Update README.md

Author: paolorechia

README.md

@@ -44,6 +44,56 @@ This will save the code in `persistent_source.py`
 Change the task in the `task.txt` file to perform another task.
 
 ## Using it as a standalone package in your program
+You can reuse the code from https://github.com/paolorechia/code-it/blob/main/code_it/__main__.py
+
+Here's the base minimum code to use this library: 
+```python
+from code_it.code_editor.python_editor import PythonCodeEditor
+from code_it.models import build_text_generation_web_ui_client_llm, build_llama_base_llm
+from code_it.task_executor import TaskExecutor, TaskExecutionConfig
+
+
+code_editor = PythonCodeEditor()
+model_builder = build_llama_base_llm
+config = TaskExecutionConfig()
+
+task_executor = TaskExecutor(code_editor, model_builder, config)
+
+with open("task.txt", "r") as fp:
+    task = fp.read()
+    task_executor.execute(task)
+```
+
+Here we import the `PythonCodeEditor`, currently the only supported editor, along with a llama LLM. Notice that this assumes a server running on 0.0.0.0:8000, which comes from my other repo: https://github.com/paolorechia/learn-langchain/blob/main/servers/vicuna_server.py
+
+You can easily change this to instead use the text-generation-web-ui tool from oobagooba, by importing the builder: `build_text_generation_web_ui_client_llm`. Implementing your own model client should also be straightforward. Look at the source code in: https://github.com/paolorechia/code-it/blob/main/code_it/models.py
+
+### Modifying the behavior
+Notice that in the example above we imported the `TaskExecutionConfig`, let's look at this class:
+
+```python
+@dataclass
+class TaskExecutionConfig:
+    execute_code = True
+    install_dependencies = True
+    apply_linter = True
+    check_package_is_in_pypi = True
+    log_to_stdout = True
+    coding_samples = 3
+    code_sampling_strategy = "PYLINT"
+    sampling_temperature_multipler = 0.1
+    dependency_samples = 3
+    max_coding_attempts = 5
+    dependency_install_attempts = 5
+    planner_temperature = 0
+    coder_temperature = 0
+    linter_temperature = 0.3
+    dependency_tracker_temperature = 0.2
+```
+
+You can change these parameters to change how the program behaves. Not all settings are always applied at the same time, for instance, if you change the `code_sampling_strategy` to `NO_SAMPLING`, then of course the config parameter `sampling_temperature_multiplier` is not used.
+
+To understand these settings better, you should read the task execution code directly, as there is no detailed documentation for this yet: https://github.com/paolorechia/code-it/blob/main/code_it/task_executor.py
 
 
 ## Using it with Langchain
@@ -55,11 +105,7 @@ Change the task in the `task.txt` file to perform another task.
 
 
 
-## Modifying the behavior
-When you're importing `code_it` package in your own code, you can change some settings on how it should behave. Specifically, these are the supported config options at the moment:
-```python
 
-```