fk_columns
         FROM
             information_schema.table_constraints AS tc
             JOIN information_schema.key_column_usage AS kcu
@@ -147,8 +148,8 @@ vector<Table> PostgresWrapper::list_tables() {
         Table t;
         t.name = table_name;
         t.row_count = row_count;
-        t.column_names = Utils::split(columns, ',');
         t.primary_key = pk_column;
+        t.column_names = columns.empty() ? vector<string>{} : Utils::split(columns, ',');
         t.foreign_keys = fk_columns.empty() ? vector<string>{} : Utils::split(fk_columns, ',');
 
         tables.push_back(move(t));
@@ -159,64 +160,58 @@ vector<Table> PostgresWrapper::list_tables() {
 
 void PostgresWrapper::map_table(const Table& table,
                                 const vector<string>& clauses,
-                                const vector<string>* skip_columns,
+                                const vector<string>& skip_columns,
                                 bool second_level) {
     string where_clauses;
-    
+
     for (size_t i = 0; i < clauses.size(); ++i) {
         if (i > 0) where_clauses += " AND ";
         where_clauses += clauses[i];
     }
-    
-    auto columns = build_columns_to_map(table, nullptr, skip_columns);
-    
+
+    auto columns = build_columns_to_map(table, skip_columns);
+
     this->process_paginated(table, columns, where_clauses);
 
     if (second_level) {
         for (const auto& fk : table.foreign_keys) {
-            auto pair = Utils:split(fk, '|');
-            
+            auto pair = Utils::split(fk, '|');
+
             if (pair.size() != 2) {
-                Utils::error("Invalid foreign key format: " << fk);
+                Utils::error("Invalid foreign key format: " + fk);
             }
-            
+
             string column = pair[0];
             string ref_table_name = pair[1];
 
-            // Collect distinct non-null foreign-key values in paginated fashion
+            // Collect distinct non-null foreign-key values
             auto fk_ids = this->collect_fk_ids(table.name, column, where_clauses);
-            if (!fk_ids) continue;
+
+            if (fk_ids.empty()) continue;
 
             auto ref_table = this->get_table(ref_table_name);
-            auto ref_columns = this->build_columns_to_map(ref_table, NULL, NULL);
-            
-            //f"{ref_table.primary_key} IN ({', '.join(fk_ids)})"
-            string where_clause = to_string(ref_table.primary_key) + " IN " + "(" + Utils::join(*fk_ids, ',') + ")";
+            auto ref_columns = this->build_columns_to_map(ref_table);
 
-            this->process_paginated(ref_table, ref_columns, where_clause)  
+            string where_clause = ref_table.primary_key + " IN " + "(" + Utils::join(fk_ids, ',') + ")";
+
+            this->process_paginated(ref_table, ref_columns, where_clause);
         }
     }
 }
 
 vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
-                                                     const vector<string>* map_columns,
-                                                     const vector<string>* skip_columns) {
-    vector<string> columns_to_process;
-    if (map_columns) {
-        columns_to_process = *map_columns;
-    } else {
-        columns_to_process = table.column_names;
-    }
+                                                     const vector<string>& skip_columns) {
+    vector<string> columns_to_process = table.column_names;
 
     vector<string> non_primary_key_columns;
     for (const auto& col : columns_to_process) {
         if (col != table.primary_key) non_primary_key_columns.push_back(col);
     }
 
-    if (skip_columns) {
+    if (!skip_columns.empty()) {
         vector<string> filtered_columns;
         for (const auto& col : non_primary_key_columns) {
-            if (find(skip_columns->begin(), skip_columns->end(), col) == skip_columns->end()) {
+            if (find(skip_columns.begin(), skip_columns.end(), col) == skip_columns.end()) {
                 filtered_columns.push_back(col);
             }
         }
@@ -230,7 +225,7 @@ vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
 
     vector<string> final_columns;
     for (const auto& item : columns_list) {
-        if (!item.empty()) final_columns.push_back(Utils::trim(item));
+        if (!item.empty()) final_columns.push_back(item);
     }
 
     return final_columns;
@@ -257,7 +252,7 @@ void PostgresWrapper::process_paginated(const Table& table,
 
         for (const auto& row : rows) {
             auto atoms = this->map_row_2_atoms(row, table, columns);
-            // WIP - send atom to SahredQueue
+            // WIP - send atom to SharedQueue
         }
 
         offset += limit;
@@ -269,6 +264,9 @@ vector<Atom*> PostgresWrapper::map_row_2_atoms(const pqxx::row& row,
                                                vector<string> columns) {
     SqlRow sql_row = this->build_sql_row(row, table, columns);
     auto atoms = this->mapper->map(DbInput{sql_row});
+
+    LOG_INFO("====>>>>>> Atoms count: " << get<vector<Atom*>>(atoms).size());
+
     return get<vector<Atom*>>(atoms);
 }
 
@@ -308,34 +306,30 @@ SqlRow PostgresWrapper::build_sql_row(const pqxx::row& row, const Table& table,
 }
 
 vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
-                                                           const string& column_name,
-                                                           const string& where_clause) {
-    /*
-        offset = 0
-        limit = 10000
-        ids: list[str] = []
-
-        with self.db_client.cursor() as cursor:
-            while True:
-                query = (
-                    f"SELECT {column} FROM {table_name}"
-                    + (f" WHERE {where}" if where else "")
-                    + f" LIMIT {limit} OFFSET {offset};"
-                )
-                self._execute_query(cursor, query)
-                rows = cursor.fetchall()
-                if not rows:
-                    break
-
-                # Filter None, quote values
-                for (val,) in rows:
-                    if val is not None:
-                        ids.append(f"'{val}'")
-
-                offset += limit
-
-        return ids
-    */
+                                               const string& column_name,
+                                               const string& where_clause) {
+    size_t offset = 0;
+    size_t limit = 10000;
+    vector<string> ids;
+
+    while (true) {
+        string query = "SELECT " + column_name + " FROM " + table_name + " WHERE " + where_clause +
+                       " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset) + ";";
+        pqxx::result rows = this->execute_query(query);
+
+        if (rows.empty()) break;
+
+        for (const pqxx::row& row : rows) {
+            auto field = row[0];
+            if (!field.is_null()) {
+                string value = field.c_str();
+                ids.push_back(value);
+            }
+        }
+
+        offset += limit;
+    }
+    return ids;
 }
 
 pqxx::result PostgresWrapper::execute_query(const string& query) {
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index a3c4d2aca..df03647fa 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -57,8 +57,8 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     vector<Table> list_tables() override;
     void map_table(const Table& table,
                    const vector<string>& clauses,
-                   const vector<string>* skip_columns,
-                   bool second_level) override;
+                   const vector<string>& skip_columns = {},
+                   bool second_level = false) override;
 
    private:
     string host;
@@ -69,17 +69,15 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     optional<vector<Table>> tables_cache;
 
     pqxx::result execute_query(const string& query);
-    vector<string> build_columns_to_map(const Table& table,
-                                        const vector<string>* map_columns,
-                                        const vector<string>* skip_columns);
+    vector<string> build_columns_to_map(const Table& table, const vector<string>& skip_columns = {});
     void process_paginated(const Table& table,
                            const vector<string>& columns,
                            const string& where_clauses);
     vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
     SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
     vector<string> collect_fk_ids(const string& table_name,
-                                   const string& column_name,
-                                   const string& where_clause);
+                                  const string& column_name,
+                                  const string& where_clause = "");
 };
 
 }  // namespace db_adapter
\ No newline at end of file

From 95292fb7fbc0e9bf99eab8c05c8083f8df2a3b38 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Mon, 2 Feb 2026 15:18:04 -0300
Subject: [PATCH 13/19] WIP

---
 src/db_adapter/DBWrapper.h                 |   1 +
 src/db_adapter/DataMapper.cc               |   1 +
 src/db_adapter/postgres/PostgresWrapper.cc | 178 +++++++++++++++------
 src/db_adapter/postgres/PostgresWrapper.h  |  20 ++-
 4 files changed, 148 insertions(+), 52 deletions(-)

diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index 6fb22bb65..fa970b2bd 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -38,6 +38,7 @@ class SQLWrapper : public DatabaseWrapper<ConnT> {
                            const vector<string>& clauses,
                            const vector<string>& skip_columns,
                            bool second_level) = 0;
+    virtual void map_sql_query(const string& virtual_name, const string& raw_query) = 0;
 
    private:
     static shared_ptr<Mapper> create_mapper(db_adapter_types::MAPPER_TYPE mapper_type);
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index fdd07045f..2ddcb206e 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -84,6 +84,7 @@ string BaseSQL2Mapper::escape_inner_quotes(string text) {
 
         return "\"" + escaped + "\"";
     }
+    return "";
 }
 
 bool BaseSQL2Mapper::insert_handle_if_missing(const string& handle) {
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index 91d02fce4..a3ca609f0 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -1,8 +1,10 @@
 #include "PostgresWrapper.h"
 
+#include <algorithm>
 #include <iostream>
 #include <memory>
 #include <pqxx/pqxx>
+#include <regex>
 #include <stdexcept>
 #include <string>
 
@@ -11,6 +13,9 @@
 
 using namespace std;
 
+size_t PostgresWrapper::OFFSET = 0;
+size_t PostgresWrapper::LIMIT = 10000;
+
 PostgresWrapper::PostgresWrapper(const string& host,
                                  int port,
                                  const string& database,
@@ -171,18 +176,24 @@ void PostgresWrapper::map_table(const Table& table,
 
     auto columns = build_columns_to_map(table, skip_columns);
 
-    this->process_paginated(table, columns, where_clauses);
+    string cols_sql = Utils::join(columns, ',');
+    string base_query = "SELECT " + cols_sql + " FROM " + table.name;
+    if (!where_clauses.empty()) {
+        base_query += " WHERE " + where_clauses;
+    }
+
+    this->fetch_rows_paginated(table, columns, base_query);
 
     if (second_level) {
         for (const auto& fk : table.foreign_keys) {
-            auto pair = Utils::split(fk, '|');
+            auto parts = Utils::split(fk, '|');
 
-            if (pair.size() != 2) {
+            if (parts.size() != 2) {
                 Utils::error("Invalid foreign key format: " + fk);
             }
 
-            string column = pair[0];
-            string ref_table_name = pair[1];
+            string column = parts[0];
+            string ref_table_name = parts[1];
 
             // Collect distinct non-null foreign-key values
             auto fk_ids = this->collect_fk_ids(table.name, column, where_clauses);
@@ -194,7 +205,13 @@ void PostgresWrapper::map_table(const Table& table,
 
             string where_clause = ref_table.primary_key + " IN " + "(" + Utils::join(fk_ids, ',') + ")";
 
-            this->process_paginated(ref_table, ref_columns, where_clause);
+            string cols_sql = Utils::join(ref_columns, ',');
+            string base_query = "SELECT " + cols_sql + " FROM " + ref_table.name;
+            if (!where_clause.empty()) {
+                base_query += " WHERE " + where_clause;
+            }
+
+            this->fetch_rows_paginated(ref_table, ref_columns, base_query);
         }
     }
 }
@@ -231,22 +248,118 @@ vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
     return final_columns;
 }
 
-void PostgresWrapper::process_paginated(const Table& table,
-                                        const vector<string>& columns,
-                                        const string& where_clauses) {
-    size_t offset = 0;
-    const size_t limit = 10000;
-    string cols_sql = Utils::join(columns, ',');
+vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
+                                               const string& column_name,
+                                               const string& where_clause) {
+    vector<string> ids;
 
-    string base_query = "SELECT " + cols_sql + " FROM " + table.name;
+    while (true) {
+        string query = "SELECT " + column_name + " FROM " + table_name + " WHERE " + where_clause +
+                       " LIMIT " + to_string(PostgresWrapper::LIMIT) + " OFFSET " +
+                       to_string(PostgresWrapper::OFFSET) + ";";
+        pqxx::result rows = this->execute_query(query);
 
-    if (!where_clauses.empty()) {
-        base_query += " WHERE " + where_clauses;
+        if (rows.empty()) break;
+
+        for (const pqxx::row& row : rows) {
+            auto field = row[0];
+            if (!field.is_null()) {
+                string value = field.c_str();
+                ids.push_back(value);
+            }
+        }
+
+        PostgresWrapper::OFFSET += PostgresWrapper::LIMIT;
+    }
+    return ids;
+}
+
+void PostgresWrapper::map_sql_query(const string& virtual_name, const string& raw_query) {
+    map<string, vector<string>> table_columns_map = this->extract_aliases_from_query(raw_query);
+
+    if (table_columns_map.empty()) {
+        Utils::error("No valid aliases found in query for " + virtual_name);
+    }
+
+    map<string, Table> tables_metadata;
+
+    // Search metadata (PK, FK, ...) of each referenced table
+    // and validate that each table has its PK included in the aliases
+    for (const auto& table_columns : table_columns_map) {
+        string table_name = table_columns.first;
+        vector<string> columns = table_columns.second;
+        try {
+            tables_metadata[table_name] = this->get_table(table_name);
+            string pk = tables_metadata[table_name].primary_key;
+            if (find(columns.begin(), columns.end(), pk) == columns.end()) {
+                auto parts = Utils::split(table_name, '.');
+                string schema = parts[0];
+                string table = parts[1];
+                Utils::error("Primary key '" + pk + "' of table '" + table_name +
+                             "' must be included in SELECT aliases. Add: " + table + "." + pk + " AS " +
+                             schema + "_" + table + "__" + pk);
+            }
+        } catch (const exception& e) {
+            Utils::error("Error retrieving metadata for table '" + table_name + "': " + e.what());
+        }
+    }
+
+    string base_query = Utils::trim(raw_query);
+
+    if (!base_query.empty() && base_query.back() == ';') base_query.pop_back();
+
+    for (const auto& table_columns : table_columns_map) {
+        string table_name = table_columns.first;
+        vector<string> columns = table_columns.second;
+        Table table = tables_metadata[table_name];
+        this->fetch_rows_paginated(table, columns, base_query);
     }
+}
+
+map<string, vector<string>> PostgresWrapper::extract_aliases_from_query(const string& query) {
+    map<string, vector<string>> tables;
+
+    regex alias_pattern(alias_pattern_regex, regex_constants::icase);
+
+    auto matches_begin = sregex_iterator(query.begin(), query.end(), alias_pattern);
+    auto matches_end = sregex_iterator();
+
+    for (auto it = matches_begin; it != matches_end; ++it) {
+        smatch match = *it;
+        string table_part = match[1].str();
+        string column_name = match[2].str();
+
+        string table_name;
+
+        size_t dot_pos = table_part.find('.');
+        if (dot_pos != string::npos) {
+            table_name = table_part;
+        } else {
+            size_t underscore_pos = table_part.find('_');
+            if (underscore_pos != string::npos) {
+                table_name =
+                    table_part.substr(0, underscore_pos) + "." + table_part.substr(underscore_pos + 1);
+            } else {
+                table_name = "public." + table_part;
+            }
+        }
 
+        auto& columns = tables[table_name];
+        if (find(columns.begin(), columns.end(), column_name) == columns.end()) {
+            columns.push_back(column_name);
+        }
+    }
+
+    return tables;
+}
+
+void PostgresWrapper::fetch_rows_paginated(const Table& table,
+                                           const vector<string>& columns,
+                                           const string& query) {
     while (true) {
-        string query = base_query + " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset);
-        pqxx::result rows = this->execute_query(query);
+        string paginated_query = query + " LIMIT " + to_string(PostgresWrapper::LIMIT) + " OFFSET " +
+                                 to_string(PostgresWrapper::OFFSET);
+        pqxx::result rows = this->execute_query(paginated_query);
 
         if (rows.empty()) break;
 
@@ -255,7 +368,7 @@ void PostgresWrapper::process_paginated(const Table& table,
             // WIP - send atom to SharedQueue
         }
 
-        offset += limit;
+        PostgresWrapper::OFFSET += PostgresWrapper::LIMIT;
     }
 }
 
@@ -265,7 +378,7 @@ vector<Atom*> PostgresWrapper::map_row_2_atoms(const pqxx::row& row,
     SqlRow sql_row = this->build_sql_row(row, table, columns);
     auto atoms = this->mapper->map(DbInput{sql_row});
 
-    LOG_INFO("====>>>>>> Atoms count: " << get<vector<Atom*>>(atoms).size());
+    LOG_DEBUG("====>>>>>> Atoms count: " << get<vector<Atom*>>(atoms).size());
 
     return get<vector<Atom*>>(atoms);
 }
@@ -305,33 +418,6 @@ SqlRow PostgresWrapper::build_sql_row(const pqxx::row& row, const Table& table,
     return sql_row;
 }
 
-vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
-                                               const string& column_name,
-                                               const string& where_clause) {
-    size_t offset = 0;
-    size_t limit = 10000;
-    vector<string> ids;
-
-    while (true) {
-        string query = "SELECT " + column_name + " FROM " + table_name + " WHERE " + where_clause +
-                       " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset) + ";";
-        pqxx::result rows = this->execute_query(query);
-
-        if (rows.empty()) break;
-
-        for (const pqxx::row& row : rows) {
-            auto field = row[0];
-            if (!field.is_null()) {
-                string value = field.c_str();
-                ids.push_back(value);
-            }
-        }
-
-        offset += limit;
-    }
-    return ids;
-}
-
 pqxx::result PostgresWrapper::execute_query(const string& query) {
     if (!this->db_client || !this->db_client->is_open()) {
         Utils::error("Database connection is not open.");
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index df03647fa..46cb66f18 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -5,7 +5,9 @@
 #include <memory>
 #include <optional>
 #include <pqxx/pqxx>
+#include <regex>
 #include <string>
+#include <vector>
 
 #include "DBWrapper.h"
 
@@ -45,6 +47,9 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
 
     ~PostgresWrapper() override;
 
+    static size_t OFFSET;
+    static size_t LIMIT;
+
     /**
      * @brief Establishes a connection to the PostgreSQL database.
      *
@@ -59,6 +64,10 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
                    const vector<string>& clauses,
                    const vector<string>& skip_columns = {},
                    bool second_level = false) override;
+    void map_sql_query(const string& virtual_name, const string& raw_query) override;
+
+   protected:
+    const string alias_pattern_regex = R"(\bAS\s+([a-zA-Z_][a-zA-Z0-9_]*)__([a-zA-Z_][a-zA-Z0-9_]*))";
 
    private:
     string host;
@@ -68,16 +77,15 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     string password;
     optional<vector<Table>> tables_cache;
 
-    pqxx::result execute_query(const string& query);
     vector<string> build_columns_to_map(const Table& table, const vector<string>& skip_columns = {});
-    void process_paginated(const Table& table,
-                           const vector<string>& columns,
-                           const string& where_clauses);
-    vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
-    SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
     vector<string> collect_fk_ids(const string& table_name,
                                   const string& column_name,
                                   const string& where_clause = "");
+    map<string, vector<string>> extract_aliases_from_query(const string& query);
+    void fetch_rows_paginated(const Table& table, const vector<string>& columns, const string& query);
+    vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
+    SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
+    pqxx::result execute_query(const string& query);
 };
 
 }  // namespace db_adapter
\ No newline at end of file

From d559a326c0472d5d6b71947cd313eb8f88a918ab Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Mon, 2 Feb 2026 20:39:18 -0300
Subject: [PATCH 14/19] WIP

---
 src/db_adapter/DBWrapper.cc                | 22 -------------
 src/db_adapter/DBWrapper.h                 | 38 +++++++++-------------
 src/db_adapter/DataMapper.cc               |  8 ++---
 src/db_adapter/DataMapper.h                | 10 +++---
 src/db_adapter/DataTypes.h                 |  6 ----
 src/db_adapter/postgres/PostgresWrapper.cc | 29 ++++++++---------
 src/db_adapter/postgres/PostgresWrapper.h  |  2 --
 7 files changed, 38 insertions(+), 77 deletions(-)
 delete mode 100644 src/db_adapter/DBWrapper.cc

diff --git a/src/db_adapter/DBWrapper.cc b/src/db_adapter/DBWrapper.cc
deleted file mode 100644
index 9b6940e4d..000000000
--- a/src/db_adapter/DBWrapper.cc
+++ /dev/null
@@ -1,22 +0,0 @@
-#include "DBWrapper.h"
-
-#include <stdexcept>
-
-template <typename ConnT>
-DatabaseWrapper<ConnT>::DatabaseWrapper(shared_ptr<Mapper> mapper) : mapper(move(mapper)) {}
-
-template <typename ConnT>
-SQLWrapper<ConnT>::SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type)
-    : DatabaseWrapper<ConnT>(create_mapper(mapper_type)) {}
-
-template <typename ConnT>
-shared_ptr<Mapper> SQLWrapper<ConnT>::create_mapper(db_adapter_types::MAPPER_TYPE mapper_type) {
-    switch (mapper_type) {
-        case db_adapter_types::MAPPER_TYPE::SQL2METTA:
-            return make_shared<SQL2MettaMapper>();
-        case db_adapter_types::MAPPER_TYPE::SQL2ATOMS:
-            return make_shared<SQL2AtomsMapper>();
-        default:
-            throw invalid_argument("Unknown mapper type");
-    }
-}
\ No newline at end of file
diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index fa970b2bd..588a74f5c 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -9,13 +9,13 @@
 
 using namespace std;
 using namespace db_adapter;
-using namespace db_adapter_types;
 
 namespace db_adapter {
 template <typename ConnT>
 class DatabaseWrapper {
    public:
-    explicit DatabaseWrapper(shared_ptr<Mapper> mapper);
+    explicit DatabaseWrapper(shared_ptr<Mapper> mapper, MAPPER_TYPE mapper_type)
+        : mapper(move(mapper)), mapper_type(mapper_type) {}
     virtual ~DatabaseWrapper() = default;
 
     virtual unique_ptr<ConnT> connect() = 0;
@@ -24,12 +24,14 @@ class DatabaseWrapper {
    protected:
     unique_ptr<ConnT> db_client;
     shared_ptr<Mapper> mapper;
+    MAPPER_TYPE mapper_type;
 };
 
 template <typename ConnT>
 class SQLWrapper : public DatabaseWrapper<ConnT> {
    public:
-    explicit SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type);
+    explicit SQLWrapper(MAPPER_TYPE mapper_type)
+        : DatabaseWrapper<ConnT>(create_mapper(mapper_type), mapper_type) {}
     virtual ~SQLWrapper() = default;
 
     virtual Table get_table(const string& name) = 0;
@@ -41,25 +43,15 @@ class SQLWrapper : public DatabaseWrapper<ConnT> {
     virtual void map_sql_query(const string& virtual_name, const string& raw_query) = 0;
 
    private:
-    static shared_ptr<Mapper> create_mapper(db_adapter_types::MAPPER_TYPE mapper_type);
-};
-
-template <typename ConnT>
-DatabaseWrapper<ConnT>::DatabaseWrapper(shared_ptr<Mapper> mapper) : mapper(move(mapper)) {}
-
-template <typename ConnT>
-SQLWrapper<ConnT>::SQLWrapper(db_adapter_types::MAPPER_TYPE mapper_type)
-    : DatabaseWrapper<ConnT>(create_mapper(mapper_type)) {}
-
-template <typename ConnT>
-shared_ptr<Mapper> SQLWrapper<ConnT>::create_mapper(db_adapter_types::MAPPER_TYPE mapper_type) {
-    switch (mapper_type) {
-        case db_adapter_types::MAPPER_TYPE::SQL2METTA:
-            return make_shared<SQL2MettaMapper>();
-        case db_adapter_types::MAPPER_TYPE::SQL2ATOMS:
-            return make_shared<SQL2AtomsMapper>();
-        default:
-            throw invalid_argument("Unknown mapper type");
+    static shared_ptr<Mapper> create_mapper(MAPPER_TYPE mapper_type) {
+        switch (mapper_type) {
+            case MAPPER_TYPE::SQL2METTA:
+                return make_shared<SQL2MettaMapper>();
+            case MAPPER_TYPE::SQL2ATOMS:
+                return make_shared<SQL2AtomsMapper>();
+            default:
+                throw invalid_argument("Unknown mapper type");
+        }
     }
-}
+};
 }  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 2ddcb206e..01448b779 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -20,9 +20,9 @@ string BaseSQL2Mapper::EXPRESSION;
 
 // -- BaseSQL2Mapper
 
-const db_adapter_types::OutputList BaseSQL2Mapper::map(const db_adapter_types::DbInput& data) {
+const OutputList BaseSQL2Mapper::map(const DbInput& data) {
     vector<tuple<string, string, string>> all_foreign_keys;
-    db_adapter_types::SqlRow sql_row = get<db_adapter_types::SqlRow>(data);
+    SqlRow sql_row = get<SqlRow>(data);
     string table_name = sql_row.table_name;
 
     string primary_key_value = sql_row.primary_key ? sql_row.primary_key->value : "";
@@ -100,7 +100,7 @@ SQL2MettaMapper::SQL2MettaMapper() { this->initialize_statics(); }
 
 SQL2MettaMapper::~SQL2MettaMapper() {}
 
-db_adapter_types::OutputList SQL2MettaMapper::get_output() { return this->metta_expressions; }
+OutputList SQL2MettaMapper::get_output() { return this->metta_expressions; }
 
 void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
     string key = Hasher::context_handle(s_expression);
@@ -220,7 +220,7 @@ SQL2AtomsMapper::~SQL2AtomsMapper() {
     for (auto atom : this->atoms) delete atom;
 }
 
-db_adapter_types::OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
+OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
 
 string SQL2AtomsMapper::add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
                                         variant<string, vector<string>> value,
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index 16de5d634..68d40f3ee 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -22,7 +22,7 @@ class MapperValue : public HandleTrie::TrieValue {
 class Mapper {
    public:
     virtual ~Mapper() = default;
-    virtual const db_adapter_types::OutputList map(const db_adapter_types::DbInput& data) = 0;
+    virtual const OutputList map(const DbInput& data) = 0;
 
    protected:
     Mapper() = default;
@@ -32,7 +32,7 @@ class Mapper {
 class BaseSQL2Mapper : public Mapper {
    public:
     virtual ~BaseSQL2Mapper() override = default;
-    const db_adapter_types::OutputList map(const db_adapter_types::DbInput& data) override;
+    const OutputList map(const DbInput& data) override;
 
     static string SYMBOL;
     static string EXPRESSION;
@@ -47,7 +47,7 @@ class BaseSQL2Mapper : public Mapper {
 
     bool is_foreign_key(string& column_name);
     string escape_inner_quotes(string text);
-    virtual db_adapter_types::OutputList get_output() = 0;
+    virtual OutputList get_output() = 0;
     bool insert_handle_if_missing(const string& handle);
 
     virtual void map_primary_key(string& table_name, string& primary_key_value) = 0;
@@ -72,7 +72,7 @@ class SQL2MettaMapper : public BaseSQL2Mapper {
 
    private:
     vector<string> metta_expressions;
-    db_adapter_types::OutputList get_output() override;
+    OutputList get_output() override;
     void add_metta_if_new(const string& s_expression);
 
     void map_primary_key(string& table_name, string& primary_key_value) override;
@@ -98,7 +98,7 @@ class SQL2AtomsMapper : public BaseSQL2Mapper {
 
    private:
     vector<Atom*> atoms;
-    db_adapter_types::OutputList get_output() override;
+    OutputList get_output() override;
     string add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
                            variant<string, vector<string>> value,
                            bool is_toplevel = false);
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index 190d64787..bfc618a77 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -13,10 +13,6 @@ using namespace atoms;
 
 namespace db_adapter {
 
-namespace db_adapter_types {
-
-// using DbScalar = variant<nullptr_t, bool, int64_t, double, string>;
-
 struct ColumnValue {
     string name;
     string value;
@@ -60,6 +56,4 @@ struct Table {
 
 enum MAPPER_TYPE { SQL2METTA, SQL2ATOMS };
 
-}  // namespace db_adapter_types
-
 }  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index a3ca609f0..52fdac109 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -8,8 +8,8 @@
 #include <stdexcept>
 #include <string>
 
+#define LOG_LEVEL DEBUG_LEVEL
 #include "Logger.h"
-#include "Node.h"
 
 using namespace std;
 
@@ -21,7 +21,7 @@ PostgresWrapper::PostgresWrapper(const string& host,
                                  const string& database,
                                  const string& user,
                                  const string& password,
-                                 db_adapter_types::MAPPER_TYPE mapper_type)
+                                 MAPPER_TYPE mapper_type)
     : SQLWrapper<pqxx::connection>(mapper_type),
       host(host),
       port(port),
@@ -364,25 +364,24 @@ void PostgresWrapper::fetch_rows_paginated(const Table& table,
         if (rows.empty()) break;
 
         for (const auto& row : rows) {
-            auto atoms = this->map_row_2_atoms(row, table, columns);
-            // WIP - send atom to SharedQueue
+            SqlRow sql_row = this->build_sql_row(row, table, columns);
+            auto output = this->mapper->map(DbInput{sql_row});
+
+            if (this->mapper_type == MAPPER_TYPE::SQL2ATOMS) {
+                vector<Atom*> atoms = get<vector<Atom*>>(output);
+                LOG_DEBUG("====>>>>>> Atoms count: " << atoms.size());
+                // WIP - send atoms to SharedQueue
+            } else {
+                vector<string> metta_expressions = get<vector<string>>(output);
+                LOG_DEBUG("====>>>>>> Metta Expressions count: " << metta_expressions.size());
+                // WIP - save metta expressions to file
+            }
         }
 
         PostgresWrapper::OFFSET += PostgresWrapper::LIMIT;
     }
 }
 
-vector<Atom*> PostgresWrapper::map_row_2_atoms(const pqxx::row& row,
-                                               const Table& table,
-                                               vector<string> columns) {
-    SqlRow sql_row = this->build_sql_row(row, table, columns);
-    auto atoms = this->mapper->map(DbInput{sql_row});
-
-    LOG_DEBUG("====>>>>>> Atoms count: " << get<vector<Atom*>>(atoms).size());
-
-    return get<vector<Atom*>>(atoms);
-}
-
 SqlRow PostgresWrapper::build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns) {
     SqlRow sql_row;
     sql_row.table_name = table.name;
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index 46cb66f18..e7a4e9c09 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -14,7 +14,6 @@
 #define MAX_VALUE_SIZE ((size_t) 1000)
 
 using namespace std;
-using namespace db_adapter_types;
 using namespace atoms;
 using namespace commons;
 
@@ -83,7 +82,6 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
                                   const string& where_clause = "");
     map<string, vector<string>> extract_aliases_from_query(const string& query);
     void fetch_rows_paginated(const Table& table, const vector<string>& columns, const string& query);
-    vector<Atom*> map_row_2_atoms(const pqxx::row& row, const Table& table, vector<string> columns);
     SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
     pqxx::result execute_query(const string& query);
 };

From 76ca8801408de157da3e4b94f268b4de854c3447 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Mon, 2 Feb 2026 21:18:26 -0300
Subject: [PATCH 15/19] WIP - doc

---
 src/db_adapter/DBWrapper.h                |  39 ++++++++
 src/db_adapter/DataMapper.cc              |  50 +++++------
 src/db_adapter/DataMapper.h               | 105 ++++++++++++++--------
 src/db_adapter/DataTypes.h                |  47 ++++++++--
 src/db_adapter/postgres/PostgresWrapper.h |  39 ++++----
 5 files changed, 192 insertions(+), 88 deletions(-)

diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index 588a74f5c..99568a903 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -11,6 +11,13 @@ using namespace std;
 using namespace db_adapter;
 
 namespace db_adapter {
+
+/**
+ * @class DatabaseWrapper
+ * @brief Generic interface for a database connection wrapper.
+ *
+ * @tparam ConnT The underlying connection object type (e.g., pqxx::connection).
+ */
 template <typename ConnT>
 class DatabaseWrapper {
    public:
@@ -18,7 +25,14 @@ class DatabaseWrapper {
         : mapper(move(mapper)), mapper_type(mapper_type) {}
     virtual ~DatabaseWrapper() = default;
 
+    /**
+     * @brief Establishes connection to the database.
+     */
     virtual unique_ptr<ConnT> connect() = 0;
+
+    /**
+     * @brief Closes the connection.
+     */
     virtual void disconnect() = 0;
 
    protected:
@@ -27,6 +41,10 @@ class DatabaseWrapper {
     MAPPER_TYPE mapper_type;
 };
 
+/**
+ * @class SQLWrapper
+ * @brief Specialization of DatabaseWrapper for SQL-based databases.
+ */
 template <typename ConnT>
 class SQLWrapper : public DatabaseWrapper<ConnT> {
    public:
@@ -34,15 +52,36 @@ class SQLWrapper : public DatabaseWrapper<ConnT> {
         : DatabaseWrapper<ConnT>(create_mapper(mapper_type), mapper_type) {}
     virtual ~SQLWrapper() = default;
 
+    /**
+     * @brief Retrieves schema information for a specific table.
+     */
     virtual Table get_table(const string& name) = 0;
+
+    /**
+     * @brief Lists all tables in the database.
+     */
     virtual vector<Table> list_tables() = 0;
+
+    /**
+     * @brief Maps a table's data to the target format.
+     *
+     * @param table The table metadata.
+     * @param clauses Additional SQL WHERE clauses.
+     * @param skip_columns Columns to exclude from mapping.
+     * @param second_level Boolean flag for recursive/depth mapping logic.
+     */
     virtual void map_table(const Table& table,
                            const vector<string>& clauses,
                            const vector<string>& skip_columns,
                            bool second_level) = 0;
+
+    /**
+     * @brief Executes a raw SQL query and maps the result.
+     */
     virtual void map_sql_query(const string& virtual_name, const string& raw_query) = 0;
 
    private:
+    // Factory method for creating the specific mapper strategy
     static shared_ptr<Mapper> create_mapper(MAPPER_TYPE mapper_type) {
         switch (mapper_type) {
             case MAPPER_TYPE::SQL2METTA:
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 01448b779..c19b78491 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -53,7 +53,7 @@ const OutputList BaseSQL2Mapper::map(const DbInput& data) {
     return this->get_output();
 }
 
-bool BaseSQL2Mapper::is_foreign_key(string& column_name) {
+bool BaseSQL2Mapper::is_foreign_key(const string& column_name) {
     size_t pos = column_name.find('|');
     if (pos == string::npos) return false;
     return true;
@@ -109,7 +109,7 @@ void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
     }
 };
 
-void SQL2MettaMapper::map_primary_key(string& table_name, string& primary_key_value) {
+void SQL2MettaMapper::map_primary_key(const string& table_name, const string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     string predicate_link = "(Predicate " + table_name + ")";
@@ -125,12 +125,12 @@ void SQL2MettaMapper::map_primary_key(string& table_name, string& primary_key_va
     this->add_metta_if_new(evaluation_link);
 }
 
-void SQL2MettaMapper::map_foreign_key_column(string& table_name,
-                                             string& column_name,
-                                             string& value,
-                                             string& primary_key_value,
-                                             string& fk_table,
-                                             string& fk_column) {
+void SQL2MettaMapper::map_foreign_key_column(const string& table_name,
+                                             const string& column_name,
+                                             const string& value,
+                                             const string& primary_key_value,
+                                             const string& fk_table,
+                                             const string& fk_column) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
@@ -156,10 +156,10 @@ void SQL2MettaMapper::map_foreign_key_column(string& table_name,
     this->add_metta_if_new(evaluation_link);
 }
 
-void SQL2MettaMapper::map_regular_column(string& table_name,
-                                         string& column_name,
-                                         string& value,
-                                         string& primary_key_value) {
+void SQL2MettaMapper::map_regular_column(const string& table_name,
+                                         const string& column_name,
+                                         const string& value,
+                                         const string& primary_key_value) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
@@ -180,7 +180,7 @@ void SQL2MettaMapper::map_regular_column(string& table_name,
 }
 
 void SQL2MettaMapper::map_foreign_keys_combinations(
-    vector<tuple<string, string, string>> all_foreign_keys) {
+    const vector<tuple<string, string, string>>& all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
             if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
@@ -246,7 +246,7 @@ string SQL2AtomsMapper::add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
     return handle;
 };
 
-void SQL2AtomsMapper::map_primary_key(string& table_name, string& primary_key_value) {
+void SQL2AtomsMapper::map_primary_key(const string& table_name, const string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
     // Nodes
@@ -272,12 +272,12 @@ void SQL2AtomsMapper::map_primary_key(string& table_name, string& primary_key_va
                           true);
 }
 
-void SQL2AtomsMapper::map_foreign_key_column(string& table_name,
-                                             string& column_name,
-                                             string& value,
-                                             string& primary_key_value,
-                                             string& fk_table,
-                                             string& fk_column) {
+void SQL2AtomsMapper::map_foreign_key_column(const string& table_name,
+                                             const string& column_name,
+                                             const string& value,
+                                             const string& primary_key_value,
+                                             const string& fk_table,
+                                             const string& fk_column) {
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
 
@@ -315,10 +315,10 @@ void SQL2AtomsMapper::map_foreign_key_column(string& table_name,
                           true);
 }
 
-void SQL2AtomsMapper::map_regular_column(string& table_name,
-                                         string& column_name,
-                                         string& value,
-                                         string& primary_key_value) {
+void SQL2AtomsMapper::map_regular_column(const string& table_name,
+                                         const string& column_name,
+                                         const string& value,
+                                         const string& primary_key_value) {
     string literal_pk = this->escape_inner_quotes("\"" + primary_key_value + "\"");
     string literal_value = this->escape_inner_quotes("\"" + value + "\"");
 
@@ -353,7 +353,7 @@ void SQL2AtomsMapper::map_regular_column(string& table_name,
 }
 
 void SQL2AtomsMapper::map_foreign_keys_combinations(
-    vector<tuple<string, string, string>> all_foreign_keys) {
+    const vector<tuple<string, string, string>>& all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
             if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index 68d40f3ee..40d9a4cfc 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -2,6 +2,9 @@
 
 #include <algorithm>
 #include <string>
+#include <tuple>
+#include <variant>
+#include <vector>
 
 #include "DataTypes.h"
 #include "HandleTrie.h"
@@ -19,9 +22,19 @@ class MapperValue : public HandleTrie::TrieValue {
     void merge(TrieValue* other) {}
 };
 
+/**
+ * @class Mapper
+ * @brief Abstract base class for transforming database input into a target representation.
+ */
 class Mapper {
    public:
     virtual ~Mapper() = default;
+
+    /**
+     * @brief Transforms the input data into the output format.
+     * @param data The database row or document to map.
+     * @return OutputList A variant containing either strings or Atoms.
+     */
     virtual const OutputList map(const DbInput& data) = 0;
 
    protected:
@@ -29,9 +42,14 @@ class Mapper {
     HandleTrie handle_trie{32};
 };
 
+/**
+ * @class BaseSQL2Mapper
+ * @brief Common logic for mapping SQL data, handling Primary and Foreign keys.
+ */
 class BaseSQL2Mapper : public Mapper {
    public:
     virtual ~BaseSQL2Mapper() override = default;
+
     const OutputList map(const DbInput& data) override;
 
     static string SYMBOL;
@@ -45,26 +63,30 @@ class BaseSQL2Mapper : public Mapper {
    protected:
     BaseSQL2Mapper() = default;
 
-    bool is_foreign_key(string& column_name);
+    bool is_foreign_key(const string& column_name);
     string escape_inner_quotes(string text);
     virtual OutputList get_output() = 0;
     bool insert_handle_if_missing(const string& handle);
 
-    virtual void map_primary_key(string& table_name, string& primary_key_value) = 0;
-    virtual void map_foreign_key_column(string& table_name,
-                                        string& column_name,
-                                        string& value,
-                                        string& primary_key_value,
-                                        string& fk_table,
-                                        string& fk_column) = 0;
-    virtual void map_regular_column(string& table_name,
-                                    string& column_name,
-                                    string& value,
-                                    string& primary_key_value) = 0;
+    virtual void map_primary_key(const string& table_name, const string& primary_key_value) = 0;
+    virtual void map_foreign_key_column(const string& table_name,
+                                        const string& column_name,
+                                        const string& value,
+                                        const string& primary_key_value,
+                                        const string& fk_table,
+                                        const string& fk_column) = 0;
+    virtual void map_regular_column(const string& table_name,
+                                    const string& column_name,
+                                    const string& value,
+                                    const string& primary_key_value) = 0;
     virtual void map_foreign_keys_combinations(
-        vector<tuple<string, string, string>> all_foreign_keys) = 0;
+        const vector<tuple<string, string, string>>& all_foreign_keys) = 0;
 };
 
+/**
+ * @class SQL2MettaMapper
+ * @brief Maps SQL rows to Metta S-Expressions.
+ */
 class SQL2MettaMapper : public BaseSQL2Mapper {
    public:
     SQL2MettaMapper();
@@ -75,20 +97,25 @@ class SQL2MettaMapper : public BaseSQL2Mapper {
     OutputList get_output() override;
     void add_metta_if_new(const string& s_expression);
 
-    void map_primary_key(string& table_name, string& primary_key_value) override;
-    void map_foreign_key_column(string& table_name,
-                                string& column_name,
-                                string& value,
-                                string& primary_key_value,
-                                string& fk_table,
-                                string& fk_column) override;
-    void map_regular_column(string& table_name,
-                            string& column_name,
-                            string& value,
-                            string& primary_key_value) override;
-    void map_foreign_keys_combinations(vector<tuple<string, string, string>> all_foreign_keys) override;
+    void map_primary_key(const string& table_name, const string& primary_key_value) override;
+    void map_foreign_key_column(const string& table_name,
+                                const string& column_name,
+                                const string& value,
+                                const string& primary_key_value,
+                                const string& fk_table,
+                                const string& fk_column) override;
+    void map_regular_column(const string& table_name,
+                            const string& column_name,
+                            const string& value,
+                            const string& primary_key_value) override;
+    void map_foreign_keys_combinations(
+        const vector<tuple<string, string, string>>& all_foreign_keys) override;
 };
 
+/**
+ * @class SQL2AtomsMapper
+ * @brief Maps SQL rows to Atom objects.
+ */
 class SQL2AtomsMapper : public BaseSQL2Mapper {
    public:
     SQL2AtomsMapper();
@@ -98,23 +125,25 @@ class SQL2AtomsMapper : public BaseSQL2Mapper {
 
    private:
     vector<Atom*> atoms;
+
     OutputList get_output() override;
     string add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
                            variant<string, vector<string>> value,
                            bool is_toplevel = false);
 
-    void map_primary_key(string& table_name, string& primary_key_value) override;
-    void map_foreign_key_column(string& table_name,
-                                string& column_name,
-                                string& value,
-                                string& primary_key_value,
-                                string& fk_table,
-                                string& fk_column) override;
-    void map_regular_column(string& table_name,
-                            string& column_name,
-                            string& value,
-                            string& primary_key_value) override;
-    void map_foreign_keys_combinations(vector<tuple<string, string, string>> all_foreign_keys) override;
+    void map_primary_key(const string& table_name, const string& primary_key_value) override;
+    void map_foreign_key_column(const string& table_name,
+                                const string& column_name,
+                                const string& value,
+                                const string& primary_key_value,
+                                const string& fk_table,
+                                const string& fk_column) override;
+    void map_regular_column(const string& table_name,
+                            const string& column_name,
+                            const string& value,
+                            const string& primary_key_value) override;
+    void map_foreign_keys_combinations(
+        const vector<tuple<string, string, string>>& all_foreign_keys) override;
 };
 
-}  // namespace db_adapter
+}  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index bfc618a77..b04774215 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -2,30 +2,45 @@
 
 #include <optional>
 #include <string>
-#include <unordered_map>
 #include <variant>
 #include <vector>
 
+// Forward declaration if Atom.h is heavy, otherwise keep include
 #include "Atom.h"
 
-using namespace std;
-using namespace atoms;
-
 namespace db_adapter {
 
+/**
+ * @struct ColumnValue
+ * @brief Represents a single cell in a database row.
+ */
 struct ColumnValue {
     string name;
     string value;
 };
 
+/**
+ * @struct SqlRow
+ * @brief Represents a single row from a SQL query result.
+ */
 struct SqlRow {
     string table_name;
     optional<ColumnValue> primary_key;
     vector<ColumnValue> fields;
 
+    /**
+     * @brief Adds a field to the row.
+     * @param name Column name.
+     * @param value Column value.
+     */
     void add_field(string name, string value) { fields.push_back(ColumnValue{move(name), move(value)}); }
 
-    optional<string> get(string name) const {
+    /**
+     * @brief Retrieves a value by column name.
+     * @param name The column name to search for.
+     * @return optional<string> The value if found, otherwise nullopt.
+     */
+    optional<string> get(const string& name) const {
         if (primary_key && primary_key->name == name) {
             return primary_key->value;
         }
@@ -42,10 +57,24 @@ struct SqlRow {
 
 struct NoSqlDocument {};
 
+/**
+ * @typedef DbInput
+ * @brief A variant representing raw input from either SQL or NoSQL sources.
+ */
 using DbInput = variant<SqlRow, NoSqlDocument>;
 
-using OutputList = variant<vector<string>, vector<Atom*>>;
+/**
+ * @typedef OutputList
+ * @brief The result of the mapping process.
+ *
+ * Can be a list of S-Expression strings (SQL2METTA) or a list of Atom pointers (SQL2ATOMS).
+ */
+using OutputList = variant<vector<string>, vector<atoms::Atom*>>;
 
+/**
+ * @struct Table
+ * @brief Metadata describing a database table.
+ */
 struct Table {
     string name;
     int row_count = 0;
@@ -54,6 +83,10 @@ struct Table {
     vector<string> foreign_keys;
 };
 
-enum MAPPER_TYPE { SQL2METTA, SQL2ATOMS };
+/**
+ * @enum MAPPER_TYPE
+ * @brief Defines the strategy used to transform database rows.
+ */
+enum class MAPPER_TYPE { SQL2METTA, SQL2ATOMS };
 
 }  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index e7a4e9c09..34314665d 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -19,23 +19,21 @@ using namespace commons;
 
 namespace db_adapter {
 
-/** * @class PostgresWrapper
- * @brief A class that provides a high-level interface to interact with a PostgreSQL database.
- *
- * The PostgresWrapper is responsible for managing the connection to a PostgreSQL database,
- * building and executing SQL queries. It encapsulates the connection parameters and provides
- * a simple interface for database operations.
+/**
+ * @class PostgresWrapper
+ * @brief Concrete implementation of SQLWrapper for PostgreSQL using libpqxx.
  */
 class PostgresWrapper : public SQLWrapper<pqxx::connection> {
    public:
     /**
-     * @brief Constructs a PostgresWrapper with the specified connection parameters.
+     * @brief Constructs a PostgresWrapper.
      *
-     * @param host The hostname or IP address of the PostgreSQL server.
-     * @param port The port number of the PostgreSQL server.
-     * @param database The name of the database to connect to (default: "postgres").
-     * @param user The username for authentication.
-     * @param password The password for authentication.
+     * @param host The hostname or IP address.
+     * @param port The port number.
+     * @param database The database name (default: "postgres").
+     * @param user The username.
+     * @param password The password.
+     * @param mapper_type The strategy for mapping results.
      */
     PostgresWrapper(const string& host,
                     int port,
@@ -49,23 +47,21 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     static size_t OFFSET;
     static size_t LIMIT;
 
-    /**
-     * @brief Establishes a connection to the PostgreSQL database.
-     *
-     * @return A unique pointer to a pqxx::connection object.
-     * @throws runtime_error if the connection fails.
-     */
     unique_ptr<pqxx::connection> connect() override;
     void disconnect() override;
+
     Table get_table(const string& name) override;
     vector<Table> list_tables() override;
+
     void map_table(const Table& table,
                    const vector<string>& clauses,
                    const vector<string>& skip_columns = {},
                    bool second_level = false) override;
+
     void map_sql_query(const string& virtual_name, const string& raw_query) override;
 
    protected:
+    // Regex for parsing alias patterns (e.g., "AS table__column")
     const string alias_pattern_regex = R"(\bAS\s+([a-zA-Z_][a-zA-Z0-9_]*)__([a-zA-Z_][a-zA-Z0-9_]*))";
 
    private:
@@ -74,15 +70,22 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     string database;
     string user;
     string password;
+
+    // Store tables in cache to avoid repeated database queries.
     optional<vector<Table>> tables_cache;
 
     vector<string> build_columns_to_map(const Table& table, const vector<string>& skip_columns = {});
+
     vector<string> collect_fk_ids(const string& table_name,
                                   const string& column_name,
                                   const string& where_clause = "");
+
     map<string, vector<string>> extract_aliases_from_query(const string& query);
+
     void fetch_rows_paginated(const Table& table, const vector<string>& columns, const string& query);
+
     SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
+
     pqxx::result execute_query(const string& query);
 };
 

From 38906cbf53cd45a642c11f55301aa72da76a5acc Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Tue, 3 Feb 2026 09:06:27 -0300
Subject: [PATCH 16/19] WIP

---
 src/db_adapter/DataMapper.cc               | 4 +---
 src/db_adapter/postgres/PostgresWrapper.cc | 2 --
 src/db_adapter/postgres/PostgresWrapper.h  | 4 ++--
 3 files changed, 3 insertions(+), 7 deletions(-)

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index c19b78491..1c2ad7038 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -216,9 +216,7 @@ void SQL2MettaMapper::map_foreign_keys_combinations(
 
 SQL2AtomsMapper::SQL2AtomsMapper() { this->initialize_statics(); }
 
-SQL2AtomsMapper::~SQL2AtomsMapper() {
-    for (auto atom : this->atoms) delete atom;
-}
+SQL2AtomsMapper::~SQL2AtomsMapper() {}
 
 OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
 
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index 52fdac109..8df4d5eb3 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -31,8 +31,6 @@ PostgresWrapper::PostgresWrapper(const string& host,
     this->db_client = this->connect();
 }
 
-PostgresWrapper::~PostgresWrapper() = default;
-
 unique_ptr<pqxx::connection> PostgresWrapper::connect() {
     try {
         string conn_str = "host=" + host + " port=" + to_string(port) + " dbname=" + database;
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index 34314665d..4812f1687 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -42,7 +42,7 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
                     const string& password = "postgres",
                     MAPPER_TYPE mapper_type = MAPPER_TYPE::SQL2ATOMS);
 
-    ~PostgresWrapper() override;
+    ~PostgresWrapper() = default;
 
     static size_t OFFSET;
     static size_t LIMIT;
@@ -61,7 +61,7 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
     void map_sql_query(const string& virtual_name, const string& raw_query) override;
 
    protected:
-    // Regex for parsing alias patterns (e.g., "AS table__column")
+    // Regex for parsing alias patterns (e.g., "AS public_feature__uniquename")
     const string alias_pattern_regex = R"(\bAS\s+([a-zA-Z_][a-zA-Z0-9_]*)__([a-zA-Z_][a-zA-Z0-9_]*))";
 
    private:

From 73376df9e4aaa2691f653ff205a13c71d741d5ae Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Wed, 4 Feb 2026 13:36:49 -0300
Subject: [PATCH 17/19] WIP-tests

---
 src/db_adapter/DBWrapper.h                 |  12 +-
 src/db_adapter/DataMapper.cc               |  21 +-
 src/db_adapter/DataMapper.h                |   5 +
 src/db_adapter/postgres/PostgresWrapper.cc |  58 +-
 src/db_adapter/postgres/PostgresWrapper.h  |  18 +-
 src/tests/assets/postgres_schema.sql       | 197 +++++++
 src/tests/cpp/db_adapter_test.cc           | 614 +++++++++++++++++++--
 7 files changed, 855 insertions(+), 70 deletions(-)
 create mode 100644 src/tests/assets/postgres_schema.sql

diff --git a/src/db_adapter/DBWrapper.h b/src/db_adapter/DBWrapper.h
index 99568a903..f4e812970 100644
--- a/src/db_adapter/DBWrapper.h
+++ b/src/db_adapter/DBWrapper.h
@@ -25,17 +25,19 @@ class DatabaseWrapper {
         : mapper(move(mapper)), mapper_type(mapper_type) {}
     virtual ~DatabaseWrapper() = default;
 
-    /**
-     * @brief Establishes connection to the database.
-     */
-    virtual unique_ptr<ConnT> connect() = 0;
-
     /**
      * @brief Closes the connection.
      */
     virtual void disconnect() = 0;
 
+    unsigned int mapper_handle_trie_size() { return mapper->handle_trie_size(); }
+
    protected:
+    /**
+     * @brief Establishes connection to the database.
+     */
+    virtual unique_ptr<ConnT> connect() = 0;
+
     unique_ptr<ConnT> db_client;
     shared_ptr<Mapper> mapper;
     MAPPER_TYPE mapper_type;
diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 1c2ad7038..2b0a1e82f 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -7,10 +7,12 @@
 #include "DataTypes.h"
 #include "Hasher.h"
 #include "Link.h"
-#include "Logger.h"
 #include "MettaMapping.h"
 #include "Node.h"
 
+#define LOG_LEVEL DEBUG_LEVEL
+#include "Logger.h"
+
 using namespace db_adapter;
 using namespace commons;
 using namespace atoms;
@@ -50,7 +52,10 @@ const OutputList BaseSQL2Mapper::map(const DbInput& data) {
         };
     }
     this->map_foreign_keys_combinations(all_foreign_keys);
-    return this->get_output();
+
+    auto result = move(this->get_output());
+    this->clear();
+    return result;
 }
 
 bool BaseSQL2Mapper::is_foreign_key(const string& column_name) {
@@ -102,6 +107,8 @@ SQL2MettaMapper::~SQL2MettaMapper() {}
 
 OutputList SQL2MettaMapper::get_output() { return this->metta_expressions; }
 
+void SQL2MettaMapper::clear() { this->metta_expressions.clear(); }
+
 void SQL2MettaMapper::add_metta_if_new(const string& s_expression) {
     string key = Hasher::context_handle(s_expression);
     if (this->insert_handle_if_missing(key)) {
@@ -115,7 +122,7 @@ void SQL2MettaMapper::map_primary_key(const string& table_name, const string& pr
     string predicate_link = "(Predicate " + table_name + ")";
     this->add_metta_if_new(predicate_link);
 
-    string concept_inner_link = "(" + table_name + literal_pk + ")";
+    string concept_inner_link = "(" + table_name + " " + literal_pk + ")";
     this->add_metta_if_new(concept_inner_link);
 
     string concept_link = "(Concept " + concept_inner_link + ")";
@@ -183,7 +190,7 @@ void SQL2MettaMapper::map_foreign_keys_combinations(
     const vector<tuple<string, string, string>>& all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
-            if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
+            if (make_pair(foreign_table_name, value) != make_pair(foreign_table_name2, value2)) {
                 string literal_value = this->escape_inner_quotes("\"" + value + "\"");
                 string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
 
@@ -220,6 +227,8 @@ SQL2AtomsMapper::~SQL2AtomsMapper() {}
 
 OutputList SQL2AtomsMapper::get_output() { return this->atoms; }
 
+void SQL2AtomsMapper::clear() { this->atoms.clear(); }
+
 string SQL2AtomsMapper::add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
                                         variant<string, vector<string>> value,
                                         bool is_toplevel) {
@@ -228,7 +237,7 @@ string SQL2AtomsMapper::add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
     if (atom_type == SQL2AtomsMapper::ATOM_TYPE::NODE) {
         string name = get<string>(value);
         atom = new Node(BaseSQL2Mapper::SYMBOL, name);
-    } else if (SQL2AtomsMapper::ATOM_TYPE::LINK) {
+    } else if (atom_type == SQL2AtomsMapper::ATOM_TYPE::LINK) {
         vector<string> targets = get<vector<string>>(value);
         atom = new Link(BaseSQL2Mapper::EXPRESSION, targets, is_toplevel);
     } else {
@@ -354,7 +363,7 @@ void SQL2AtomsMapper::map_foreign_keys_combinations(
     const vector<tuple<string, string, string>>& all_foreign_keys) {
     for (const auto& [column_name, foreign_table_name, value] : all_foreign_keys) {
         for (const auto& [column_name2, foreign_table_name2, value2] : all_foreign_keys) {
-            if ((foreign_table_name != foreign_table_name2) && (value != value2)) {
+            if (make_pair(foreign_table_name, value) != make_pair(foreign_table_name2, value2)) {
                 string literal_value = this->escape_inner_quotes("\"" + value + "\"");
                 string literal_value_2 = this->escape_inner_quotes("\"" + value2 + "\"");
 
diff --git a/src/db_adapter/DataMapper.h b/src/db_adapter/DataMapper.h
index 40d9a4cfc..a6046b0ce 100644
--- a/src/db_adapter/DataMapper.h
+++ b/src/db_adapter/DataMapper.h
@@ -37,6 +37,8 @@ class Mapper {
      */
     virtual const OutputList map(const DbInput& data) = 0;
 
+    unsigned int handle_trie_size() { return handle_trie.size; }
+
    protected:
     Mapper() = default;
     HandleTrie handle_trie{32};
@@ -66,6 +68,7 @@ class BaseSQL2Mapper : public Mapper {
     bool is_foreign_key(const string& column_name);
     string escape_inner_quotes(string text);
     virtual OutputList get_output() = 0;
+    virtual void clear() = 0;
     bool insert_handle_if_missing(const string& handle);
 
     virtual void map_primary_key(const string& table_name, const string& primary_key_value) = 0;
@@ -95,6 +98,7 @@ class SQL2MettaMapper : public BaseSQL2Mapper {
    private:
     vector<string> metta_expressions;
     OutputList get_output() override;
+    void clear() override;
     void add_metta_if_new(const string& s_expression);
 
     void map_primary_key(const string& table_name, const string& primary_key_value) override;
@@ -127,6 +131,7 @@ class SQL2AtomsMapper : public BaseSQL2Mapper {
     vector<Atom*> atoms;
 
     OutputList get_output() override;
+    void clear() override;
     string add_atom_if_new(SQL2AtomsMapper::ATOM_TYPE atom_type,
                            variant<string, vector<string>> value,
                            bool is_toplevel = false);
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index 8df4d5eb3..dce961cdd 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -13,9 +13,6 @@
 
 using namespace std;
 
-size_t PostgresWrapper::OFFSET = 0;
-size_t PostgresWrapper::LIMIT = 10000;
-
 PostgresWrapper::PostgresWrapper(const string& host,
                                  int port,
                                  const string& database,
@@ -31,6 +28,8 @@ PostgresWrapper::PostgresWrapper(const string& host,
     this->db_client = this->connect();
 }
 
+PostgresWrapper::~PostgresWrapper() { this->disconnect(); }
+
 unique_ptr<pqxx::connection> PostgresWrapper::connect() {
     try {
         string conn_str = "host=" + host + " port=" + to_string(port) + " dbname=" + database;
@@ -60,7 +59,6 @@ Table PostgresWrapper::get_table(const string& name) {
         if (table.name == name) return table;
     }
     Utils::error("Table '" + name + "' not found in the database.");
-    return Table{};
 }
 
 vector<Table> PostgresWrapper::list_tables() {
@@ -165,6 +163,8 @@ void PostgresWrapper::map_table(const Table& table,
                                 const vector<string>& clauses,
                                 const vector<string>& skip_columns,
                                 bool second_level) {
+    LOG_DEBUG("Mapping table: " << table.name);
+
     string where_clauses;
 
     for (size_t i = 0; i < clauses.size(); ++i) {
@@ -179,7 +179,7 @@ void PostgresWrapper::map_table(const Table& table,
     if (!where_clauses.empty()) {
         base_query += " WHERE " + where_clauses;
     }
-
+    LOG_DEBUG("Base query: " << base_query);
     this->fetch_rows_paginated(table, columns, base_query);
 
     if (second_level) {
@@ -216,6 +216,13 @@ void PostgresWrapper::map_table(const Table& table,
 
 vector<string> PostgresWrapper::build_columns_to_map(const Table& table,
                                                      const vector<string>& skip_columns) {
+    for (const auto& skipo_col : skip_columns) {
+        if (find(table.column_names.begin(), table.column_names.end(), skipo_col) ==
+            table.column_names.end()) {
+            Utils::error("Skip column '" + skipo_col + "' not found in table '" + table.name + "'");
+        }
+    }
+
     vector<string> columns_to_process = table.column_names;
 
     vector<string> non_primary_key_columns;
@@ -251,10 +258,12 @@ vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
                                                const string& where_clause) {
     vector<string> ids;
 
+    size_t offset = 0;
+    size_t limit = 10000;
+
     while (true) {
         string query = "SELECT " + column_name + " FROM " + table_name + " WHERE " + where_clause +
-                       " LIMIT " + to_string(PostgresWrapper::LIMIT) + " OFFSET " +
-                       to_string(PostgresWrapper::OFFSET) + ";";
+                       " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset) + ";";
         pqxx::result rows = this->execute_query(query);
 
         if (rows.empty()) break;
@@ -267,7 +276,7 @@ vector<string> PostgresWrapper::collect_fk_ids(const string& table_name,
             }
         }
 
-        PostgresWrapper::OFFSET += PostgresWrapper::LIMIT;
+        offset += limit;
     }
     return ids;
 }
@@ -354,29 +363,56 @@ map<string, vector<string>> PostgresWrapper::extract_aliases_from_query(const st
 void PostgresWrapper::fetch_rows_paginated(const Table& table,
                                            const vector<string>& columns,
                                            const string& query) {
+    size_t offset = 0;
+    size_t limit = 10000;
+
     while (true) {
-        string paginated_query = query + " LIMIT " + to_string(PostgresWrapper::LIMIT) + " OFFSET " +
-                                 to_string(PostgresWrapper::OFFSET);
+        string paginated_query = query + " LIMIT " + to_string(limit) + " OFFSET " + to_string(offset);
         pqxx::result rows = this->execute_query(paginated_query);
 
+        LOG_DEBUG("Executing paginated query: " << paginated_query);
+        LOG_DEBUG("Fetched " << rows.size() << " rows from table " << table.name);
+
         if (rows.empty()) break;
 
         for (const auto& row : rows) {
             SqlRow sql_row = this->build_sql_row(row, table, columns);
+
+            LOG_DEBUG("Built SqlRow for table "
+                      << table.name << " with primary key: "
+                      << (sql_row.primary_key ? sql_row.primary_key->value : "NULL"));
+            for (const auto& field : sql_row.fields) {
+                LOG_DEBUG("  Field: " << field.name << " = " << field.value);
+            }
+
+            auto before = this->mapper->handle_trie_size();
             auto output = this->mapper->map(DbInput{sql_row});
+            auto after = this->mapper->handle_trie_size();
+
+            LOG_DEBUG("############################ Mapper handle trie size before: "
+                      << before << ", after: " << after);
 
             if (this->mapper_type == MAPPER_TYPE::SQL2ATOMS) {
                 vector<Atom*> atoms = get<vector<Atom*>>(output);
                 LOG_DEBUG("====>>>>>> Atoms count: " << atoms.size());
                 // WIP - send atoms to SharedQueue
+
+                // NOTE: This code is used for testing purposes only.
+                // if (this->processor) {
+                //     this->processor->process_atoms(atoms, table.name);
+                // }
+
             } else {
                 vector<string> metta_expressions = get<vector<string>>(output);
                 LOG_DEBUG("====>>>>>> Metta Expressions count: " << metta_expressions.size());
                 // WIP - save metta expressions to file
+
+                // NOTE: This code is used for testing purposes only.
+                // if (this->processor) this->processor->process_metta(metta_expressions, table.name);
             }
         }
 
-        PostgresWrapper::OFFSET += PostgresWrapper::LIMIT;
+        offset += limit;
     }
 }
 
diff --git a/src/db_adapter/postgres/PostgresWrapper.h b/src/db_adapter/postgres/PostgresWrapper.h
index 4812f1687..1f98deb47 100644
--- a/src/db_adapter/postgres/PostgresWrapper.h
+++ b/src/db_adapter/postgres/PostgresWrapper.h
@@ -42,25 +42,20 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
                     const string& password = "postgres",
                     MAPPER_TYPE mapper_type = MAPPER_TYPE::SQL2ATOMS);
 
-    ~PostgresWrapper() = default;
+    ~PostgresWrapper() override;
 
-    static size_t OFFSET;
-    static size_t LIMIT;
-
-    unique_ptr<pqxx::connection> connect() override;
     void disconnect() override;
-
     Table get_table(const string& name) override;
     vector<Table> list_tables() override;
-
     void map_table(const Table& table,
                    const vector<string>& clauses,
                    const vector<string>& skip_columns = {},
                    bool second_level = false) override;
-
     void map_sql_query(const string& virtual_name, const string& raw_query) override;
+    pqxx::result execute_query(const string& query);
 
    protected:
+    unique_ptr<pqxx::connection> connect() override;
     // Regex for parsing alias patterns (e.g., "AS public_feature__uniquename")
     const string alias_pattern_regex = R"(\bAS\s+([a-zA-Z_][a-zA-Z0-9_]*)__([a-zA-Z_][a-zA-Z0-9_]*))";
 
@@ -73,20 +68,13 @@ class PostgresWrapper : public SQLWrapper<pqxx::connection> {
 
     // Store tables in cache to avoid repeated database queries.
     optional<vector<Table>> tables_cache;
-
     vector<string> build_columns_to_map(const Table& table, const vector<string>& skip_columns = {});
-
     vector<string> collect_fk_ids(const string& table_name,
                                   const string& column_name,
                                   const string& where_clause = "");
-
     map<string, vector<string>> extract_aliases_from_query(const string& query);
-
     void fetch_rows_paginated(const Table& table, const vector<string>& columns, const string& query);
-
     SqlRow build_sql_row(const pqxx::row& row, const Table& table, vector<string> columns);
-
-    pqxx::result execute_query(const string& query);
 };
 
 }  // namespace db_adapter
\ No newline at end of file
diff --git a/src/tests/assets/postgres_schema.sql b/src/tests/assets/postgres_schema.sql
new file mode 100644
index 000000000..7a9470401
--- /dev/null
+++ b/src/tests/assets/postgres_schema.sql
@@ -0,0 +1,197 @@
+-- =============================================================================
+-- Test Database Schema for PostgresWrapper Tests
+-- =============================================================================
+-- 
+-- This creates 3 tables:
+--   1. organism     - Referenced by feature (FK target)
+--   2. cvterm       - Referenced by feature (FK target) - "controlled vocabulary term"
+--   3. feature      - Main table with FKs to organism and cvterm
+--
+-- To use:
+--   1. Create database:  createdb postgres_wrapper_test
+--   2. Load schema:      psql -d postgres_wrapper_test -f test_schema.sql
+--
+-- Or with Docker:
+--   docker run -d --name pg_test -e POSTGRES_PASSWORD=test -e POSTGRES_DB=postgres_wrapper_test -p 5433:5432 postgres:15
+--   docker exec -i pg_test psql -U postgres -d postgres_wrapper_test < test_schema.sql
+-- =============================================================================
+
+-- Drop tables if they exist (for re-running)
+DROP TABLE IF EXISTS public.feature CASCADE;
+DROP TABLE IF EXISTS public.organism CASCADE;
+DROP TABLE IF EXISTS public.cvterm CASCADE;
+
+-- =============================================================================
+-- Table 1: organism
+-- =============================================================================
+CREATE TABLE public.organism (
+    organism_id SERIAL PRIMARY KEY,
+    genus VARCHAR(255) NOT NULL,
+    species VARCHAR(255) NOT NULL,
+    common_name VARCHAR(255),
+    abbreviation VARCHAR(255),
+    comment TEXT,
+    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+);
+
+COMMENT ON TABLE public.organism IS 'Stores organism/species information';
+
+-- =============================================================================
+-- Table 2: cvterm (Controlled Vocabulary Term)
+-- =============================================================================
+CREATE TABLE public.cvterm (
+    cvterm_id SERIAL PRIMARY KEY,
+    name VARCHAR(255) NOT NULL,
+    definition TEXT,
+    is_obsolete BOOLEAN DEFAULT FALSE,
+    is_relationshiptype BOOLEAN DEFAULT FALSE,
+    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+);
+
+COMMENT ON TABLE public.cvterm IS 'Stores controlled vocabulary terms (types)';
+
+-- =============================================================================
+-- Table 3: feature (Main table with Foreign Keys)
+-- =============================================================================
+CREATE TABLE public.feature (
+    feature_id SERIAL PRIMARY KEY,
+    organism_id INTEGER NOT NULL REFERENCES public.organism(organism_id),
+    type_id INTEGER NOT NULL REFERENCES public.cvterm(cvterm_id),
+    name VARCHAR(255),
+    uniquename VARCHAR(255) NOT NULL,
+    residues TEXT,
+    seqlen INTEGER,
+    md5checksum VARCHAR(32),
+    is_analysis BOOLEAN DEFAULT FALSE,
+    is_obsolete BOOLEAN DEFAULT FALSE,
+    timeaccessioned TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+    timelastmodified TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+);
+
+COMMENT ON TABLE public.feature IS 'Main feature table with FKs to organism and cvterm';
+
+-- Create indexes for foreign keys
+CREATE INDEX idx_feature_organism_id ON public.feature(organism_id);
+CREATE INDEX idx_feature_type_id ON public.feature(type_id);
+CREATE INDEX idx_feature_uniquename ON public.feature(uniquename);
+
+-- =============================================================================
+-- Insert Test Data: Organisms
+-- =============================================================================
+INSERT INTO public.organism (organism_id, genus, species, common_name, abbreviation, comment) VALUES
+    (1, 'Drosophila', 'melanogaster', 'fruit fly', 'Dmel', 'Model organism for genetics'),
+    (2, 'Homo', 'sapiens', 'human', 'Hsap', 'Human species'),
+    (3, 'Mus', 'musculus', 'mouse', 'Mmus', 'Laboratory mouse'),
+    (4, 'Saccharomyces', 'cerevisiae', 'yeast', 'Scer', 'Baker''s yeast'),
+    (5, 'Caenorhabditis', 'elegans', 'roundworm', 'Cele', 'Model organism for development');
+
+-- =============================================================================
+-- Insert Test Data: CV Terms (Feature Types)
+-- =============================================================================
+INSERT INTO public.cvterm (cvterm_id, name, definition, is_obsolete, is_relationshiptype) VALUES
+    (1, 'gene', 'A region of biological sequence that encodes a gene', FALSE, FALSE),
+    (2, 'mRNA', 'Messenger RNA', FALSE, FALSE),
+    (3, 'exon', 'A region of the transcript that is included in the mature RNA', FALSE, FALSE),
+    (4, 'intron', 'A region of the transcript that is not included in the mature RNA', FALSE, FALSE),
+    (5, 'protein', 'A sequence of amino acids', FALSE, FALSE),
+    (6, 'chromosome', 'A structure that contains genetic material', FALSE, FALSE),
+    (7, 'promoter', 'A regulatory region', FALSE, FALSE),
+    (8, 'obsolete_term', 'This term is obsolete', TRUE, FALSE),
+    (9, 'part_of', 'Relationship type: part of', FALSE, TRUE),
+    (10, 'derives_from', 'Relationship type: derives from', FALSE, TRUE);
+
+-- =============================================================================
+-- Insert Test Data: Features
+-- =============================================================================
+
+-- Drosophila melanogaster features (organism_id = 1)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen, is_analysis, is_obsolete) VALUES
+    (1, 1, 1, 'white', 'FBgn0003996', 'ATGCGATCGATCG', 13, FALSE, FALSE),
+    (2, 1, 1, 'yellow', 'FBgn0004034', 'GCTAGCTAGCTAG', 13, FALSE, FALSE),
+    (3, 1, 1, 'vermilion', 'FBgn0003979', NULL, NULL, FALSE, FALSE),
+    (4, 1, 2, 'white-RA', 'FBtr0070001', 'ATGCGATCG', 9, FALSE, FALSE),
+    (5, 1, 2, 'white-RB', 'FBtr0070002', 'ATGCGA', 6, FALSE, FALSE),
+    (6, 1, 3, 'white:1', 'FBexon0001', 'ATG', 3, FALSE, FALSE),
+    (7, 1, 3, 'white:2', 'FBexon0002', 'CGA', 3, FALSE, FALSE),
+    (8, 1, 5, 'white-PA', 'FBpp0070001', 'MVLSPADKTNVKAAWGKVGAHAGEYGAEALERMFLSFPTTKTYFPHFDLSH', 51, FALSE, FALSE),
+    (9, 1, 6, 'chr2L', 'FBchr0000001', NULL, 23513712, FALSE, FALSE),
+    (10, 1, 1, 'obsolete_gene', 'FBgn9999999', NULL, NULL, FALSE, TRUE);
+
+-- Human features (organism_id = 2)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen, is_analysis, is_obsolete) VALUES
+    (11, 2, 1, 'BRCA1', 'ENSG00000012048', 'ATGCGATCGATCGATCG', 17, FALSE, FALSE),
+    (12, 2, 1, 'TP53', 'ENSG00000141510', 'GCTAGCTAGCTAGCTAG', 17, FALSE, FALSE),
+    (13, 2, 2, 'BRCA1-201', 'ENST00000357654', 'ATGCGATCG', 9, FALSE, FALSE),
+    (14, 2, 5, 'BRCA1-P01', 'ENSP00000350283', 'MDLSALRVEEVQNVINAMQKILECPI', 26, FALSE, FALSE);
+
+-- Mouse features (organism_id = 3)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen, is_analysis, is_obsolete) VALUES
+    (15, 3, 1, 'Brca1', 'MGI:104537', 'ATGCGATCG', 9, FALSE, FALSE),
+    (16, 3, 1, 'Trp53', 'MGI:98834', 'GCTAGCTAG', 9, FALSE, FALSE);
+
+-- Yeast features (organism_id = 4)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen, is_analysis, is_obsolete) VALUES
+    (17, 4, 1, 'GAL4', 'YPL248C', 'ATGCGA', 6, FALSE, FALSE),
+    (18, 4, 1, 'ACT1', 'YFL039C', 'GCTAGC', 6, FALSE, FALSE);
+
+-- C. elegans features (organism_id = 5)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen, is_analysis, is_obsolete) VALUES
+    (19, 5, 1, 'unc-54', 'WBGene00006789', 'ATGCGATCGATCG', 13, FALSE, FALSE),
+    (20, 5, 1, 'dpy-10', 'WBGene00001072', 'GCTAGCTAGCTAG', 13, FALSE, FALSE);
+
+-- =============================================================================
+-- Special Test Cases
+-- =============================================================================
+
+-- Feature with NULL name (for testing NULL handling)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename) VALUES
+    (21, 1, 1, NULL, 'FBgn_null_name');
+
+-- Feature with empty string name (for testing empty string handling)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename) VALUES
+    (22, 1, 1, '', 'FBgn_empty_name');
+
+-- Feature with very long residues (> MAX_VALUE_SIZE = 1000)
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, residues, seqlen) VALUES
+    (23, 1, 1, 'long_residues_gene', 'FBgn_long', REPEAT('ATGC', 300), 1200);
+
+-- Feature with special characters in name
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename) VALUES
+    (24, 1, 1, 'gene''s "special" <name>', 'FBgn_special_chars');
+
+-- Feature with unicode in name
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename) VALUES
+    (25, 1, 1, 'gène_français_日本語', 'FBgn_unicode');
+
+-- Feature with analysis flag
+INSERT INTO public.feature (feature_id, organism_id, type_id, name, uniquename, is_analysis) VALUES
+    (26, 1, 1, 'computed_gene', 'FBgn_analysis', TRUE);
+
+-- =============================================================================
+-- Reset sequences to continue after manual IDs
+-- =============================================================================
+SELECT setval('public.organism_organism_id_seq', (SELECT MAX(organism_id) FROM public.organism));
+SELECT setval('public.cvterm_cvterm_id_seq', (SELECT MAX(cvterm_id) FROM public.cvterm));
+SELECT setval('public.feature_feature_id_seq', (SELECT MAX(feature_id) FROM public.feature));
+
+-- =============================================================================
+-- Verify data loaded correctly
+-- =============================================================================
+DO $$
+DECLARE
+    org_count INTEGER;
+    cvterm_count INTEGER;
+    feature_count INTEGER;
+BEGIN
+    SELECT COUNT(*) INTO org_count FROM public.organism;
+    SELECT COUNT(*) INTO cvterm_count FROM public.cvterm;
+    SELECT COUNT(*) INTO feature_count FROM public.feature;
+    
+    RAISE NOTICE '===========================================';
+    RAISE NOTICE 'Test database loaded successfully!';
+    RAISE NOTICE '===========================================';
+    RAISE NOTICE 'Organisms: % rows', org_count;
+    RAISE NOTICE 'CV Terms:  % rows', cvterm_count;
+    RAISE NOTICE 'Features:  % rows', feature_count;
+    RAISE NOTICE '===========================================';
+END $$;
\ No newline at end of file
diff --git a/src/tests/cpp/db_adapter_test.cc b/src/tests/cpp/db_adapter_test.cc
index e0da0e90a..7b3fb96ab 100644
--- a/src/tests/cpp/db_adapter_test.cc
+++ b/src/tests/cpp/db_adapter_test.cc
@@ -6,65 +6,613 @@
 #include <thread>
 #include <vector>
 
+#include "Atom.h"
+#include "Logger.h"
+#include "Node.h"
 #include "PostgresWrapper.h"
 #include "TestConfig.h"
 
 using namespace std;
+using namespace db_adapter;
+using namespace atoms;
 
-class PostgresTestEnvironment : public ::testing::Environment {
+class PostgresWrapperTestEnvironment : public ::testing::Environment {
    public:
     void SetUp() override { TestConfig::load_environment(); }
 
     void TearDown() override {}
 };
 
-class PostgresTest : public ::testing::Test {
+class PostgresWrapperTest : public ::testing::Test {
    protected:
-    void SetUp() override {
-        host = "chado.flybase.org";
-        port = 5432;
-        database = "flybase";
-        user = "flybase";
-        // password = "password"; // No password needed for this public database
-    }
+    string TEST_HOST = "localhost";
+    int TEST_PORT = 5433;
+    string TEST_DB = "postgres_wrapper_test";
+    string TEST_USER = "postgres";
+    string TEST_PASSWORD = "test";
+
+    string INVALID_HOST = "invalid.host";
+    int INVALID_PORT = 99999;
+    string INVALID_DB = "database_xyz";
+
+    string FEATURE_TABLE = "public.feature";
+    string ORGANISM_TABLE = "public.organism";
+    string CVTERM_TABLE = "public.cvterm";
+    string FEATURE_PK = "feature_id";
+    string ORGANISM_PK = "organism_id";
+    string CVTERM_PK = "cvterm_id";
+
+    int DROSOPHILA_ORGANISM_ID = 1;
+    int HUMAN_ORGANISM_ID = 2;
+
+    int WHITE_GENE_ID = 1;
+    string WHITE_GENE_NAME = "white";
+    string WHITE_GENE_UNIQUENAME = "FBgn0003996";
+
+    int TOTAL_ROWS_ORGANISMS = 5;
+    int TOTAL_ROWS_CVTERMS = 10;
+    int TOTAL_ROWS_FEATURES = 26;
+
+    void SetUp() override {}
 
     void TearDown() override {}
 
-    string host;
-    int port;
-    string database;
-    string user;
-    string password;
+    shared_ptr<PostgresWrapper> create_wrapper(MAPPER_TYPE mapper_type = MAPPER_TYPE::SQL2ATOMS) {
+        return make_shared<PostgresWrapper>(
+            TEST_HOST, TEST_PORT, TEST_DB, TEST_USER, TEST_PASSWORD, mapper_type);
+    }
 };
 
-TEST_F(PostgresTest, ConnectSuccess) {
-    PostgresWrapper wrapper(host, port, database, user, password);
+TEST_F(PostgresWrapperTest, Connection) {
+    auto wrapper = create_wrapper();
+
+    auto result = wrapper->execute_query("SELECT 1");
+
+    EXPECT_FALSE(result.empty());
+    EXPECT_EQ(result[0][0].as<int>(), 1);
+
+    EXPECT_THROW({ PostgresWrapper("invalid.host", TEST_PORT, TEST_DB, TEST_USER, TEST_PASSWORD); },
+                 std::runtime_error);
+    EXPECT_THROW({ PostgresWrapper(TEST_HOST, 99999, TEST_DB, TEST_USER, TEST_PASSWORD); },
+                 std::runtime_error);
+    EXPECT_THROW({ PostgresWrapper(TEST_HOST, TEST_PORT, "non_existent_db", TEST_USER, TEST_PASSWORD); },
+                 std::runtime_error);
+
+    wrapper->disconnect();
+
+    EXPECT_THROW(wrapper->execute_query("SELECT 1"), std::runtime_error);
+}
+
+TEST_F(PostgresWrapperTest, GetTable) {
+    auto wrapper = create_wrapper();
+    auto tables = wrapper->list_tables();
+    ASSERT_FALSE(tables.empty());
+
+    string target_name = tables[0].name;
+    Table t = wrapper->get_table(target_name);
+
+    EXPECT_EQ(t.name, target_name);
+    EXPECT_EQ(t.primary_key, tables[0].primary_key);
+
+    Table feature = wrapper->get_table("public.feature");
+
+    EXPECT_EQ(feature.name, "public.feature");
+    EXPECT_EQ(feature.primary_key, "feature_id");
+
+    EXPECT_THROW(wrapper->get_table("fake_table_name"), std::runtime_error);
+}
+
+TEST_F(PostgresWrapperTest, ListTables) {
+    auto wrapper = create_wrapper();
+
+    auto tables = wrapper->list_tables();
+
+    EXPECT_GE(tables.size(), 3);
+
+    bool found_organism = false;
+    bool found_cvterm = false;
+    bool found_feature = false;
+
+    for (const auto& table : tables) {
+        if (table.name == ORGANISM_TABLE) found_organism = true;
+        if (table.name == CVTERM_TABLE) found_cvterm = true;
+        if (table.name == FEATURE_TABLE) found_feature = true;
+    }
+
+    EXPECT_TRUE(found_organism);
+    EXPECT_TRUE(found_cvterm);
+    EXPECT_TRUE(found_feature);
+
+    vector<Table> tables_cached = wrapper->list_tables();
+
+    ASSERT_EQ(tables_cached.size(), tables_cached.size());
+    if (!tables_cached.empty()) {
+        EXPECT_EQ(tables_cached[0].name, tables_cached[0].name);
+    }
+}
+
+TEST_F(PostgresWrapperTest, TablesStructure) {
+    auto wrapper = create_wrapper();
+
+    Table organism_table = wrapper->get_table(ORGANISM_TABLE);
+
+    EXPECT_EQ(organism_table.name, ORGANISM_TABLE);
+    EXPECT_EQ(organism_table.primary_key, ORGANISM_PK);
+    EXPECT_TRUE(organism_table.foreign_keys.empty());
+
+    vector<string> expected_cols = {
+        "organism_id", "genus", "species", "common_name", "abbreviation", "comment", "created_at"};
+    for (const auto& expected : expected_cols) {
+        bool found =
+            find(organism_table.column_names.begin(), organism_table.column_names.end(), expected) !=
+            organism_table.column_names.end();
+        EXPECT_TRUE(found);
+    }
+
+    Table cvterm_table = wrapper->get_table(CVTERM_TABLE);
+
+    EXPECT_EQ(cvterm_table.name, CVTERM_TABLE);
+    EXPECT_EQ(cvterm_table.primary_key, CVTERM_PK);
+    EXPECT_TRUE(cvterm_table.foreign_keys.empty());
+
+    Table feature_table = wrapper->get_table(FEATURE_TABLE);
+
+    EXPECT_EQ(feature_table.name, FEATURE_TABLE);
+    EXPECT_EQ(feature_table.primary_key, FEATURE_PK);
+    EXPECT_EQ(feature_table.foreign_keys.size(), 2);
+
+    bool has_organism_fk = false;
+    bool has_type_fk = false;
+    for (const auto& fk : feature_table.foreign_keys) {
+        if (fk.find("organism_id") != string::npos && fk.find("public.organism") != string::npos) {
+            has_organism_fk = true;
+        }
+        if (fk.find("type_id") != string::npos && fk.find("public.cvterm") != string::npos) {
+            has_type_fk = true;
+        }
+    }
+    EXPECT_TRUE(has_organism_fk);
+    EXPECT_TRUE(has_type_fk);
+}
+
+TEST_F(PostgresWrapperTest, CheckData) {
+    auto wrapper = create_wrapper();
+
+    auto result = wrapper->execute_query(
+        "SELECT organism_id, genus, species, common_name FROM organism WHERE organism_id = 1");
+
+    ASSERT_EQ(result.size(), 1);
+    EXPECT_EQ(result[0]["organism_id"].as<int>(), 1);
+    EXPECT_EQ(result[0]["genus"].as<string>(), "Drosophila");
+    EXPECT_EQ(result[0]["species"].as<string>(), "melanogaster");
+    EXPECT_EQ(result[0]["common_name"].as<string>(), "fruit fly");
+
+    auto result2 =
+        wrapper->execute_query("SELECT feature_id, name, uniquename FROM feature WHERE feature_id = " +
+                               to_string(WHITE_GENE_ID));
+
+    ASSERT_EQ(result2.size(), 1);
+    EXPECT_EQ(result2[0]["feature_id"].as<int>(), WHITE_GENE_ID);
+    EXPECT_EQ(result2[0]["name"].as<string>(), WHITE_GENE_NAME);
+    EXPECT_EQ(result2[0]["uniquename"].as<string>(), WHITE_GENE_UNIQUENAME);
+
+    auto result3 = wrapper->execute_query("SELECT COUNT(*) FROM organism");
+
+    EXPECT_EQ(result3[0][0].as<int>(), TOTAL_ROWS_ORGANISMS);
+
+    auto result4 = wrapper->execute_query("SELECT COUNT(*) FROM cvterm");
+
+    EXPECT_EQ(result4[0][0].as<int>(), TOTAL_ROWS_CVTERMS);
+
+    auto result5 = wrapper->execute_query("SELECT COUNT(*) FROM feature");
 
-    auto conn = wrapper.connect();
+    EXPECT_EQ(result5[0][0].as<int>(), TOTAL_ROWS_FEATURES);
+}
+
+// map_table - SQL2ATOMS
+TEST_F(PostgresWrapperTest, MapTablesFirstRowAtoms) {
+    auto wrapper = create_wrapper();
+
+    Table organism_table = wrapper->get_table(ORGANISM_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(organism_table, {"organism_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 34);
+
+    Table feature_table = wrapper->get_table(FEATURE_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(feature_table, {"feature_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 81);
+
+    Table cvterm_table = wrapper->get_table(CVTERM_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(cvterm_table, {"cvterm_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 101);
+}
+
+TEST_F(PostgresWrapperTest, MapTableWithClausesAndSkipColumnsAtoms) {
+    auto wrapper = create_wrapper();
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+    vector<string> clauses = {"organism_id = " + to_string(DROSOPHILA_ORGANISM_ID), "feature_id <= 5"};
+    vector<string> skip_columns = {"residues", "md5checksum", "seqlen"};
+
+    EXPECT_NO_THROW({ wrapper->map_table(table, clauses, skip_columns, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 114);
+}
+
+TEST_F(PostgresWrapperTest, MapTableZeroRowsAtoms) {
+    auto wrapper = create_wrapper();
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+    vector<string> clauses = {"feature_id = -999"};
 
-    ASSERT_NE(conn, nullptr);
-    EXPECT_TRUE(conn->is_open());
+    EXPECT_NO_THROW({ wrapper->map_table(table, clauses, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
 }
 
-TEST_F(PostgresTest, SimpleQuery) {
-    PostgresWrapper wrapper(host, port, database, user, password);
+TEST_F(PostgresWrapperTest, MapTableWithNonExistentSkipColumnAtoms) {
+    auto wrapper = create_wrapper();
 
-    auto conn = wrapper.connect();
-    ASSERT_NE(conn, nullptr);
-    ASSERT_TRUE(conn->is_open());
+    Table table = wrapper->get_table(FEATURE_TABLE);
 
-    // Default transaction (write-read)
-    pqxx::work transaction(*conn);
-    string query = "select * from feature f where f.feature_id = 3164551;";
-    pqxx::result result = transaction.exec(query);
-    transaction.commit();
+    vector<string> clauses = {"feature_id < 10"};
+    vector<string> skip_columns = {"column_xyz"};
 
-    EXPECT_EQ(result.size(), 1);
-    EXPECT_EQ(result[0]["uniquename"].as<string>(), "FBgn0020238");
+    EXPECT_THROW({ wrapper->map_table(table, clauses, skip_columns, false); }, std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapTableWithInvalidClauseAtoms) {
+    auto wrapper = create_wrapper();
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+
+    vector<string> clauses = {"INVALID CLAUSE SYNTAX !!!"};
+
+    EXPECT_THROW({ wrapper->map_table(table, clauses, {}, false); }, std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+// map_table - SQL2METTA
+TEST_F(PostgresWrapperTest, MapTablesFirstRowMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    Table organism_table = wrapper->get_table(ORGANISM_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(organism_table, {"organism_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 19);
+
+    Table feature_table = wrapper->get_table(FEATURE_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(feature_table, {"feature_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 51);
+
+    Table cvterm_table = wrapper->get_table(CVTERM_TABLE);
+    EXPECT_NO_THROW({ wrapper->map_table(cvterm_table, {"cvterm_id = 1"}, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 65);
+}
+
+TEST_F(PostgresWrapperTest, MapTableWithClausesAndSkipColumnsMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+    vector<string> clauses = {"organism_id = " + to_string(DROSOPHILA_ORGANISM_ID), "feature_id <= 5"};
+    vector<string> skip_columns = {"residues", "md5checksum", "seqlen"};
+
+    EXPECT_NO_THROW({ wrapper->map_table(table, clauses, skip_columns, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 86);
+}
+
+TEST_F(PostgresWrapperTest, MapTableZeroRowsMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+    vector<string> clauses = {"feature_id = -999"};
+
+    EXPECT_NO_THROW({ wrapper->map_table(table, clauses, {}, false); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapTableWithNonExistentSkipColumnMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+
+    vector<string> clauses = {"feature_id < 10"};
+    vector<string> skip_columns = {"column_xyz"};
+
+    EXPECT_THROW({ wrapper->map_table(table, clauses, skip_columns, false); }, std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapTableWithInvalidClauseMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    Table table = wrapper->get_table(FEATURE_TABLE);
+
+    vector<string> clauses = {"INVALID CLAUSE SYNTAX !!!"};
+
+    EXPECT_THROW({ wrapper->map_table(table, clauses, {}, false); }, std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+// map_sql_query - SQL2ATOMS
+TEST_F(PostgresWrapperTest, MapSqlQueryFirstRowAtoms) {
+    auto wrapper = create_wrapper();
+
+    string query_organism = R"(
+        SELECT
+            o.organism_id AS public_organism__organism_id,
+            o.genus AS public_organism__genus,
+            o.species AS public_organism__species,
+            o.common_name AS public_organism__common_name,
+            o.abbreviation AS public_organism__abbreviation,
+            o.comment AS public_organism__comment
+        FROM organism AS o
+        WHERE o.organism_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_organism", query_organism); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 34);
+
+    string query_feature = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.feature_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature", query_feature); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 81);
+
+    string query_cvterm = R"(
+        SELECT
+            c.cvterm_id AS public_cvterm__cvterm_id,
+            c.name AS public_cvterm__name,
+            c.definition AS public_cvterm__definition,
+            c.is_obsolete AS public_cvterm__is_obsolete,
+            c.is_relationshiptype AS public_cvterm__is_relationshiptype
+        FROM cvterm AS c
+        WHERE c.cvterm_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_cvterm", query_cvterm); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 101);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithClausesAndSkipColumnsAtoms) {
+    auto wrapper = create_wrapper();
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.organism_id = )" +
+                   to_string(DROSOPHILA_ORGANISM_ID) + R"( AND f.feature_id <= 5)";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature_clause_and_skip", query); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 114);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryZeroRowsAtoms) {
+    auto wrapper = create_wrapper();
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.feature_id = -999
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature_zero_rows", query); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithNonExistentSkipColumnAtoms) {
+    auto wrapper = create_wrapper();
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.column_xyz AS public_feature__column_xyz
+        FROM feature AS f
+        WHERE f.feature_id < 10
+    )";
+
+    EXPECT_THROW({ wrapper->map_sql_query("test_feature_with_non_existent_column", query); },
+                 std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithInvalidClauseAtoms) {
+    auto wrapper = create_wrapper();
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE INVALID CLAUSE SYNTAX !!!
+    )";
+
+    EXPECT_THROW({ wrapper->map_sql_query("test_feature_with_invalid_clause", query); },
+                 std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+// map_sql_query - SQL2METTA
+TEST_F(PostgresWrapperTest, MapSqlQueryFirstRowMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    string query_organism = R"(
+        SELECT
+            o.organism_id AS public_organism__organism_id,
+            o.genus AS public_organism__genus,
+            o.species AS public_organism__species,
+            o.common_name AS public_organism__common_name,
+            o.abbreviation AS public_organism__abbreviation,
+            o.comment AS public_organism__comment
+        FROM organism AS o
+        WHERE o.organism_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_organism", query_organism); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 19);
+
+    string query_feature = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.feature_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature", query_feature); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 51);
+
+    string query_cvterm = R"(
+        SELECT
+            c.cvterm_id AS public_cvterm__cvterm_id,
+            c.name AS public_cvterm__name,
+            c.definition AS public_cvterm__definition,
+            c.is_obsolete AS public_cvterm__is_obsolete,
+            c.is_relationshiptype AS public_cvterm__is_relationshiptype
+        FROM cvterm AS c
+        WHERE c.cvterm_id = 1
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_cvterm", query_cvterm); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 65);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithClausesAndSkipColumnsMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.organism_id = )" +
+                   to_string(DROSOPHILA_ORGANISM_ID) + R"( AND f.feature_id <= 5)";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature_clause_and_skip", query); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 86);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryZeroRowsMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE f.feature_id = -999
+    )";
+
+    EXPECT_NO_THROW({ wrapper->map_sql_query("test_feature_zero_rows", query); });
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithNonExistentSkipColumnMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.column_xyz AS public_feature__column_xyz
+        FROM feature AS f
+        WHERE f.feature_id < 10
+    )";
+
+    EXPECT_THROW({ wrapper->map_sql_query("test_feature_with_non_existent_column", query); },
+                 std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
+}
+
+TEST_F(PostgresWrapperTest, MapSqlQueryWithInvalidClauseMetta) {
+    auto wrapper = create_wrapper(MAPPER_TYPE::SQL2METTA);
+
+    string query = R"(
+        SELECT
+            f.feature_id AS public_feature__feature_id,
+            f.organism_id AS public_feature__organism_id,
+            f.type_id AS public_feature__type_id,
+            f.name AS public_feature__name,
+            f.uniquename AS public_feature__uniquename,
+            f.residues AS public_feature__residues,
+            f.md5checksum AS public_feature__md5checksum,
+            f.seqlen AS public_feature__seqlen,
+            f.is_analysis AS public_feature__is_analysis,
+            f.is_obsolete AS public_feature__is_obsolete
+        FROM feature AS f
+        WHERE INVALID CLAUSE SYNTAX !!!
+    )";
+
+    EXPECT_THROW({ wrapper->map_sql_query("test_feature_with_invalid_clause", query); },
+                 std::runtime_error);
+    EXPECT_EQ(wrapper->mapper_handle_trie_size(), 0);
 }
 
 int main(int argc, char** argv) {
     ::testing::InitGoogleTest(&argc, argv);
-    ::testing::AddGlobalTestEnvironment(new PostgresTestEnvironment);
+    ::testing::AddGlobalTestEnvironment(new PostgresWrapperTestEnvironment);
     return RUN_ALL_TESTS();
-}
\ No newline at end of file
+}

From 052de67bf4fdfa0e907c0801be1b3a4ebb26d811 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Wed, 4 Feb 2026 13:52:37 -0300
Subject: [PATCH 18/19] change log level

---
 src/db_adapter/DataMapper.cc               |  2 +-
 src/db_adapter/DataTypes.h                 |  6 ++--
 src/db_adapter/Orchestrator.cc             | 18 ----------
 src/db_adapter/Orchestrator.h              | 38 ----------------------
 src/db_adapter/postgres/PostgresWrapper.cc | 21 +++---------
 5 files changed, 10 insertions(+), 75 deletions(-)
 delete mode 100644 src/db_adapter/Orchestrator.cc
 delete mode 100644 src/db_adapter/Orchestrator.h

diff --git a/src/db_adapter/DataMapper.cc b/src/db_adapter/DataMapper.cc
index 2b0a1e82f..282a88905 100644
--- a/src/db_adapter/DataMapper.cc
+++ b/src/db_adapter/DataMapper.cc
@@ -10,7 +10,7 @@
 #include "MettaMapping.h"
 #include "Node.h"
 
-#define LOG_LEVEL DEBUG_LEVEL
+#define LOG_LEVEL INFO_LEVEL
 #include "Logger.h"
 
 using namespace db_adapter;
diff --git a/src/db_adapter/DataTypes.h b/src/db_adapter/DataTypes.h
index b04774215..9906be55a 100644
--- a/src/db_adapter/DataTypes.h
+++ b/src/db_adapter/DataTypes.h
@@ -5,9 +5,11 @@
 #include <variant>
 #include <vector>
 
-// Forward declaration if Atom.h is heavy, otherwise keep include
 #include "Atom.h"
 
+using namespace std;
+using namespace atoms;
+
 namespace db_adapter {
 
 /**
@@ -69,7 +71,7 @@ using DbInput = variant<SqlRow, NoSqlDocument>;
  *
  * Can be a list of S-Expression strings (SQL2METTA) or a list of Atom pointers (SQL2ATOMS).
  */
-using OutputList = variant<vector<string>, vector<atoms::Atom*>>;
+using OutputList = variant<vector<string>, vector<Atom*>>;
 
 /**
  * @struct Table
diff --git a/src/db_adapter/Orchestrator.cc b/src/db_adapter/Orchestrator.cc
deleted file mode 100644
index 8ee609b28..000000000
--- a/src/db_adapter/Orchestrator.cc
+++ /dev/null
@@ -1,18 +0,0 @@
-#include "Orchestrator.h"
-
-#include "AtomDB.h"
-#include "DBWrapper.h"
-#include "SharedQueue.h"
-
-using namespace db_adapter;
-using namespace std;
-using namespace commons;
-using namespace atomdb;
-
-db_adapter::Orchestrator::Orchestrator(DBWrapper& wrapper, AtomDB& db, SharedQueue& queue) {}
-
-Orchestrator::~Orchestrator() {}
-
-void Orchestrator::start() {}
-
-void Orchestrator::stop() {}
diff --git a/src/db_adapter/Orchestrator.h b/src/db_adapter/Orchestrator.h
deleted file mode 100644
index dccb5878c..000000000
--- a/src/db_adapter/Orchestrator.h
+++ /dev/null
@@ -1,38 +0,0 @@
-#pragma once
-
-#include <atomic>
-#include <memory>
-#include <string>
-#include <thread>
-#include <vector>
-
-#include "AtomDB.h"
-#include "DataMapper.h"
-#include "PostgresWrapper.h"
-#include "SharedQueue.h"
-
-using namespace std;
-using namespace commons;
-using namespace atomdb;
-
-namespace db_adapter {
-
-class Orchestrator {
-   public:
-    Orchestrator(DBWrapper& wrapper, AtomDB& db, SharedQueue& queue);
-    ~Orchestrator();
-
-    void start();
-    void stop();
-
-   private:
-    void worker_loop();
-
-    shared_ptr<DBWrapper> wrapper;
-    shared_ptr<AtomDB> db;
-    SharedQueue queue;
-    atomic<bool> running{false};
-    thread worker;
-};
-
-};  // namespace db_adapter
\ No newline at end of file
diff --git a/src/db_adapter/postgres/PostgresWrapper.cc b/src/db_adapter/postgres/PostgresWrapper.cc
index dce961cdd..bfe1b703e 100644
--- a/src/db_adapter/postgres/PostgresWrapper.cc
+++ b/src/db_adapter/postgres/PostgresWrapper.cc
@@ -8,7 +8,7 @@
 #include <stdexcept>
 #include <string>
 
-#define LOG_LEVEL DEBUG_LEVEL
+#define LOG_LEVEL INFO_LEVEL
 #include "Logger.h"
 
 using namespace std;
@@ -385,31 +385,20 @@ void PostgresWrapper::fetch_rows_paginated(const Table& table,
                 LOG_DEBUG("  Field: " << field.name << " = " << field.value);
             }
 
-            auto before = this->mapper->handle_trie_size();
             auto output = this->mapper->map(DbInput{sql_row});
-            auto after = this->mapper->handle_trie_size();
-
-            LOG_DEBUG("############################ Mapper handle trie size before: "
-                      << before << ", after: " << after);
 
             if (this->mapper_type == MAPPER_TYPE::SQL2ATOMS) {
                 vector<Atom*> atoms = get<vector<Atom*>>(output);
-                LOG_DEBUG("====>>>>>> Atoms count: " << atoms.size());
+                LOG_DEBUG("Atoms count: " << atoms.size());
                 // WIP - send atoms to SharedQueue
 
-                // NOTE: This code is used for testing purposes only.
-                // if (this->processor) {
-                //     this->processor->process_atoms(atoms, table.name);
-                // }
-
             } else {
                 vector<string> metta_expressions = get<vector<string>>(output);
-                LOG_DEBUG("====>>>>>> Metta Expressions count: " << metta_expressions.size());
+                LOG_DEBUG("Metta Expressions count: " << metta_expressions.size());
                 // WIP - save metta expressions to file
-
-                // NOTE: This code is used for testing purposes only.
-                // if (this->processor) this->processor->process_metta(metta_expressions, table.name);
             }
+
+            LOG_DEBUG("Mapper HandleTrie size: " << this->mapper->handle_trie_size());
         }
 
         offset += limit;

From 6cf4df6f42d00d61ecdc8a2f163acd2c5346f5d2 Mon Sep 17 00:00:00 2001
From: marcocapozzoli <marcocapozzoli90@gmail.com>
Date: Thu, 5 Feb 2026 10:03:46 -0300
Subject: [PATCH 19/19] add exists() in HandleTrie

---
 src/commons/HandleTrie.cc | 11 ++++++++++-
 src/commons/HandleTrie.h  |  2 ++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/src/commons/HandleTrie.cc b/src/commons/HandleTrie.cc
index 6a497015e..8d896641b 100644
--- a/src/commons/HandleTrie.cc
+++ b/src/commons/HandleTrie.cc
@@ -3,6 +3,7 @@
 #include <iostream>
 #include <stack>
 
+#include "Logger.h"
 #include "Utils.h"
 #include "expression_hasher.h"
 
@@ -26,7 +27,10 @@ HandleTrie::TrieNode::~TrieNode() {
         delete children[i];
     }
     delete[] children;
-    delete value;
+    if (value != NULL) {
+        delete value;
+        value = NULL;
+    }
 }
 
 string HandleTrie::TrieValue::to_string() { return ""; }
@@ -237,3 +241,8 @@ void HandleTrie::traverse(bool keep_root_locked,
         root->trie_node_mutex.unlock();
     }
 }
+
+bool HandleTrie::exists(const string& key) {
+    TrieNode* node = lookup_node(key);
+    return node != NULL ? true : false;
+}
\ No newline at end of file
diff --git a/src/commons/HandleTrie.h b/src/commons/HandleTrie.h
index b0f797b64..c866dd616 100644
--- a/src/commons/HandleTrie.h
+++ b/src/commons/HandleTrie.h
@@ -74,6 +74,8 @@ class HandleTrie {
      */
     TrieValue* lookup(const string& key);
 
+    bool exists(const string& key);
+
     /**
      * Traverse all keys (in-order) calling the passed visit_function once per stored value.
      *