Artifact: adarrshDev/ornith-1.5-9b-sft-r16

IEC 61131-3 Structured Text
SFT Evaluation Harness

Empirical evaluation and side-by-side comparison of adarrshDev/ornith-1.5-9b-sft-r16 (QLoRA rank 16 on ornith-ai/Ornith-1.5-9B) against stock base models on industrial PLC control logic, Plant-01 tank interlocks, and safety sequences.

Base: ornith-ai/Ornith-1.5-9B
PEFT: QLoRA r=16, α=32
Loss: 2.614 → 1.105
Hardware: Tesla T4 (Unsloth)
License: MIT

Validation Suite: 10 Industrial Tasks

Select an automation task to compare stock base model drift vs. fine-tuned adapter outputs:

📂 View Test Suite Code
❌ Stock Ornith-1.5-9B (Base)
SYNTAX DRIFT
// Loading base failure trace...
✅ adarrshDev/ornith-1.5-9b-sft-r16
COMPILABLE IEC 61131-3 ✓
// Loading adapter Structured Text...

⚡ Run Live Neural Model via Edge Proxy

Send any custom industrial automation prompt. Requests proxy through Cloudflare Edge (api.paulcreates.online) running Cloudflare Workers AI (@cf/meta/llama-3.2-3b-instruct) paired with deterministic AST auto-healing. To execute genuine 9B SFT adapter weights (adarrshDev/ornith-1.5-9b-sft-r16), use the copyable Python PEFT script below.

Status: Standby • Ready to dispatch Latency: 0 ms
// Output from live model will stream here...

Empirical Benchmark Summary (23-Task Harness)

Measured across 23 pinned industrial verification tasks (eval/plc/) against deterministic IronPLC & MATIEC compiler gates:

📊 Full 23-Task Report
Evaluation Category Task Count Target Verification Gate Empirical Pass Rate Status
IEC 61131-3 ST Compilation 10 Tasks ironplc-plc2x Stage 4 AST & Type Resolution 9 / 10 (90.0%) 10/10 with AST Auto-Heal
Specification to Logic 5 Tasks Spec constraints & safety invariant completeness 5 / 5 (100.0%) Verified
Digital Twin Assertions 3 Tasks Dynamic tank differential physics & conveyor assertion loops 3 / 3 (100.0%) Verified
IIoT Protocol Extraction 5 Tasks OPC UA (asyncua), Sparkplug B & SenML canonical mapping 5 / 5 (100.0%) Verified
Total Multi-Gate Benchmark 23 Tasks Closed-Loop Multi-Gate Verification 22 / 23 (95.7%) Production Certified