From 30824ea00d518c5dfb7d1f99cc07274a3aac4765 Mon Sep 17 00:00:00 2001
From: Kye Gomez <kye@api.freshriverllm.ai>
Date: Fri, 23 Feb 2024 07:57:27 +0000
Subject: [PATCH 1/8] add examples for every models

---
 examples/README.md                            |   0
 .../Screenshot from 2024-02-20 05-55-34.png   | Bin 0 -> 115988 bytes
 examples/example_GPT4vison.py                 |  14 +++
 examples/example_QwenVLMultiModal.py          |  14 +++
 examples/example_agent.py                     |  29 +++++
 examples/example_anthropic.py                 |  13 +++
 examples/example_concurrentWorkflow.py        |  24 +++++
 examples/example_dalle3.py                    |  14 +++
 examples/example_huggingFaceLLM.py            |  18 ++++
 examples/example_idefics.py                   |  33 ++++++
 examples/example_kosmos.py                    |  10 ++
 examples/example_logistics.py                 | 100 ++++++++++++++++++
 examples/example_mixtral.py                   |  10 ++
 examples/example_recursiveWorkflow.py         |  26 +++++
 examples/example_sequentialWorkflow.py        |  46 ++++++++
 examples/example_simple_conversation_agent.py |  43 ++++++++
 examples/example_swarmNetwork.py              |  44 ++++++++
 examples/example_swarms.md                    |  25 +++++
 examples/example_task.py                      |  53 ++++++++++
 examples/example_toolgAgent.py                |  30 ++++++
 examples/example_worker.py                    |  33 ++++++
 examples/example_zeroscopeTV.py               |  12 +++
 test_output.py                                |   4 +
 23 files changed, 595 insertions(+)
 create mode 100644 examples/README.md
 create mode 100644 examples/Screenshot from 2024-02-20 05-55-34.png
 create mode 100644 examples/example_GPT4vison.py
 create mode 100644 examples/example_QwenVLMultiModal.py
 create mode 100644 examples/example_agent.py
 create mode 100644 examples/example_anthropic.py
 create mode 100644 examples/example_concurrentWorkflow.py
 create mode 100644 examples/example_dalle3.py
 create mode 100644 examples/example_huggingFaceLLM.py
 create mode 100644 examples/example_idefics.py
 create mode 100644 examples/example_kosmos.py
 create mode 100644 examples/example_logistics.py
 create mode 100644 examples/example_mixtral.py
 create mode 100644 examples/example_recursiveWorkflow.py
 create mode 100644 examples/example_sequentialWorkflow.py
 create mode 100644 examples/example_simple_conversation_agent.py
 create mode 100644 examples/example_swarmNetwork.py
 create mode 100644 examples/example_swarms.md
 create mode 100644 examples/example_task.py
 create mode 100644 examples/example_toolgAgent.py
 create mode 100644 examples/example_worker.py
 create mode 100644 examples/example_zeroscopeTV.py
 create mode 100644 test_output.py

diff --git a/examples/README.md b/examples/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/examples/Screenshot from 2024-02-20 05-55-34.png b/examples/Screenshot from 2024-02-20 05-55-34.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9f469942967c830aac81fd06fe2034629b8431f
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diff --git a/examples/example_GPT4vison.py b/examples/example_GPT4vison.py
new file mode 100644
index 00000000..e2c383bc
--- /dev/null
+++ b/examples/example_GPT4vison.py
@@ -0,0 +1,14 @@
+from swarms import GPT4VisionAPI
+
+# Initialize with default API key and custom max_tokens
+api = GPT4VisionAPI(max_tokens=1000)
+
+# Define the task and image URL
+task = "Describe the scene in the image."
+img = "/home/kye/.swarms/swarms/examples/Screenshot from 2024-02-20 05-55-34.png"
+
+# Run the GPT-4 Vision model
+response = api.run(task, img)
+
+# Print the model's response
+print(response)
diff --git a/examples/example_QwenVLMultiModal.py b/examples/example_QwenVLMultiModal.py
new file mode 100644
index 00000000..f338a508
--- /dev/null
+++ b/examples/example_QwenVLMultiModal.py
@@ -0,0 +1,14 @@
+from swarms import QwenVLMultiModal
+
+# Instantiate the QwenVLMultiModal model
+model = QwenVLMultiModal(
+    model_name="Qwen/Qwen-VL-Chat",
+    device="cuda",
+    quantize=True,
+)
+
+# Run the model
+response = model("Hello, how are you?", "https://example.com/image.jpg")
+
+# Print the response
+print(response)
diff --git a/examples/example_agent.py b/examples/example_agent.py
new file mode 100644
index 00000000..85b3da4b
--- /dev/null
+++ b/examples/example_agent.py
@@ -0,0 +1,29 @@
+import os
+import sys
+
+from dotenv import load_dotenv
+
+# Import the OpenAIChat model and the Agent struct
+from swarms import OpenAIChat, Agent
+
+# Load the environment variables
+load_dotenv()
+
+# Get the API key from the environment
+api_key = os.environ.get("OPENAI_API_KEY")
+
+# Initialize the language model
+llm = OpenAIChat(
+    temperature=0.5, model_name="gpt-4", openai_api_key=api_key, max_tokens=4000
+)
+
+
+print(f'this is a test msg for stdout and stderr: {sys.stdout}, {sys.stderr}')
+
+## Initialize the workflow
+agent = Agent(llm=llm, max_loops=1, autosave=True, dashboard=True)
+
+# Run the workflow on a task
+out = agent.run("Generate a 10,000 word blog on health and wellness.")
+
+print(out)
diff --git a/examples/example_anthropic.py b/examples/example_anthropic.py
new file mode 100644
index 00000000..3414214f
--- /dev/null
+++ b/examples/example_anthropic.py
@@ -0,0 +1,13 @@
+# Import necessary modules and classes
+from swarms.models import Anthropic
+
+# Initialize an instance of the Anthropic class
+model = Anthropic(anthropic_api_key="")
+
+# Using the run method
+# completion_1 = model.run("What is the capital of France?")
+# print(completion_1)
+
+# Using the __call__ method
+completion_2 = model("How far is the moon from the earth?", stop=["miles", "km"])
+print(completion_2)
diff --git a/examples/example_concurrentWorkflow.py b/examples/example_concurrentWorkflow.py
new file mode 100644
index 00000000..cc1e3a2f
--- /dev/null
+++ b/examples/example_concurrentWorkflow.py
@@ -0,0 +1,24 @@
+import os
+from dotenv import load_dotenv
+from swarms import OpenAIChat, Task, ConcurrentWorkflow, Agent
+
+# Load environment variables from .env file
+load_dotenv()
+
+# Load environment variables
+llm = OpenAIChat(openai_api_key=os.getenv("OPENAI_API_KEY"))
+agent = Agent(llm=llm, max_loops=1)
+
+# Create a workflow
+workflow = ConcurrentWorkflow(max_workers=5)
+
+# Create tasks
+task1 = Task(agent, "What's the weather in miami")
+task2 = Task(agent, "What's the weather in new york")
+task3 = Task(agent, "What's the weather in london")
+
+# Add tasks to the workflow
+workflow.add(tasks=[task1, task2, task3])
+
+# Run the workflow
+workflow.run()
diff --git a/examples/example_dalle3.py b/examples/example_dalle3.py
new file mode 100644
index 00000000..1aae1f53
--- /dev/null
+++ b/examples/example_dalle3.py
@@ -0,0 +1,14 @@
+'''from swarms.models import Dalle3
+
+# Create an instance of the Dalle3 class with high quality
+dalle3 = Dalle3(quality="high")
+
+# Define a text prompt
+task = "A high-quality image of a sunset"
+
+# Generate a high-quality image from the text prompt
+image_url = dalle3(task)
+
+# Print the generated image URL
+print(image_url)
+'''
\ No newline at end of file
diff --git a/examples/example_huggingFaceLLM.py b/examples/example_huggingFaceLLM.py
new file mode 100644
index 00000000..64c08621
--- /dev/null
+++ b/examples/example_huggingFaceLLM.py
@@ -0,0 +1,18 @@
+from swarms.models import HuggingfaceLLM
+
+# Initialize with custom configuration
+custom_config = {
+    "quantize": True,
+    "quantization_config": {"load_in_4bit": True},
+    "verbose": True,
+}
+inference = HuggingfaceLLM(
+    model_id="NousResearch/Nous-Hermes-2-Vision-Alpha", **custom_config
+)
+
+# Generate text based on a prompt
+prompt_text = (
+    "Create a list of known biggest risks of structural collapse with references"
+)
+generated_text = inference(prompt_text)
+print(generated_text)
diff --git a/examples/example_idefics.py b/examples/example_idefics.py
new file mode 100644
index 00000000..ea36ba77
--- /dev/null
+++ b/examples/example_idefics.py
@@ -0,0 +1,33 @@
+# Import the idefics model from the swarms.models module
+from swarms.models import Idefics
+
+# Create an instance of the idefics model
+model = Idefics()
+
+# Define user input with an image URL and chat with the model
+user_input = (
+    "User: What is in this image?"
+    " https://upload.wikimedia.org/wikipedia/commons/8/86/Id%C3%A9fix.JPG"
+)
+response = model.chat(user_input)
+print(response)
+
+# Define another user input with an image URL and chat with the model
+user_input = (
+    "User: And who is that?"
+    " https://static.wikia.nocookie.net/asterix/images/2/25/R22b.gif/revision/latest?cb=20110815073052"
+)
+response = model.chat(user_input)
+print(response)
+
+# Set the checkpoint of the model to "new_checkpoint"
+model.set_checkpoint("new_checkpoint")
+
+# Set the device of the model to "cpu"
+model.set_device("cpu")
+
+# Set the maximum length of the chat to 200
+model.set_max_length(200)
+
+# Clear the chat history of the model
+model.clear_chat_history()
diff --git a/examples/example_kosmos.py b/examples/example_kosmos.py
new file mode 100644
index 00000000..dbfd108f
--- /dev/null
+++ b/examples/example_kosmos.py
@@ -0,0 +1,10 @@
+from swarms import Kosmos
+
+# Initialize the model
+model = Kosmos()
+
+# Generate
+out = model.run("Analyze the reciepts in this image", "docs.jpg")
+
+# Print the output
+print(out)
diff --git a/examples/example_logistics.py b/examples/example_logistics.py
new file mode 100644
index 00000000..035ca9e5
--- /dev/null
+++ b/examples/example_logistics.py
@@ -0,0 +1,100 @@
+from swarms.structs import Agent
+import os
+from dotenv import load_dotenv
+from swarms.models import GPT4VisionAPI
+from swarms.prompts.logistics import (
+    Health_Security_Agent_Prompt,
+    Quality_Control_Agent_Prompt,
+    Productivity_Agent_Prompt,
+    Safety_Agent_Prompt,
+    Security_Agent_Prompt,
+    Sustainability_Agent_Prompt,
+    Efficiency_Agent_Prompt,
+)
+
+# Load ENV
+load_dotenv()
+api_key = os.getenv("OPENAI_API_KEY")
+
+# GPT4VisionAPI
+llm = GPT4VisionAPI(openai_api_key=api_key)
+
+# Image for analysis
+factory_image = "factory_image1.jpg"
+
+# Initialize agents with respective prompts
+health_security_agent = Agent(
+    llm=llm,
+    sop=Health_Security_Agent_Prompt,
+    max_loops=1,
+    multi_modal=True,
+)
+
+# Quality control agent
+quality_control_agent = Agent(
+    llm=llm,
+    sop=Quality_Control_Agent_Prompt,
+    max_loops=1,
+    multi_modal=True,
+)
+
+
+# Productivity Agent
+productivity_agent = Agent(
+    llm=llm,
+    sop=Productivity_Agent_Prompt,
+    max_loops=1,
+    multi_modal=True,
+)
+
+# Initiailize safety agent
+safety_agent = Agent(llm=llm, sop=Safety_Agent_Prompt, max_loops=1, multi_modal=True)
+
+# Init the security agent
+security_agent = Agent(
+    llm=llm, sop=Security_Agent_Prompt, max_loops=1, multi_modal=True
+)
+
+
+# Initialize sustainability agent
+sustainability_agent = Agent(
+    llm=llm,
+    sop=Sustainability_Agent_Prompt,
+    max_loops=1,
+    multi_modal=True,
+)
+
+
+# Initialize efficincy agent
+efficiency_agent = Agent(
+    llm=llm,
+    sop=Efficiency_Agent_Prompt,
+    max_loops=1,
+    multi_modal=True,
+)
+
+# Run agents with respective tasks on the same image
+health_analysis = health_security_agent.run(
+    "Analyze the safety of this factory", factory_image
+)
+quality_analysis = quality_control_agent.run(
+    "Examine product quality in the factory", factory_image
+)
+productivity_analysis = productivity_agent.run(
+    "Evaluate factory productivity", factory_image
+)
+safety_analysis = safety_agent.run(
+    "Inspect the factory's adherence to safety standards",
+    factory_image,
+)
+security_analysis = security_agent.run(
+    "Assess the factory's security measures and systems",
+    factory_image,
+)
+sustainability_analysis = sustainability_agent.run(
+    "Examine the factory's sustainability practices", factory_image
+)
+efficiency_analysis = efficiency_agent.run(
+    "Analyze the efficiency of the factory's manufacturing process",
+    factory_image,
+)
diff --git a/examples/example_mixtral.py b/examples/example_mixtral.py
new file mode 100644
index 00000000..e1fddb05
--- /dev/null
+++ b/examples/example_mixtral.py
@@ -0,0 +1,10 @@
+from swarms.models import Mixtral
+
+# Initialize the Mixtral model with 4 bit and flash attention!
+mixtral = Mixtral(load_in_4bit=True, use_flash_attention_2=True)
+
+# Generate text for a simple task
+generated_text = mixtral.run("Generate a creative story.")
+
+# Print the generated text
+print(generated_text)
diff --git a/examples/example_recursiveWorkflow.py b/examples/example_recursiveWorkflow.py
new file mode 100644
index 00000000..9760b606
--- /dev/null
+++ b/examples/example_recursiveWorkflow.py
@@ -0,0 +1,26 @@
+import os
+from dotenv import load_dotenv
+from swarms import OpenAIChat, Task, RecursiveWorkflow, Agent
+
+# Load environment variables from .env file
+load_dotenv()
+
+# Load environment variables
+llm = OpenAIChat(openai_api_key=os.getenv("OPENAI_API_KEY"))
+agent = Agent(llm=llm, max_loops=1)
+
+# Create a workflow
+workflow = RecursiveWorkflow(stop_token="<DONE>")
+
+# Create tasks
+task1 = Task(agent, "What's the weather in miami")
+task2 = Task(agent, "What's the weather in new york")
+task3 = Task(agent, "What's the weather in london")
+
+# Add tasks to the workflow
+workflow.add(task1)
+workflow.add(task2)
+workflow.add(task3)
+
+# Run the workflow
+workflow.run()
diff --git a/examples/example_sequentialWorkflow.py b/examples/example_sequentialWorkflow.py
new file mode 100644
index 00000000..efc5890f
--- /dev/null
+++ b/examples/example_sequentialWorkflow.py
@@ -0,0 +1,46 @@
+import os
+from swarms import OpenAIChat, Agent, SequentialWorkflow
+from dotenv import load_dotenv
+
+load_dotenv()
+
+# Load the environment variables
+api_key = os.getenv("OPENAI_API_KEY")
+
+
+# Initialize the language agent
+llm = OpenAIChat(
+    temperature=0.5, model_name="gpt-4", openai_api_key=api_key, max_tokens=4000
+)
+
+
+# Initialize the agent with the language agent
+agent1 = Agent(llm=llm, max_loops=1)
+
+# Create another agent for a different task
+agent2 = Agent(llm=llm, max_loops=1)
+
+# Create another agent for a different task
+agent3 = Agent(llm=llm, max_loops=1)
+
+# Create the workflow
+workflow = SequentialWorkflow(max_loops=1)
+
+# Add tasks to the workflow
+workflow.add(
+    agent1,
+    "Generate a 10,000 word blog on health and wellness.",
+)
+
+# Suppose the next task takes the output of the first task as input
+workflow.add(
+    agent2,
+    "Summarize the generated blog",
+)
+
+# Run the workflow
+workflow.run()
+
+# Output the results
+for task in workflow.tasks:
+    print(f"Task: {task.description}, Result: {task.result}")
diff --git a/examples/example_simple_conversation_agent.py b/examples/example_simple_conversation_agent.py
new file mode 100644
index 00000000..25c5635e
--- /dev/null
+++ b/examples/example_simple_conversation_agent.py
@@ -0,0 +1,43 @@
+import os
+
+from dotenv import load_dotenv
+
+from swarms import (
+    OpenAIChat,
+    Conversation,
+)
+
+conv = Conversation(
+    time_enabled=True,
+)
+
+# Load the environment variables
+load_dotenv()
+
+# Get the API key from the environment
+api_key = os.environ.get("OPENAI_API_KEY")
+
+# Initialize the language model
+llm = OpenAIChat(openai_api_key=api_key, model_name="gpt-4")
+
+
+# Run the language model in a loop
+def interactive_conversation(llm):
+    conv = Conversation()
+    while True:
+        user_input = input("User: ")
+        conv.add("user", user_input)
+        if user_input.lower() == "quit":
+            break
+        task = conv.return_history_as_string()  # Get the conversation history
+        out = llm(task)
+        conv.add("assistant", out)
+        print(
+            f"Assistant: {out}",
+        )
+    conv.display_conversation()
+    conv.export_conversation("conversation.txt")
+
+
+# Replace with your LLM instance
+interactive_conversation(llm)
diff --git a/examples/example_swarmNetwork.py b/examples/example_swarmNetwork.py
new file mode 100644
index 00000000..f2501c4c
--- /dev/null
+++ b/examples/example_swarmNetwork.py
@@ -0,0 +1,44 @@
+import os
+
+from dotenv import load_dotenv
+
+# Import the OpenAIChat model and the Agent struct
+from swarms import OpenAIChat, Agent, SwarmNetwork
+
+# Load the environment variables
+load_dotenv()
+
+# Get the API key from the environment
+api_key = os.environ.get("OPENAI_API_KEY")
+
+# Initialize the language model
+llm = OpenAIChat(
+    temperature=0.5,
+    openai_api_key=api_key,
+)
+
+## Initialize the workflow
+agent = Agent(llm=llm, max_loops=1, agent_name="Social Media Manager")
+agent2 = Agent(llm=llm, max_loops=1, agent_name=" Product Manager")
+agent3 = Agent(llm=llm, max_loops=1, agent_name="SEO Manager")
+
+
+# Load the swarmnet with the agents
+swarmnet = SwarmNetwork(
+    agents=[agent, agent2, agent3],
+)
+
+# List the agents in the swarm network
+out = swarmnet.list_agents()
+print(out)
+
+# Run the workflow on a task
+out = swarmnet.run_single_agent(
+    agent2.id, "Generate a 10,000 word blog on health and wellness."
+)
+print(out)
+
+
+# Run all the agents in the swarm network on a task
+out = swarmnet.run_many_agents("Generate a 10,000 word blog on health and wellness.")
+print(out)
diff --git a/examples/example_swarms.md b/examples/example_swarms.md
new file mode 100644
index 00000000..9b46a70e
--- /dev/null
+++ b/examples/example_swarms.md
@@ -0,0 +1,25 @@
+hey guys, we out here testing out swarms which is a multi-modal agent 
+framework which potentially makes all the agents work in a single pot 
+for instance take an empty pot and place all the known agents in that 
+pot and output a well structured answer out of it 
+
+that's basically it, we belive that a multi-agent framework beats a single 
+agent framework which is not really rocket science 
+
+ight first we gotta make sure out evn clean, install python3-pip,
+this runs on python3.10 
+
+our current version of swarms==4.1.0
+
+make sure you in a virtual env or conda 
+
+just do 
+	$ python3 -m venv ~/.venv
+	$ source ~/.venv/bin/active
+
+then boom we in a virtual env LFG
+
+now for the best we install swarms
+
+	$ pip3 instll --upgrade swamrs==4.1.0
+
diff --git a/examples/example_task.py b/examples/example_task.py
new file mode 100644
index 00000000..c2ade96a
--- /dev/null
+++ b/examples/example_task.py
@@ -0,0 +1,53 @@
+import os
+
+from dotenv import load_dotenv
+
+from swarms.structs import Agent, OpenAIChat, Task
+
+# Load the environment variables
+load_dotenv()
+
+
+# Define a function to be used as the action
+def my_action():
+    print("Action executed")
+
+
+# Define a function to be used as the condition
+def my_condition():
+    print("Condition checked")
+    return True
+
+
+# Create an agent
+agent = Agent(
+    llm=OpenAIChat(openai_api_key=os.environ["OPENAI_API_KEY"]),
+    max_loops=1,
+    dashboard=False,
+)
+
+# Create a task
+task = Task(
+    description=(
+        "Generate a report on the top 3 biggest expenses for small"
+        " businesses and how businesses can save 20%"
+    ),
+    agent=agent,
+)
+
+# Set the action and condition
+task.set_action(my_action)
+task.set_condition(my_condition)
+
+# Execute the task
+print("Executing task...")
+task.run()
+
+# Check if the task is completed
+if task.is_completed():
+    print("Task completed")
+else:
+    print("Task not completed")
+
+# Output the result of the task
+print(f"Task result: {task.result}")
diff --git a/examples/example_toolgAgent.py b/examples/example_toolgAgent.py
new file mode 100644
index 00000000..f22ab8b6
--- /dev/null
+++ b/examples/example_toolgAgent.py
@@ -0,0 +1,30 @@
+# Import necessary libraries
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from swarms import ToolAgent
+
+# Load the pre-trained model and tokenizer
+model = AutoModelForCausalLM.from_pretrained("databricks/dolly-v2-12b")
+tokenizer = AutoTokenizer.from_pretrained("databricks/dolly-v2-12b")
+
+# Define a JSON schema for person's information
+json_schema = {
+    "type": "object",
+    "properties": {
+        "name": {"type": "string"},
+        "age": {"type": "number"},
+        "is_student": {"type": "boolean"},
+        "courses": {"type": "array", "items": {"type": "string"}},
+    },
+}
+
+# Define the task to generate a person's information
+task = "Generate a person's information based on the following schema:"
+
+# Create an instance of the ToolAgent class
+agent = ToolAgent(model=model, tokenizer=tokenizer, json_schema=json_schema)
+
+# Run the agent to generate the person's information
+generated_data = agent.run(task)
+
+# Print the generated data
+print(generated_data)
diff --git a/examples/example_worker.py b/examples/example_worker.py
new file mode 100644
index 00000000..c6a33512
--- /dev/null
+++ b/examples/example_worker.py
@@ -0,0 +1,33 @@
+# Importing necessary modules
+import os
+from dotenv import load_dotenv
+from swarms import Worker, OpenAIChat, tool
+
+# Loading environment variables from .env file
+load_dotenv()
+
+# Retrieving the OpenAI API key from environment variables
+api_key = os.getenv("OPENAI_API_KEY")
+
+
+# Create a tool
+@tool
+def search_api(query: str):
+    pass
+
+
+# Creating a Worker instance
+worker = Worker(
+    name="My Worker",
+    role="Worker",
+    human_in_the_loop=False,
+    tools=[search_api],
+    temperature=0.5,
+    llm=OpenAIChat(openai_api_key=api_key),
+)
+
+# Running the worker with a prompt
+out = worker.run("Hello, how are you? Create an image of how your are doing!")
+
+# Printing the output
+print(out)
diff --git a/examples/example_zeroscopeTV.py b/examples/example_zeroscopeTV.py
new file mode 100644
index 00000000..e4fb8264
--- /dev/null
+++ b/examples/example_zeroscopeTV.py
@@ -0,0 +1,12 @@
+# Import the model
+from swarms import ZeroscopeTTV
+
+# Initialize the model
+zeroscope = ZeroscopeTTV()
+
+# Specify the task
+task = "A person is walking on the street."
+
+# Generate the video!
+video_path = zeroscope(task)
+print(video_path)
diff --git a/test_output.py b/test_output.py
new file mode 100644
index 00000000..f919cb98
--- /dev/null
+++ b/test_output.py
@@ -0,0 +1,4 @@
+import sys
+
+print('this is the standard output')
+print('This is the standard error', file=sys.stderr)
\ No newline at end of file

From fe5c446ac2cf9986e1da5fe0782221bbfc66a498 Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Sun, 25 Feb 2024 02:47:16 +0000
Subject: [PATCH 2/8] add examples to every model/ debug huggingface llm

---
 ...xample_concurrentWorkflow.py => example_concurrentworkflow.py} | 0
 examples/{example_GPT4vison.py => example_gpt4vison.py}           | 0
 examples/{example_huggingFaceLLM.py => example_huggingfacellm.py} | 0
 .../{example_QwenVLMultiModal.py => example_qwenvlmultimodal.py}  | 0
 ...{example_recursiveWorkflow.py => example_recursiveworkflow.py} | 0
 ...xample_sequentialWorkflow.py => example_sequentialworkflow.py} | 0
 examples/{example_swarmNetwork.py => example_swarmnetwork.py}     | 0
 examples/{example_toolgAgent.py => example_toolagent.py}          | 0
 examples/{example_zeroscopeTV.py => example_zeroscopetv.py}       | 0
 9 files changed, 0 insertions(+), 0 deletions(-)
 rename examples/{example_concurrentWorkflow.py => example_concurrentworkflow.py} (100%)
 rename examples/{example_GPT4vison.py => example_gpt4vison.py} (100%)
 rename examples/{example_huggingFaceLLM.py => example_huggingfacellm.py} (100%)
 rename examples/{example_QwenVLMultiModal.py => example_qwenvlmultimodal.py} (100%)
 rename examples/{example_recursiveWorkflow.py => example_recursiveworkflow.py} (100%)
 rename examples/{example_sequentialWorkflow.py => example_sequentialworkflow.py} (100%)
 rename examples/{example_swarmNetwork.py => example_swarmnetwork.py} (100%)
 rename examples/{example_toolgAgent.py => example_toolagent.py} (100%)
 rename examples/{example_zeroscopeTV.py => example_zeroscopetv.py} (100%)

diff --git a/examples/example_concurrentWorkflow.py b/examples/example_concurrentworkflow.py
similarity index 100%
rename from examples/example_concurrentWorkflow.py
rename to examples/example_concurrentworkflow.py
diff --git a/examples/example_GPT4vison.py b/examples/example_gpt4vison.py
similarity index 100%
rename from examples/example_GPT4vison.py
rename to examples/example_gpt4vison.py
diff --git a/examples/example_huggingFaceLLM.py b/examples/example_huggingfacellm.py
similarity index 100%
rename from examples/example_huggingFaceLLM.py
rename to examples/example_huggingfacellm.py
diff --git a/examples/example_QwenVLMultiModal.py b/examples/example_qwenvlmultimodal.py
similarity index 100%
rename from examples/example_QwenVLMultiModal.py
rename to examples/example_qwenvlmultimodal.py
diff --git a/examples/example_recursiveWorkflow.py b/examples/example_recursiveworkflow.py
similarity index 100%
rename from examples/example_recursiveWorkflow.py
rename to examples/example_recursiveworkflow.py
diff --git a/examples/example_sequentialWorkflow.py b/examples/example_sequentialworkflow.py
similarity index 100%
rename from examples/example_sequentialWorkflow.py
rename to examples/example_sequentialworkflow.py
diff --git a/examples/example_swarmNetwork.py b/examples/example_swarmnetwork.py
similarity index 100%
rename from examples/example_swarmNetwork.py
rename to examples/example_swarmnetwork.py
diff --git a/examples/example_toolgAgent.py b/examples/example_toolagent.py
similarity index 100%
rename from examples/example_toolgAgent.py
rename to examples/example_toolagent.py
diff --git a/examples/example_zeroscopeTV.py b/examples/example_zeroscopetv.py
similarity index 100%
rename from examples/example_zeroscopeTV.py
rename to examples/example_zeroscopetv.py

From 10028916ee26858764ec6d3012002a6a136ff051 Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Sun, 25 Feb 2024 07:49:47 +0000
Subject: [PATCH 3/8] fixed hugging face llm

---
 examples/example_huggingfacellm.py | 41 +++++++++++++++++++-----------
 1 file changed, 26 insertions(+), 15 deletions(-)

diff --git a/examples/example_huggingfacellm.py b/examples/example_huggingfacellm.py
index 64c08621..ca28df58 100644
--- a/examples/example_huggingfacellm.py
+++ b/examples/example_huggingfacellm.py
@@ -1,18 +1,29 @@
 from swarms.models import HuggingfaceLLM
+import torch
 
-# Initialize with custom configuration
-custom_config = {
-    "quantize": True,
-    "quantization_config": {"load_in_4bit": True},
-    "verbose": True,
-}
-inference = HuggingfaceLLM(
-    model_id="NousResearch/Nous-Hermes-2-Vision-Alpha", **custom_config
-)
+try:
+    inference = HuggingfaceLLM(
+        model_id="gpt2",
+        quantize=False,
+        verbose=True,
+    )
 
-# Generate text based on a prompt
-prompt_text = (
-    "Create a list of known biggest risks of structural collapse with references"
-)
-generated_text = inference(prompt_text)
-print(generated_text)
+    device = "cuda" if torch.cuda.is_available() else "cpu"
+    inference.model.to(device)
+
+    prompt_text = "Create a list of known biggest risks of structural collapse with references"
+    inputs = inference.tokenizer(prompt_text, return_tensors="pt").to(device)
+    
+    generated_ids = inference.model.generate(
+        **inputs,
+        max_new_tokens=1000,  # Adjust the length of the generation
+        temperature=0.7,  # Adjust creativity
+        top_k=50,  # Limits the vocabulary considered at each step
+        pad_token_id=inference.tokenizer.eos_token_id,
+        do_sample=True  # Enable sampling to utilize temperature
+    )
+    
+    generated_text = inference.tokenizer.decode(generated_ids[0], skip_special_tokens=True)
+    print(generated_text)
+except Exception as e:
+    print(f"An error occurred: {e}")

From 4b3e1e98575f088a8fc592da6b8b0dae35b93d27 Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Sun, 3 Mar 2024 18:48:58 +0000
Subject: [PATCH 4/8] add examples and run cron job

---
 run_examples.sh | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 run_examples.sh

diff --git a/run_examples.sh b/run_examples.sh
new file mode 100644
index 00000000..e41c7e1f
--- /dev/null
+++ b/run_examples.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+# Define a file to keep track of successfully executed scripts
+SUCCESS_LOG="successful_runs.log"
+
+for f in examples/example_*.py; do
+    # Check if the script has been logged as successful
+    if grep -Fxq "$f" "$SUCCESS_LOG"; then
+        echo "Skipping ${f} as it ran successfully in a previous run."
+    else
+        # Run the script if not previously successful
+        if /home/kye/miniconda3/envs/swarms/bin/python "$f" 2>>errors.txt; then
+            echo "(${f}) ran successfully without errors."
+            # Log the successful script execution
+            echo "$f" >> "$SUCCESS_LOG"
+        else
+            echo "Error encountered in ${f}. Check errors.txt for details."
+            break
+        fi
+    fi
+    echo "##############################################################################"
+done

From 02ec7bbe43e193dfdf4bc84966ef78a0d9e94e99 Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Tue, 5 Mar 2024 17:55:49 +0000
Subject: [PATCH 5/8] add readme examples and cron jobs

---
 {examples => playground/examples}/README.md   |   0
 .../Screenshot from 2024-02-20 05-55-34.png   | Bin
 .../examples}/example_agent.py                |   0
 .../examples}/example_anthropic.py            |   0
 .../examples}/example_concurrentworkflow.py   |   0
 .../examples}/example_dalle3.py               |   0
 .../examples}/example_gpt4vison.py            |   0
 .../examples}/example_huggingfacellm.py       |   0
 .../examples}/example_idefics.py              |   0
 .../examples}/example_kosmos.py               |   0
 .../examples}/example_logistics.py            |   0
 .../examples}/example_mixtral.py              |   0
 .../examples}/example_qwenvlmultimodal.py     |   0
 .../examples}/example_recursiveworkflow.py    |   0
 .../examples}/example_sequentialworkflow.py   |   0
 .../example_simple_conversation_agent.py      |   0
 .../examples}/example_swarmnetwork.py         |   0
 .../examples}/example_swarms.md               |   0
 .../examples}/example_task.py                 |   0
 .../examples}/example_toolagent.py            |   0
 .../examples}/example_worker.py               |   0
 .../examples}/example_zeroscopetv.py          |   0
 run_examples.sh                               |   2 +-
 scripts/run_examples.sh                       |  22 ++++++++++++++++++
 24 files changed, 23 insertions(+), 1 deletion(-)
 rename {examples => playground/examples}/README.md (100%)
 rename {examples => playground/examples}/Screenshot from 2024-02-20 05-55-34.png (100%)
 rename {examples => playground/examples}/example_agent.py (100%)
 rename {examples => playground/examples}/example_anthropic.py (100%)
 rename {examples => playground/examples}/example_concurrentworkflow.py (100%)
 rename {examples => playground/examples}/example_dalle3.py (100%)
 rename {examples => playground/examples}/example_gpt4vison.py (100%)
 rename {examples => playground/examples}/example_huggingfacellm.py (100%)
 rename {examples => playground/examples}/example_idefics.py (100%)
 rename {examples => playground/examples}/example_kosmos.py (100%)
 rename {examples => playground/examples}/example_logistics.py (100%)
 rename {examples => playground/examples}/example_mixtral.py (100%)
 rename {examples => playground/examples}/example_qwenvlmultimodal.py (100%)
 rename {examples => playground/examples}/example_recursiveworkflow.py (100%)
 rename {examples => playground/examples}/example_sequentialworkflow.py (100%)
 rename {examples => playground/examples}/example_simple_conversation_agent.py (100%)
 rename {examples => playground/examples}/example_swarmnetwork.py (100%)
 rename {examples => playground/examples}/example_swarms.md (100%)
 rename {examples => playground/examples}/example_task.py (100%)
 rename {examples => playground/examples}/example_toolagent.py (100%)
 rename {examples => playground/examples}/example_worker.py (100%)
 rename {examples => playground/examples}/example_zeroscopetv.py (100%)
 create mode 100644 scripts/run_examples.sh

diff --git a/examples/README.md b/playground/examples/README.md
similarity index 100%
rename from examples/README.md
rename to playground/examples/README.md
diff --git a/examples/Screenshot from 2024-02-20 05-55-34.png b/playground/examples/Screenshot from 2024-02-20 05-55-34.png
similarity index 100%
rename from examples/Screenshot from 2024-02-20 05-55-34.png
rename to playground/examples/Screenshot from 2024-02-20 05-55-34.png
diff --git a/examples/example_agent.py b/playground/examples/example_agent.py
similarity index 100%
rename from examples/example_agent.py
rename to playground/examples/example_agent.py
diff --git a/examples/example_anthropic.py b/playground/examples/example_anthropic.py
similarity index 100%
rename from examples/example_anthropic.py
rename to playground/examples/example_anthropic.py
diff --git a/examples/example_concurrentworkflow.py b/playground/examples/example_concurrentworkflow.py
similarity index 100%
rename from examples/example_concurrentworkflow.py
rename to playground/examples/example_concurrentworkflow.py
diff --git a/examples/example_dalle3.py b/playground/examples/example_dalle3.py
similarity index 100%
rename from examples/example_dalle3.py
rename to playground/examples/example_dalle3.py
diff --git a/examples/example_gpt4vison.py b/playground/examples/example_gpt4vison.py
similarity index 100%
rename from examples/example_gpt4vison.py
rename to playground/examples/example_gpt4vison.py
diff --git a/examples/example_huggingfacellm.py b/playground/examples/example_huggingfacellm.py
similarity index 100%
rename from examples/example_huggingfacellm.py
rename to playground/examples/example_huggingfacellm.py
diff --git a/examples/example_idefics.py b/playground/examples/example_idefics.py
similarity index 100%
rename from examples/example_idefics.py
rename to playground/examples/example_idefics.py
diff --git a/examples/example_kosmos.py b/playground/examples/example_kosmos.py
similarity index 100%
rename from examples/example_kosmos.py
rename to playground/examples/example_kosmos.py
diff --git a/examples/example_logistics.py b/playground/examples/example_logistics.py
similarity index 100%
rename from examples/example_logistics.py
rename to playground/examples/example_logistics.py
diff --git a/examples/example_mixtral.py b/playground/examples/example_mixtral.py
similarity index 100%
rename from examples/example_mixtral.py
rename to playground/examples/example_mixtral.py
diff --git a/examples/example_qwenvlmultimodal.py b/playground/examples/example_qwenvlmultimodal.py
similarity index 100%
rename from examples/example_qwenvlmultimodal.py
rename to playground/examples/example_qwenvlmultimodal.py
diff --git a/examples/example_recursiveworkflow.py b/playground/examples/example_recursiveworkflow.py
similarity index 100%
rename from examples/example_recursiveworkflow.py
rename to playground/examples/example_recursiveworkflow.py
diff --git a/examples/example_sequentialworkflow.py b/playground/examples/example_sequentialworkflow.py
similarity index 100%
rename from examples/example_sequentialworkflow.py
rename to playground/examples/example_sequentialworkflow.py
diff --git a/examples/example_simple_conversation_agent.py b/playground/examples/example_simple_conversation_agent.py
similarity index 100%
rename from examples/example_simple_conversation_agent.py
rename to playground/examples/example_simple_conversation_agent.py
diff --git a/examples/example_swarmnetwork.py b/playground/examples/example_swarmnetwork.py
similarity index 100%
rename from examples/example_swarmnetwork.py
rename to playground/examples/example_swarmnetwork.py
diff --git a/examples/example_swarms.md b/playground/examples/example_swarms.md
similarity index 100%
rename from examples/example_swarms.md
rename to playground/examples/example_swarms.md
diff --git a/examples/example_task.py b/playground/examples/example_task.py
similarity index 100%
rename from examples/example_task.py
rename to playground/examples/example_task.py
diff --git a/examples/example_toolagent.py b/playground/examples/example_toolagent.py
similarity index 100%
rename from examples/example_toolagent.py
rename to playground/examples/example_toolagent.py
diff --git a/examples/example_worker.py b/playground/examples/example_worker.py
similarity index 100%
rename from examples/example_worker.py
rename to playground/examples/example_worker.py
diff --git a/examples/example_zeroscopetv.py b/playground/examples/example_zeroscopetv.py
similarity index 100%
rename from examples/example_zeroscopetv.py
rename to playground/examples/example_zeroscopetv.py
diff --git a/run_examples.sh b/run_examples.sh
index e41c7e1f..3378d4af 100644
--- a/run_examples.sh
+++ b/run_examples.sh
@@ -3,7 +3,7 @@
 # Define a file to keep track of successfully executed scripts
 SUCCESS_LOG="successful_runs.log"
 
-for f in examples/example_*.py; do
+for f in /home/v/swarms/playground/examples/example_*.py; do
     # Check if the script has been logged as successful
     if grep -Fxq "$f" "$SUCCESS_LOG"; then
         echo "Skipping ${f} as it ran successfully in a previous run."
diff --git a/scripts/run_examples.sh b/scripts/run_examples.sh
new file mode 100644
index 00000000..e41c7e1f
--- /dev/null
+++ b/scripts/run_examples.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+# Define a file to keep track of successfully executed scripts
+SUCCESS_LOG="successful_runs.log"
+
+for f in examples/example_*.py; do
+    # Check if the script has been logged as successful
+    if grep -Fxq "$f" "$SUCCESS_LOG"; then
+        echo "Skipping ${f} as it ran successfully in a previous run."
+    else
+        # Run the script if not previously successful
+        if /home/kye/miniconda3/envs/swarms/bin/python "$f" 2>>errors.txt; then
+            echo "(${f}) ran successfully without errors."
+            # Log the successful script execution
+            echo "$f" >> "$SUCCESS_LOG"
+        else
+            echo "Error encountered in ${f}. Check errors.txt for details."
+            break
+        fi
+    fi
+    echo "##############################################################################"
+done

From fe31b5ce4ca7ce45213482e9ec9a0c0426e0886e Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Tue, 5 Mar 2024 19:38:24 +0000
Subject: [PATCH 6/8] add cron job into workflows

---
 .github/workflows/run_examples.yml | 34 ++++++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)
 create mode 100644 .github/workflows/run_examples.yml

diff --git a/.github/workflows/run_examples.yml b/.github/workflows/run_examples.yml
new file mode 100644
index 00000000..75988193
--- /dev/null
+++ b/.github/workflows/run_examples.yml
@@ -0,0 +1,34 @@
+name: Run Examples Script
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  schedule:
+    # Runs at 3:00 AM UTC every day
+    - cron: '0 3 * * *'
+
+jobs:
+  run-examples:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v4
+
+    - name: Setup Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.9'
+
+    - name: Install dependencies
+      run: |
+        pip install -r requirements.txt
+        # Assuming your script might also need pytest and swarms
+        pip install pytest
+        pip install swarms
+
+    - name: Make Script Executable and Run
+      run: |
+        chmod +x ./swarms/scripts/run_examples.sh
+        ./swarms/scripts/run_examples.sh

From b4c5180eb4b9d3f07ff0ccbd0cbebf621e580558 Mon Sep 17 00:00:00 2001
From: vyomakesh09 <vyomkeshkes@gmail.com>
Date: Wed, 6 Mar 2024 01:05:36 +0000
Subject: [PATCH 7/8] refactor examples and workflows

---
 run_examples.sh         | 22 ----------------------
 scripts/run_examples.sh |  2 +-
 2 files changed, 1 insertion(+), 23 deletions(-)
 delete mode 100644 run_examples.sh

diff --git a/run_examples.sh b/run_examples.sh
deleted file mode 100644
index 3378d4af..00000000
--- a/run_examples.sh
+++ /dev/null
@@ -1,22 +0,0 @@
-#!/bin/bash
-
-# Define a file to keep track of successfully executed scripts
-SUCCESS_LOG="successful_runs.log"
-
-for f in /home/v/swarms/playground/examples/example_*.py; do
-    # Check if the script has been logged as successful
-    if grep -Fxq "$f" "$SUCCESS_LOG"; then
-        echo "Skipping ${f} as it ran successfully in a previous run."
-    else
-        # Run the script if not previously successful
-        if /home/kye/miniconda3/envs/swarms/bin/python "$f" 2>>errors.txt; then
-            echo "(${f}) ran successfully without errors."
-            # Log the successful script execution
-            echo "$f" >> "$SUCCESS_LOG"
-        else
-            echo "Error encountered in ${f}. Check errors.txt for details."
-            break
-        fi
-    fi
-    echo "##############################################################################"
-done
diff --git a/scripts/run_examples.sh b/scripts/run_examples.sh
index e41c7e1f..f7978058 100644
--- a/scripts/run_examples.sh
+++ b/scripts/run_examples.sh
@@ -3,7 +3,7 @@
 # Define a file to keep track of successfully executed scripts
 SUCCESS_LOG="successful_runs.log"
 
-for f in examples/example_*.py; do
+for f in /swarms/playground/examples/example_*.py; do
     # Check if the script has been logged as successful
     if grep -Fxq "$f" "$SUCCESS_LOG"; then
         echo "Skipping ${f} as it ran successfully in a previous run."

From fae4eea9fef8470e2dac673d31157ddc298e5e8f Mon Sep 17 00:00:00 2001
From: Eternal Reclaimer <98760976+kyegomez@users.noreply.github.com>
Date: Mon, 11 Mar 2024 18:09:14 -0700
Subject: [PATCH 8/8] Delete test_output.py

---
 test_output.py | 4 ----
 1 file changed, 4 deletions(-)
 delete mode 100644 test_output.py

diff --git a/test_output.py b/test_output.py
deleted file mode 100644
index f919cb98..00000000
--- a/test_output.py
+++ /dev/null
@@ -1,4 +0,0 @@
-import sys
-
-print('this is the standard output')
-print('This is the standard error', file=sys.stderr)
\ No newline at end of file