Update app/services/risk_analyzer.py
Browse files- app/services/risk_analyzer.py +19 -28
app/services/risk_analyzer.py
CHANGED
|
@@ -3,30 +3,27 @@ from app.config import settings
|
|
| 3 |
from app.services.risk_scorer import RISK_DEFINITIONS
|
| 4 |
import json
|
| 5 |
import re
|
| 6 |
-
from typing import Dict
|
| 7 |
|
| 8 |
|
| 9 |
-
# Configure
|
| 10 |
genai.configure(api_key=settings.GEMINI_API_KEY)
|
| 11 |
|
| 12 |
|
| 13 |
def analyze_clause_with_gemini(clause_text: str) -> Dict:
|
| 14 |
"""
|
| 15 |
-
Analyze a contract clause using Google Gemini AI for risk identification.
|
| 16 |
-
|
| 17 |
Args:
|
| 18 |
-
clause_text: The text of the clause to analyze
|
| 19 |
-
|
| 20 |
Returns:
|
| 21 |
Dictionary containing identified risk IDs and suggestions
|
| 22 |
"""
|
| 23 |
|
| 24 |
-
# Create the detailed prompt for Gemini
|
| 25 |
prompt = f"""
|
| 26 |
You are an expert Indian legal consultant specializing in contract analysis and risk assessment.
|
| 27 |
-
Analyze the following contract
|
| 28 |
|
| 29 |
-
CONTRACT
|
| 30 |
{clause_text}
|
| 31 |
|
| 32 |
RISK CATEGORIES TO CHECK FOR:
|
|
@@ -36,64 +33,59 @@ RISK CATEGORIES TO CHECK FOR:
|
|
| 36 |
4. DPDP_NON_COMPLIANCE: Data protection clause may not comply with the DPDP Act 2023
|
| 37 |
|
| 38 |
INSTRUCTIONS:
|
| 39 |
-
1. Carefully read the
|
| 40 |
-
2. Identify which of the above risk categories apply
|
| 41 |
-
3. For each identified risk, provide a
|
| 42 |
-
4. Suggest a compliant alternative
|
| 43 |
5. If no risks are found, respond with "No risks identified"
|
| 44 |
|
| 45 |
-
RESPONSE FORMAT (JSON):
|
| 46 |
{{
|
| 47 |
"risks": [
|
| 48 |
{{
|
| 49 |
"risk_id": "RISK_CATEGORY_ID",
|
| 50 |
-
"explanation": "
|
| 51 |
}}
|
| 52 |
],
|
| 53 |
-
"suggestion": "
|
| 54 |
}}
|
| 55 |
|
| 56 |
If no risks are identified, return:
|
| 57 |
{{
|
| 58 |
"risks": [],
|
| 59 |
-
"suggestion": "No risks identified -
|
| 60 |
}}
|
| 61 |
"""
|
| 62 |
|
| 63 |
try:
|
| 64 |
-
# Initialize
|
| 65 |
-
model = genai.GenerativeModel(
|
| 66 |
|
| 67 |
# Generate response
|
| 68 |
response = model.generate_content(prompt)
|
| 69 |
-
|
| 70 |
-
# Extract the text response
|
| 71 |
response_text = response.text.strip()
|
| 72 |
|
| 73 |
# Try to parse JSON from the response
|
| 74 |
try:
|
| 75 |
-
|
| 76 |
-
json_match = re.search(r'\{.*\}', response_text, re.DOTALL)
|
| 77 |
if json_match:
|
| 78 |
json_str = json_match.group()
|
| 79 |
result = json.loads(json_str)
|
| 80 |
else:
|
| 81 |
-
# Fallback: try to parse the entire response as JSON
|
| 82 |
result = json.loads(response_text)
|
| 83 |
except json.JSONDecodeError:
|
| 84 |
-
# If JSON parsing fails, create a fallback response
|
| 85 |
result = {
|
| 86 |
"risks": [],
|
| 87 |
"suggestion": "Unable to parse AI response - manual review recommended"
|
| 88 |
}
|
| 89 |
|
| 90 |
-
#
|
| 91 |
if "risks" not in result:
|
| 92 |
result["risks"] = []
|
| 93 |
if "suggestion" not in result:
|
| 94 |
result["suggestion"] = "No suggestion provided"
|
| 95 |
|
| 96 |
-
# Validate risk IDs
|
| 97 |
valid_risks = []
|
| 98 |
for risk in result["risks"]:
|
| 99 |
if isinstance(risk, dict) and "risk_id" in risk:
|
|
@@ -102,7 +94,6 @@ If no risks are identified, return:
|
|
| 102 |
valid_risks.append(risk)
|
| 103 |
|
| 104 |
result["risks"] = valid_risks
|
| 105 |
-
|
| 106 |
return result
|
| 107 |
|
| 108 |
except Exception as e:
|
|
|
|
| 3 |
from app.services.risk_scorer import RISK_DEFINITIONS
|
| 4 |
import json
|
| 5 |
import re
|
| 6 |
+
from typing import Dict
|
| 7 |
|
| 8 |
|
| 9 |
+
# Configure Gemini API
|
| 10 |
genai.configure(api_key=settings.GEMINI_API_KEY)
|
| 11 |
|
| 12 |
|
| 13 |
def analyze_clause_with_gemini(clause_text: str) -> Dict:
|
| 14 |
"""
|
| 15 |
+
Analyze a contract (clause or full text) using Google Gemini AI for risk identification.
|
|
|
|
| 16 |
Args:
|
| 17 |
+
clause_text: The text of the clause or contract to analyze
|
|
|
|
| 18 |
Returns:
|
| 19 |
Dictionary containing identified risk IDs and suggestions
|
| 20 |
"""
|
| 21 |
|
|
|
|
| 22 |
prompt = f"""
|
| 23 |
You are an expert Indian legal consultant specializing in contract analysis and risk assessment.
|
| 24 |
+
Analyze the following contract text and identify any legal risks based on the predefined categories.
|
| 25 |
|
| 26 |
+
CONTRACT TEXT TO ANALYZE:
|
| 27 |
{clause_text}
|
| 28 |
|
| 29 |
RISK CATEGORIES TO CHECK FOR:
|
|
|
|
| 33 |
4. DPDP_NON_COMPLIANCE: Data protection clause may not comply with the DPDP Act 2023
|
| 34 |
|
| 35 |
INSTRUCTIONS:
|
| 36 |
+
1. Carefully read the contract text
|
| 37 |
+
2. Identify which of the above risk categories apply
|
| 38 |
+
3. For each identified risk, provide a **short explanation (max 1–2 lines, no long paragraphs)**
|
| 39 |
+
4. Suggest a **brief compliant alternative (1–2 lines)**
|
| 40 |
5. If no risks are found, respond with "No risks identified"
|
| 41 |
|
| 42 |
+
RESPONSE FORMAT (strict JSON only):
|
| 43 |
{{
|
| 44 |
"risks": [
|
| 45 |
{{
|
| 46 |
"risk_id": "RISK_CATEGORY_ID",
|
| 47 |
+
"explanation": "1–2 line explanation of why this risk applies"
|
| 48 |
}}
|
| 49 |
],
|
| 50 |
+
"suggestion": "1–2 line compliant alternative or modification suggestion"
|
| 51 |
}}
|
| 52 |
|
| 53 |
If no risks are identified, return:
|
| 54 |
{{
|
| 55 |
"risks": [],
|
| 56 |
+
"suggestion": "No risks identified - contract appears compliant"
|
| 57 |
}}
|
| 58 |
"""
|
| 59 |
|
| 60 |
try:
|
| 61 |
+
# Initialize Gemini model
|
| 62 |
+
model = genai.GenerativeModel("gemini-2.5-flash-lite")
|
| 63 |
|
| 64 |
# Generate response
|
| 65 |
response = model.generate_content(prompt)
|
|
|
|
|
|
|
| 66 |
response_text = response.text.strip()
|
| 67 |
|
| 68 |
# Try to parse JSON from the response
|
| 69 |
try:
|
| 70 |
+
json_match = re.search(r"\{.*\}", response_text, re.DOTALL)
|
|
|
|
| 71 |
if json_match:
|
| 72 |
json_str = json_match.group()
|
| 73 |
result = json.loads(json_str)
|
| 74 |
else:
|
|
|
|
| 75 |
result = json.loads(response_text)
|
| 76 |
except json.JSONDecodeError:
|
|
|
|
| 77 |
result = {
|
| 78 |
"risks": [],
|
| 79 |
"suggestion": "Unable to parse AI response - manual review recommended"
|
| 80 |
}
|
| 81 |
|
| 82 |
+
# Ensure required keys exist
|
| 83 |
if "risks" not in result:
|
| 84 |
result["risks"] = []
|
| 85 |
if "suggestion" not in result:
|
| 86 |
result["suggestion"] = "No suggestion provided"
|
| 87 |
|
| 88 |
+
# Validate risk IDs against known definitions
|
| 89 |
valid_risks = []
|
| 90 |
for risk in result["risks"]:
|
| 91 |
if isinstance(risk, dict) and "risk_id" in risk:
|
|
|
|
| 94 |
valid_risks.append(risk)
|
| 95 |
|
| 96 |
result["risks"] = valid_risks
|
|
|
|
| 97 |
return result
|
| 98 |
|
| 99 |
except Exception as e:
|