-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathmain.py
More file actions
653 lines (538 loc) · 23.4 KB
/
Copy pathmain.py
File metadata and controls
653 lines (538 loc) · 23.4 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
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
#!/usr/bin/env python3
"""
FastAPI application for Zircuit Smart Contract LLM Agent
This FastAPI app provides REST endpoints for:
1. Preprocessing contracts to generate enhanced ABIs
2. Processing natural language queries to find function calls
3. Contract selection and function generation
4. Health checks and contract listing
Usage:
uvicorn main:app --reload --host 0.0.0.0 --port 8000
"""
import asyncio
import json
import os
from datetime import datetime
from pathlib import Path
from typing import Dict, List, Any, Optional
from fastapi import FastAPI, HTTPException, BackgroundTasks, status
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import JSONResponse
from pydantic import BaseModel, Field
from loguru import logger
from zircuit_agent import ZircuitAgent
# Pydantic models for request/response schemas
class QueryRequest(BaseModel):
"""Request model for natural language queries"""
query: str = Field(..., description="Natural language query about smart contract interactions")
max_contracts: Optional[int] = Field(3, description="Maximum number of contracts to select", ge=1, le=10)
use_two_stage: Optional[bool] = Field(True, description="Whether to use two-stage contract selection")
class QueryResponse(BaseModel):
"""Response model for query processing"""
success: bool
original_query: str
rewritten_query: Optional[str] = None
selection_method: str
relevant_contracts: Optional[List[Dict[str, Any]]] = None
selected_contracts: Optional[List[str]] = None
function_calls: Optional[Dict[str, Any]] = None
error: Optional[str] = None
processing_time: Optional[float] = None
class PreprocessRequest(BaseModel):
"""Request model for contract preprocessing"""
max_contracts: Optional[int] = Field(None, description="Maximum number of contracts to process")
filter_addresses: Optional[List[str]] = Field(None, description="Specific contract addresses to process")
model_name: Optional[str] = Field("o3-mini", description="LLM model to use for processing")
class PreprocessResponse(BaseModel):
"""Response model for preprocessing"""
success: bool
message: str
processed_count: Optional[int] = None
total_contracts: Optional[int] = None
processing_time: Optional[float] = None
error: Optional[str] = None
class ContractSelectionRequest(BaseModel):
"""Request model for contract selection (Stage 1)"""
query: str = Field(..., description="Natural language query")
max_contracts: Optional[int] = Field(3, description="Maximum number of contracts to select", ge=1, le=10)
class ContractSelectionResponse(BaseModel):
"""Response model for contract selection"""
success: bool
query: str
selected_contracts: List[str]
processing_time: Optional[float] = None
error: Optional[str] = None
class FunctionGenerationRequest(BaseModel):
"""Request model for function generation (Stage 2)"""
query: str = Field(..., description="Natural language query")
selected_contracts: List[str] = Field(..., description="Pre-selected contract addresses")
class FunctionGenerationResponse(BaseModel):
"""Response model for function generation"""
success: bool
query: str
function_calls: Dict[str, Any]
processing_time: Optional[float] = None
error: Optional[str] = None
class QueryRewriteRequest(BaseModel):
"""Request model for query rewriting"""
query: str = Field(..., description="Natural language query to rewrite")
contract_context: Optional[Dict[str, Any]] = Field(None, description="Optional context about specific contract")
class QueryRewriteResponse(BaseModel):
"""Response model for query rewriting"""
success: bool
original_query: str
rewritten_query: str
processing_time: Optional[float] = None
error: Optional[str] = None
class SpecificContractPreprocessRequest(BaseModel):
"""Request model for preprocessing specific contracts"""
contract_addresses: List[str] = Field(..., description="List of specific contract addresses to process")
model_name: Optional[str] = Field("o3-mini", description="LLM model to use for processing")
force_reprocess: Optional[bool] = Field(False, description="Force reprocessing even if enhanced ABI exists")
class SpecificContractPreprocessResponse(BaseModel):
"""Response model for specific contract preprocessing"""
success: bool
message: str
processed_contracts: List[Dict[str, Any]]
failed_contracts: List[Dict[str, Any]]
processing_time: Optional[float] = None
error: Optional[str] = None
class HealthResponse(BaseModel):
"""Response model for health check"""
status: str
timestamp: str
version: str
enhanced_abis_count: int
class ContractListResponse(BaseModel):
"""Response model for contract listing"""
contracts: List[Dict[str, Any]]
total_count: int
# Initialize FastAPI app
app = FastAPI(
title="Zircuit Smart Contract LLM Agent API",
description="REST API for intelligent blockchain interaction through natural language queries",
version="1.0.0",
docs_url="/docs",
redoc_url="/redoc"
)
# Add CORS middleware
app.add_middleware(
CORSMiddleware,
allow_origins=["*"], # Configure as needed for production
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
# Global agent instance
agent: Optional[ZircuitAgent] = None
async def get_agent() -> ZircuitAgent:
"""Get or initialize the ZircuitAgent instance"""
global agent
if agent is None:
logger.info("Initializing ZircuitAgent...")
agent = ZircuitAgent(
model_name=os.getenv('DEFAULT_MODEL', 'o3-mini'),
contracts_data_path=os.getenv('CONTRACTS_DATA_PATH', 'data/zircuit/zircuit_contract_metadata.json'),
enhanced_abis_dir=os.getenv('ENHANCED_ABIS_DIR', 'data/enhanced_abis'),
use_two_stage_selection=True
)
logger.info("ZircuitAgent initialized")
return agent
@app.on_event("startup")
async def startup_event():
"""Initialize the agent on startup"""
await get_agent()
logger.info("FastAPI application started")
@app.get("/health", response_model=HealthResponse)
async def health_check():
"""Health check endpoint"""
try:
agent_instance = await get_agent()
enhanced_abis = agent_instance.load_enhanced_abis()
return HealthResponse(
status="healthy",
timestamp=datetime.now().isoformat(),
version="1.0.0",
enhanced_abis_count=len(enhanced_abis)
)
except Exception as e:
logger.error(f"Health check failed: {e}")
raise HTTPException(
status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
detail=f"Service unhealthy: {str(e)}"
)
@app.get("/contracts", response_model=ContractListResponse)
async def list_contracts():
"""List all available contracts with enhanced ABIs"""
try:
agent_instance = await get_agent()
enhanced_abis = agent_instance.load_enhanced_abis()
contracts = []
for address, abi_data in enhanced_abis.items():
contract_info = {
"address": address,
"contract_id": abi_data.get("contract_id", "unknown"),
"source_code_available": abi_data.get("source_code_available", False),
"processed_at": abi_data.get("processed_at"),
"model_used": abi_data.get("model_used"),
"function_count": len([k for k, v in abi_data.get("enhanced_abi", {}).items()
if isinstance(v, dict) and ("stateMutability" in v or "inputs" in v)])
}
contracts.append(contract_info)
return ContractListResponse(
contracts=contracts,
total_count=len(contracts)
)
except Exception as e:
logger.error(f"Failed to list contracts: {e}")
raise HTTPException(
status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
detail=f"Failed to list contracts: {str(e)}"
)
@app.post("/preprocess", response_model=PreprocessResponse)
async def preprocess_contracts(
request: PreprocessRequest,
background_tasks: BackgroundTasks
):
"""
Preprocess contracts to generate enhanced ABIs.
This operation runs in the background and returns immediately.
"""
try:
agent_instance = await get_agent()
# For preprocessing, we can either run it in background or synchronously
# For demo purposes, let's run it synchronously with a reasonable timeout
start_time = asyncio.get_event_loop().time()
processed_count = await agent_instance.preprocess_contracts(
max_contracts=request.max_contracts,
filter_addresses=request.filter_addresses
)
processing_time = asyncio.get_event_loop().time() - start_time
# Get total contracts for context
contracts = agent_instance.load_zircuit_contracts()
total_contracts = len(contracts)
return PreprocessResponse(
success=True,
message=f"Successfully processed {processed_count} contracts",
processed_count=processed_count,
total_contracts=total_contracts,
processing_time=processing_time
)
except Exception as e:
logger.error(f"Preprocessing failed: {e}")
return PreprocessResponse(
success=False,
message="Preprocessing failed",
error=str(e)
)
@app.post("/query", response_model=QueryResponse)
async def process_query(request: QueryRequest):
"""
Process a natural language query to generate smart contract function calls.
This is the main endpoint that combines query rewriting, contract selection, and function generation.
"""
try:
start_time = asyncio.get_event_loop().time()
agent_instance = await get_agent()
# Temporarily set the two-stage selection preference
original_two_stage = agent_instance.use_two_stage_selection
agent_instance.use_two_stage_selection = request.use_two_stage
try:
# Process the query using the agent
result = await agent_instance.process_query(request.query)
processing_time = asyncio.get_event_loop().time() - start_time
return QueryResponse(
success=result.get("success", False),
original_query=request.query,
rewritten_query=result.get("rewritten_query"),
selection_method=result.get("selection_method", "unknown"),
relevant_contracts=result.get("relevant_contracts"),
selected_contracts=result.get("selected_contracts"),
function_calls=result.get("function_calls"),
error=result.get("error"),
processing_time=processing_time
)
finally:
# Restore original setting
agent_instance.use_two_stage_selection = original_two_stage
except Exception as e:
logger.error(f"Query processing failed: {e}")
return QueryResponse(
success=False,
original_query=request.query,
selection_method="error",
error=str(e)
)
@app.post("/contracts/select", response_model=ContractSelectionResponse)
async def select_contracts(request: ContractSelectionRequest):
"""
Stage 1: Select relevant contracts based on a natural language query.
This endpoint uses simplified ABIs for efficient contract selection.
"""
try:
start_time = asyncio.get_event_loop().time()
agent_instance = await get_agent()
# Load enhanced ABIs
enhanced_abis = agent_instance.load_enhanced_abis()
if not enhanced_abis:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail="No enhanced ABIs found. Please run preprocessing first."
)
# Use contract selector for Stage 1
if not hasattr(agent_instance, 'contract_selector'):
raise HTTPException(
status_code=status.HTTP_501_NOT_IMPLEMENTED,
detail="Two-stage selection is not enabled. Use /query endpoint instead."
)
selected_contracts = await agent_instance.contract_selector.select_contracts(
user_query=request.query,
enhanced_abis=enhanced_abis,
max_contracts=request.max_contracts
)
processing_time = asyncio.get_event_loop().time() - start_time
return ContractSelectionResponse(
success=True,
query=request.query,
selected_contracts=selected_contracts,
processing_time=processing_time
)
except HTTPException:
raise
except Exception as e:
logger.error(f"Contract selection failed: {e}")
return ContractSelectionResponse(
success=False,
query=request.query,
selected_contracts=[],
error=str(e)
)
@app.post("/functions/generate", response_model=FunctionGenerationResponse)
async def generate_functions(request: FunctionGenerationRequest):
"""
Stage 2: Generate specific function calls from pre-selected contracts.
This endpoint uses full enhanced ABIs for detailed function analysis.
"""
try:
start_time = asyncio.get_event_loop().time()
agent_instance = await get_agent()
# Load enhanced ABIs
enhanced_abis = agent_instance.load_enhanced_abis()
if not enhanced_abis:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail="No enhanced ABIs found. Please run preprocessing first."
)
# Validate selected contracts exist
missing_contracts = [addr for addr in request.selected_contracts if addr not in enhanced_abis]
if missing_contracts:
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail=f"Selected contracts not found: {missing_contracts}"
)
# Generate function calls using the function call generator
function_calls = await agent_instance.function_call_generator.generate_from_multiple_contracts(
user_query=request.query,
enhanced_abis=enhanced_abis,
selected_contracts=request.selected_contracts
)
processing_time = asyncio.get_event_loop().time() - start_time
return FunctionGenerationResponse(
success=True,
query=request.query,
function_calls=function_calls,
processing_time=processing_time
)
except HTTPException:
raise
except Exception as e:
logger.error(f"Function generation failed: {e}")
return FunctionGenerationResponse(
success=False,
query=request.query,
function_calls={"function_calling": [], "error": str(e)},
error=str(e)
)
@app.post("/query/rewrite", response_model=QueryRewriteResponse)
async def rewrite_query(request: QueryRewriteRequest):
"""
Rewrite a natural language query to make it more suitable for function calling generation.
This endpoint exposes the query rewriting functionality as a standalone service.
"""
try:
start_time = asyncio.get_event_loop().time()
agent_instance = await get_agent()
# Use the query rewriter
rewritten_query = await agent_instance.query_rewriter.rewrite(
user_query=request.query,
contract_context=request.contract_context
)
processing_time = asyncio.get_event_loop().time() - start_time
return QueryRewriteResponse(
success=True,
original_query=request.query,
rewritten_query=rewritten_query,
processing_time=processing_time
)
except Exception as e:
logger.error(f"Query rewriting failed: {e}")
return QueryRewriteResponse(
success=False,
original_query=request.query,
rewritten_query=request.query, # Fallback to original
error=str(e)
)
@app.post("/contracts/preprocess", response_model=SpecificContractPreprocessResponse)
async def preprocess_specific_contracts(request: SpecificContractPreprocessRequest):
"""
Preprocess specific contracts by their addresses to generate enhanced ABIs.
This endpoint allows selective preprocessing of individual contracts.
"""
try:
start_time = asyncio.get_event_loop().time()
agent_instance = await get_agent()
# Load all available contracts
all_contracts = agent_instance.load_zircuit_contracts()
if not all_contracts:
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND,
detail="No contracts data found. Please ensure contracts file exists."
)
# Find contracts matching the requested addresses
contracts_to_process = []
for contract in all_contracts:
if contract.get('address') in request.contract_addresses:
contracts_to_process.append(contract)
# Check which addresses were not found
found_addresses = {c.get('address') for c in contracts_to_process}
missing_addresses = set(request.contract_addresses) - found_addresses
if missing_addresses:
logger.warning(f"Contract addresses not found: {missing_addresses}")
# Check if contracts already have enhanced ABIs (unless force reprocess)
if not request.force_reprocess:
enhanced_abis = agent_instance.load_enhanced_abis()
already_processed = []
remaining_contracts = []
for contract in contracts_to_process:
addr = contract.get('address')
if addr in enhanced_abis:
already_processed.append({
"address": addr,
"contract_id": contract.get('id', 'unknown'),
"status": "already_processed"
})
else:
remaining_contracts.append(contract)
contracts_to_process = remaining_contracts
if already_processed:
logger.info(f"Skipping {len(already_processed)} already processed contracts")
# Process the contracts
processed_contracts = []
failed_contracts = []
for contract in contracts_to_process:
try:
contract_address = contract.get('address', 'unknown')
contract_id = contract.get('id', 'unknown')
logger.info(f"Processing specific contract: {contract_id} at {contract_address}")
result_path = await agent_instance.process_contract(contract)
if result_path:
processed_contracts.append({
"address": contract_address,
"contract_id": contract_id,
"status": "processed",
"enhanced_abi_path": result_path
})
else:
failed_contracts.append({
"address": contract_address,
"contract_id": contract_id,
"status": "failed",
"error": "Processing returned None"
})
except Exception as e:
failed_contracts.append({
"address": contract.get('address', 'unknown'),
"contract_id": contract.get('id', 'unknown'),
"status": "failed",
"error": str(e)
})
logger.error(f"Failed to process contract {contract.get('id')}: {e}")
processing_time = asyncio.get_event_loop().time() - start_time
# Prepare response message
total_requested = len(request.contract_addresses)
total_processed = len(processed_contracts)
total_failed = len(failed_contracts)
total_missing = len(missing_addresses)
if request.force_reprocess:
message = f"Processed {total_processed}/{total_requested} contracts"
else:
total_skipped = total_requested - total_processed - total_failed - total_missing
message = f"Processed {total_processed}, failed {total_failed}, skipped {total_skipped}, missing {total_missing} contracts"
if failed_contracts:
message += f". {len(failed_contracts)} contracts failed processing."
return SpecificContractPreprocessResponse(
success=total_failed == 0 and total_missing == 0,
message=message,
processed_contracts=processed_contracts,
failed_contracts=failed_contracts + [
{"address": addr, "status": "not_found", "error": "Contract address not found in dataset"}
for addr in missing_addresses
],
processing_time=processing_time
)
except HTTPException:
raise
except Exception as e:
logger.error(f"Specific contract preprocessing failed: {e}")
return SpecificContractPreprocessResponse(
success=False,
message="Preprocessing failed",
processed_contracts=[],
failed_contracts=[],
error=str(e)
)
@app.get("/")
async def root():
"""Root endpoint with API information"""
return {
"message": "Zircuit Smart Contract LLM Agent API",
"version": "1.0.0",
"docs": "/docs",
"health": "/health",
"endpoints": {
"POST /query": "Process natural language queries (main endpoint)",
"POST /query/rewrite": "Rewrite natural language queries",
"POST /preprocess": "Bulk preprocess contracts to generate enhanced ABIs",
"POST /contracts/preprocess": "Preprocess specific contracts by address",
"POST /contracts/select": "Stage 1: Select relevant contracts",
"POST /functions/generate": "Stage 2: Generate function calls",
"GET /contracts": "List available contracts",
"GET /health": "Health check"
}
}
# Error handlers
@app.exception_handler(HTTPException)
async def http_exception_handler(request, exc):
return JSONResponse(
status_code=exc.status_code,
content={"error": exc.detail, "status_code": exc.status_code}
)
@app.exception_handler(Exception)
async def general_exception_handler(request, exc):
logger.error(f"Unhandled exception: {exc}")
return JSONResponse(
status_code=500,
content={"error": "Internal server error", "status_code": 500}
)
if __name__ == "__main__":
import uvicorn
# Load environment variables
port = int(os.getenv("PORT", 8000))
host = os.getenv("HOST", "0.0.0.0")
uvicorn.run(
"main:app",
host=host,
port=port,
reload=True,
log_level="info"
)