Spaces:
Building
Building
bluestpanda
commited on
Commit
Β·
b2db71c
1
Parent(s):
a827599
Add FREE Hugging Face LLM option - no API key required!
Browse files- Dockerfile.full +1 -1
- app.py +66 -7
Dockerfile.full
CHANGED
|
@@ -41,5 +41,5 @@ RUN echo '[supervisord]' > /etc/supervisor/conf.d/supervisord.conf && \
|
|
| 41 |
EXPOSE 7860
|
| 42 |
|
| 43 |
# Start services with supervisor
|
| 44 |
-
CMD ["
|
| 45 |
|
|
|
|
| 41 |
EXPOSE 7860
|
| 42 |
|
| 43 |
# Start services with supervisor
|
| 44 |
+
CMD ["sh", "-c", "ollama serve & sleep 5 && streamlit run /app/app.py --server.address 0.0.0.0 --server.port 7860 --server.headless true --server.enableCORS false --server.enableXsrfProtection false"]
|
| 45 |
|
app.py
CHANGED
|
@@ -282,6 +282,8 @@ Output ONLY valid JSON:
|
|
| 282 |
return self._call_openai(prompt)
|
| 283 |
elif self.llm_provider == "anthropic":
|
| 284 |
return self._call_anthropic(prompt)
|
|
|
|
|
|
|
| 285 |
else:
|
| 286 |
raise ValueError(f"Unknown LLM provider: {self.llm_provider}")
|
| 287 |
|
|
@@ -356,6 +358,53 @@ Output ONLY valid JSON:
|
|
| 356 |
except Exception as e:
|
| 357 |
raise Exception(f"Failed to call Anthropic API - {e}")
|
| 358 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 359 |
def parse_llm_output(self, output: str) -> Dict[str, Any]:
|
| 360 |
"""Parse and validate the LLM JSON output."""
|
| 361 |
try:
|
|
@@ -388,7 +437,7 @@ def main():
|
|
| 388 |
st.title("π JSON Field Analyzer")
|
| 389 |
|
| 390 |
if IS_HUGGINGFACE:
|
| 391 |
-
st.info("π Running on Hugging Face -
|
| 392 |
|
| 393 |
st.markdown("**Upload a JSON file and analyze important fields using LLM**")
|
| 394 |
|
|
@@ -401,17 +450,17 @@ def main():
|
|
| 401 |
st.info("π Running online - Cloud LLM required")
|
| 402 |
|
| 403 |
# LLM Provider Selection
|
| 404 |
-
# Default to
|
| 405 |
if IS_ONLINE:
|
| 406 |
-
default_index =
|
| 407 |
else:
|
| 408 |
default_index = 0 # Ollama
|
| 409 |
|
| 410 |
llm_provider = st.selectbox(
|
| 411 |
"π€ LLM Provider",
|
| 412 |
-
["Ollama (Local)", "OpenAI (Cloud)", "Anthropic Claude (Cloud)"],
|
| 413 |
index=default_index,
|
| 414 |
-
help="Choose your LLM provider"
|
| 415 |
)
|
| 416 |
|
| 417 |
# Extract provider name and model
|
|
@@ -435,7 +484,7 @@ def main():
|
|
| 435 |
if not api_key:
|
| 436 |
st.warning("β οΈ Please enter your OpenAI API key")
|
| 437 |
st.info("π‘ Get key: https://platform.openai.com/api-keys")
|
| 438 |
-
|
| 439 |
provider_name = "anthropic"
|
| 440 |
api_key = os.getenv("ANTHROPIC_API_KEY") or st.text_input(
|
| 441 |
"Anthropic API Key",
|
|
@@ -445,6 +494,16 @@ def main():
|
|
| 445 |
if not api_key:
|
| 446 |
st.warning("β οΈ Please enter your Anthropic API key")
|
| 447 |
st.info("π‘ Get key: https://console.anthropic.com")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 448 |
|
| 449 |
st.markdown("---")
|
| 450 |
|
|
@@ -515,7 +574,7 @@ ollama pull llama3.2:3b
|
|
| 515 |
st.error("β Ollama is not available on this platform")
|
| 516 |
st.info("π‘ Please select 'Anthropic Claude (Cloud)' or 'OpenAI (Cloud)' from the sidebar")
|
| 517 |
|
| 518 |
-
# Validate API key for cloud providers
|
| 519 |
elif provider_name in ["openai", "anthropic"] and not api_key:
|
| 520 |
st.error("β Please enter an API key for the selected cloud provider")
|
| 521 |
else:
|
|
|
|
| 282 |
return self._call_openai(prompt)
|
| 283 |
elif self.llm_provider == "anthropic":
|
| 284 |
return self._call_anthropic(prompt)
|
| 285 |
+
elif self.llm_provider == "huggingface":
|
| 286 |
+
return self._call_huggingface(prompt)
|
| 287 |
else:
|
| 288 |
raise ValueError(f"Unknown LLM provider: {self.llm_provider}")
|
| 289 |
|
|
|
|
| 358 |
except Exception as e:
|
| 359 |
raise Exception(f"Failed to call Anthropic API - {e}")
|
| 360 |
|
| 361 |
+
def _call_huggingface(self, prompt: str) -> str:
|
| 362 |
+
"""Call the Hugging Face Inference API (FREE) to generate a response."""
|
| 363 |
+
try:
|
| 364 |
+
# Use a good free model for text generation
|
| 365 |
+
model_name = self.api_key or "mistralai/Mistral-7B-Instruct-v0.3" # Default free model
|
| 366 |
+
|
| 367 |
+
headers = {
|
| 368 |
+
"Authorization": f"Bearer {self.api_key}" if self.api_key else None,
|
| 369 |
+
"Content-Type": "application/json"
|
| 370 |
+
}
|
| 371 |
+
# Remove None values
|
| 372 |
+
headers = {k: v for k, v in headers.items() if v is not None}
|
| 373 |
+
|
| 374 |
+
# Create a properly formatted prompt
|
| 375 |
+
full_prompt = f"""<s>[INST]You are a JSON data analysis assistant. Always respond with valid JSON only, no explanations.
|
| 376 |
+
|
| 377 |
+
{prompt}[/INST]"""
|
| 378 |
+
|
| 379 |
+
payload = {
|
| 380 |
+
"inputs": full_prompt,
|
| 381 |
+
"parameters": {
|
| 382 |
+
"max_new_tokens": 1000,
|
| 383 |
+
"temperature": 0.3,
|
| 384 |
+
"return_full_text": False
|
| 385 |
+
}
|
| 386 |
+
}
|
| 387 |
+
|
| 388 |
+
api_url = f"https://api-inference.huggingface.co/models/{model_name}"
|
| 389 |
+
response = requests.post(api_url, json=payload, headers=headers, timeout=60)
|
| 390 |
+
|
| 391 |
+
if response.status_code == 503:
|
| 392 |
+
raise Exception("Model is loading. Please wait a moment and try again.")
|
| 393 |
+
|
| 394 |
+
response.raise_for_status()
|
| 395 |
+
result = response.json()
|
| 396 |
+
|
| 397 |
+
# Handle different response formats
|
| 398 |
+
if isinstance(result, list) and len(result) > 0:
|
| 399 |
+
return result[0].get('generated_text', '')
|
| 400 |
+
elif isinstance(result, dict):
|
| 401 |
+
return result.get('generated_text', '')
|
| 402 |
+
else:
|
| 403 |
+
return str(result)
|
| 404 |
+
|
| 405 |
+
except Exception as e:
|
| 406 |
+
raise Exception(f"Failed to call Hugging Face API - {e}")
|
| 407 |
+
|
| 408 |
def parse_llm_output(self, output: str) -> Dict[str, Any]:
|
| 409 |
"""Parse and validate the LLM JSON output."""
|
| 410 |
try:
|
|
|
|
| 437 |
st.title("π JSON Field Analyzer")
|
| 438 |
|
| 439 |
if IS_HUGGINGFACE:
|
| 440 |
+
st.info("π Running on Hugging Face - FREE Hugging Face AI model available! No API key needed.")
|
| 441 |
|
| 442 |
st.markdown("**Upload a JSON file and analyze important fields using LLM**")
|
| 443 |
|
|
|
|
| 450 |
st.info("π Running online - Cloud LLM required")
|
| 451 |
|
| 452 |
# LLM Provider Selection
|
| 453 |
+
# Default to Hugging Face (free) if online, Ollama on local
|
| 454 |
if IS_ONLINE:
|
| 455 |
+
default_index = 3 # Hugging Face (Free)
|
| 456 |
else:
|
| 457 |
default_index = 0 # Ollama
|
| 458 |
|
| 459 |
llm_provider = st.selectbox(
|
| 460 |
"π€ LLM Provider",
|
| 461 |
+
["Ollama (Local)", "OpenAI (Cloud)", "Anthropic Claude (Cloud)", "Hugging Face (Free π)"],
|
| 462 |
index=default_index,
|
| 463 |
+
help="Choose your LLM provider - Hugging Face is FREE and no API key needed!"
|
| 464 |
)
|
| 465 |
|
| 466 |
# Extract provider name and model
|
|
|
|
| 484 |
if not api_key:
|
| 485 |
st.warning("β οΈ Please enter your OpenAI API key")
|
| 486 |
st.info("π‘ Get key: https://platform.openai.com/api-keys")
|
| 487 |
+
elif llm_provider == "Anthropic Claude (Cloud)":
|
| 488 |
provider_name = "anthropic"
|
| 489 |
api_key = os.getenv("ANTHROPIC_API_KEY") or st.text_input(
|
| 490 |
"Anthropic API Key",
|
|
|
|
| 494 |
if not api_key:
|
| 495 |
st.warning("β οΈ Please enter your Anthropic API key")
|
| 496 |
st.info("π‘ Get key: https://console.anthropic.com")
|
| 497 |
+
else: # Hugging Face (Free)
|
| 498 |
+
provider_name = "huggingface"
|
| 499 |
+
api_key = os.getenv("HUGGINGFACE_API_KEY") or st.text_input(
|
| 500 |
+
"Hugging Face API Key (Optional)",
|
| 501 |
+
type="password",
|
| 502 |
+
help="Optional: Enter your HF token for faster inference (or set HUGGINGFACE_API_KEY env var)"
|
| 503 |
+
)
|
| 504 |
+
if not api_key:
|
| 505 |
+
st.info("β¨ Using free Hugging Face Inference API - no key needed!")
|
| 506 |
+
st.info("π‘ Optional: Add your token in Settings > Secrets for better performance")
|
| 507 |
|
| 508 |
st.markdown("---")
|
| 509 |
|
|
|
|
| 574 |
st.error("β Ollama is not available on this platform")
|
| 575 |
st.info("π‘ Please select 'Anthropic Claude (Cloud)' or 'OpenAI (Cloud)' from the sidebar")
|
| 576 |
|
| 577 |
+
# Validate API key for cloud providers (except Hugging Face which is optional)
|
| 578 |
elif provider_name in ["openai", "anthropic"] and not api_key:
|
| 579 |
st.error("β Please enter an API key for the selected cloud provider")
|
| 580 |
else:
|