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fta

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pull/11002/head
jyong 1 year ago
parent 2434b97f84
commit 766d88b29e
5 changed files with 342 additions and 1 deletions
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1
api/controllers/console/__init__.py
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@ -57,6 +57,7 @@ from .datasets import (
external, external,
hit_testing, hit_testing,
website, website,
fta_test,
) )
# Import explore controllers # Import explore controllers

141
api/controllers/console/datasets/fta_test.py
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@ -0,0 +1,141 @@
import json
import requests
from sqlalchemy import text
from controllers.console import api
from flask_restful import Resource, reqparse
from extensions.ext_database import db
from models.fta import ComponentFailure, ComponentFailureStats
class FATTestApi(Resource):
def post(self):
parser = reqparse.RequestParser()
parser.add_argument(
"log_process_data",
nullable=False,
required=True,
type=str,
location="args"
)
args = parser.parse_args()
print(args["log_process_data"])
# Extract the JSON string from the text field
json_str = args["log_process_data"].strip("```json\\n").strip("```").strip().replace("\\", "").replace(",n", ",")
log_data = json.loads(json_str)
for data in log_data:
if not isinstance(data, dict):
raise TypeError("Data must be a dictionary.")
required_keys = {"Date", "Component", "FailureMode", "Cause", "RepairAction", "Technician"}
if not required_keys.issubset(data.keys()):
raise ValueError(f"Data dictionary must contain the following keys: {required_keys}")
try:
# Clear existing stats
db.session.query(ComponentFailure).delete()
component_failure = ComponentFailure(
Date=data["Date"],
Component=data["Component"],
FailureMode=data["FailureMode"],
Cause=data["Cause"],
RepairAction=data["RepairAction"],
Technician=data["Technician"]
)
db.session.add(component_failure)
db.session.commit()
except Exception as e:
print(e)
# Clear existing stats
db.session.query(ComponentFailureStats).delete()
# Insert calculated statistics
try:
db.session.execute(
text("""
INSERT INTO component_failure_stats ("Component", "FailureMode", "Cause", "PossibleAction", "Probability", "MTBF")
SELECT
cf."Component",
cf."FailureMode",
cf."Cause",
cf."RepairAction" as "PossibleAction",
COUNT(*) * 1.0 / (SELECT COUNT(*) FROM component_failure WHERE "Component" = cf."Component") AS "Probability",
COALESCE(AVG(EXTRACT(EPOCH FROM (next_failure_date::timestamp - cf."Date"::timestamp)) / 86400.0),0)AS "MTBF"
FROM (
SELECT
"Component",
"FailureMode",
"Cause",
"RepairAction",
"Date",
LEAD("Date") OVER (PARTITION BY "Component", "FailureMode", "Cause" ORDER BY "Date") AS next_failure_date
FROM
component_failure
) cf
GROUP BY
cf."Component", cf."FailureMode", cf."Cause", cf."RepairAction";
""")
)
db.session.commit()
except Exception as e:
db.session.rollback()
print(f"Error during stats calculation: {e}")
# output format
# [
# (17, 'Hydraulic system', 'Leak', 'Hose rupture', 'Replaced hydraulic hose', 0.3333333333333333, None),
# (18, 'Hydraulic system', 'Leak', 'Seal Wear', 'Replaced the faulty seal', 0.3333333333333333, None),
# (19, 'Hydraulic system', 'Pressure drop', 'Fluid leak', 'Replaced hydraulic fluid and seals', 0.3333333333333333, None)
# ]
component_failure_stats = db.session.query(ComponentFailureStats).all()
# Convert stats to list of tuples format
stats_list = []
for stat in component_failure_stats:
stats_list.append((
stat.id,
stat.Component,
stat.FailureMode,
stat.Cause,
stat.PossibleAction,
stat.Probability,
stat.MTBF
))
return {"data": stats_list}, 200
# generate-fault-tree
class GenerateFaultTreeApi(Resource):
def post(self):
parser = reqparse.RequestParser()
parser.add_argument(
"llm_text",
nullable=False,
required=True,
type=str,
location="args"
)
args = parser.parse_args()
entities = args["llm_text"].replace("```", "").replace("\\n", "\n")
print(entities)
request_data = {
"fault_tree_text": entities
}
url = "https://fta.cognitech-dev.live/generate-fault-tree"
headers = {
"accept": "application/json",
"Content-Type": "application/json"
}
response = requests.post(url, json=request_data, headers=headers)
print(response.json())
return {"data": response.json()}, 200
api.add_resource(FATTestApi, "/fta/db-handler")
api.add_resource(GenerateFaultTreeApi, "/fta/generate-fault-tree")

5
api/core/tools/provider/builtin/file_extractor/tools/file_extractor.py
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@ -1,4 +1,5 @@
from base64 import b64decode from base64 import b64decode
import json
import tempfile import tempfile
from typing import Any, Union from typing import Any, Union
@ -41,7 +42,9 @@ class FileExtractorTool(BuiltinTool):
embedding_model_instance=None, embedding_model_instance=None,
) )
chunks = character_splitter.split_documents(documents) chunks = character_splitter.split_documents(documents)
return self.create_json_message(json.dumps([chunk.page_content for chunk in chunks]))
content = "\n".join([chunk.page_content for chunk in chunks])
return self.create_text_message(content)
else: else:
raise ToolParameterValidationError("Please provide either file") raise ToolParameterValidationError("Please provide either file")

96
api/migrations/versions/2024_11_05_0326-49f175ff56cb_add_fat_test.py
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@ -0,0 +1,96 @@
"""add_fat_test
Revision ID: 49f175ff56cb
Revises: 43fa78bc3b7d
Create Date: 2024-11-05 03:26:22.578321
"""
from alembic import op
import models as models
import sqlalchemy as sa
from sqlalchemy.dialects import postgresql
# revision identifiers, used by Alembic.
revision = '49f175ff56cb'
down_revision = '09a8d1878d9b'
branch_labels = None
depends_on = None
def upgrade():
# ### commands auto generated by Alembic - please adjust! ###
op.create_table('component_failure',
sa.Column('FailureID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('Date', sa.Date(), nullable=False),
sa.Column('Component', sa.String(length=255), nullable=False),
sa.Column('FailureMode', sa.String(length=255), nullable=False),
sa.Column('Cause', sa.String(length=255), nullable=False),
sa.Column('RepairAction', sa.Text(), nullable=True),
sa.Column('Technician', sa.String(length=255), nullable=False),
sa.PrimaryKeyConstraint('FailureID', name=op.f('component_failure_pkey')),
sa.UniqueConstraint('Date', 'Component', 'FailureMode', 'Cause', 'Technician', name='unique_failure_entry')
)
op.create_table('component_failure_stats',
sa.Column('StatID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('Component', sa.String(length=255), nullable=False),
sa.Column('FailureMode', sa.String(length=255), nullable=False),
sa.Column('Cause', sa.String(length=255), nullable=False),
sa.Column('PossibleAction', sa.Text(), nullable=True),
sa.Column('Probability', sa.Float(), nullable=False),
sa.Column('MTBF', sa.Float(), nullable=False),
sa.PrimaryKeyConstraint('StatID', name=op.f('component_failure_stats_pkey'))
)
op.create_table('incident_data',
sa.Column('IncidentID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('IncidentDescription', sa.Text(), nullable=False),
sa.Column('IncidentDate', sa.Date(), nullable=False),
sa.Column('Consequences', sa.Text(), nullable=True),
sa.Column('ResponseActions', sa.Text(), nullable=True),
sa.PrimaryKeyConstraint('IncidentID', name=op.f('incident_data_pkey'))
)
op.create_table('maintenance',
sa.Column('MaintenanceID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('MaintenanceType', sa.String(length=255), nullable=False),
sa.Column('MaintenanceDate', sa.Date(), nullable=False),
sa.Column('ServiceDescription', sa.Text(), nullable=True),
sa.Column('PartsReplaced', sa.Text(), nullable=True),
sa.Column('Technician', sa.String(length=255), nullable=False),
sa.PrimaryKeyConstraint('MaintenanceID', name=op.f('maintenance_pkey'))
)
op.create_table('operational_data',
sa.Column('OperationID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('CraneUsage', sa.Integer(), nullable=False),
sa.Column('LoadWeight', sa.Float(), nullable=False),
sa.Column('LoadFrequency', sa.Integer(), nullable=False),
sa.Column('EnvironmentalConditions', sa.Text(), nullable=True),
sa.PrimaryKeyConstraint('OperationID', name=op.f('operational_data_pkey'))
)
op.create_table('reliability_data',
sa.Column('ComponentID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('ComponentName', sa.String(length=255), nullable=False),
sa.Column('MTBF', sa.Float(), nullable=False),
sa.Column('FailureRate', sa.Float(), nullable=False),
sa.PrimaryKeyConstraint('ComponentID', name=op.f('reliability_data_pkey'))
)
op.create_table('safety_data',
sa.Column('SafetyID', sa.Integer(), autoincrement=True, nullable=False),
sa.Column('SafetyInspectionDate', sa.Date(), nullable=False),
sa.Column('SafetyFindings', sa.Text(), nullable=True),
sa.Column('SafetyIncidentDescription', sa.Text(), nullable=True),
sa.Column('ComplianceStatus', sa.String(length=50), nullable=False),
sa.PrimaryKeyConstraint('SafetyID', name=op.f('safety_data_pkey'))
)
# ### end Alembic commands ###
def downgrade():
# ### commands auto generated by Alembic - please adjust! ###
op.drop_table('safety_data')
op.drop_table('reliability_data')
op.drop_table('operational_data')
op.drop_table('maintenance')
op.drop_table('incident_data')
op.drop_table('component_failure_stats')
op.drop_table('component_failure')
# ### end Alembic commands ###

100
api/models/fta.py
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@ -0,0 +1,100 @@
import base64
import enum
import hashlib
import hmac
import json
import logging
import os
import pickle
import re
import time
from json import JSONDecodeError
from sqlalchemy import func
from sqlalchemy.dialects.postgresql import JSONB
from configs import dify_config
from core.rag.retrieval.retrieval_methods import RetrievalMethod
from extensions.ext_database import db
from extensions.ext_storage import storage
from .account import Account
from .model import App, Tag, TagBinding, UploadFile
from .types import StringUUID
class ComponentFailure(db.Model):
__tablename__ = "component_failure"
__table_args__ = (
db.UniqueConstraint('Date', 'Component', 'FailureMode', 'Cause', 'Technician', name='unique_failure_entry'),
)
FailureID = db.Column(db.Integer, primary_key=True, autoincrement=True)
Date = db.Column(db.Date, nullable=False)
Component = db.Column(db.String(255), nullable=False)
FailureMode = db.Column(db.String(255), nullable=False)
Cause = db.Column(db.String(255), nullable=False)
RepairAction = db.Column(db.Text, nullable=True)
Technician = db.Column(db.String(255), nullable=False)
class Maintenance(db.Model):
__tablename__ = "maintenance"
MaintenanceID = db.Column(db.Integer, primary_key=True, autoincrement=True)
MaintenanceType = db.Column(db.String(255), nullable=False)
MaintenanceDate = db.Column(db.Date, nullable=False)
ServiceDescription = db.Column(db.Text, nullable=True)
PartsReplaced = db.Column(db.Text, nullable=True)
Technician = db.Column(db.String(255), nullable=False)
class OperationalData(db.Model):
__tablename__ = "operational_data"
OperationID = db.Column(db.Integer, primary_key=True, autoincrement=True)
CraneUsage = db.Column(db.Integer, nullable=False)
LoadWeight = db.Column(db.Float, nullable=False)
LoadFrequency = db.Column(db.Integer, nullable=False)
EnvironmentalConditions = db.Column(db.Text, nullable=True)
class IncidentData(db.Model):
__tablename__ = "incident_data"
IncidentID = db.Column(db.Integer, primary_key=True, autoincrement=True)
IncidentDescription = db.Column(db.Text, nullable=False)
IncidentDate = db.Column(db.Date, nullable=False)
Consequences = db.Column(db.Text, nullable=True)
ResponseActions = db.Column(db.Text, nullable=True)
class ReliabilityData(db.Model):
__tablename__ = "reliability_data"
ComponentID = db.Column(db.Integer, primary_key=True, autoincrement=True)
ComponentName = db.Column(db.String(255), nullable=False)
MTBF = db.Column(db.Float, nullable=False)
FailureRate = db.Column(db.Float, nullable=False)
class SafetyData(db.Model):
__tablename__ = "safety_data"
SafetyID = db.Column(db.Integer, primary_key=True, autoincrement=True)
SafetyInspectionDate = db.Column(db.Date, nullable=False)
SafetyFindings = db.Column(db.Text, nullable=True)
SafetyIncidentDescription = db.Column(db.Text, nullable=True)
ComplianceStatus = db.Column(db.String(50), nullable=False)
class ComponentFailureStats(db.Model):
__tablename__ = "component_failure_stats"
StatID = db.Column(db.Integer, primary_key=True, autoincrement=True)
Component = db.Column(db.String(255), nullable=False)
FailureMode = db.Column(db.String(255), nullable=False)
Cause = db.Column(db.String(255), nullable=False)
PossibleAction = db.Column(db.Text, nullable=True)
Probability = db.Column(db.Float, nullable=False)
MTBF = db.Column(db.Float, nullable=False)
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