diff --git a/core/wren-core-base/.gitignore b/core/wren-core-base/.gitignore
new file mode 100644
index 000000000..7358fa77e
--- /dev/null
+++ b/core/wren-core-base/.gitignore
@@ -0,0 +1,4 @@
+Cargo.lock
+target/
+manifest-macro/Cargo.lock
+manifest-macro/target/
\ No newline at end of file
diff --git a/core/wren-core-base/Cargo.toml b/core/wren-core-base/Cargo.toml
new file mode 100644
index 000000000..316e1a5b8
--- /dev/null
+++ b/core/wren-core-base/Cargo.toml
@@ -0,0 +1,19 @@
+[package]
+name = "wren-core-base"
+version = "0.1.0"
+edition = "2021"
+
+[features]
+python-binding = ["dep:pyo3"]
+default = []
+
+[dependencies]
+pyo3 = { version = "0.23.3", features = ["extension-module"], optional = true }
+serde = { version = "1.0.201", features = ["derive", "rc"] }
+wren-manifest-macro = { path = "manifest-macro" }
+serde_json = { version = "1.0.117" }
+serde_with = { version = "3.11.0" }
+
+[lib]
+name = "wren_core_base"
+path = "src/lib.rs"
diff --git a/core/wren-core-base/README.md b/core/wren-core-base/README.md
new file mode 100644
index 000000000..74ac0aa16
--- /dev/null
+++ b/core/wren-core-base/README.md
@@ -0,0 +1,5 @@
+# Wren Core Base Module
+This module is the base module for Wren Core. It contains the common utilities, the base traits and structs for the Wren Core.
+
+## Crate Features
+- `python-binding`: Enable the Python binding to access the Manifest struct in Python. This feature is disabled by default.
\ No newline at end of file
diff --git a/core/wren-core-base/manifest-macro/Cargo.toml b/core/wren-core-base/manifest-macro/Cargo.toml
new file mode 100644
index 000000000..cce385b94
--- /dev/null
+++ b/core/wren-core-base/manifest-macro/Cargo.toml
@@ -0,0 +1,17 @@
+[package]
+name = "wren-manifest-macro"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+syn = { version = "2.0", default-features = false, features = [
+  "printing",
+  "parsing",
+  "proc-macro",
+] }
+quote = "1.0"
+
+[lib]
+proc-macro = true
+name = "manifest_macro"
+path = "src/lib.rs"
\ No newline at end of file
diff --git a/core/wren-core-base/manifest-macro/README.md b/core/wren-core-base/manifest-macro/README.md
new file mode 100644
index 000000000..b2dac2aca
--- /dev/null
+++ b/core/wren-core-base/manifest-macro/README.md
@@ -0,0 +1,14 @@
+# Wren Core Manifest Macro
+This is module to collect the generating macros for the manifest struct of Wren MDL.
+They are used to generate the manifest struct for different bindings.
+Currently, we have the following bindings:
+- Python
+- Rust
+
+## Example
+```rust
+use wren_core_manifest_macro::manifest;
+
+manifest!(true); // Generate the manifest struct for Python binding 
+manifest!(false); // Generate the manifest struct for Rust binding
+```
\ No newline at end of file
diff --git a/core/wren-core-base/manifest-macro/src/lib.rs b/core/wren-core-base/manifest-macro/src/lib.rs
new file mode 100644
index 000000000..6e8e8f06d
--- /dev/null
+++ b/core/wren-core-base/manifest-macro/src/lib.rs
@@ -0,0 +1,344 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+use quote::quote;
+use syn::{parse_macro_input, LitBool};
+
+/// This macro generates a struct for `Manifest`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn manifest(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
+        #[serde(rename_all = "camelCase")]
+        pub struct Manifest {
+            pub catalog: String,
+            pub schema: String,
+            #[serde(default)]
+            pub models: Vec<Arc<Model>>,
+            #[serde(default)]
+            pub relationships: Vec<Arc<Relationship>>,
+            #[serde(default)]
+            pub metrics: Vec<Arc<Metric>>,
+            #[serde(default)]
+            pub views: Vec<Arc<View>>,
+            #[serde(default)]
+            pub data_source: Option<DataSource>,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates an enum for `DataSource`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn data_source(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass(eq, eq_int)]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, Default, PartialEq, Eq, Hash, Clone, Copy)]
+        #[serde(rename_all = "UPPERCASE")]
+        pub enum DataSource {
+            #[serde(alias = "bigquery")]
+            BigQuery,
+            #[serde(alias = "clickhouse")]
+            Clickhouse,
+            #[serde(alias = "canner")]
+            Canner,
+            #[serde(alias = "trino")]
+            Trino,
+            #[serde(alias = "mssql")]
+            MSSQL,
+            #[serde(alias = "mysql")]
+            MySQL,
+            #[serde(alias = "postgres")]
+            Postgres,
+            #[serde(alias = "snowflake")]
+            Snowflake,
+            #[default]
+            #[serde(alias = "datafusion")]
+            Datafusion,
+            #[serde(alias = "duckdb")]
+            DuckDB,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `Model`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn model(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[serde_as]
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
+        #[serde(rename_all = "camelCase")]
+        pub struct Model {
+            pub name: String,
+            #[serde(default)]
+            pub ref_sql: Option<String>,
+            #[serde(default)]
+            pub base_object: Option<String>,
+            #[serde(default, with = "table_reference")]
+            pub table_reference: Option<String>,
+            pub columns: Vec<Arc<Column>>,
+            #[serde(default)]
+            pub primary_key: Option<String>,
+            #[serde(default, with = "bool_from_int")]
+            pub cached: bool,
+            #[serde(default)]
+            pub refresh_time: Option<String>,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `Column`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn column(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[serde_as]
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
+        #[serde(rename_all = "camelCase")]
+        pub struct Column {
+            pub name: String,
+            pub r#type: String,
+            #[serde(default)]
+            pub relationship: Option<String>,
+            #[serde(default, with = "bool_from_int")]
+            pub is_calculated: bool,
+            #[serde(default, with = "bool_from_int")]
+            pub not_null: bool,
+            #[serde_as(as = "NoneAsEmptyString")]
+            #[serde(default)]
+            pub expression: Option<String>,
+            #[serde(default, with = "bool_from_int")]
+            pub is_hidden: bool,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `Relationship`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn relationship(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[serde_as]
+        #[derive(Serialize, Deserialize, Debug, Hash, PartialEq, Eq)]
+        #[serde(rename_all = "camelCase")]
+        pub struct Relationship {
+            pub name: String,
+            pub models: Vec<String>,
+            pub join_type: JoinType,
+            pub condition: String,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates an enum for `JoinType`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn join_type(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass(eq, eq_int)]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone, Copy)]
+        #[serde(rename_all = "SCREAMING_SNAKE_CASE")]
+        pub enum JoinType {
+            #[serde(alias = "one_to_one")]
+            OneToOne,
+            #[serde(alias = "one_to_many")]
+            OneToMany,
+            #[serde(alias = "many_to_one")]
+            ManyToOne,
+            #[serde(alias = "many_to_many")]
+            ManyToMany,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `Metric`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn metric(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[serde_as]
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
+        #[serde(rename_all = "camelCase")]
+        pub struct Metric {
+            pub name: String,
+            pub base_object: String,
+            pub dimension: Vec<Arc<Column>>,
+            pub measure: Vec<Arc<Column>>,
+            pub time_grain: Vec<TimeGrain>,
+            #[serde(default, with = "bool_from_int")]
+            pub cached: bool,
+            pub refresh_time: Option<String>,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `TimeGrain`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn time_grain(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
+        #[serde(rename_all = "camelCase")]
+        pub struct TimeGrain {
+            pub name: String,
+            pub ref_column: String,
+            pub date_parts: Vec<TimeUnit>,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates an enum for `TimeUnit`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn time_unit(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass(eq, eq_int)]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
+        pub enum TimeUnit {
+            Year,
+            Month,
+            Day,
+            Hour,
+            Minute,
+            Second,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
+
+/// This macro generates a struct for `View`
+/// If python_binding is true, it will generate a `pyclass` attribute
+#[proc_macro]
+pub fn view(python_binding: proc_macro::TokenStream) -> proc_macro::TokenStream {
+    let input = parse_macro_input!(python_binding as LitBool);
+    let python_binding = if input.value {
+        quote! {
+            #[pyclass]
+        }
+    } else {
+        quote! {}
+    };
+
+    let expanded = quote! {
+        #python_binding
+        #[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
+        pub struct View {
+            pub name: String,
+            pub statement: String,
+        }
+    };
+    proc_macro::TokenStream::from(expanded)
+}
diff --git a/core/wren-core-base/src/lib.rs b/core/wren-core-base/src/lib.rs
new file mode 100644
index 000000000..35c771dd0
--- /dev/null
+++ b/core/wren-core-base/src/lib.rs
@@ -0,0 +1 @@
+pub mod mdl;
diff --git a/core/wren-core/core/src/mdl/builder.rs b/core/wren-core-base/src/mdl/builder.rs
similarity index 94%
rename from core/wren-core/core/src/mdl/builder.rs
rename to core/wren-core-base/src/mdl/builder.rs
index 59dfd5f37..d69adf52b 100644
--- a/core/wren-core/core/src/mdl/builder.rs
+++ b/core/wren-core-base/src/mdl/builder.rs
@@ -1,8 +1,26 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
 #![allow(dead_code)]
 
 use crate::mdl::manifest::{
-    Column, DataSource, JoinType, Manifest, Metric, Model, Relationship, TimeGrain,
-    TimeUnit, View,
+    Column, DataSource, JoinType, Manifest, Metric, Model, Relationship, TimeGrain, TimeUnit, View,
 };
 use std::sync::Arc;
 
@@ -336,8 +354,7 @@ mod test {
     };
     use crate::mdl::manifest::DataSource::MySQL;
     use crate::mdl::manifest::{
-        Column, DataSource, JoinType, Manifest, Metric, Model, Relationship, TimeUnit,
-        View,
+        Column, DataSource, JoinType, Manifest, Metric, Model, Relationship, TimeUnit, View,
     };
     use std::fs;
     use std::path::PathBuf;
@@ -561,17 +578,15 @@ mod test {
             .build();
 
         let json_str = serde_json::to_string(&expected).unwrap();
-        let actual: crate::mdl::manifest::Manifest =
-            serde_json::from_str(&json_str).unwrap();
+        let actual: crate::mdl::manifest::Manifest = serde_json::from_str(&json_str).unwrap();
         assert_eq!(actual, expected)
     }
 
     #[test]
     fn test_json_serde() {
-        let test_data: PathBuf =
-            [env!("CARGO_MANIFEST_DIR"), "tests", "data", "mdl.json"]
-                .iter()
-                .collect();
+        let test_data: PathBuf = [env!("CARGO_MANIFEST_DIR"), "tests", "data", "mdl.json"]
+            .iter()
+            .collect();
         let mdl_json = fs::read_to_string(test_data.as_path()).unwrap();
         let mdl = serde_json::from_str::<Manifest>(&mdl_json).unwrap();
 
diff --git a/core/wren-core/core/src/mdl/manifest.rs b/core/wren-core-base/src/mdl/manifest.rs
similarity index 57%
rename from core/wren-core/core/src/mdl/manifest.rs
rename to core/wren-core-base/src/mdl/manifest.rs
index aa99b0e5b..c9d6bce5b 100644
--- a/core/wren-core/core/src/mdl/manifest.rs
+++ b/core/wren-core-base/src/mdl/manifest.rs
@@ -1,53 +1,76 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
 use std::fmt::Display;
 use std::sync::Arc;
 
-use serde::{Deserialize, Serialize};
-use serde_with::serde_as;
-use serde_with::NoneAsEmptyString;
-
-/// This is the main struct that holds all the information about the manifest
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
-#[serde(rename_all = "camelCase")]
-pub struct Manifest {
-    pub catalog: String,
-    pub schema: String,
-    #[serde(default)]
-    pub models: Vec<Arc<Model>>,
-    #[serde(default)]
-    pub relationships: Vec<Arc<Relationship>>,
-    #[serde(default)]
-    pub metrics: Vec<Arc<Metric>>,
-    #[serde(default)]
-    pub views: Vec<Arc<View>>,
-    pub data_source: Option<DataSource>,
+#[cfg(not(feature = "python-binding"))]
+mod manifest_impl {
+    use crate::mdl::manifest::bool_from_int;
+    use crate::mdl::manifest::table_reference;
+    use manifest_macro::{
+        column, data_source, join_type, manifest, metric, model, relationship, time_grain,
+        time_unit, view,
+    };
+    use serde::{Deserialize, Serialize};
+    use serde_with::serde_as;
+    use serde_with::NoneAsEmptyString;
+    use std::sync::Arc;
+    manifest!(false);
+    data_source!(false);
+    model!(false);
+    column!(false);
+    relationship!(false);
+    metric!(false);
+    view!(false);
+    join_type!(false);
+    time_grain!(false);
+    time_unit!(false);
 }
 
-#[derive(Serialize, Deserialize, Debug, Default, PartialEq, Eq, Hash, Clone, Copy)]
-#[serde(rename_all = "UPPERCASE")]
-pub enum DataSource {
-    #[serde(alias = "bigquery")]
-    BigQuery,
-    #[serde(alias = "clickhouse")]
-    Clickhouse,
-    #[serde(alias = "canner")]
-    Canner,
-    #[serde(alias = "trino")]
-    Trino,
-    #[serde(alias = "mssql")]
-    MSSQL,
-    #[serde(alias = "mysql")]
-    MySQL,
-    #[serde(alias = "postgres")]
-    Postgres,
-    #[serde(alias = "snowflake")]
-    Snowflake,
-    #[serde(alias = "datafusion")]
-    #[default]
-    Datafusion,
-    #[serde(alias = "duckdb")]
-    DuckDB,
+#[cfg(feature = "python-binding")]
+mod manifest_impl {
+    use crate::mdl::manifest::bool_from_int;
+    use crate::mdl::manifest::table_reference;
+    use manifest_macro::{
+        column, data_source, join_type, manifest, metric, model, relationship, time_grain,
+        time_unit, view,
+    };
+    use pyo3::pyclass;
+    use serde::{Deserialize, Serialize};
+    use serde_with::serde_as;
+    use serde_with::NoneAsEmptyString;
+    use std::sync::Arc;
+
+    data_source!(true);
+    model!(true);
+    column!(true);
+    relationship!(true);
+    metric!(true);
+    view!(true);
+    join_type!(true);
+    time_grain!(true);
+    time_unit!(true);
+    manifest!(true);
 }
 
+pub use crate::mdl::manifest::manifest_impl::*;
+
 impl Display for DataSource {
     fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
         match self {
@@ -65,32 +88,6 @@ impl Display for DataSource {
     }
 }
 
-#[serde_as]
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
-#[serde(rename_all = "camelCase")]
-pub struct Model {
-    pub name: String,
-    #[serde(default)]
-    pub ref_sql: Option<String>,
-    #[serde(default)]
-    pub base_object: Option<String>,
-    #[serde(default, with = "table_reference")]
-    pub table_reference: Option<String>,
-    pub columns: Vec<Arc<Column>>,
-    #[serde(default)]
-    pub primary_key: Option<String>,
-    #[serde(default, with = "bool_from_int")]
-    pub cached: bool,
-    #[serde(default)]
-    pub refresh_time: Option<String>,
-}
-
-impl Model {
-    pub fn table_reference(&self) -> &str {
-        self.table_reference.as_deref().unwrap_or("")
-    }
-}
-
 mod table_reference {
     use serde::{self, Deserialize, Deserializer, Serialize, Serializer};
 
@@ -122,16 +119,12 @@ mod table_reference {
             .filter(|s| !s.is_empty()))
     }
 
-    pub fn serialize<S>(
-        table_ref: &Option<String>,
-        serializer: S,
-    ) -> Result<S::Ok, S::Error>
+    pub fn serialize<S>(table_ref: &Option<String>, serializer: S) -> Result<S::Ok, S::Error>
     where
         S: Serializer,
     {
         if let Some(table_ref) = table_ref {
-            let parts: Vec<&str> =
-                table_ref.split('.').filter(|p| !p.is_empty()).collect();
+            let parts: Vec<&str> = table_ref.split('.').filter(|p| !p.is_empty()).collect();
             if parts.len() > 3 {
                 return Err(serde::ser::Error::custom(format!(
                     "Invalid table reference: {table_ref}"
@@ -190,47 +183,6 @@ mod bool_from_int {
     }
 }
 
-#[serde_as]
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
-#[serde(rename_all = "camelCase")]
-pub struct Column {
-    pub name: String,
-    pub r#type: String,
-    #[serde(default)]
-    pub relationship: Option<String>,
-    #[serde(default, with = "bool_from_int")]
-    pub is_calculated: bool,
-    #[serde(default, with = "bool_from_int")]
-    pub not_null: bool,
-    #[serde_as(as = "NoneAsEmptyString")]
-    #[serde(default)]
-    pub expression: Option<String>,
-    #[serde(default, with = "bool_from_int")]
-    pub is_hidden: bool,
-}
-
-#[derive(Serialize, Deserialize, Debug, Hash, PartialEq, Eq)]
-#[serde(rename_all = "camelCase")]
-pub struct Relationship {
-    pub name: String,
-    pub models: Vec<String>,
-    pub join_type: JoinType,
-    pub condition: String,
-}
-
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone, Copy)]
-#[serde(rename_all = "SCREAMING_SNAKE_CASE")]
-pub enum JoinType {
-    #[serde(alias = "one_to_one")]
-    OneToOne,
-    #[serde(alias = "one_to_many")]
-    OneToMany,
-    #[serde(alias = "many_to_one")]
-    ManyToOne,
-    #[serde(alias = "many_to_many")]
-    ManyToMany,
-}
-
 impl JoinType {
     pub fn is_to_one(&self) -> bool {
         matches!(self, JoinType::OneToOne | JoinType::ManyToOne)
@@ -248,17 +200,55 @@ impl Display for JoinType {
     }
 }
 
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
-#[serde(rename_all = "camelCase")]
-pub struct Metric {
-    pub name: String,
-    pub base_object: String,
-    pub dimension: Vec<Arc<Column>>,
-    pub measure: Vec<Arc<Column>>,
-    pub time_grain: Vec<TimeGrain>,
-    #[serde(default, with = "bool_from_int")]
-    pub cached: bool,
-    pub refresh_time: Option<String>,
+impl Model {
+    /// Physical columns are columns that can be selected from the model.
+    /// All physical columns are visible columns, but not all visible columns are physical columns
+    /// e.g. columns that are not a relationship column
+    pub fn get_physical_columns(&self) -> Vec<Arc<Column>> {
+        self.get_visible_columns()
+            .filter(|c| c.relationship.is_none())
+            .map(|c| Arc::clone(&c))
+            .collect()
+    }
+
+    /// Return the name of the model
+    pub fn name(&self) -> &str {
+        &self.name
+    }
+
+    /// Return the iterator of all visible columns
+    pub fn get_visible_columns(&self) -> impl Iterator<Item = Arc<Column>> + '_ {
+        self.columns.iter().filter(|f| !f.is_hidden).map(Arc::clone)
+    }
+
+    /// Get the specified visible column by name
+    pub fn get_column(&self, column_name: &str) -> Option<Arc<Column>> {
+        self.get_visible_columns()
+            .find(|c| c.name == column_name)
+            .map(|c| Arc::clone(&c))
+    }
+
+    /// Return the primary key of the model
+    pub fn primary_key(&self) -> Option<&str> {
+        self.primary_key.as_deref()
+    }
+
+    /// Return the table reference of the model
+    pub fn table_reference(&self) -> &str {
+        self.table_reference.as_deref().unwrap_or("")
+    }
+}
+
+impl Column {
+    /// Return the name of the column
+    pub fn name(&self) -> &str {
+        &self.name
+    }
+
+    /// Return the expression of the column
+    pub fn expression(&self) -> Option<&str> {
+        self.expression.as_deref()
+    }
 }
 
 impl Metric {
@@ -267,30 +257,6 @@ impl Metric {
     }
 }
 
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
-#[serde(rename_all = "camelCase")]
-pub struct TimeGrain {
-    pub name: String,
-    pub ref_column: String,
-    pub date_parts: Vec<TimeUnit>,
-}
-
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone)]
-pub enum TimeUnit {
-    Year,
-    Month,
-    Day,
-    Hour,
-    Minute,
-    Second,
-}
-
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash)]
-pub struct View {
-    pub name: String,
-    pub statement: String,
-}
-
 impl View {
     pub fn name(&self) -> &str {
         &self.name
@@ -322,8 +288,7 @@ mod tests {
         .iter()
         .for_each(|(table_ref, expected)| {
             let mut buf = Vec::new();
-            table_reference::serialize(table_ref, &mut Serializer::new(&mut buf))
-                .unwrap();
+            table_reference::serialize(table_ref, &mut Serializer::new(&mut buf)).unwrap();
             assert_eq!(String::from_utf8(buf).unwrap(), *expected);
         });
     }
diff --git a/core/wren-core-base/src/mdl/mod.rs b/core/wren-core-base/src/mdl/mod.rs
new file mode 100644
index 000000000..bb6c52514
--- /dev/null
+++ b/core/wren-core-base/src/mdl/mod.rs
@@ -0,0 +1,25 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+pub mod builder;
+pub mod manifest;
+mod py_method;
+
+pub use builder::*;
+pub use manifest::*;
diff --git a/core/wren-core-base/src/mdl/py_method.rs b/core/wren-core-base/src/mdl/py_method.rs
new file mode 100644
index 000000000..ef921aaee
--- /dev/null
+++ b/core/wren-core-base/src/mdl/py_method.rs
@@ -0,0 +1,61 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+#[cfg(feature = "python-binding")]
+mod manifest_python_impl {
+    use crate::mdl::manifest::{Manifest, Model};
+    use crate::mdl::DataSource;
+    use pyo3::{pymethods, PyResult};
+    use std::sync::Arc;
+
+    #[pymethods]
+    impl Manifest {
+        #[getter]
+        fn catalog(&self) -> PyResult<String> {
+            Ok(self.catalog.clone())
+        }
+
+        #[getter]
+        fn schema(&self) -> PyResult<String> {
+            Ok(self.schema.clone())
+        }
+
+        #[getter]
+        fn models(&self) -> PyResult<Vec<Model>> {
+            Ok(self
+                .models
+                .iter()
+                .map(|m| Arc::unwrap_or_clone(Arc::clone(m)))
+                .collect())
+        }
+
+        #[getter]
+        fn data_source(&self) -> PyResult<Option<DataSource>> {
+            Ok(self.data_source)
+        }
+    }
+
+    #[pymethods]
+    impl Model {
+        #[getter]
+        fn get_name(&self) -> PyResult<String> {
+            Ok(self.name.clone())
+        }
+    }
+}
diff --git a/core/wren-core-py/Cargo.lock b/core/wren-core-py/Cargo.lock
index 975eeb8ac..631274010 100644
--- a/core/wren-core-py/Cargo.lock
+++ b/core/wren-core-py/Cargo.lock
@@ -524,9 +524,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.3"
+version = "1.2.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "27f657647bcff5394bf56c7317665bbf790a137a50eaaa5c6bfbb9e27a518f2d"
+checksum = "c31a0499c1dc64f458ad13872de75c0eb7e3fdb0e67964610c914b034fc5956e"
 dependencies = [
  "jobserver",
  "libc",
@@ -642,9 +642,9 @@ dependencies = [
 
 [[package]]
 name = "crossbeam-utils"
-version = "0.8.20"
+version = "0.8.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "22ec99545bb0ed0ea7bb9b8e1e9122ea386ff8a48c0922e43f36d45ab09e0e80"
+checksum = "d0a5c400df2834b80a4c3327b3aad3a4c4cd4de0629063962b03235697506a28"
 
 [[package]]
 name = "crunchy"
@@ -1186,9 +1186,9 @@ checksum = "60b1af1c220855b6ceac025d3f6ecdd2b7c4894bfe9cd9bda4fbb4bc7c0d4cf0"
 
 [[package]]
 name = "env_filter"
-version = "0.1.2"
+version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4f2c92ceda6ceec50f43169f9ee8424fe2db276791afde7b2cd8bc084cb376ab"
+checksum = "186e05a59d4c50738528153b83b0b0194d3a29507dfec16eccd4b342903397d0"
 dependencies = [
  "log",
  "regex",
@@ -1196,9 +1196,9 @@ dependencies = [
 
 [[package]]
 name = "env_logger"
-version = "0.11.5"
+version = "0.11.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e13fa619b91fb2381732789fc5de83b45675e882f66623b7d8cb4f643017018d"
+checksum = "dcaee3d8e3cfc3fd92428d477bc97fc29ec8716d180c0d74c643bb26166660e0"
 dependencies = [
  "anstream",
  "anstyle",
@@ -1769,9 +1769,9 @@ dependencies = [
 
 [[package]]
 name = "libc"
-version = "0.2.168"
+version = "0.2.169"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5aaeb2981e0606ca11d79718f8bb01164f1d6ed75080182d3abf017e6d244b6d"
+checksum = "b5aba8db14291edd000dfcc4d620c7ebfb122c613afb886ca8803fa4e128a20a"
 
 [[package]]
 name = "libm"
@@ -1854,9 +1854,9 @@ dependencies = [
 
 [[package]]
 name = "miniz_oxide"
-version = "0.8.0"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e2d80299ef12ff69b16a84bb182e3b9df68b5a91574d3d4fa6e41b65deec4df1"
+checksum = "4ffbe83022cedc1d264172192511ae958937694cd57ce297164951b8b3568394"
 dependencies = [
  "adler2",
 ]
@@ -1953,9 +1953,9 @@ dependencies = [
 
 [[package]]
 name = "object"
-version = "0.36.5"
+version = "0.36.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aedf0a2d09c573ed1d8d85b30c119153926a2b36dce0ab28322c09a117a4683e"
+checksum = "62948e14d923ea95ea2c7c86c71013138b66525b86bdc08d2dcc262bdb497b87"
 dependencies = [
  "memchr",
 ]
@@ -2453,9 +2453,9 @@ checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
 
 [[package]]
 name = "semver"
-version = "1.0.23"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61697e0a1c7e512e84a621326239844a24d8207b4669b41bc18b32ea5cbf988b"
+checksum = "3cb6eb87a131f756572d7fb904f6e7b68633f09cca868c5df1c4b8d1a694bbba"
 
 [[package]]
 name = "seq-macro"
@@ -2485,9 +2485,9 @@ dependencies = [
 
 [[package]]
 name = "serde_json"
-version = "1.0.133"
+version = "1.0.134"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7fceb2473b9166b2294ef05efcb65a3db80803f0b03ef86a5fc88a2b85ee377"
+checksum = "d00f4175c42ee48b15416f6193a959ba3a0d67fc699a0db9ad12df9f83991c7d"
 dependencies = [
  "itoa",
  "memchr",
@@ -2670,9 +2670,9 @@ checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292"
 
 [[package]]
 name = "syn"
-version = "2.0.90"
+version = "2.0.91"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "919d3b74a5dd0ccd15aeb8f93e7006bd9e14c295087c9896a110f490752bcf31"
+checksum = "d53cbcb5a243bd33b7858b1d7f4aca2153490815872d86d955d6ea29f743c035"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2711,18 +2711,18 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.6"
+version = "2.0.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8fec2a1820ebd077e2b90c4df007bebf344cd394098a13c563957d0afc83ea47"
+checksum = "f072643fd0190df67a8bab670c20ef5d8737177d6ac6b2e9a236cb096206b2cc"
 dependencies = [
  "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.6"
+version = "2.0.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d65750cab40f4ff1929fb1ba509e9914eb756131cef4210da8d5d700d26f6312"
+checksum = "7b50fa271071aae2e6ee85f842e2e28ba8cd2c5fb67f11fcb1fd70b276f9e7d4"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3155,6 +3155,18 @@ dependencies = [
  "serde_json",
  "serde_with",
  "tokio",
+ "wren-core-base",
+]
+
+[[package]]
+name = "wren-core-base"
+version = "0.1.0"
+dependencies = [
+ "pyo3",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "wren-manifest-macro",
 ]
 
 [[package]]
@@ -3173,6 +3185,15 @@ dependencies = [
  "thiserror",
  "tokio",
  "wren-core",
+ "wren-core-base",
+]
+
+[[package]]
+name = "wren-manifest-macro"
+version = "0.1.0"
+dependencies = [
+ "quote",
+ "syn",
 ]
 
 [[package]]
diff --git a/core/wren-core-py/Cargo.toml b/core/wren-core-py/Cargo.toml
index 5fdf2d45c..53605d695 100644
--- a/core/wren-core-py/Cargo.toml
+++ b/core/wren-core-py/Cargo.toml
@@ -11,6 +11,7 @@ crate-type = ["cdylib"]
 [dependencies]
 pyo3 = { version = "0.23.3", features = ["extension-module"] }
 wren-core = { path = "../wren-core/core" }
+wren-core-base = { path = "../wren-core-base", features = ["python-binding"] }
 base64 = "0.22.1"
 serde_json = "1.0.117"
 thiserror = "2.0.3"
diff --git a/core/wren-core-py/src/extractor.rs b/core/wren-core-py/src/extractor.rs
index 20307dacf..ca66071ea 100644
--- a/core/wren-core-py/src/extractor.rs
+++ b/core/wren-core-py/src/extractor.rs
@@ -1,11 +1,12 @@
 use crate::errors::CoreError;
-use crate::manifest::{to_manifest, PyManifest};
+use crate::manifest::to_manifest;
 use pyo3::{pyclass, pymethods};
 use std::collections::hash_map::Entry;
 use std::collections::{HashMap, HashSet};
 use std::sync::Arc;
 use wren_core::mdl::manifest::{Model, Relationship, View};
 use wren_core::mdl::WrenMDL;
+use wren_core_base::mdl::Manifest;
 
 #[pyclass]
 #[derive(Clone)]
@@ -36,10 +37,7 @@ impl PyManifestExtractor {
     /// If a model is related to another dataset, both datasets will be kept.
     /// The relationship between of them will be kept as well.
     /// A dataset could be model, view.
-    pub fn extract_by(
-        &self,
-        used_datasets: Vec<String>,
-    ) -> Result<PyManifest, CoreError> {
+    pub fn extract_by(&self, used_datasets: Vec<String>) -> Result<Manifest, CoreError> {
         extract_manifest(&self.mdl, &used_datasets)
     }
 }
@@ -69,19 +67,19 @@ fn resolve_used_table_names(mdl: &WrenMDL, sql: &str) -> Result<Vec<String>, Cor
 fn extract_manifest(
     mdl: &WrenMDL,
     used_datasets: &[String],
-) -> Result<PyManifest, CoreError> {
+) -> Result<Manifest, CoreError> {
     let extracted_models = extract_models(mdl, used_datasets);
     let (used_views, models_of_views) = extract_views(mdl, used_datasets);
     let used_models = [extracted_models, models_of_views].concat();
     let used_relationships = extract_relationships(mdl, &used_models);
-    Ok(PyManifest {
+    Ok(Manifest {
         catalog: mdl.catalog().to_string(),
         schema: mdl.schema().to_string(),
         models: used_models,
         relationships: used_relationships,
         metrics: mdl.metrics().to_vec(),
         views: used_views,
-        data_source: *mdl.data_source(),
+        data_source: mdl.data_source(),
     })
 }
 
@@ -157,13 +155,13 @@ fn extract_relationships(
 #[cfg(test)]
 mod tests {
     use crate::extractor::PyManifestExtractor;
-    use crate::manifest::{to_json_base64, PyManifest};
+    use crate::manifest::to_json_base64;
     use rstest::{fixture, rstest};
     use std::iter::Iterator;
-    use wren_core::mdl::builder::{
+    use wren_core::mdl::manifest::{DataSource, JoinType};
+    use wren_core_base::mdl::builder::{
         ColumnBuilder, ManifestBuilder, ModelBuilder, RelationshipBuilder, ViewBuilder,
     };
-    use wren_core::mdl::manifest::{DataSource, JoinType};
 
     #[fixture]
     pub fn mdl_base64() -> String {
@@ -216,7 +214,7 @@ mod tests {
             .view(c_view)
             .data_source(DataSource::BigQuery)
             .build();
-        to_json_base64(PyManifest::from(&manifest)).unwrap()
+        to_json_base64(manifest).unwrap()
     }
 
     #[fixture]
diff --git a/core/wren-core-py/src/lib.rs b/core/wren-core-py/src/lib.rs
index 30b81df6d..af7f1fdf1 100644
--- a/core/wren-core-py/src/lib.rs
+++ b/core/wren-core-py/src/lib.rs
@@ -14,7 +14,7 @@ fn wren_core_wrapper(m: &Bound<'_, PyModule>) -> PyResult<()> {
     env_logger::init();
     m.add_class::<context::PySessionContext>()?;
     m.add_class::<PyRemoteFunction>()?;
-    m.add_class::<manifest::PyManifest>()?;
+    m.add_class::<manifest::Manifest>()?;
     m.add_class::<extractor::PyManifestExtractor>()?;
     m.add_function(wrap_pyfunction!(manifest::to_json_base64, m)?)?;
     Ok(())
diff --git a/core/wren-core-py/src/manifest.rs b/core/wren-core-py/src/manifest.rs
index ce9297036..9749b1303 100644
--- a/core/wren-core-py/src/manifest.rs
+++ b/core/wren-core-py/src/manifest.rs
@@ -1,18 +1,13 @@
 use crate::errors::CoreError;
 use base64::prelude::BASE64_STANDARD;
 use base64::Engine;
-use pyo3::{pyclass, pyfunction, pymethods, PyResult};
-use serde::{Deserialize, Serialize};
-use std::iter::Iterator;
-use std::sync::Arc;
-use wren_core::mdl::manifest::{
-    Column, DataSource, JoinType, Manifest, Metric, Model, Relationship, TimeGrain,
-    TimeUnit, View,
-};
+use pyo3::pyfunction;
+
+pub use wren_core_base::mdl::*;
 
 /// Convert a manifest to a JSON string and then encode it as base64.
 #[pyfunction]
-pub fn to_json_base64(mdl: PyManifest) -> Result<String, CoreError> {
+pub fn to_json_base64(mdl: Manifest) -> Result<String, CoreError> {
     let mdl_json = serde_json::to_string(&mdl)?;
     let mdl_base64 = BASE64_STANDARD.encode(mdl_json.as_bytes());
     Ok(mdl_base64)
@@ -26,342 +21,16 @@ pub fn to_manifest(mdl_base64: &str) -> Result<Manifest, CoreError> {
     Ok(manifest)
 }
 
-#[pyclass(name = "Manifest")]
-#[derive(Serialize, Deserialize, Clone, Debug)]
-#[serde(rename_all = "camelCase")]
-pub struct PyManifest {
-    pub catalog: String,
-    pub schema: String,
-    pub data_source: Option<DataSource>,
-    pub models: Vec<Arc<Model>>,
-    pub relationships: Vec<Arc<Relationship>>,
-    pub metrics: Vec<Arc<Metric>>,
-    pub views: Vec<Arc<View>>,
-}
-
-#[pymethods]
-impl PyManifest {
-    #[getter]
-    fn catalog(&self) -> PyResult<String> {
-        Ok(self.catalog.clone())
-    }
-
-    #[getter]
-    fn schema(&self) -> PyResult<String> {
-        Ok(self.schema.clone())
-    }
-
-    #[getter]
-    fn models(&self) -> PyResult<Vec<PyModel>> {
-        Ok(self
-            .models
-            .iter()
-            .map(|m| PyModel::from(m.as_ref()))
-            .collect())
-    }
-
-    #[getter]
-    fn relationships(&self) -> PyResult<Vec<PyRelationship>> {
-        Ok(self
-            .relationships
-            .iter()
-            .map(|r| PyRelationship::from(r.as_ref()))
-            .collect())
-    }
-
-    #[getter]
-    fn metrics(&self) -> PyResult<Vec<PyMetric>> {
-        Ok(self
-            .metrics
-            .iter()
-            .map(|m| PyMetric::from(m.as_ref()))
-            .collect())
-    }
-
-    #[getter]
-    fn views(&self) -> PyResult<Vec<PyView>> {
-        Ok(self
-            .views
-            .iter()
-            .map(|v| PyView::from(v.as_ref()))
-            .collect())
-    }
-
-    #[getter]
-    fn data_source(&self) -> PyResult<Option<PyDataSource>> {
-        Ok(self.data_source.map(PyDataSource::from))
-    }
-}
-
-impl From<&Manifest> for PyManifest {
-    fn from(manifest: &Manifest) -> Self {
-        Self {
-            catalog: manifest.catalog.clone(),
-            schema: manifest.schema.clone(),
-            models: manifest.models.clone(),
-            relationships: manifest.relationships.clone(),
-            metrics: manifest.metrics.clone(),
-            views: manifest.views.clone(),
-            data_source: manifest.data_source,
-        }
-    }
-}
-
-#[pyclass(name = "Model")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyModel {
-    #[pyo3(get)]
-    pub name: String,
-    #[pyo3(get)]
-    pub ref_sql: Option<String>,
-    #[pyo3(get)]
-    pub base_object: Option<String>,
-    #[pyo3(get)]
-    pub table_reference: Option<String>,
-    pub columns: Vec<Arc<Column>>,
-    #[pyo3(get)]
-    pub primary_key: Option<String>,
-    #[pyo3(get)]
-    pub cached: bool,
-    #[pyo3(get)]
-    pub refresh_time: Option<String>,
-}
-
-#[pymethods]
-impl PyModel {
-    #[getter]
-    fn columns(&self) -> PyResult<Vec<PyColumn>> {
-        Ok(self
-            .columns
-            .iter()
-            .map(|c| PyColumn::from(c.as_ref()))
-            .collect())
-    }
-}
-
-impl From<&Model> for PyModel {
-    fn from(model: &Model) -> Self {
-        Self {
-            name: model.name.clone(),
-            ref_sql: model.ref_sql.clone(),
-            base_object: model.base_object.clone(),
-            table_reference: Some(String::from(model.table_reference())),
-            columns: model.columns.clone(),
-            primary_key: model.primary_key.clone(),
-            cached: model.cached,
-            refresh_time: model.refresh_time.clone(),
-        }
-    }
-}
-
-#[pyclass(name = "Column")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyColumn {
-    #[pyo3(get)]
-    pub name: String,
-    #[pyo3(get)]
-    pub r#type: String,
-    #[pyo3(get)]
-    pub relationship: Option<String>,
-    #[pyo3(get)]
-    pub is_calculated: bool,
-    #[pyo3(get)]
-    pub not_null: bool,
-    #[pyo3(get)]
-    pub expression: Option<String>,
-    #[pyo3(get)]
-    pub is_hidden: bool,
-}
-
-impl From<&Column> for PyColumn {
-    fn from(column: &Column) -> Self {
-        Self {
-            name: column.name.clone(),
-            r#type: column.r#type.clone(),
-            relationship: column.relationship.clone(),
-            is_calculated: column.is_calculated,
-            not_null: column.not_null,
-            expression: column.expression.clone(),
-            is_hidden: column.is_hidden,
-        }
-    }
-}
-
-#[pyclass(name = "Relationship")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyRelationship {
-    #[pyo3(get)]
-    pub name: String,
-    #[pyo3(get)]
-    pub models: Vec<String>,
-    pub join_type: JoinType,
-    #[pyo3(get)]
-    pub condition: String,
-}
-
-#[pymethods]
-impl PyRelationship {
-    #[getter]
-    fn join_type(&self) -> PyResult<PyJoinType> {
-        Ok(PyJoinType::from(&self.join_type))
-    }
-}
-
-impl From<&Relationship> for PyRelationship {
-    fn from(relationship: &Relationship) -> Self {
-        Self {
-            name: relationship.name.clone(),
-            models: relationship.models.clone(),
-            join_type: relationship.join_type,
-            condition: relationship.condition.clone(),
-        }
-    }
-}
-
-#[pyclass(name = "JoinType", eq)]
-#[derive(Serialize, Deserialize, PartialEq, Eq, Debug)]
-pub enum PyJoinType {
-    #[serde(alias = "one_to_one")]
-    OneToOne,
-    #[serde(alias = "one_to_many")]
-    OneToMany,
-    #[serde(alias = "many_to_one")]
-    ManyToOne,
-    #[serde(alias = "many_to_many")]
-    ManyToMany,
-}
-
-impl From<&JoinType> for PyJoinType {
-    fn from(join_type: &JoinType) -> Self {
-        match join_type {
-            JoinType::OneToOne => PyJoinType::OneToOne,
-            JoinType::OneToMany => PyJoinType::OneToMany,
-            JoinType::ManyToOne => PyJoinType::ManyToOne,
-            JoinType::ManyToMany => PyJoinType::ManyToMany,
-        }
-    }
-}
-
-#[pyclass(name = "Metric")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyMetric {
-    #[pyo3(get)]
-    pub name: String,
-    #[pyo3(get)]
-    pub base_object: String,
-    pub dimension: Vec<Arc<Column>>,
-    pub measure: Vec<Arc<Column>>,
-    pub time_grain: Vec<TimeGrain>,
-    #[pyo3(get)]
-    pub cached: bool,
-    #[pyo3(get)]
-    pub refresh_time: Option<String>,
-}
-
-impl From<&Metric> for PyMetric {
-    fn from(metric: &Metric) -> Self {
-        Self {
-            name: metric.name.clone(),
-            base_object: metric.base_object.clone(),
-            dimension: metric.dimension.clone(),
-            measure: metric.measure.clone(),
-            time_grain: metric.time_grain.clone(),
-            cached: metric.cached,
-            refresh_time: metric.refresh_time.clone(),
-        }
-    }
-}
-
-#[pyclass(name = "TimeGrain")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyTimeGrain {
-    pub name: String,
-    pub ref_column: String,
-    pub date_parts: Vec<TimeUnit>,
-}
-
-#[pyclass(name = "TimeUnit", eq)]
-#[derive(Serialize, Deserialize, PartialEq, Eq, Debug)]
-pub enum PyTimeUnit {
-    Year,
-    Month,
-    Day,
-    Hour,
-    Minute,
-    Second,
-}
-
-#[pyclass(name = "View")]
-#[derive(Serialize, Deserialize, Debug)]
-pub struct PyView {
-    #[pyo3(get)]
-    pub name: String,
-    #[pyo3(get)]
-    pub statement: String,
-}
-
-impl From<&View> for PyView {
-    fn from(view: &View) -> Self {
-        Self {
-            name: view.name.clone(),
-            statement: view.statement.clone(),
-        }
-    }
-}
-
-#[pyclass(name = "DataSource", eq)]
-#[derive(Serialize, Deserialize, Debug, PartialEq, Eq, Hash, Clone, Copy)]
-#[serde(rename_all = "SCREAMING_SNAKE_CASE")]
-pub enum PyDataSource {
-    #[serde(alias = "bigquery")]
-    BigQuery,
-    #[serde(alias = "clickhouse")]
-    Clickhouse,
-    #[serde(alias = "canner")]
-    Canner,
-    #[serde(alias = "trino")]
-    Trino,
-    #[serde(alias = "mssql")]
-    MsSQL,
-    #[serde(alias = "mysql")]
-    MySQL,
-    #[serde(alias = "postgres")]
-    Postgres,
-    #[serde(alias = "snowflake")]
-    Snowflake,
-    #[serde(alias = "datafusion")]
-    Datafusion,
-    #[serde(alias = "duckdb")]
-    DuckDB,
-}
-
-impl From<DataSource> for PyDataSource {
-    fn from(data_source: DataSource) -> Self {
-        match data_source {
-            DataSource::BigQuery => PyDataSource::BigQuery,
-            DataSource::Clickhouse => PyDataSource::Clickhouse,
-            DataSource::Canner => PyDataSource::Canner,
-            DataSource::Trino => PyDataSource::Trino,
-            DataSource::MSSQL => PyDataSource::MsSQL,
-            DataSource::MySQL => PyDataSource::MySQL,
-            DataSource::Postgres => PyDataSource::Postgres,
-            DataSource::Snowflake => PyDataSource::Snowflake,
-            DataSource::Datafusion => PyDataSource::Datafusion,
-            DataSource::DuckDB => PyDataSource::DuckDB,
-        }
-    }
-}
-
 #[cfg(test)]
 mod tests {
-    use crate::manifest::{to_json_base64, to_manifest, PyManifest};
+    use crate::manifest::{to_json_base64, to_manifest, Manifest};
     use std::sync::Arc;
     use wren_core::mdl::manifest::DataSource::BigQuery;
     use wren_core::mdl::manifest::Model;
 
     #[test]
     fn test_manifest_to_json_base64() {
-        let py_manifest = PyManifest {
+        let py_manifest = Manifest {
             catalog: "catalog".to_string(),
             schema: "schema".to_string(),
             models: vec![
diff --git a/core/wren-core/Cargo.toml b/core/wren-core/Cargo.toml
index 5ff81c851..ba8294efb 100644
--- a/core/wren-core/Cargo.toml
+++ b/core/wren-core/Cargo.toml
@@ -27,3 +27,4 @@ serde_json = { version = "1.0.117" }
 serde_with = { version = "3.11.0" }
 tokio = { version = "1.4.0", features = ["rt", "rt-multi-thread", "macros"] }
 wren-core = { path = "core" }
+wren-core-base = { path = "../wren-core-base" }
diff --git a/core/wren-core/core/Cargo.toml b/core/wren-core/core/Cargo.toml
index 392b05056..3c1336de0 100644
--- a/core/wren-core/core/Cargo.toml
+++ b/core/wren-core/core/Cargo.toml
@@ -33,3 +33,4 @@ serde = { workspace = true }
 serde_json = { workspace = true }
 serde_with = { workspace = true }
 tokio = { workspace = true, features = ["rt", "rt-multi-thread", "macros"] }
+wren-core-base = { workspace = true }
diff --git a/core/wren-core/core/src/mdl/dataset.rs b/core/wren-core/core/src/mdl/dataset.rs
index d1b5880c9..13e7f1c1f 100644
--- a/core/wren-core/core/src/mdl/dataset.rs
+++ b/core/wren-core/core/src/mdl/dataset.rs
@@ -1,100 +1,12 @@
-use crate::logical_plan::utils::map_data_type;
-use crate::mdl::manifest::{Column, Metric, Model};
-use crate::mdl::utils::quoted;
+use crate::mdl::manifest::{Metric, Model};
+use crate::mdl::utils::{quoted, to_field, to_remote_field};
 use crate::mdl::{RegisterTables, SessionStateRef};
 use datafusion::arrow::datatypes::Field;
 use datafusion::common::DFSchema;
 use datafusion::common::Result;
-use datafusion::logical_expr::sqlparser::ast::Expr::CompoundIdentifier;
-use datafusion::sql::sqlparser::ast::Expr::Identifier;
-use datafusion::sql::sqlparser::ast::{visit_expressions, Expr, Ident};
 use std::fmt::Display;
-use std::ops::ControlFlow;
 use std::sync::Arc;
 
-impl Model {
-    /// Physical columns are columns that can be selected from the model.
-    /// All physical columns are visible columns, but not all visible columns are physical columns
-    /// e.g. columns that are not a relationship column
-    pub fn get_physical_columns(&self) -> Vec<Arc<Column>> {
-        self.get_visible_columns()
-            .filter(|c| c.relationship.is_none())
-            .map(|c| Arc::clone(&c))
-            .collect()
-    }
-
-    /// Return the name of the model
-    pub fn name(&self) -> &str {
-        &self.name
-    }
-
-    /// Return the iterator of all visible columns
-    pub fn get_visible_columns(&self) -> impl Iterator<Item = Arc<Column>> + '_ {
-        self.columns.iter().filter(|f| !f.is_hidden).map(Arc::clone)
-    }
-
-    /// Get the specified visible column by name
-    pub fn get_column(&self, column_name: &str) -> Option<Arc<Column>> {
-        self.get_visible_columns()
-            .find(|c| c.name == column_name)
-            .map(|c| Arc::clone(&c))
-    }
-
-    /// Return the primary key of the model
-    pub fn primary_key(&self) -> Option<&str> {
-        self.primary_key.as_deref()
-    }
-}
-
-impl Column {
-    /// Return the name of the column
-    pub fn name(&self) -> &str {
-        &self.name
-    }
-
-    /// Return the expression of the column
-    pub fn expression(&self) -> Option<&str> {
-        self.expression.as_deref()
-    }
-
-    /// Transform the column to a datafusion field
-    pub fn to_field(&self) -> Result<Field> {
-        let data_type = map_data_type(&self.r#type)?;
-        Ok(Field::new(&self.name, data_type, self.not_null))
-    }
-
-    /// Transform the column to a datafusion field for a remote table
-    pub fn to_remote_field(&self, session_state: SessionStateRef) -> Result<Vec<Field>> {
-        if self.expression().is_some() {
-            let session_state = session_state.read();
-            let expr = session_state.sql_to_expr(
-                self.expression().unwrap(),
-                session_state.config_options().sql_parser.dialect.as_str(),
-            )?;
-            let columns = Self::collect_columns(expr);
-            columns
-                .into_iter()
-                .map(|c| Ok(Field::new(c.value, map_data_type(&self.r#type)?, false)))
-                .collect::<Result<_>>()
-        } else {
-            Ok(vec![self.to_field()?])
-        }
-    }
-
-    fn collect_columns(expr: Expr) -> Vec<Ident> {
-        let mut visited = vec![];
-        visit_expressions(&expr, |e| {
-            if let CompoundIdentifier(ids) = e {
-                ids.iter().cloned().for_each(|id| visited.push(id));
-            } else if let Identifier(id) = e {
-                visited.push(id.clone());
-            }
-            ControlFlow::<()>::Continue(())
-        });
-        visited
-    }
-}
-
 #[derive(PartialEq, Eq, Hash, Debug, Clone)]
 pub enum Dataset {
     Model(Arc<Model>),
@@ -122,7 +34,7 @@ impl Dataset {
                 let fields: Vec<_> = model
                     .get_physical_columns()
                     .iter()
-                    .map(|c| c.to_field())
+                    .map(|c| to_field(c))
                     .collect::<Result<_>>()?;
                 let arrow_schema = datafusion::arrow::datatypes::Schema::new(fields);
                 DFSchema::try_from_qualified_schema(quoted(&model.name), &arrow_schema)
@@ -151,7 +63,7 @@ impl Dataset {
                         .get_physical_columns()
                         .iter()
                         .filter(|c| !c.is_calculated)
-                        .map(|c| c.to_remote_field(Arc::clone(&session_state)))
+                        .map(|c| to_remote_field(c, Arc::clone(&session_state)))
                         .collect::<Result<Vec<Vec<Field>>>>()?
                         .iter()
                         .flat_map(|c| c.clone())
diff --git a/core/wren-core/core/src/mdl/mod.rs b/core/wren-core/core/src/mdl/mod.rs
index a7f2274ad..baeb657ad 100644
--- a/core/wren-core/core/src/mdl/mod.rs
+++ b/core/wren-core/core/src/mdl/mod.rs
@@ -6,7 +6,8 @@ use crate::mdl::function::{
     ByPassAggregateUDF, ByPassScalarUDF, ByPassWindowFunction, FunctionType,
     RemoteFunction,
 };
-use crate::mdl::manifest::{Column, DataSource, Manifest, Metric, Model, View};
+use crate::mdl::manifest::{Column, Manifest, Metric, Model, View};
+use crate::mdl::utils::to_field;
 use crate::DataFusionError;
 use datafusion::arrow::datatypes::Field;
 use datafusion::common::internal_datafusion_err;
@@ -26,14 +27,19 @@ use manifest::Relationship;
 use parking_lot::RwLock;
 use std::hash::Hash;
 use std::{collections::HashMap, sync::Arc};
+use wren_core_base::mdl::DataSource;
 
-pub mod builder;
+pub mod builder {
+    pub use wren_core_base::mdl::builder::*;
+}
 pub mod context;
 pub(crate) mod dataset;
 mod dialect;
 pub mod function;
 pub mod lineage;
-pub mod manifest;
+pub mod manifest {
+    pub use wren_core_base::mdl::manifest::*;
+}
 pub mod utils;
 
 pub type SessionStateRef = Arc<RwLock<SessionState>>;
@@ -220,7 +226,7 @@ impl WrenMDL {
                 Ok(None)
             }
         } else {
-            Ok(Some(column.to_field()?))
+            Ok(Some(to_field(column)?))
         }
     }
 
@@ -281,8 +287,8 @@ impl WrenMDL {
         &self.manifest.metrics
     }
 
-    pub fn data_source(&self) -> &Option<DataSource> {
-        &self.manifest.data_source
+    pub fn data_source(&self) -> Option<DataSource> {
+        self.manifest.data_source
     }
 
     pub fn get_model(&self, name: &str) -> Option<Arc<Model>> {
diff --git a/core/wren-core/core/src/mdl/utils.rs b/core/wren-core/core/src/mdl/utils.rs
index 66013f336..6c205c8b9 100644
--- a/core/wren-core/core/src/mdl/utils.rs
+++ b/core/wren-core/core/src/mdl/utils.rs
@@ -1,7 +1,4 @@
-use std::collections::{BTreeSet, VecDeque};
-use std::ops::ControlFlow;
-use std::sync::Arc;
-
+use datafusion::arrow::datatypes::Field;
 use datafusion::common::{plan_err, Column, DFSchema};
 use datafusion::error::Result;
 use datafusion::execution::session_state::SessionState;
@@ -12,8 +9,11 @@ use datafusion::sql::sqlparser::dialect::GenericDialect;
 use datafusion::sql::sqlparser::parser::Parser;
 use petgraph::algo::is_cyclic_directed;
 use petgraph::{EdgeType, Graph};
+use std::collections::{BTreeSet, VecDeque};
+use std::ops::ControlFlow;
+use std::sync::Arc;
 
-use crate::logical_plan::utils::from_qualified_name;
+use crate::logical_plan::utils::{from_qualified_name, map_data_type};
 use crate::mdl::manifest::Model;
 use crate::mdl::{AnalyzedWrenMDL, ColumnReference, Dataset, SessionStateRef};
 
@@ -210,6 +210,46 @@ pub fn quoted(s: &str) -> String {
     format!("\"{}\"", s)
 }
 
+/// Transform the column to a datafusion field
+pub fn to_field(column: &wren_core_base::mdl::Column) -> Result<Field> {
+    let data_type = map_data_type(&column.r#type)?;
+    Ok(Field::new(&column.name, data_type, column.not_null))
+}
+
+/// Transform the column to a datafusion field for a remote table
+pub fn to_remote_field(
+    column: &wren_core_base::mdl::Column,
+    session_state: SessionStateRef,
+) -> Result<Vec<Field>> {
+    if column.expression().is_some() {
+        let session_state = session_state.read();
+        let expr = session_state.sql_to_expr(
+            column.expression().unwrap(),
+            session_state.config_options().sql_parser.dialect.as_str(),
+        )?;
+        let columns = collect_columns(expr);
+        columns
+            .into_iter()
+            .map(|c| Ok(Field::new(c.value, map_data_type(&column.r#type)?, false)))
+            .collect::<Result<_>>()
+    } else {
+        Ok(vec![to_field(column)?])
+    }
+}
+
+fn collect_columns(expr: datafusion::logical_expr::sqlparser::ast::Expr) -> Vec<Ident> {
+    let mut visited = vec![];
+    visit_expressions(&expr, |e| {
+        if let CompoundIdentifier(ids) = e {
+            ids.iter().cloned().for_each(|id| visited.push(id));
+        } else if let Identifier(id) = e {
+            visited.push(id.clone());
+        }
+        ControlFlow::<()>::Continue(())
+    });
+    visited
+}
+
 #[cfg(test)]
 mod tests {
     use std::fs;