Qwen2.5-Coder-32B128k Context YaRNAgentic Tool CallingAWQ 4-Bit vLLMSWE-bench Verified 73.7%

Qwen2.5-Coder-32B Enterprise Agentic Coding Studio

Deploy Alibaba Cloud's flagship open-source coding model. Run agentic workflows with terminal command execution, AST parsing, multi-file codebase reasoning up to 128k context, and high-throughput vLLM serving on enterprise GPU clusters.

Context Window

128k Tokens

Full repo AST comprehension

Serving Precision

AWQ 4-Bit (20 GB)

Single A100 or dual RTX 4090

Eval Benchmark

92.7% HumanEval

Matches GPT-4o coding level

Tool Calling Protocol

ReAct + Bash + AST

Automated syntax guardrails

🏛️ Agentic Architecture & Serving Pipeline

Qwen2.5-Coder-32B Engine

⚙️ Cluster & Agent Configuration

Model Variant

Quantization & VRAM Footprint

Agent Tool Calling Paradigm

Context Length (YaRN RoPE)

💡 FinOps & Engineering Efficiency

Qwen2.5-Coder-32B with AWQ 4-bit runs fully on a single 80GB GPU or two 24GB GPUs, delivering 92.7% HumanEval code completion at 85% lower infrastructure cost than proprietary closed APIs.

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