feat: Add script to automate README benchmark table generation and update max context benchmarks with new models and a kernel parameter change.
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#!/usr/bin/env python3
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import json
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import math
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from pathlib import Path
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# Config
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RESULTS_FILE = Path(__file__).parent.parent / "benchmarks/max_context_results.json"
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ORDER = [
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"meta-llama/Meta-Llama-3.1-8B-Instruct",
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"google/gemma-3-12b-it",
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"openai/gpt-oss-20b",
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"Qwen/Qwen3-14B-AWQ",
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"btbtyler09/Qwen3-Coder-30B-A3B-Instruct-gptq-4bit",
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"btbtyler09/Qwen3-Coder-30B-A3B-Instruct-gptq-8bit",
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"dazipe/Qwen3-Next-80B-A3B-Instruct-GPTQ-Int4A16",
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"openai/gpt-oss-120b",
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"zai-org/GLM-4.7-Flash"
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]
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def format_tokens(n):
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if n >= 1024:
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return f"{int(n/1024)}k"
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return str(n)
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def main():
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if not RESULTS_FILE.exists():
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print(f"Error: {RESULTS_FILE} not found.")
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return
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with open(RESULTS_FILE, "r") as f:
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data = json.load(f)
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# Organize data: model -> tp -> requests -> result
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models = {}
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for entry in data:
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if entry["status"] != "success":
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continue
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model = entry["model"]
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tp = entry["tp"]
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seqs = entry["max_seqs"]
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util = float(entry["util"])
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ctx = entry["max_context_1_user"]
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if model not in models:
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models[model] = {}
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if tp not in models[model]:
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models[model][tp] = {}
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# Store tuple (ctx, util)
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# If multiple entries for same seqs (e.g. diff utils), pick standard logic?
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# The JSON usually has the best working one or we filter.
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# Assuming unique best entry per seqs/tp tuple from the finder script behavior.
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models[model][tp][seqs] = (ctx, util)
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# Generate Table
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print("| Model | TP | 1 Req | 4 Reqs | 8 Reqs | 16 Reqs |")
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print("| :--- | :--- | :--- | :--- | :--- | :--- |")
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for model_name in ORDER:
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if model_name not in models:
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# Identify if there's a different naming or just missing
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continue
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tps = sorted(models[model_name].keys())
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for tp in tps:
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row = [f"**`{model_name}`**", str(tp)]
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for req in [1, 4, 8, 16]:
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val = models[model_name][tp].get(req)
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if val:
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ctx, util = val
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row.append(f"{format_tokens(ctx)} ({util:.2f})")
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else:
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row.append("-")
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print("| " + " | ".join(row) + " |")
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if __name__ == "__main__":
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main()
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