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OpenSearch DSL Generator (Salesforce/codet5-base + LoRA)
This repository contains fine-tuned LoRA adapter checkpoints for Salesforce/codet5-base trained to translate natural language queries into valid, grounded OpenSearch JSON DSL queries.
Model Summary
- Base Model: Salesforce/codet5-base
- Architecture: Encoder-Decoder Seq2Seq
- Method: PEFT LoRA (rank 16, alpha 32)
- Task: Text-to-OpenSearch DSL Query Generation
- Target Indices: Security Logs (
logs-security-v1), E-Commerce (shop-products-v1), APM Traces (apm-traces-v1), Fintech Transactions (finance-transactions-v1), Customer Support CRM (crm-tickets-v1).
Using with OpenSearch Agent
python run_agent.py "Find critical severity security events where user is root" --model codet5
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Model tree for johnrizzo1/codet5-opensearch-lora
Base model
Salesforce/codet5-base