From fbaa706b855fbfdbfc196328d38236e9d6fc1f38 Mon Sep 17 00:00:00 2001
From: Zangtics Developers <82955178+RCLDevelopers@users.noreply.github.com>
Date: Sat, 9 Nov 2024 18:09:45 +0300
Subject: [PATCH] Update __init__.py

Just a preview  really quick this code is the main initialization file for Google's Generative AI SDK it Supports both synchronous and asynchronous operations, Includes caching functionality for improved performance, Provides comprehensive model management tools, Handles both text generation and chat conversations...
---
 google/generativeai/__init__.py | 90 +++++++++++++++++++++------------
 1 file changed, 57 insertions(+), 33 deletions(-)

diff --git a/google/generativeai/__init__.py b/google/generativeai/__init__.py
index 5b143d768..e093db68c 100644
--- a/google/generativeai/__init__.py
+++ b/google/generativeai/__init__.py
@@ -38,45 +38,69 @@
 
 See the [python quickstart](https://ai.google.dev/tutorials/python_quickstart) for more details.
 """
+# Main initialization file for Google's Generative AI SDK
+# This file serves as the primary entry point for the SDK
+
+# Future imports for Python 2/3 compatibility
 from __future__ import annotations
 
+# Import core version information
 from google.generativeai import version
 
-from google.generativeai import caching
-from google.generativeai import protos
-from google.generativeai import types
-
-from google.generativeai.client import configure
-
-from google.generativeai.embedding import embed_content
-from google.generativeai.embedding import embed_content_async
-
-from google.generativeai.files import upload_file
-from google.generativeai.files import get_file
-from google.generativeai.files import list_files
-from google.generativeai.files import delete_file
-
-from google.generativeai.generative_models import GenerativeModel
-from google.generativeai.generative_models import ChatSession
-
-from google.generativeai.models import list_models
-from google.generativeai.models import list_tuned_models
-
-from google.generativeai.models import get_model
-from google.generativeai.models import get_base_model
-from google.generativeai.models import get_tuned_model
-
-from google.generativeai.models import create_tuned_model
-from google.generativeai.models import update_tuned_model
-from google.generativeai.models import delete_tuned_model
-
-from google.generativeai.operations import list_operations
-from google.generativeai.operations import get_operation
-
-from google.generativeai.types import GenerationConfig
-
+# Import key functionality modules
+from google.generativeai import caching      # Handles caching of API responses
+from google.generativeai import protos       # Protocol buffers for API communication
+from google.generativeai import types        # Type definitions and hints
+
+# Import core client configuration
+from google.generativeai.client import configure  # Handles API authentication and setup
+
+# Import embedding-related functions
+from google.generativeai.embedding import (
+    embed_content,           # Synchronous content embedding
+    embed_content_async      # Asynchronous content embedding
+)
+
+# Import file management functions
+from google.generativeai.files import (
+    upload_file,            # Upload files to the API
+    get_file,              # Retrieve file information
+    list_files,            # List available files
+    delete_file            # Remove files from the API
+)
+
+# Import core generative AI functionality
+from google.generativeai.generative_models import (
+    GenerativeModel,        # Main class for text generation
+    ChatSession            # Handles conversational interactions
+)
+
+# Import model management functions
+from google.generativeai.models import (
+    list_models,           # List available base models
+    list_tuned_models,     # List custom-tuned models
+    get_model,             # Get specific model information
+    get_base_model,        # Get base model details
+    get_tuned_model,       # Get tuned model details
+    create_tuned_model,    # Create a new tuned model
+    update_tuned_model,    # Update existing tuned model
+    delete_tuned_model     # Remove tuned model
+)
+
+# Import operation management functions
+from google.generativeai.operations import (
+    list_operations,       # List ongoing operations
+    get_operation          # Get specific operation details
+)
+
+# Import configuration types
+from google.generativeai.types import GenerationConfig  # Configuration for text generation
+
+# Set version number from imported version file
 __version__ = version.__version__
 
+# Clean up namespace by removing imported modules
+# This prevents them from being directly accessible
 del embedding
 del files
 del generative_models