Spark X2.6 4B

Spark X2.6 4B

XHToken/Spark-X2.6-4B-GGUF

starter@v1Localllama.cppBF16605K context2026-10-21 06:44 UTC
Compare
Overall score
15

17 of 153 test cases fully passed

Throughput
135.8tok/s
Mean per test case, 136 tok/s over the run
Output per test
8.2Ktokens
Answer plus reasoning
Reasoning per test
6.9Ktokens
84% of the output
Memory at 32K
9.4 GB
Estimated from the model's config
Total tokens
2.3M
1M in, 1.3M out
Run time
2h 39m
1m 3s per caseRequest time, summed
Cost
$1.61
$0.011 per caseEstimated from GPU time

Every test case

153 test cases in 8 tasks

One square per test case. Select a square to read the answer.

PassedPartial creditFailed
14Agents2 of 21 passed
10Structured Extraction2 of 21 passed
4Coding0 of 21 passed
10Grounded Answers2 of 21 passed
37Instruction Following5 of 21 passed
10Business Logic2 of 21 passed
31Security & permissions4 of 21 passed
0Diagnosis & investigation0 of 6 passed

Speed and output per test case

One bar per test case. Hover to inspect a case, select it to read the answer.

ThroughputPeak 139 tok/s
Output tokensReasoningAnswer

Test by test

Every answer with its reasoning and the checks it had to pass.

Reproduce this run

The prompts stay private so models can't train on them. The hashes pin the exact suite and config this run used.

Serve the modelllama.cpp
llama-server -hf XHToken/Spark-X2.6-4B-GGUF:BF16 --port 9931 -c 619520 -ngl -1 --temp 1.0 --top-p 0.95 --top-k 0 --reasoning on

Pulls the GGUF from Hugging Face and serves an OpenAI-compatible endpoint on port 9931.

Record id
5f1034c7-c0ac-4e98-913e-…
Suite hash, starter@v1
b2dd90d6df5fcacbb6dab8f4…
Config hash
1847f8e17a15a29c53b7e105…

Configuration

Where the suite ran, and the token budget each task got.

Deployment
Local
Engine
llama.cpp
Quantization
BF16
Server flags
-ngl -1 --temp 1.0 --top-p 0.95 --top-k 0 --reasoning on
Context window
605K
GPU
RTX 5090, 32 GB
CPU
AMD EPYC 9354 32-Core Processor, 18 cores
Memory
252 GB
System
Linux, amd64
Temperature
Not set
Bench version
v1.0.0
Ran at
2026-10-21 06:44 UTC
Token budget per task
TaskReasoningMax output per call
Agents4.1K12.3K
Structured Extraction4.1K12.3K
Coding4.1K12.3K
Grounded Answers4.1K12.3K
Instruction Following4.1K12.3K
Business Logic4.1K12.3K
Security & permissions4.1K12.3K
Diagnosis & investigation4.1K12.3K