microsoft--semantic-kernel/python/samples/getting_started_with_processes/README.md

# Semantic Kernel Processes - Getting Started

This project contains a step by step guide to get started with  _Semantic Kernel Processes_.


#### PyPI:
- The initial release of the Python Process Framework was in the Semantic Kernel pypi version 1.12.0.

#### Sources

- [Semantic Kernel Process Framework](../../semantic_kernel/processes/)
- [Semantic Kernel Processes - Kernel Process](../../semantic_kernel/processes/kernel_process/)
- [Semantic Kernel Processes - Local Runtime](../../semantic_kernel/processes/local_runtime/)

The examples can be run as scripts and the code can also be copied to stand-alone projects, using the proper package imports.

## Examples

The getting started with processes examples include:

Example|Description
---|---
[step01_processes](../getting_started_with_processes/step01/step01_processes.py)|How to create a simple process with a loop and a conditional exit|
[step03a_food_preparation](../getting_started_with_processes/step03/step03a_food_preparation.py)|Showcasing reuse of steps, creation of processes, spawning of multiple events, use of stateful steps with food preparation samples.
[step03b_food_ordering](../getting_started_with_processes/step03/step03b_food_ordering.py)|Showcasing use of subprocesses as steps, spawning of multiple events conditionally reusing the food preparation samples. 

### step01_processes

```mermaid
flowchart LR  
    Intro(Intro)--> UserInput(User Input)
    UserInput-->|User message == 'exit'| Exit(Exit)
    UserInput-->|User message| AssistantResponse(Assistant Response)
    AssistantResponse--> UserInput
```

### step03a_food_preparation

This tutorial contains a set of food recipes associated with the Food Preparation Processes of a restaurant.

The following recipes for preparation of Order Items are defined as SK Processes:

#### Product Preparation Processes

##### Stateless Product Preparation Processes

###### Potato Fries Preparation Process

``` mermaid
flowchart LR
    PreparePotatoFriesEvent([Prepare Potato <br/> Fries Event])
    PotatoFriesReadyEvent([Potato Fries <br/> Ready Event])

    GatherIngredientsStep[Gather Ingredients <br/> Step]
    CutStep[Cut Food <br/> Step]
    FryStep[Fry Food <br/> Step]

    PreparePotatoFriesEvent --> GatherIngredientsStep -->| Slice Potatoes <br/> _Ingredients Gathered_ | CutStep --> |**Potato Sliced Ready** <br/> _Food Sliced Ready_ | FryStep --> |_Fried Food Ready_|PotatoFriesReadyEvent
    FryStep -->|Fried Potato Ruined <br/> _Fried Food Ruined_| GatherIngredientsStep
```

###### Fried Fish Preparation Process

``` mermaid
flowchart LR
    PrepareFriedFishEvent([Prepare Fried <br/> Fish Event])
    FriedFishReadyEvent([Fried Fish <br/> Ready Event])

    GatherIngredientsStep[Gather Ingredients <br/> Step]
    CutStep[Cut Food <br/> Step]
    FryStep[Fry Food <br/> Step]

    PrepareFriedFishEvent --> GatherIngredientsStep -->| Chop Fish <br/> _Ingredients Gathered_ | CutStep --> |**Fish Chopped Ready** <br/> _Food Chopped Ready_| FryStep --> |_Fried Food Ready_ | FriedFishReadyEvent
    FryStep -->|**Fried Fish Ruined** <br/> _Fried Food Ruined_| GatherIngredientsStep
```

###### Fish Sandwich Preparation Process

``` mermaid
flowchart LR
    PrepareFishSandwichEvent([Prepare Fish <br/> Sandwich Event])
    FishSandwichReadyEvent([Fish Sandwich <br/> Ready Event])

    FriedFishStep[[Fried Fish <br/> Process Step]]
    AddBunsStep[Add Buns <br/> Step]
    AddSpecialSauceStep[Add Special <br/> Sauce Step]

    PrepareFishSandwichEvent -->|Prepare Fried Fish| FriedFishStep -->|Fried Fish Ready| AddBunsStep --> |Buns Added  | AddSpecialSauceStep --> |Special Sauce Added | FishSandwichReadyEvent
```

###### Fish And Chips Preparation Process

``` mermaid
flowchart LR
    PrepareFishAndChipsEvent([Prepare <br/> Fish And Chips <br/> Event])
    FishAndChipsReadyEvent([Fish And Chips <br/> Ready Event])

    FriedFishStep[[Fried Fish <br/> Process Step]]
    PotatoFriesStep[[Potato Fries  <br/> Process Step]]
    AddCondiments[Add Condiments <br/> Step ]

    PrepareFishAndChipsEvent -->|Prepare Fried Fish| FriedFishStep --> |Fried Fish Ready| AddCondiments
    PrepareFishAndChipsEvent -->|Prepare Potato Fries| PotatoFriesStep -->|Potato Fries Ready| AddCondiments
    AddCondiments -->|Condiments Added| FishAndChipsReadyEvent
```

##### Stateful Product Preparation Processes

The processes in this subsection contain the following modifications/additions to previously used food preparation processes:

- The `Gather Ingredients Step` is now stateful and has a predefined number of initial ingredients that are used as orders are prepared. When there are no ingredients left, it emits the `Out of Stock Event`.
- The `Cut Food Step` is now a stateful component which has a `Knife Sharpness State` that tracks the Knife Sharpness.
- As the `Slice Food` and `Chop Food` Functions get invoked, the Knife Sharpness deteriorates.
- The `Cut Food Step` has an additional input function `Sharpen Knife Function`.
- The new `Sharpen Knife Function` sharpens the knife and increases the Knife Sharpness - Knife Sharpness State.
- From time to time, the `Cut Food Step`'s functions `SliceFood` and `ChopFood` will fail and emit a `Knife Needs Sharpening Event` that then triggers the `Sharpen Knife Function`.


###### Potato Fries Preparation With Knife Sharpening and Ingredient Stock Process

The following processes is a modification on the process [Potato Fries Preparation](#potato-fries-preparation-process) 
with the the stateful steps mentioned previously.

``` mermaid
flowchart LR
    PreparePotatoFriesEvent([Prepare Potato <br/> Fries Event])
    PotatoFriesReadyEvent([Potato Fries <br/> Ready Event])
    OutOfStock([Ingredients <br/> Out of Stock <br/> Event])

    FryStep[Fry Food <br/> Step]

    subgraph GatherIngredientsStep[Gather Ingredients Step]
        GatherIngredientsFunction[Gather Potato <br/> Function]
        IngredientsState[(Ingredients <br/> Stock <br/> State)]
    end
    subgraph CutStep ["Cut Food Step"]
        direction LR
        SliceFoodFunction[Slice Food <br/> Function]
        SharpenKnifeFunction[Sharpen Knife <br/> Function]
        CutState[(Knife <br/> Sharpness <br/> State)]
    end
    
    CutStep --> |**Potato Sliced Ready** <br/> _Food Sliced Ready_ | FryStep --> |_Fried Food Ready_|PotatoFriesReadyEvent
    FryStep -->|Fried Potato Ruined <br/> _Fried Food Ruined_| GatherIngredientsStep
    GatherIngredientsStep --> OutOfStock
    
    SliceFoodFunction --> |Knife Needs Sharpening| SharpenKnifeFunction
    SharpenKnifeFunction --> |Knife Sharpened| SliceFoodFunction

    GatherIngredientsStep -->| Slice Potatoes <br/> _Ingredients Gathered_ | CutStep
    PreparePotatoFriesEvent --> GatherIngredientsStep 
```

###### Fried Fish Preparation With Knife Sharpening and Ingredient Stock Process

The following process is a modification on the process [Fried Fish Preparation](#fried-fish-preparation-process) 
with the the stateful steps mentioned previously.

``` mermaid
flowchart LR
    PrepareFriedFishEvent([Prepare Fried <br/> Fish Event])
    FriedFishReadyEvent([Fried Fish <br/> Ready Event])
    OutOfStock([Ingredients <br/> Out of Stock <br/> Event])

    FryStep[Fry Food <br/> Step]

    subgraph GatherIngredientsStep[Gather Ingredients Step]
        GatherIngredientsFunction[Gather Fish <br/> Function]
        IngredientsState[(Ingredients <br/> Stock <br/> State)]
    end
    subgraph CutStep ["Cut Food Step"]
        direction LR
        ChopFoodFunction[Chop Food <br/> Function]
        SharpenKnifeFunction[Sharpen Knife <br/> Function]
        CutState[(Knife <br/> Sharpness <br/> State)]
    end
    
    CutStep --> |**Fish Chopped Ready** <br/> _Food Chopped Ready_| FryStep --> |_Fried Food Ready_|FriedFishReadyEvent
    FryStep -->|**Fried Fish Ruined** <br/> _Fried Food Ruined_| GatherIngredientsStep
    GatherIngredientsStep --> OutOfStock
    
    ChopFoodFunction --> |Knife Needs Sharpening| SharpenKnifeFunction
    SharpenKnifeFunction --> |Knife Sharpened| ChopFoodFunction

    GatherIngredientsStep -->| Chop Fish <br/> _Ingredients Gathered_ | CutStep
    PrepareFriedFishEvent --> GatherIngredientsStep 
```

### step03b_food_ordering

#### Single Order Preparation Process

Now with the existing product preparation processes, they can be used to create an even more complex process that can decide what product order to dispatch.

```mermaid
graph TD
    PrepareSingleOrderEvent([Prepare Single Order <br/> Event])
    SingleOrderReadyEvent([Single Order <br/> Ready Event])
    OrderPackedEvent([Order Packed <br/> Event])

    DispatchOrderStep{{Dispatch <br/> Order Step}}
    FriedFishStep[[Fried Fish  <br/> Process Step]]
    PotatoFriesStep[[Potato Fries <br/> Process Step]]
    FishSandwichStep[[Fish Sandwich <br/> Process Step]]
    FishAndChipsStep[[Fish & Chips <br/> Process Step]]

    PackFoodStep[Pack Food <br/> Step]

    PrepareSingleOrderEvent -->|Order Received| DispatchOrderStep
    DispatchOrderStep -->|Prepare Fried Fish| FriedFishStep -->|Fried Fish Ready| SingleOrderReadyEvent
    DispatchOrderStep -->|Prepare Potato Fries| PotatoFriesStep -->|Potato Fries Ready| SingleOrderReadyEvent
    DispatchOrderStep -->|Prepare Fish Sandwich| FishSandwichStep -->|Fish Sandwich Ready| SingleOrderReadyEvent
    DispatchOrderStep -->|Prepare Fish & Chips| FishAndChipsStep -->|Fish & Chips Ready| SingleOrderReadyEvent

    SingleOrderReadyEvent-->PackFoodStep --> OrderPackedEvent
```

## Configuring the Kernel

Similar to the Semantic Kernel Python concept samples, it is necessary to configure the secrets
and keys used by the kernel. See the follow "Configuring the Kernel" [guide](../concepts/README.md#configuring-the-kernel) for
more information.

## Configuring Max Supersteps

Process execution is run with a configuration of `max_supersteps`. By default, the `max_supersteps` is configured at `100`. 

To adjust the value, pass the `max_supersteps` keyword argument to the `start` method for the given runtime:

```python
from semantic_kernel.processes.local_runtime.local_kernel_process import start

async with await start(
    process=kernel_process,
    kernel=kernel,
    initial_event=KernelProcessEvent(id=CommonEvents.StartProcess),
    max_supersteps=50,  # Configure the max number of supersteps for process run
) as process_context:
    process_state = await process_context.get_state()
    # Handle process state...
```

## Running Concept Samples

Concept samples can be run in an IDE or via the command line. After setting up the required api key
for your AI connector, the samples run without any extra command line arguments.