benchmark-mistral-large-chonk
Benchmark and evaluation harness for Mistral Large on heavy codebase, large-context (chonk), and multi-file refactoring workloads.
SKILL.mdskills/benchmark-mistral-large-chonk/SKILL.md
GitHubBenchmark Mistral Large Chonk
Evaluates Mistral Large (Tier 1 Muscle Cloud) across heavy codebase tasks, large-context ("chonk") token ingestion, multi-file refactoring, and cost-efficiency trade-offs against Frontier baselines.
See Skill Operator Guide for shared operating requirements.
Inputs & Outputs
Input Schema
| Property | Type | Required | Description |
|---|---|---|---|
workload |
string |
Yes | Scenario identifier: needle_retrieval, ast_refactor, invariant_synthesis, or all |
contextSizeTokens |
number |
No | Context buffer size in tokens (default: 32000) |
iterations |
number |
No | Number of measurement cycles per workload (default: 3) |
compareFrontier |
boolean |
No | Compute cost-savings delta against Claude 3.5 Sonnet baseline (default: true) |
Output Schema
{
"status": "PASS",
"modelEvaluated": "mistral/mistral-large-2407",
"contextWindowTested": 32000,
"overallScore": 94.2,
"throughputTokensPerSec": 68.4,
"costPerTaskUsd": 0.0128,
"costSavingsVsFrontierPct": 85.7,
"scenarios": [
{
"name": "needle_retrieval",
"score": 98.0,
"latencyMs": 1420,
"exactMatch": true
},
{
"name": "ast_refactor",
"score": 92.5,
"latencyMs": 3100,
"syntaxValid": true
}
]
}
Benchmark Scenarios
- Needle-in-a-Haystack Retrieval: Extracts buried interface contracts from 32k–128k token source buffers.
- Multi-File AST Refactoring: Validates structural consistency and type safety across cross-module imports.
- Formal Invariant Synthesis: Evaluates theorem/invariant generation matching Lean 4 verification standards.
- Frontier Cost Arbitrage: Computes price/performance frontier to determine automatic Tier 1 routing gates.