Ornith 1.0 35B
s-batman/ornith-1.0-35b-nvfp4
s-batman/Ornith-1.0-35B-NVFP4-MTP-GGUF on HuggingFace ↗
Throughput
Decode tok/s after a fixed context fill (PBM) — same agent-style workload as bench v2.
Published evals
Vendor-card figures for deepreinforce-ai/ornith-1.0-35b — not this pack. Not measured on this Spark.
- SWE-bench Verified
- 75.6% Ornith 1.0 model card ↗ 2026-06-25 OpenHands harness (vendor). Same figure as @ornith_ launch post.
- Terminal-Bench 2.1
- 64.2% Ornith 1.0 launch ↗ 2026-06-25 Terminal-Bench 2.1 Terminus-2 (vendor).
Recipe
- Profile
- s-batman-ornith-1-0-35b-nvfp4-mtp-llama-2
- Engine
- llama.cpp
- Context
- 586k · q8_0 KV
- Served as
- ornith-1.0-35b-nvfp4-mtp
Run on your Spark
single node
shell
spark inference up s-batman-ornith-1-0-35b-nvfp4-mtp-llama-2
Why we run it
Community MTP GGUF variant — bench v2 golden workflow 2026-07-08.
Bench notes
PBM 4k @ 46.5 tok/s — perfbench-metrics — profile=s-batman-ornith-1-0-35b-nvfp4-mtp-llama-2
Measurement history
Context ladder
Older bench-v2 / golden cells at each benched context window.
| Context | KV | Throughput |
|---|---|---|
| @ 192k peak golden | — | 8.7t/s |
| @ 256k | q8_0 | 6.9t/s |
Benchmark runs
Recorded inference benchmark sessions for this model's profile (single run).
| Date | Profile | Method | Avg | Session t/s | Range | Fill | Tool |
|---|---|---|---|---|---|---|---|
| 2026-07-08latest | s-batman-ornith-1-0-35b-nvfp4-mtp-llama-2 | bench-agent-v2v2.0 | 8.7t/s | — | — | ~132,711 | ok |
| golden 196k/q8_0 @ 8.7 tok/s — fill~133k — bench-agent-v2 — tool_ok=True | |||||||