diff --git a/block.py b/block.py
new file mode 100644
index 00000000..c5a76910
--- /dev/null
+++ b/block.py
@@ -0,0 +1,97 @@
+import os
+
+from dotenv import load_dotenv
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+# Import the models, structs, and telemetry modules
+from swarms import (
+    Gemini,
+    GPT4VisionAPI,
+    Mixtral,
+    OpenAI,
+    ToolAgent,
+    BlocksList,
+)
+
+# Load the environment variables
+load_dotenv()
+
+# Get the environment variables
+openai_api_key = os.getenv("OPENAI_API_KEY")
+gemini_api_key = os.getenv("GEMINI_API_KEY")
+
+# Tool Agent
+model = AutoModelForCausalLM.from_pretrained(
+    "databricks/dolly-v2-12b"
+)
+tokenizer = AutoTokenizer.from_pretrained("databricks/dolly-v2-12b")
+json_schema = {
+    "type": "object",
+    "properties": {
+        "name": {"type": "string"},
+        "age": {"type": "number"},
+        "is_student": {"type": "boolean"},
+        "courses": {"type": "array", "items": {"type": "string"}},
+    },
+}
+toolagent = ToolAgent(
+    model=model, tokenizer=tokenizer, json_schema=json_schema
+)
+
+# Blocks List which enables you to build custom swarms by adding classes or functions
+swarm = BlocksList(
+    "SocialMediaSwarm",
+    "A swarm of social media agents",
+    [
+        OpenAI(openai_api_key=openai_api_key),
+        Mixtral(),
+        GPT4VisionAPI(openai_api_key=openai_api_key),
+        Gemini(gemini_api_key=gemini_api_key),
+    ],
+)
+
+
+# Add the new block to the swarm
+swarm.add(toolagent)
+
+# Remove a block from the swarm
+swarm.remove(toolagent)
+
+# Update a block in the swarm
+swarm.update(toolagent)
+
+# Get a block at a specific index
+block_at_index = swarm.get(0)
+
+# Get all blocks in the swarm
+all_blocks = swarm.get_all()
+
+# Get blocks by name
+openai_blocks = swarm.get_by_name("OpenAI")
+
+# Get blocks by type
+gpt4_blocks = swarm.get_by_type("GPT4VisionAPI")
+
+# Get blocks by ID
+block_by_id = swarm.get_by_id(toolagent.id)
+
+# Get blocks by parent
+blocks_by_parent = swarm.get_by_parent(swarm)
+
+# Get blocks by parent ID
+blocks_by_parent_id = swarm.get_by_parent_id(swarm.id)
+
+# Get blocks by parent name
+blocks_by_parent_name = swarm.get_by_parent_name(swarm.name)
+
+# Get blocks by parent type
+blocks_by_parent_type = swarm.get_by_parent_type(type(swarm).__name__)
+
+# Get blocks by parent description
+blocks_by_parent_description = swarm.get_by_parent_description(
+    swarm.description
+)
+
+# Run the block in the swarm
+inference = swarm.run_block(toolagent, "Hello World")
+print(inference)
\ No newline at end of file
diff --git a/swarms/models/huggingface.py b/swarms/models/huggingface.py
index 0c97e734..55f6d962 100644
--- a/swarms/models/huggingface.py
+++ b/swarms/models/huggingface.py
@@ -170,6 +170,7 @@ class HuggingfaceLLM(AbstractLLM):
                     "bnb_4bit_use_double_quant": True,
                     "bnb_4bit_quant_type": "nf4",
                     "bnb_4bit_compute_dtype": dtype,
+                    "bnb_4bit_compute_dtype": dtype,
                 }
             bnb_config = BitsAndBytesConfig(**quantization_config)
 
@@ -189,6 +190,7 @@ class HuggingfaceLLM(AbstractLLM):
                 self.model_id, *args, **kwargs
             ).to(self.device)
 
+
     def print_error(self, error: str):
         """Print error"""
         print(colored(f"Error: {error}", "red"))
@@ -263,7 +265,7 @@ class HuggingfaceLLM(AbstractLLM):
                         *args,
                         **kwargs,
                     )
-
+                    
             return self.tokenizer.decode(
                 outputs[0], skip_special_tokens=True
             )
diff --git a/swarms/structs/block_wrapper.py b/swarms/structs/block_wrapper.py
index cae44edf..a6811b8f 100644
--- a/swarms/structs/block_wrapper.py
+++ b/swarms/structs/block_wrapper.py
@@ -1,5 +1,6 @@
-from typing import Callable, Any
 import logging
+from functools import wraps
+from typing import Any, Callable
 
 logging.basicConfig(level=logging.INFO)
 logger = logging.getLogger(__name__)
@@ -20,6 +21,7 @@ def block(
         Callable[..., Any]: The transformed function.
     """
 
+    @wraps(function)
     def wrapper(*args, **kwargs):
         # Here you can add code to execute the function on various hardwares
         # For now, we'll just call the function normally
diff --git a/swarms/structs/blockslist.py b/swarms/structs/blockslist.py
index 93ab0afa..8448454c 100644
--- a/swarms/structs/blockslist.py
+++ b/swarms/structs/blockslist.py
@@ -36,6 +36,15 @@ class BlocksList(BaseStructure):
         get_by_parent_name(parent_name: str): Get blocks by parent name.
         get_by_parent_type(parent_type: str): Get blocks by parent type.
         get_by_parent_description(parent_description: str): Get blocks by parent description.
+
+
+    Examples:
+    >>> from swarms.structs.block import Block
+    >>> from swarms.structs.blockslist import BlocksList
+    >>> block = Block("block", "A block")
+    >>> blockslist = BlocksList("blockslist", "A list of blocks", [block])
+    >>> blockslist
+
     """
 
     def __init__(
@@ -47,8 +56,10 @@ class BlocksList(BaseStructure):
         **kwargs,
     ):
         super().__init__(name=name, description=description, **kwargs)
-        self.parent = parent
+        self.name = name
+        self.description = description
         self.blocks = blocks
+        self.parent = parent
 
     def add(self, block: Any):
         self.blocks.append(block)
@@ -64,6 +75,26 @@ class BlocksList(BaseStructure):
 
     def get_all(self):
         return self.blocks
+    
+    def run_block(self, block: Any, task: str,  *args, **kwargs):
+        """Run the block for the specified task.
+
+        Args:
+            task (str): The task to be performed by the block.
+            *args: Variable length argument list.
+            **kwargs: Arbitrary keyword arguments.
+
+        Returns:
+            The output of the block.
+
+        Raises:
+            Exception: If an error occurs during the execution of the block.
+        """
+        try:
+            return block.run(task, *args, **kwargs)
+        except Exception as error:
+            print(f"[Error] [Block] {error}")
+            raise error
 
     def get_by_name(self, name: str):
         return [block for block in self.blocks if block.name == name]