File size: 4,488 Bytes
7c31550
9b5b26a
 
 
c19d193
61a407e
6aae614
8fe992b
9b5b26a
 
d9e8fe9
 
57d858e
d9e8fe9
5df72d6
9b5b26a
017b699
9b5b26a
 
 
 
 
 
 
 
57aecae
 
 
c0aa06e
ff11df7
c0aa06e
 
e71ad37
 
61a407e
 
 
 
5ae064e
61a407e
 
c0aa06e
9b5b26a
 
 
 
 
 
 
 
 
 
 
 
 
 
8c01ffb
 
6aae614
43cdc81
cd147be
57d858e
193c4ae
cd147be
 
 
 
 
 
 
 
 
 
57d858e
 
cd147be
 
fa888c9
 
092f571
 
cd147be
 
 
 
 
 
 
57d858e
cd147be
 
 
 
57d858e
d9e8fe9
cd147be
 
e121372
df1cbad
ed226e0
 
a4efddc
cd147be
9c79779
ed226e0
13d500a
8c01ffb
9b5b26a
cbe992d
 
861422e
 
9b5b26a
8c01ffb
8fe992b
7c31550
 
 
4f946b1
57d858e
8c01ffb
 
 
 
 
861422e
8fe992b
 
9b5b26a
8c01ffb
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool,tool
import datetime
import requests
import pytz
import yaml
import random
from tools.final_answer import FinalAnswerTool

from Gradio_UI import GradioUI

verbose = True

if verbose: print("Running app.py")

# Below is an example of a tool that does nothing. Amaze us with your creativity !
@tool
def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
    #Keep this format for the description / args / args description but feel free to modify the tool
    """A tool that does nothing yet 
    Args:
        arg1: the first argument
        arg2: the second argument
    """
    return "What magic will you build ?"

## https://huggingface.co/spaces/iamnamas/nse_stockprice_agent  ## Look up the price of an NSE stock like TATAMOTORS or ADANINT
## https://huggingface.co/spaces/DenverJones/First_agent_template/blob/main/app.py ## randomly select a Motivational Quote

@tool
def toss_a_die(k: int) -> int:
    """A tool to toss a k-sided die / dice and return the value showing on that die / dice.
    Args:
        k: An integer specifying the number of sides on the die. If not specified, a good default would be to assume k=6 sides.
    """
    if k==None: k=6

    try: 
        value = random.randint(1, k)
        return value
    except Exception as e:
        return f"How many sides does the dice have?"

@tool
def get_current_time_in_timezone(timezone: str) -> str:
    """A tool that fetches the current local time in a specified timezone.
    Args:
        timezone: A string representing a valid timezone (e.g., 'America/New_York').
    """
    try:
        # Create timezone object
        tz = pytz.timezone(timezone)
        # Get current time in that timezone
        local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
        return f"The current local time in {timezone} is: {local_time}"
    except Exception as e:
        return f"Error fetching time for timezone '{timezone}': {str(e)}"


final_answer = FinalAnswerTool()

MODEL_IDS = [
    #'https://wxknx1kg971u7k1n.us-east-1.aws.endpoints.huggingface.cloud/',
    #'https://jc26mwg228mkj8dw.us-east-1.aws.endpoints.huggingface.cloud/', 
    'meta-llama/Llama-3.2-1B-Instruct',
    'Qwen/Qwen2.5-Coder-32B-Instruct',
    'Qwen/Qwen2.5-Coder-1.5B-Instruct'
    # Add here wherever model is working for you
]

def is_model_overloaded(model_url):
    """Verify if the model is overloaded doing a test call."""
    try:
        response = requests.post(model_url, json={"inputs": "Test"})
        if verbose: 
            print(response.status_code)
        if response.status_code == 503:  # 503 Service Unavailable = Overloaded
            return True
        if response.status_code == 404:  # 404 Client Error: Not Found 
            return True
        if response.status_code == 424:  # 424 Client Error: Failed Dependency for url:
            return True
        return False
    except requests.RequestException:
        return True  # if there are an error is overloaded

def get_available_model():
    """Select the first model available from the list."""
    for model_url in MODEL_IDS:
        print("trying",model_url)
        if not is_model_overloaded(model_url):
            return model_url
    return MODEL_IDS[0]  # if all are failing, use the first model by dfault

if verbose: print("Checking available models.")

selected_model_id = get_available_model()

model = HfApiModel(
    max_tokens=1048,
    temperature=0.5,
    #model_id='meta-llama/Llama-3.2-1B-Instruct',
    #model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
    #model_id = 'Qwen/Qwen2.5-Coder-1.5B-Instruct',    
    model_id = selected_model_id, # model available selected from the list automatically
    custom_role_conversions=None,
)

# Import tool from Hub
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) ## https://huggingface.co/spaces/agents-course/text-to-image

with open("prompts.yaml", 'r') as stream:
    prompt_templates = yaml.safe_load(stream)
    
agent = CodeAgent(
    model=model,
    tools=[final_answer, 
           get_current_time_in_timezone, 
           image_generation_tool, 
           toss_a_die], ## add your tools here (don't remove final answer)
    max_steps=6,
    verbosity_level=1,
    grammar=None,
    planning_interval=None,
    name=None,
    description=None,
    prompt_templates=prompt_templates
)


GradioUI(agent).launch()