cristiano.hoshikawa/rfp_response_automation
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Cristiano Hoshikawa
2026-01-14 17:11:48 -03:00
parent 30e569b8d2
commit b05a77faa5
1 changed files with 186 additions and 85 deletions
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files/graphrag_rerank.py
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@@ -42,7 +42,7 @@ llm = ChatOCIGenAI(
service_endpoint="https://inference.generativeai.us-chicago-1.oci.oraclecloud.com",
compartment_id="ocid1.compartment.oc1..aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa",
auth_profile="DEFAULT",
model_kwargs={"temperature": 0.1, "top_p": 0.75, "max_tokens": 4000},
model_kwargs={"temperature": 0, "top_p": 1, "max_tokens": 4000},
)
llm_for_rag = ChatOCIGenAI(
@@ -348,89 +348,190 @@ def parse_rfp_requirement(question: str) -> dict:
and INCLUDE IT EXPLICITLY in the keywords list.
Choose the MOST SPECIFIC applicable item.
☁️ OCI SERVICE CATEGORIES (MANDATORY)
🖥️ Compute (IaaS)
- compute
- compute instances
- virtual machine
- bare metal
- gpu
- hpc
- confidential computing
- autoscaling
- instance pools
- live migration
- ocvs (vmware)
- arm compute
💾 Storage
- object storage
- archive storage
- block volume
- boot volume
- file storage
- volume groups
- snapshots
- replication
🌐 Networking
- vcn
- load balancer
- network load balancer
- dns
- fastconnect
- drg
- firewall
- waf
- bastion
- vtap
- private endpoint
🔐 Security & Identity
- iam
- compartments
- policies
- oci vault
- key management
- certificates
- secrets
- cloud guard
- security zones
- vulnerability scanning
- data safe
- audit
- logging
- shielded instances
📦 Containers & Cloud Native
- oke
- kubernetes
- container registry
- api gateway
- functions
- streaming
- events
- service mesh
🗄️ Databases
- autonomous database
- adw
- atp
- base database
- exadata
- mysql
- nosql
📊 Analytics & AI
- analytics cloud
- data science
- data catalog
- big data service
- generative ai
- ai services
Serviços da Oracle Cloud Infrastructure (OCI):
Compute (IaaS)
• Compute Instances (VM)
• Bare Metal Instances
• Dedicated VM Hosts
• GPU Instances
• Confidential Computing
• Capacity Reservations
• Autoscaling (Instance Pools)
• Live Migration
• Oracle Cloud VMware Solution (OCVS)
• HPC (High Performance Computing)
• Arm-based Compute (Ampere)
Storage
Object Storage
• Object Storage
• Object Storage – Archive
• Pre-Authenticated Requests
• Replication
Block & File
• Block Volume
• Boot Volume
• Volume Groups
• File Storage
• File Storage Snapshots
• Data Transfer Service
Networking
• Virtual Cloud Network (VCN)
• Subnets
• Internet Gateway
• NAT Gateway
• Service Gateway
• Dynamic Routing Gateway (DRG)
• FastConnect
• Load Balancer (L7 / L4)
• Network Load Balancer
• DNS
• Traffic Management Steering Policies
• IP Address Management (IPAM)
• Network Firewall
• Web Application Firewall (WAF)
• Bastion
• Capture Traffic (VTAP)
• Private Endpoints
Security, Identity & Compliance
• Identity and Access Management (IAM)
• Compartments
• Policies
• OCI Vault
• OCI Key Management (KMS)
• OCI Certificates
• OCI Secrets
• OCI Bastion
• Cloud Guard
• Security Zones
• Vulnerability Scanning Service
• Data Safe
• Logging
• Audit
• OS Management / OS Management Hub
• Shielded Instances
• Zero Trust Packet Routing
Databases
Autonomous
• Autonomous Database (ATP)
• Autonomous Data Warehouse (ADW)
• Autonomous JSON Database
Databases Gerenciados
• Oracle Database Service
• Oracle Exadata Database Service
• Exadata Cloud@Customer
• Base Database Service
• MySQL Database Service
• MySQL HeatWave
• NoSQL Database Cloud Service
• TimesTen
• PostgreSQL (OCI managed)
• MongoDB API (OCI NoSQL compatibility)
Analytics & BI
• Oracle Analytics Cloud (OAC)
• OCI Data Catalog
• OCI Data Integration
• OCI Streaming Analytics
• OCI GoldenGate
• OCI Big Data Service (Hadoop/Spark)
• OCI Data Science
• OCI AI Anomaly Detection
• OCI AI Forecasting
AI & Machine Learning
Generative AI
• OCI Generative AI
• OCI Generative AI Agents
• OCI Generative AI RAG
• OCI Generative AI Embeddings
• OCI AI Gateway (OpenAI-compatible)
AI Services
• OCI Vision (OCR, image analysis)
• OCI Speech (STT / TTS)
• OCI Language (NLP)
• OCI Document Understanding
• OCI Anomaly Detection
• OCI Forecasting
• OCI Data Labeling
Containers & Cloud Native
• OCI Container Engine for Kubernetes (OKE)
• Container Registry (OCIR)
• Service Mesh
• API Gateway
• OCI Functions (FaaS)
• OCI Streaming (Kafka-compatible)
• OCI Queue
• OCI Events
• OCI Resource Manager (Terraform)
Integration & Messaging
• OCI Integration Cloud (OIC)
• OCI Service Connector Hub
• OCI Streaming
• OCI GoldenGate
• OCI API Gateway
• OCI Events Service
• OCI Queue
• Real Applications Clusters (RAC)
Developer Services
• OCI DevOps (CI/CD)
• OCI Code Repository
• OCI Build Pipelines
• OCI Artifact Registry
• OCI Logging Analytics
• OCI Monitoring
• OCI Notifications
• OCI Bastion
• OCI CLI
• OCI SDKs
Observability & Management
• OCI Monitoring
• OCI Alarms
• OCI Logging
• OCI Logging Analytics
• OCI Application Performance Monitoring (APM)
• OCI Operations Insights
• OCI Management Agent
• OCI Resource Discovery
Enterprise & Hybrid
• Oracle Cloud@Customer
• Exadata Cloud@Customer
• Compute Cloud@Customer
• Dedicated Region Cloud@Customer
• OCI Roving Edge Infrastructure
• OCI Alloy
Governance & FinOps
• OCI Budgets
• Cost Analysis
• Usage Reports
• Quotas
• Tagging
• Compartments
• Resource Search
Regions & Edge
• OCI Regions (Commercial, Government, EU Sovereign)
• OCI Edge Services
• OCI Roving Edge
• OCI Dedicated Region
────────────────────────────────
STEP 3 — Keywords rules (CRITICAL)
────────────────────────────────
@@ -459,7 +560,7 @@ def parse_rfp_requirement(question: str) -> dict:
}}
</json>
"""
resp = llm_for_rag.invoke(prompt)
raw = resp.content.strip()