-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathmulti_provider.py
More file actions
151 lines (105 loc) · 3.77 KB
/
multi_provider.py
File metadata and controls
151 lines (105 loc) · 3.77 KB
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
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
"""
Multi-provider example - Using different LLM providers
"""
from react_agent_framework import ReactAgent
from react_agent_framework.providers import (
AnthropicProvider,
)
# Example 1: OpenAI (default - simple string)
print("=" * 80)
print("EXAMPLE 1: OpenAI Provider")
print("=" * 80)
agent_openai = ReactAgent(
name="OpenAI Assistant", provider="gpt-4o-mini" # Simple string, defaults to OpenAI
)
@agent_openai.tool()
def greet(name: str) -> str:
"""Greet someone by name"""
return f"Hello, {name}! Nice to meet you!"
print(f"\nAgent: {agent_openai}")
print(f"Provider info: {agent_openai.get_provider_info()}")
# Example 2: OpenAI (explicit URL-style)
print("\n" + "=" * 80)
print("EXAMPLE 2: OpenAI with URL-style")
print("=" * 80)
agent_openai_url = ReactAgent(
name="OpenAI URL Assistant", provider="openai://gpt-4o-mini" # URL-style
)
print(f"Agent: {agent_openai_url}")
# Example 3: Anthropic Claude (URL-style)
print("\n" + "=" * 80)
print("EXAMPLE 3: Anthropic Claude Provider")
print("=" * 80)
agent_claude = ReactAgent(
name="Claude Assistant", provider="anthropic://claude-3-5-sonnet-20241022"
)
@agent_claude.tool()
def calculate(expression: str) -> str:
"""Calculate a mathematical expression"""
try:
result = eval(expression, {"__builtins__": {}}, {})
return f"Result: {result}"
except Exception as e:
return f"Error: {str(e)}"
print(f"Agent: {agent_claude}")
print(f"Provider info: {agent_claude.get_provider_info()}")
# Example 4: Anthropic Claude (object-style)
print("\n" + "=" * 80)
print("EXAMPLE 4: Anthropic with Provider Object")
print("=" * 80)
claude_provider = AnthropicProvider(
model="claude-3-5-sonnet-20241022",
# api_key="your-key-here" # Optional, uses env
)
agent_claude_obj = ReactAgent(name="Claude Object Assistant", provider=claude_provider)
print(f"Agent: {agent_claude_obj}")
# Example 5: Google Gemini
print("\n" + "=" * 80)
print("EXAMPLE 5: Google Gemini Provider")
print("=" * 80)
agent_gemini = ReactAgent(name="Gemini Assistant", provider="google://gemini-1.5-flash")
print(f"Agent: {agent_gemini}")
print(f"Provider info: {agent_gemini.get_provider_info()}")
# Example 6: Ollama (local LLM)
print("\n" + "=" * 80)
print("EXAMPLE 6: Ollama (Local) Provider")
print("=" * 80)
agent_ollama = ReactAgent(
name="Ollama Assistant", provider="ollama://llama3.2" # Requires Ollama running locally
)
@agent_ollama.tool()
def get_time() -> str:
"""Get current time"""
from datetime import datetime
return datetime.now().strftime("%H:%M:%S")
print(f"Agent: {agent_ollama}")
print(f"Provider info: {agent_ollama.get_provider_info()}")
# Example 7: Auto-detection from model name
print("\n" + "=" * 80)
print("EXAMPLE 7: Auto-detection")
print("=" * 80)
# These will be auto-detected based on model name prefix:
agent_auto_claude = ReactAgent(provider="claude-3-5-sonnet-20241022") # Auto -> Anthropic
agent_auto_gemini = ReactAgent(provider="gemini-1.5-flash") # Auto -> Google
agent_auto_llama = ReactAgent(provider="llama3.2") # Auto -> Ollama
print(f"Auto Claude: {agent_auto_claude.get_provider_info()}")
print(f"Auto Gemini: {agent_auto_gemini.get_provider_info()}")
print(f"Auto Llama: {agent_auto_llama.get_provider_info()}")
# Example 8: Comparison table
print("\n" + "=" * 80)
print("PROVIDER COMPARISON")
print("=" * 80)
providers = [
("OpenAI", agent_openai),
("Anthropic", agent_claude),
("Google", agent_gemini),
("Ollama", agent_ollama),
]
print(f"\n{'Provider':<15} {'Model':<30} {'Tools':<10}")
print("-" * 60)
for name, agent in providers:
info = agent.get_provider_info()
print(f"{info['provider']:<15} {info['model']:<30} {len(agent.get_tools()):<10}")
print("\n" + "=" * 80)
print("All providers configured successfully!")
print("=" * 80)