milenkovicm commented on code in PR #1100:
URL: 
https://github.com/apache/datafusion-ballista/pull/1100#discussion_r1844661189


##########
docs/source/user-guide/python.md:
##########
@@ -103,14 +119,15 @@ The `explain` method can be used to show the logical and 
physical query plans fo
 The following example demonstrates creating arrays with PyArrow and then 
creating a Ballista DataFrame.
 
 ```python
-import ballista
+from ballista import Ballista, BallistaBuilder

Review Comment:
   Why do we need `Ballista`, looks like everything can be covered with 
`BallistaBuilder`



##########
python/src/lib.rs:
##########
@@ -15,18 +15,189 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use ballista::prelude::*;
+use datafusion_python::context::PySessionContext as 
DataFusionPythonSessionContext;
+use datafusion_python::utils::wait_for_future;
+
+use std::collections::HashMap;
+
 use pyo3::prelude::*;
-pub mod context;
 mod utils;
-
-pub use crate::context::PySessionContext;
+use utils::to_pyerr;
 
 #[pymodule]
-fn pyballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
+fn ballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
     pyo3_log::init();
     // Ballista structs
-    m.add_class::<PySessionContext>()?;
+    m.add_class::<PyBallista>()?;
+    m.add_class::<PyBallistaBuilder>()?;
     // DataFusion structs
     m.add_class::<datafusion_python::dataframe::PyDataFrame>()?;
+    // Ballista Config
+    /*
+    // Future implementation will include more state and config options
+    m.add_class::<PySessionStateBuilder>()?;
+    m.add_class::<PySessionState>()?;
+    m.add_class::<PySessionConfig>()?;
+    */
     Ok(())
 }
+
+// Ballista Builder will take a HasMap/Dict Cionfg
+#[pyclass(name = "BallistaBuilder", module = "ballista", subclass)]
+pub struct PyBallistaBuilder {
+    conf: HashMap<String, String>,
+}
+
+#[pymethods]
+impl PyBallistaBuilder {
+    #[new]
+    pub fn new() -> Self {
+        Self { conf: HashMap::new() }
+    }
+
+    pub fn set(
+        mut slf: PyRefMut<'_, Self>,
+        k: &str,
+        v: &str,
+        py: Python,
+    ) -> PyResult<PyObject> {
+        slf.conf.insert(k.into(), v.into());
+
+        Ok(slf.into_py(py))
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.iter() {
+            println!("\t{}: {}", ele.0, ele.1)
+        }
+    }
+
+    pub fn build(slf: PyRef<'_, Self>) -> PyBallista {
+        PyBallista {
+            conf: PyBallistaBuilder {
+                conf: slf.conf.clone(),
+            },
+        }
+    }
+}
+
+#[pyclass(name = "Ballista", module = "ballista", subclass)]
+pub struct PyBallista {
+    pub conf: PyBallistaBuilder,
+}
+
+#[pymethods]
+impl PyBallista {
+    #[new]
+    pub fn new() -> Self {
+        Self {
+            conf: PyBallistaBuilder::new(),
+        }
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.conf.clone() {
+            println!("{:4}: {}", ele.0, ele.1)
+        }
+    }
+
+    /// Construct the standalone instance from the SessionContext
+    #[pyo3(signature = (concurrent_tasks = 4))]
+    pub fn standalone(
+        &self,
+        concurrent_tasks: usize,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Define the SessionContext
+        let session_context = BallistaContext::standalone(&config, 
concurrent_tasks);
+        // SessionContext is an async function
+        let ctx = wait_for_future(py, session_context)
+            .map_err(to_pyerr)?
+            .context()
+            .clone();
+
+        // Convert the SessionContext into a Python SessionContext
+        Ok(ctx.into())
+    }
+
+    /// Construct the remote instance from the SessionContext
+    pub fn remote(
+        &self,
+        host: &str,
+        port: u16,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Create the BallistaContext
+        let session_context = BallistaContext::remote(host, port, config);
+        let ctx = wait_for_future(py, session_context)
+            .map_err(to_pyerr)?
+            .context()
+            .clone();
+
+        // Convert the SessionContext into a Python SessionContext
+        Ok(ctx.into())
+    }
+}
+
+/*
+Plan to implement Session Config and State in a future issue

Review Comment:
   I don't see reason for `PySessionConfig` why do you think it is important?
   Can we get it from datafusion-python



##########
python/ballista/context.py:
##########
@@ -0,0 +1,79 @@
+# 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.
+
+from _typeshed import Self
+from datafusion import SessionContext
+from ballista import Ballista, BallistaBuilder
+
+from typing import List, Any
+       
+
+class BallistaBuilder:
+    def __new__(cls):
+        return super().__new__(cls)
+        
+    def __init__(self) -> None:
+        self = {}
+        
+    def set(self, k, v) -> Self:
+        return self.set(k, v)
+
+        
+class Ballista:
+    def __new__(cls):
+        return super().__new__(cls)
+        
+    def __init__(self) -> None:
+        self.state = Ballista()
+        
+    def standalone(self, concurrent_tasks: int = 4):

Review Comment:
   `concurrent_task` is not needed as we have configuration property for that 
now



##########
python/examples/example.py:
##########
@@ -0,0 +1,39 @@
+# 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.
+
+from ballista import Ballista, BallistaBuilder

Review Comment:
   I would suggest removing `Ballista`, IMHO, makes no sense to import two 
classes to bootstrap Context



##########
python/src/lib.rs:
##########
@@ -15,18 +15,189 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use ballista::prelude::*;
+use datafusion_python::context::PySessionContext as 
DataFusionPythonSessionContext;
+use datafusion_python::utils::wait_for_future;
+
+use std::collections::HashMap;
+
 use pyo3::prelude::*;
-pub mod context;
 mod utils;
-
-pub use crate::context::PySessionContext;
+use utils::to_pyerr;
 
 #[pymodule]
-fn pyballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
+fn ballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
     pyo3_log::init();
     // Ballista structs
-    m.add_class::<PySessionContext>()?;
+    m.add_class::<PyBallista>()?;
+    m.add_class::<PyBallistaBuilder>()?;
     // DataFusion structs
     m.add_class::<datafusion_python::dataframe::PyDataFrame>()?;
+    // Ballista Config
+    /*
+    // Future implementation will include more state and config options
+    m.add_class::<PySessionStateBuilder>()?;
+    m.add_class::<PySessionState>()?;
+    m.add_class::<PySessionConfig>()?;
+    */
     Ok(())
 }
+
+// Ballista Builder will take a HasMap/Dict Cionfg
+#[pyclass(name = "BallistaBuilder", module = "ballista", subclass)]
+pub struct PyBallistaBuilder {
+    conf: HashMap<String, String>,
+}
+
+#[pymethods]
+impl PyBallistaBuilder {
+    #[new]
+    pub fn new() -> Self {
+        Self { conf: HashMap::new() }
+    }
+
+    pub fn set(
+        mut slf: PyRefMut<'_, Self>,
+        k: &str,
+        v: &str,
+        py: Python,
+    ) -> PyResult<PyObject> {
+        slf.conf.insert(k.into(), v.into());
+
+        Ok(slf.into_py(py))
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.iter() {
+            println!("\t{}: {}", ele.0, ele.1)
+        }
+    }
+
+    pub fn build(slf: PyRef<'_, Self>) -> PyBallista {
+        PyBallista {
+            conf: PyBallistaBuilder {
+                conf: slf.conf.clone(),
+            },
+        }
+    }
+}
+
+#[pyclass(name = "Ballista", module = "ballista", subclass)]
+pub struct PyBallista {
+    pub conf: PyBallistaBuilder,
+}
+
+#[pymethods]
+impl PyBallista {
+    #[new]
+    pub fn new() -> Self {
+        Self {
+            conf: PyBallistaBuilder::new(),
+        }
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.conf.clone() {
+            println!("{:4}: {}", ele.0, ele.1)
+        }
+    }
+
+    /// Construct the standalone instance from the SessionContext
+    #[pyo3(signature = (concurrent_tasks = 4))]
+    pub fn standalone(
+        &self,
+        concurrent_tasks: usize,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Define the SessionContext
+        let session_context = BallistaContext::standalone(&config, 
concurrent_tasks);

Review Comment:
   please dont use `BallistaContext` use
   
   ```rust
    let session_config = SessionConfig::new_with_ballista()
               .with_information_schema(true)
               .with_ballista_job_name("Super Cool Ballista App");
   
           let state = SessionStateBuilder::new()
               .with_default_features()
               .with_config(session_config)
               .build();
   
           let ctx: SessionContext = 
SessionContext::standalone_with_state(state).await?;
   ```



##########
python/examples/example.py:
##########
@@ -0,0 +1,39 @@
+# 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.
+
+from ballista import Ballista, BallistaBuilder
+from datafusion.context import SessionContext
+
+# Ballista will initiate with an empty config
+# set config variables with `set()`
+ballista = BallistaBuilder()\
+    .set("ballista.job.name", "example ballista")\
+    .set("ballista.shuffle.partitions", "16")\
+    .set("ballista.executor.cpus", "4")\
+    .build()
+    
+# Show the Ballista Config
+print(ballista.show_config())
+
+# Build a standalone Cluster (use `remote()`)
+# for remote cluster
+ctx: SessionContext = ballista.standalone()

Review Comment:
   I would suggest change 
   
   ```python
   ctx: SessionContext = BallistaBuilder()
       .config("ballista.job.name", "example ballista")
       .config("datafusion.execution.target_partitions", "16")
       .standalone()
   ```
   
   



##########
python/ballista/context.py:
##########
@@ -0,0 +1,79 @@
+# 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.
+
+from _typeshed import Self
+from datafusion import SessionContext
+from ballista import Ballista, BallistaBuilder
+
+from typing import List, Any
+       
+
+class BallistaBuilder:
+    def __new__(cls):
+        return super().__new__(cls)
+        
+    def __init__(self) -> None:
+        self = {}
+        
+    def set(self, k, v) -> Self:
+        return self.set(k, v)
+
+        
+class Ballista:
+    def __new__(cls):
+        return super().__new__(cls)
+        
+    def __init__(self) -> None:
+        self.state = Ballista()
+        
+    def standalone(self, concurrent_tasks: int = 4):
+        self.standalone()
+        
+    def builder(self) -> BallistaBuilder:
+        return BallistaBuilder()
+        
+"""

Review Comment:
   do we need to document this? 



##########
python/src/lib.rs:
##########
@@ -15,18 +15,189 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use ballista::prelude::*;
+use datafusion_python::context::PySessionContext as 
DataFusionPythonSessionContext;
+use datafusion_python::utils::wait_for_future;
+
+use std::collections::HashMap;
+
 use pyo3::prelude::*;
-pub mod context;
 mod utils;
-
-pub use crate::context::PySessionContext;
+use utils::to_pyerr;
 
 #[pymodule]
-fn pyballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
+fn ballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
     pyo3_log::init();
     // Ballista structs
-    m.add_class::<PySessionContext>()?;
+    m.add_class::<PyBallista>()?;
+    m.add_class::<PyBallistaBuilder>()?;
     // DataFusion structs
     m.add_class::<datafusion_python::dataframe::PyDataFrame>()?;
+    // Ballista Config
+    /*
+    // Future implementation will include more state and config options
+    m.add_class::<PySessionStateBuilder>()?;
+    m.add_class::<PySessionState>()?;
+    m.add_class::<PySessionConfig>()?;
+    */
     Ok(())
 }
+
+// Ballista Builder will take a HasMap/Dict Cionfg
+#[pyclass(name = "BallistaBuilder", module = "ballista", subclass)]
+pub struct PyBallistaBuilder {
+    conf: HashMap<String, String>,
+}
+
+#[pymethods]
+impl PyBallistaBuilder {
+    #[new]
+    pub fn new() -> Self {
+        Self { conf: HashMap::new() }
+    }
+
+    pub fn set(
+        mut slf: PyRefMut<'_, Self>,
+        k: &str,
+        v: &str,
+        py: Python,
+    ) -> PyResult<PyObject> {
+        slf.conf.insert(k.into(), v.into());
+
+        Ok(slf.into_py(py))
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.iter() {
+            println!("\t{}: {}", ele.0, ele.1)
+        }
+    }
+
+    pub fn build(slf: PyRef<'_, Self>) -> PyBallista {
+        PyBallista {
+            conf: PyBallistaBuilder {
+                conf: slf.conf.clone(),
+            },
+        }
+    }
+}
+
+#[pyclass(name = "Ballista", module = "ballista", subclass)]
+pub struct PyBallista {
+    pub conf: PyBallistaBuilder,
+}
+
+#[pymethods]
+impl PyBallista {
+    #[new]
+    pub fn new() -> Self {
+        Self {
+            conf: PyBallistaBuilder::new(),
+        }
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.conf.clone() {
+            println!("{:4}: {}", ele.0, ele.1)
+        }
+    }
+
+    /// Construct the standalone instance from the SessionContext
+    #[pyo3(signature = (concurrent_tasks = 4))]
+    pub fn standalone(
+        &self,
+        concurrent_tasks: usize,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Define the SessionContext
+        let session_context = BallistaContext::standalone(&config, 
concurrent_tasks);
+        // SessionContext is an async function
+        let ctx = wait_for_future(py, session_context)
+            .map_err(to_pyerr)?
+            .context()
+            .clone();
+
+        // Convert the SessionContext into a Python SessionContext
+        Ok(ctx.into())
+    }
+
+    /// Construct the remote instance from the SessionContext
+    pub fn remote(
+        &self,
+        host: &str,
+        port: u16,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Create the BallistaContext
+        let session_context = BallistaContext::remote(host, port, config);

Review Comment:
   please dont use `BallistaContext` use
   
   ```rust
    let session_config = SessionConfig::new_with_ballista()
               .with_information_schema(true)
               .with_ballista_job_name("Super Cool Ballista App");
   
           let state = SessionStateBuilder::new()
               .with_default_features()
               .with_config(session_config)
               .build();
   
           let ctx: SessionContext = SessionContext::remote_with_state(&url, 
state).await?;
   ```



##########
docs/source/user-guide/python.md:
##########
@@ -28,9 +28,25 @@ popular file formats files, run it in a distributed 
environment, and obtain the
 
 The following code demonstrates how to create a Ballista context and connect 
to a scheduler.
 
+If you are running a standalone cluster (runs locally), all you need to do is 
call the stand alone cluster method `standalone()` or your BallistaContext. If 
you are running a cluster in remote mode, you need to provide the URL 
`Ballista.remote("http://my-remote-ip:50050";)`.
+
 ```text
->>> import ballista
->>> ctx = ballista.BallistaContext("localhost", 50050)
+>>> from ballista import Ballista, BallistaBuilder
+>>> # for a standalone instance
+>>> # Ballista will initiate with an empty config
+>>> # set config variables with `set()`
+>>> ballista = BallistaBuilder()\
+>>>    .set("ballista.job.name", "example ballista")\
+>>>    .set("ballista.shuffle.partitions", "16")\
+>>>    .set("ballista.executor.cpus", "4")\
+>>>    .build()

Review Comment:
   i think it would make more sense if at this point we call `standalone` or 
`remote` to get the context. I'm not sure what's the benefit of 
`.build().stadndalone()`



##########
python/src/lib.rs:
##########
@@ -15,18 +15,189 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use ballista::prelude::*;
+use datafusion_python::context::PySessionContext as 
DataFusionPythonSessionContext;
+use datafusion_python::utils::wait_for_future;
+
+use std::collections::HashMap;
+
 use pyo3::prelude::*;
-pub mod context;
 mod utils;
-
-pub use crate::context::PySessionContext;
+use utils::to_pyerr;
 
 #[pymodule]
-fn pyballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
+fn ballista_internal(_py: Python, m: Bound<'_, PyModule>) -> PyResult<()> {
     pyo3_log::init();
     // Ballista structs
-    m.add_class::<PySessionContext>()?;
+    m.add_class::<PyBallista>()?;
+    m.add_class::<PyBallistaBuilder>()?;
     // DataFusion structs
     m.add_class::<datafusion_python::dataframe::PyDataFrame>()?;
+    // Ballista Config
+    /*
+    // Future implementation will include more state and config options
+    m.add_class::<PySessionStateBuilder>()?;
+    m.add_class::<PySessionState>()?;
+    m.add_class::<PySessionConfig>()?;
+    */
     Ok(())
 }
+
+// Ballista Builder will take a HasMap/Dict Cionfg
+#[pyclass(name = "BallistaBuilder", module = "ballista", subclass)]
+pub struct PyBallistaBuilder {
+    conf: HashMap<String, String>,
+}
+
+#[pymethods]
+impl PyBallistaBuilder {
+    #[new]
+    pub fn new() -> Self {
+        Self { conf: HashMap::new() }
+    }
+
+    pub fn set(
+        mut slf: PyRefMut<'_, Self>,
+        k: &str,
+        v: &str,
+        py: Python,
+    ) -> PyResult<PyObject> {
+        slf.conf.insert(k.into(), v.into());
+
+        Ok(slf.into_py(py))
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.iter() {
+            println!("\t{}: {}", ele.0, ele.1)
+        }
+    }
+
+    pub fn build(slf: PyRef<'_, Self>) -> PyBallista {
+        PyBallista {
+            conf: PyBallistaBuilder {
+                conf: slf.conf.clone(),
+            },
+        }
+    }
+}
+
+#[pyclass(name = "Ballista", module = "ballista", subclass)]
+pub struct PyBallista {
+    pub conf: PyBallistaBuilder,
+}
+
+#[pymethods]
+impl PyBallista {
+    #[new]
+    pub fn new() -> Self {
+        Self {
+            conf: PyBallistaBuilder::new(),
+        }
+    }
+
+    pub fn show_config(&self) {
+        println!("Ballista Config:");
+        for ele in self.conf.conf.clone() {
+            println!("{:4}: {}", ele.0, ele.1)
+        }
+    }
+
+    /// Construct the standalone instance from the SessionContext
+    #[pyo3(signature = (concurrent_tasks = 4))]
+    pub fn standalone(
+        &self,
+        concurrent_tasks: usize,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Define the SessionContext
+        let session_context = BallistaContext::standalone(&config, 
concurrent_tasks);
+        // SessionContext is an async function
+        let ctx = wait_for_future(py, session_context)
+            .map_err(to_pyerr)?
+            .context()
+            .clone();
+
+        // Convert the SessionContext into a Python SessionContext
+        Ok(ctx.into())
+    }
+
+    /// Construct the remote instance from the SessionContext
+    pub fn remote(
+        &self,
+        host: &str,
+        port: u16,
+        py: Python,
+    ) -> PyResult<DataFusionPythonSessionContext> {
+        // Build the config
+        let config = 
&BallistaConfig::with_settings(self.conf.conf.clone()).unwrap();
+        // Create the BallistaContext
+        let session_context = BallistaContext::remote(host, port, config);
+        let ctx = wait_for_future(py, session_context)
+            .map_err(to_pyerr)?
+            .context()
+            .clone();
+
+        // Convert the SessionContext into a Python SessionContext
+        Ok(ctx.into())
+    }
+}
+
+/*
+Plan to implement Session Config and State in a future issue

Review Comment:
   Also, please remove comment if it is dead code 



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