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gemma-4-E2B-it-GMCE

emperorofrome

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gemma-4-E4B-it-GMCE

emperorofrome

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**gmcoder** is a 9B merged coding model developed with support from **Galactic Mandate Linux**. It is intended for code generation, debugging, explanations, and algorithmic problem solving. The reported HumanEval+ Mini result is competitive with the compared 9B coding models. On a separate internal knowledge and reasoning benchmark suite, gmcoder scored 30% higher than Qwen3.5-9B and Ornith-1.5-9B. Each model received one greedy completion per task at temperature 0. The run used EvalPlus 0.4.0.dev2 and all 164 HumanEval tasks. The gmcoder and internal comparator entries are Q8_0. The numbers are pass@1; HumanEval+ requires passing both the original and augmented tests. This is a 164-task, single-sample comparison. Oxcoder's HumanEval/132 response was manually skipped after it stopped progressing; a blank answer was scored as a failure, but the cause of that non-completion was not recorded. The internal comparator returned two empty answers; both counted as failures. These results measure short coding problems, not repository-level or agent performance.

Text generation

Input Text→ Output Text

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GMLINUX-9B

emperorofrome

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Visual QA

Input Text · Image→ Output Text

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K2-Horizon-3.7B-GMCE

emperorofrome

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K2-Horizon-7B-GMCE

emperorofrome

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Nanbeige4.2-3B-GMCE

emperorofrome

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OxCoder-9B-GMCE

emperorofrome

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Qwen3.5-4B-GMCE

emperorofrome

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COST EXPLORER

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Cost analysis

Adjust monthly token usage to compare estimated API costs.

Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
Compares base text-token rates within the same channel

Uses collected, comparable USD-per-million-token rates. Snapshots exclude cache discounts, tiers, extra reasoning output and taxes. Check current source prices.

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Selection guide & FAQ

How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

Do open weights mean free commercial use?+

Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

Is the top-ranked model the best for me?+

Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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Explore AI models 9

gemma-4-E2B-it-GMCE

gemma-4-E4B-it-GMCE

Gmcoder

GMLINUX-9B

K2-Horizon-3.7B-GMCE

K2-Horizon-7B-GMCE

Nanbeige4.2-3B-GMCE

OxCoder-9B-GMCE

Qwen3.5-4B-GMCE

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