ornith-256k-bench / data /speed_research_summary.json
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Raw measurement records: streaming, context proof, head-to-head, pi agent suite
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{
"production": {
"binary": "/opt/homebrew/bin/llama-server",
"version": "0.2.0 build 10566",
"context_tokens": 262144,
"speculative": false,
"decision": "retained as the general-purpose production runtime"
},
"official_model": {
"repository": "ornith-ai/Ornith-1.5-35B-A3B-GGUF",
"file": "Ornith-1.5-35B-Q4_K_M.gguf",
"sha256": "42739874cc2ccfdb8523b23fbe52e29b2a7555c8176737ca9ca0b5d59859d41f",
"embedded_mtp_metadata": "qwen35moe.nextn_predict_layers = 1"
},
"candidates": [
{
"name": "embedded draft-mtp",
"runtime": "upstream llama.cpp d222767, 32k canary",
"result": "functional and smoke-correct; rejected for general deployment",
"reason": "code generation increased, but short answers, long-form, and long-context decode regressed",
"artifact_dir": "results/mtp-canary/20260826-062833"
},
{
"name": "upstream no-spec",
"runtime": "llama.cpp d222767",
"result": "passed independent 262k proof",
"reason": "260013 prompt tokens and sentinel passed in 2732.46s, but general 262k decode profile was slower than production except modest code/summarize gains",
"artifact_dir": "results/upstream-262k-canary/20260826-064430"
},
{
"name": "ngram-mod",
"runtime": "upstream llama.cpp d222767, 32k quality-safe default canary",
"result": "functional and smoke-correct; rejected for general deployment",
"reason": "mixed code improvement but long-form and reasoning decode regressed",
"artifact_dir": "results/ngram-mod-default-canary/20260826-074206"
}
],
"workload_matrix": [
{
"label": "short-answer",
"production_262k_decode_median_tps": 86.3,
"mtp_32k_decode_median_tps": 63.51,
"upstream_32k_decode_median_tps": 79.67,
"upstream_262k_decode_median_tps": 52.77,
"ngram_mod_32k_decode_median_tps": 72.83
},
{
"label": "code-gen",
"production_262k_decode_median_tps": 48.91,
"mtp_32k_decode_median_tps": 85.26,
"upstream_32k_decode_median_tps": 76.2,
"upstream_262k_decode_median_tps": 52.49,
"ngram_mod_32k_decode_median_tps": 66.17
},
{
"label": "summarize",
"production_262k_decode_median_tps": 29.07,
"mtp_32k_decode_median_tps": 20.02,
"upstream_32k_decode_median_tps": 51.0,
"upstream_262k_decode_median_tps": 29.77,
"ngram_mod_32k_decode_median_tps": 31.74
},
{
"label": "long-form",
"production_262k_decode_median_tps": 41.83,
"mtp_32k_decode_median_tps": 32.13,
"upstream_32k_decode_median_tps": 37.85,
"upstream_262k_decode_median_tps": 36.8,
"ngram_mod_32k_decode_median_tps": 35.64
},
{
"label": "reasoning",
"production_262k_decode_median_tps": 43.09,
"mtp_32k_decode_median_tps": 42.34,
"upstream_32k_decode_median_tps": 36.49,
"upstream_262k_decode_median_tps": 39.01,
"ngram_mod_32k_decode_median_tps": 36.62
}
],
"upstream_262k_context_proof": {
"model": "Ornith-1.5-35B-A3B-Q4_K_M-Upstream-262K",
"requested_content_tokens": 260000,
"server_prompt_tokens": 260013,
"completion_tokens": 16,
"latency_s": 2732.46,
"answer": "ORNITH-256K-NEEDLE-7F3A",
"sentinel_found": true,
"context_256k_proven": true
},
"conclusion": "No tested candidate dominated the existing 262k runtime across the intended API and agent workloads. The original service remains deployed; candidate artifacts are retained for repeatable future evaluation."
}