Spaces:
Runtime error
Runtime error
GitHub Copilot commited on
Commit ·
41a5ff3
1
Parent(s): 8cb4c46
Feature: Add NVIDIA NeMo Agent Toolkit connector (Protocol 4 enhancement)
Browse files- .env.template +4 -0
- logos/connectors.py +89 -2
- requirements.txt +1 -0
.env.template
CHANGED
|
@@ -5,6 +5,10 @@
|
|
| 5 |
# Get from: https://huggingface.co/settings/tokens
|
| 6 |
HF_TOKEN=
|
| 7 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 8 |
# Hugging Face Space ID (for deployment)
|
| 9 |
HF_SPACE_ID=ANXLOG/LOGOS-SPCW-Matroska
|
| 10 |
|
|
|
|
| 5 |
# Get from: https://huggingface.co/settings/tokens
|
| 6 |
HF_TOKEN=
|
| 7 |
|
| 8 |
+
# NVIDIA API Key (for NeMo Agent Toolkit / Nemotron models)
|
| 9 |
+
# Get from: https://build.nvidia.com/
|
| 10 |
+
NVIDIA_API_KEY=
|
| 11 |
+
|
| 12 |
# Hugging Face Space ID (for deployment)
|
| 13 |
HF_SPACE_ID=ANXLOG/LOGOS-SPCW-Matroska
|
| 14 |
|
logos/connectors.py
CHANGED
|
@@ -218,6 +218,86 @@ class VisionConnector:
|
|
| 218 |
except ImportError as e:
|
| 219 |
raise ImportError(f"Required library not installed: {e}")
|
| 220 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 221 |
|
| 222 |
# ==========================================
|
| 223 |
# FACTORY
|
|
@@ -228,7 +308,7 @@ def get_connector(connector_type: str, **kwargs) -> Any:
|
|
| 228 |
Factory function for connectors.
|
| 229 |
|
| 230 |
Args:
|
| 231 |
-
connector_type: One of 'hf', 'ocr', 'vision'
|
| 232 |
**kwargs: Connector-specific arguments
|
| 233 |
|
| 234 |
Returns:
|
|
@@ -237,7 +317,8 @@ def get_connector(connector_type: str, **kwargs) -> Any:
|
|
| 237 |
connectors = {
|
| 238 |
'hf': HuggingFaceConnector,
|
| 239 |
'ocr': OCRConnector,
|
| 240 |
-
'vision': VisionConnector
|
|
|
|
| 241 |
}
|
| 242 |
|
| 243 |
if connector_type not in connectors:
|
|
@@ -268,5 +349,11 @@ AVAILABLE_CONNECTORS = {
|
|
| 268 |
'capabilities': ['calculate_ssim', 'analyze_entropy'],
|
| 269 |
'requires': ['opencv-python-headless', 'scikit-image'],
|
| 270 |
'env_vars': []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 271 |
}
|
| 272 |
}
|
|
|
|
| 218 |
except ImportError as e:
|
| 219 |
raise ImportError(f"Required library not installed: {e}")
|
| 220 |
|
| 221 |
+
# ==========================================
|
| 222 |
+
# NEMO AGENT CONNECTOR (NVIDIA)
|
| 223 |
+
# ==========================================
|
| 224 |
+
|
| 225 |
+
class NeMoAgentConnector:
|
| 226 |
+
"""
|
| 227 |
+
Adapter for NVIDIA NeMo Agent Toolkit.
|
| 228 |
+
Provides ReAct agents, tool calling, and vision-language models.
|
| 229 |
+
"""
|
| 230 |
+
|
| 231 |
+
def __init__(self, api_key: Optional[str] = None, base_url: str = "https://integrate.api.nvidia.com/v1"):
|
| 232 |
+
self.api_key = api_key or os.environ.get('NVIDIA_API_KEY')
|
| 233 |
+
self.base_url = base_url
|
| 234 |
+
self._agent = None
|
| 235 |
+
|
| 236 |
+
def _ensure_agent(self):
|
| 237 |
+
"""Lazy initialization of NeMo Agent."""
|
| 238 |
+
if self._agent is None:
|
| 239 |
+
try:
|
| 240 |
+
from nat import Agent
|
| 241 |
+
self._agent = Agent(api_key=self.api_key, base_url=self.base_url)
|
| 242 |
+
except ImportError:
|
| 243 |
+
raise ImportError("nvidia-nat not installed. Run: pip install nvidia-nat")
|
| 244 |
+
return self._agent
|
| 245 |
+
|
| 246 |
+
def chat(self, message: str, model: str = "nvidia/nemotron-3-nano-30b-a3b") -> str:
|
| 247 |
+
"""
|
| 248 |
+
Chat with NeMo agent.
|
| 249 |
+
|
| 250 |
+
Args:
|
| 251 |
+
message: User message
|
| 252 |
+
model: NVIDIA model ID
|
| 253 |
+
|
| 254 |
+
Returns:
|
| 255 |
+
Agent response
|
| 256 |
+
"""
|
| 257 |
+
try:
|
| 258 |
+
from openai import OpenAI
|
| 259 |
+
client = OpenAI(api_key=self.api_key, base_url=self.base_url)
|
| 260 |
+
response = client.chat.completions.create(
|
| 261 |
+
model=model,
|
| 262 |
+
messages=[{"role": "user", "content": message}]
|
| 263 |
+
)
|
| 264 |
+
return response.choices[0].message.content
|
| 265 |
+
except Exception as e:
|
| 266 |
+
return f"[NeMo Error] {e}"
|
| 267 |
+
|
| 268 |
+
def analyze_diagram(self, image_path: str, prompt: str = "Describe this architectural diagram in detail.") -> str:
|
| 269 |
+
"""
|
| 270 |
+
Analyze diagram/image using vision-language model.
|
| 271 |
+
|
| 272 |
+
Args:
|
| 273 |
+
image_path: Path to image
|
| 274 |
+
prompt: Analysis prompt
|
| 275 |
+
|
| 276 |
+
Returns:
|
| 277 |
+
Analysis text
|
| 278 |
+
"""
|
| 279 |
+
try:
|
| 280 |
+
import base64
|
| 281 |
+
from openai import OpenAI
|
| 282 |
+
|
| 283 |
+
with open(image_path, 'rb') as f:
|
| 284 |
+
image_data = base64.b64encode(f.read()).decode('utf-8')
|
| 285 |
+
|
| 286 |
+
client = OpenAI(api_key=self.api_key, base_url=self.base_url)
|
| 287 |
+
response = client.chat.completions.create(
|
| 288 |
+
model="nvidia/nemotron-nano-12b-v2-vl",
|
| 289 |
+
messages=[{
|
| 290 |
+
"role": "user",
|
| 291 |
+
"content": [
|
| 292 |
+
{"type": "text", "text": prompt},
|
| 293 |
+
{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{image_data}"}}
|
| 294 |
+
]
|
| 295 |
+
}]
|
| 296 |
+
)
|
| 297 |
+
return response.choices[0].message.content
|
| 298 |
+
except Exception as e:
|
| 299 |
+
return f"[Vision Error] {e}"
|
| 300 |
+
|
| 301 |
|
| 302 |
# ==========================================
|
| 303 |
# FACTORY
|
|
|
|
| 308 |
Factory function for connectors.
|
| 309 |
|
| 310 |
Args:
|
| 311 |
+
connector_type: One of 'hf', 'ocr', 'vision', 'nemo'
|
| 312 |
**kwargs: Connector-specific arguments
|
| 313 |
|
| 314 |
Returns:
|
|
|
|
| 317 |
connectors = {
|
| 318 |
'hf': HuggingFaceConnector,
|
| 319 |
'ocr': OCRConnector,
|
| 320 |
+
'vision': VisionConnector,
|
| 321 |
+
'nemo': NeMoAgentConnector
|
| 322 |
}
|
| 323 |
|
| 324 |
if connector_type not in connectors:
|
|
|
|
| 349 |
'capabilities': ['calculate_ssim', 'analyze_entropy'],
|
| 350 |
'requires': ['opencv-python-headless', 'scikit-image'],
|
| 351 |
'env_vars': []
|
| 352 |
+
},
|
| 353 |
+
'nemo': {
|
| 354 |
+
'name': 'NVIDIA NeMo Agent Toolkit',
|
| 355 |
+
'capabilities': ['chat', 'analyze_diagram', 'react_agent', 'tool_calling'],
|
| 356 |
+
'requires': ['nvidia-nat', 'openai'],
|
| 357 |
+
'env_vars': ['NVIDIA_API_KEY']
|
| 358 |
}
|
| 359 |
}
|
requirements.txt
CHANGED
|
@@ -7,3 +7,4 @@ huggingface_hub<0.21.0
|
|
| 7 |
plotly
|
| 8 |
sympy
|
| 9 |
easyocr
|
|
|
|
|
|
| 7 |
plotly
|
| 8 |
sympy
|
| 9 |
easyocr
|
| 10 |
+
nvidia-nat
|