Skip to content

High-level diagram representation of the mixpanel-python codebase #134

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
wants to merge 1 commit into
base: master
Choose a base branch
from
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
63 changes: 63 additions & 0 deletions .codeboarding/Buffered Data Consumer.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,63 @@
```mermaid
graph LR
BufferedDataSender["BufferedDataSender"]
MixpanelClient["MixpanelClient"]
BaseDataSender["BaseDataSender"]
MixpanelErrorHandling["MixpanelErrorHandling"]
MixpanelClient -- "utilizes" --> BufferedDataSender
BufferedDataSender -- "delegates sending to" --> BaseDataSender
BaseDataSender -- "raises" --> MixpanelErrorHandling
BufferedDataSender -- "raises" --> MixpanelErrorHandling
```
[![CodeBoarding](https://img.shields.io/badge/Generated%20by-CodeBoarding-9cf?style=flat-square)](https://github.com/CodeBoarding/GeneratedOnBoardings)[![Demo](https://img.shields.io/badge/Try%20our-Demo-blue?style=flat-square)](https://www.codeboarding.org/demo)[![Contact](https://img.shields.io/badge/Contact%20us%20-%20contact@codeboarding.org-lightgrey?style=flat-square)](mailto:contact@codeboarding.org)

## Component Details

This graph illustrates the core components of the Mixpanel client library, focusing on how data is buffered and sent to the Mixpanel API. The `MixpanelClient` serves as the main user interface, abstracting the data transmission process. It utilizes the `BufferedDataSender` to optimize network usage by batching messages. The `BufferedDataSender`, in turn, delegates the actual HTTP communication to the `BaseDataSender`. Error handling across these data sending components is managed by `MixpanelErrorHandling`.

### BufferedDataSender
Enhances the BaseDataSender by providing a buffering mechanism. It accumulates multiple data points for an endpoint and sends them in batches, optimizing network usage. It also exposes a `flush` method to force immediate transmission of buffered data.


**Related Classes/Methods**:

- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L636-L738" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.BufferedConsumer` (636:738)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L682-L713" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.BufferedConsumer.send` (682:713)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L715-L722" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.BufferedConsumer.flush` (715:722)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L724-L738" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.BufferedConsumer._flush_endpoint` (724:738)</a>


### MixpanelClient
The primary interface for users to interact with the Mixpanel API, providing methods for tracking events, managing user profiles (people), and managing group profiles. It abstracts the underlying data sending mechanism.


**Related Classes/Methods**:

- `mixpanel.Mixpanel` (full file reference)
- `mixpanel.DatetimeSerializer` (full file reference)
- `mixpanel.json_dumps` (full file reference)


### BaseDataSender
Handles the direct HTTP communication with Mixpanel API endpoints. It manages request parameters, authentication, timeouts, and retries for individual data transmissions.


**Related Classes/Methods**:

- `mixpanel.Consumer` (full file reference)
- `mixpanel.Consumer.send` (full file reference)
- `mixpanel.Consumer._write_request` (full file reference)


### MixpanelErrorHandling
Defines a custom exception class used throughout the Mixpanel client library to signal errors related to API communication, invalid endpoints, or server responses.


**Related Classes/Methods**:

- `mixpanel.MixpanelException` (full file reference)




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
89 changes: 89 additions & 0 deletions .codeboarding/Data Serialization.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,89 @@
```mermaid
graph LR
Mixpanel_Client["Mixpanel Client"]
Data_Serialization["Data Serialization"]
Direct_API_Consumer["Direct API Consumer"]
Buffered_API_Consumer["Buffered API Consumer"]
Error_Handling["Error Handling"]
Mixpanel_Client -- "serializes data using" --> Data_Serialization
Mixpanel_Client -- "sends data via" --> Direct_API_Consumer
Mixpanel_Client -- "sends data via" --> Buffered_API_Consumer
Buffered_API_Consumer -- "utilizes for sending" --> Direct_API_Consumer
```
[![CodeBoarding](https://img.shields.io/badge/Generated%20by-CodeBoarding-9cf?style=flat-square)](https://github.com/CodeBoarding/GeneratedOnBoardings)[![Demo](https://img.shields.io/badge/Try%20our-Demo-blue?style=flat-square)](https://www.codeboarding.org/demo)[![Contact](https://img.shields.io/badge/Contact%20us%20-%20contact@codeboarding.org-lightgrey?style=flat-square)](mailto:contact@codeboarding.org)

## Component Details

This graph illustrates the core components of the Mixpanel client library, focusing on how data is prepared, serialized, and transmitted to the Mixpanel API. The main flow involves the Mixpanel Client initiating tracking or profile updates, which then utilize the Data Serialization component to format the data. The serialized data is subsequently sent to Mixpanel either directly via the Direct API Consumer or in batches through the Buffered API Consumer. Error handling is managed by a dedicated exception class.

### Mixpanel Client
The core client for interacting with the Mixpanel API. It provides methods for tracking events, managing user profiles (people and groups), and handling aliases and data imports. It orchestrates the data preparation and delegates the actual sending to a consumer.


**Related Classes/Methods**:

- `mixpanel.Mixpanel` (full file reference)
- `mixpanel.Mixpanel:track` (full file reference)
- `mixpanel.Mixpanel:import_data` (full file reference)
- `mixpanel.Mixpanel:alias` (full file reference)
- `mixpanel.Mixpanel:merge` (full file reference)
- `mixpanel.Mixpanel:people_set` (full file reference)
- `mixpanel.Mixpanel:people_set_once` (full file reference)
- `mixpanel.Mixpanel:people_increment` (full file reference)
- `mixpanel.Mixpanel:people_append` (full file reference)
- `mixpanel.Mixpanel:people_union` (full file reference)
- `mixpanel.Mixpanel:people_unset` (full file reference)
- `mixpanel.Mixpanel:people_remove` (full file reference)
- `mixpanel.Mixpanel:people_delete` (full file reference)
- `mixpanel.Mixpanel:people_track_charge` (full file reference)
- `mixpanel.Mixpanel:people_clear_charges` (full file reference)
- `mixpanel.Mixpanel:people_update` (full file reference)
- `mixpanel.Mixpanel:group_set` (full file reference)
- `mixpanel.Mixpanel:group_set_once` (full file reference)
- `mixpanel.Mixpanel:group_union` (full file reference)
- `mixpanel.Mixpanel:group_unset` (full file reference)
- `mixpanel.Mixpanel:group_remove` (full file reference)
- `mixpanel.Mixpanel:group_delete` (full file reference)
- `mixpanel.Mixpanel:group_update` (full file reference)


### Data Serialization
This component is responsible for converting Python data structures into a JSON string format suitable for transmission to the Mixpanel API. It includes a custom serializer for datetime objects.


**Related Classes/Methods**:

- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L36-L42" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.DatetimeSerializer` (36:42)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/mixpanel/__init__.py#L45-L47" target="_blank" rel="noopener noreferrer">`mixpanel.__init__.json_dumps` (45:47)</a>


### Direct API Consumer
Handles the direct communication with the Mixpanel API endpoints. It sends individual messages as HTTP requests and manages network-related concerns like timeouts and retries.


**Related Classes/Methods**:

- `mixpanel.Consumer` (full file reference)


### Buffered API Consumer
Provides an optimized way to send data to Mixpanel by buffering multiple messages and sending them in batches. This reduces the overhead of individual HTTP requests and improves efficiency.


**Related Classes/Methods**:

- `mixpanel.BufferedConsumer` (full file reference)


### Error Handling
Defines a custom exception for errors that occur during the process of sending data to Mixpanel, typically related to network issues or invalid API responses.


**Related Classes/Methods**:

- `mixpanel.MixpanelException` (full file reference)




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
105 changes: 105 additions & 0 deletions .codeboarding/Demo Applications.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,105 @@
```mermaid
graph LR
SimpleEventDemo["SimpleEventDemo"]
MultiProcessEventDemo["MultiProcessEventDemo"]
MixpanelSDK["MixpanelSDK"]
DataDispatcher["DataDispatcher"]
CustomQueueConsumer["CustomQueueConsumer"]
SimpleEventDemo -- "initializes and tracks events via" --> MixpanelSDK
MixpanelSDK -- "sends data through" --> DataDispatcher
MultiProcessEventDemo -- "tracks events via" --> MixpanelSDK
MultiProcessEventDemo -- "uses for inter-process buffering" --> CustomQueueConsumer
MultiProcessEventDemo -- "dispatches buffered data using" --> DataDispatcher
CustomQueueConsumer -- "buffers data for" --> MultiProcessEventDemo
```
[![CodeBoarding](https://img.shields.io/badge/Generated%20by-CodeBoarding-9cf?style=flat-square)](https://github.com/CodeBoarding/GeneratedOnBoardings)[![Demo](https://img.shields.io/badge/Try%20our-Demo-blue?style=flat-square)](https://www.codeboarding.org/demo)[![Contact](https://img.shields.io/badge/Contact%20us%20-%20contact@codeboarding.org-lightgrey?style=flat-square)](mailto:contact@codeboarding.org)

## Component Details

This component overview details the structure and interactions within the Mixpanel Python client library, focusing on its demonstration applications and core functionalities. The main flow involves demo applications initializing the Mixpanel SDK to track events, which then delegates the actual data transmission to a data dispatcher. For multi-process scenarios, a custom queue-based consumer is introduced to facilitate asynchronous event handling, with a buffered consumer managing batch dispatches to the Mixpanel API.

### SimpleEventDemo
A basic demonstration script showcasing how to initialize the Mixpanel client and track a single event.


**Related Classes/Methods**:

- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/demo/post_an_event.py#L3-L5" target="_blank" rel="noopener noreferrer">`demo.post_an_event:post_event` (3:5)</a>
- `mixpanel.Mixpanel` (60:63)
- `mixpanel.Mixpanel.track` (65:87)


### MultiProcessEventDemo
An advanced demonstration illustrating asynchronous event tracking in a multi-process environment, utilizing a custom queue-based consumer and a buffered consumer for efficient data dispatch.


**Related Classes/Methods**:

- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/demo/subprocess_consumer.py#L34-L44" target="_blank" rel="noopener noreferrer">`demo.subprocess_consumer:do_tracking` (34:44)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/demo/subprocess_consumer.py#L46-L55" target="_blank" rel="noopener noreferrer">`demo.subprocess_consumer:do_sending` (46:55)</a>
- `mixpanel.Mixpanel` (60:63)
- `mixpanel.Mixpanel.track` (65:87)
- `mixpanel.BufferedConsumer` (249:326)
- `mixpanel.BufferedConsumer.send` (292:304)
- `mixpanel.BufferedConsumer.flush` (306:310)


### MixpanelSDK
The primary interface for interacting with the Mixpanel API, offering methods for tracking events, managing user profiles, and handling group data. It relies on a consumer for data transmission.


**Related Classes/Methods**:

- `mixpanel.Mixpanel` (60:373)
- `mixpanel.Mixpanel.track` (65:87)
- `mixpanel.Mixpanel.import_data` (89:129)
- `mixpanel.Mixpanel.alias` (131:154)
- `mixpanel.Mixpanel.merge` (156:186)
- `mixpanel.Mixpanel.people_set` (188:195)
- `mixpanel.Mixpanel.people_set_once` (197:205)
- `mixpanel.Mixpanel.people_increment` (207:215)
- `mixpanel.Mixpanel.people_append` (217:226)
- `mixpanel.Mixpanel.people_union` (228:237)
- `mixpanel.Mixpanel.people_unset` (239:244)
- `mixpanel.Mixpanel.people_remove` (246:255)
- `mixpanel.Mixpanel.people_delete` (257:262)
- `mixpanel.Mixpanel.people_track_charge` (264:278)
- `mixpanel.Mixpanel.people_clear_charges` (280:284)
- `mixpanel.Mixpanel.people_update` (286:299)
- `mixpanel.Mixpanel.group_set` (301:309)
- `mixpanel.Mixpanel.group_set_once` (311:320)
- `mixpanel.Mixpanel.group_union` (322:331)
- `mixpanel.Mixpanel.group_unset` (333:339)
- `mixpanel.Mixpanel.group_remove` (341:350)
- `mixpanel.Mixpanel.group_delete` (352:358)
- `mixpanel.Mixpanel.group_update` (360:373)


### DataDispatcher
Responsible for the low-level communication with Mixpanel's API, handling HTTP requests, retries, and managing both direct and buffered sending mechanisms.


**Related Classes/Methods**:

- `mixpanel.Consumer` (376:468)
- `mixpanel.Consumer.send` (418:432)
- `mixpanel.Consumer._write_request` (434:467)
- `mixpanel.BufferedConsumer` (249:326)
- `mixpanel.BufferedConsumer.send` (292:304)
- `mixpanel.BufferedConsumer.flush` (306:310)
- `mixpanel.BufferedConsumer._flush_endpoint` (312:325)


### CustomQueueConsumer
A specialized consumer implementation designed for the multi-process demo, facilitating inter-process communication by placing Mixpanel event data onto a shared queue.


**Related Classes/Methods**:

- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/demo/subprocess_consumer.py#L26-L31" target="_blank" rel="noopener noreferrer">`demo.subprocess_consumer:QueueWriteConsumer` (26:31)</a>
- <a href="https://github.com/mixpanel/mixpanel-python/blob/master/demo/subprocess_consumer.py#L29-L31" target="_blank" rel="noopener noreferrer">`demo.subprocess_consumer:QueueWriteConsumer.send` (29:31)</a>




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
Loading