モデル情報

OxCoder-9B-GGUF

prithivMLmods · OxCoder-9B-GGUF

> OxCoder-9B is developed by OrionLLM, a lightweight 9-billion-parameter coding model built on Qwen3.5-9B for long-horizon agentic coding, terminal automation, and agentic reasoning, distilled from frontier agentic trajectories generated by Fable-5.1 and GLM-5.3 across Claude Code, OpenCode, and Codex environments. It ships with a full 262,144-token native context window for handling complex multi-file codebases, learns error-recovery behaviors like read-before-write patterns and LSP-diagnostic-driven minimal edit diffs rather than full rewrites, and exhibits notably strong front-end reasoning for a sub-10B model, with deep understanding of UI logic and component architecture. Despite its compact size, OxCoder-9B punches well above its weight class, outperforming Ornith-1.5-9B, Ornith-1.0-9B, Qwen3.5-9B, and even the larger Gemma-4-31B across nearly every reported benchmark — including 50.8 on Terminal-Bench 2.1 (Claude Code), 73.5 on SWE-bench Verified, 49.1 on SWE-bench Pro, 86.9 on GPQA Diamond, and 67.8 on ClawEval — reflecting particular strength in agentic terminal coding and real-world software engineering tasks relative to its parameter count. The model is released under the Apache 2.0 License. File Name | Quant Type | File Size | File Link | |-----------|------------|-----------|-----------| | OxCoder-9B.BF16.gguf | BF16 | 17.9 GB | Download | | OxCoder-9B.Q3_K_L.gguf | Q3_K_L | 4.93 GB | Download | | OxCoder-9B.Q3_K_M.gguf | Q3_K_M | 4.62 GB | Download | | OxCoder-9B.Q3_K_S.gguf | Q3_K_S | 4.26 GB | Download | | OxCoder-9B.Q4_0.gguf | Q4_0 | 5.31 GB | Download | | OxCoder-9B.Q4_K_M.gguf | Q4_K_M | 5.63 GB | Download | | OxCoder-9B.Q4_K_S.gguf | Q4_K_S | 5.35 GB | Download | | OxCoder-9B.Q5_0.gguf | Q5_0 | 6.31 GB | Download | | OxCoder-9B.Q5_K_M.gguf | Q5_K_M | 6.47 GB | Download | | OxCoder-9B.Q5_K_S.gguf | Q5_K_S | 6.31 GB | Download | | OxCoder-9B.mmproj-bf16.gguf | mmproj-bf16 | 922 MB | Download |

翻訳待ちのため原文を表示しています。

画像質問応答coderlicense:apache-2.0
コンテキスト長非公開
入力 → 出力テキスト、画像 → テキスト
モデルウェイト未確認
情報更新日時2026/11/2 19:15:47
OVERVIEW

モデル紹介

> OxCoder-9B is developed by OrionLLM, a lightweight 9-billion-parameter coding model built on Qwen3.5-9B for long-horizon agentic coding, terminal automation, and agentic reasoning, distilled from frontier agentic trajectories generated by Fable-5.1 and GLM-5.3 across Claude Code, OpenCode, and Codex environments. It ships with a full 262,144-token native context window for handling complex multi-file codebases, learns error-recovery behaviors like read-before-write patterns and LSP-diagnostic-driven minimal edit diffs rather than full rewrites, and exhibits notably strong front-end reasoning for a sub-10B model, with deep understanding of UI logic and component architecture. Despite its compact size, OxCoder-9B punches well above its weight class, outperforming Ornith-1.5-9B, Ornith-1.0-9B, Qwen3.5-9B, and even the larger Gemma-4-31B across nearly every reported benchmark — including 50.8 on Terminal-Bench 2.1 (Claude Code), 73.5 on SWE-bench Verified, 49.1 on SWE-bench Pro, 86.9 on GPQA Diamond, and 67.8 on ClawEval — reflecting particular strength in agentic terminal coding and real-world software engineering tasks relative to its parameter count. The model is released under the Apache 2.0 License. File Name | Quant Type | File Size | File Link | |-----------|------------|-----------|-----------| | OxCoder-9B.BF16.gguf | BF16 | 17.9 GB | Download | | OxCoder-9B.Q3_K_L.gguf | Q3_K_L | 4.93 GB | Download | | OxCoder-9B.Q3_K_M.gguf | Q3_K_M | 4.62 GB | Download | | OxCoder-9B.Q3_K_S.gguf | Q3_K_S | 4.26 GB | Download | | OxCoder-9B.Q4_0.gguf | Q4_0 | 5.31 GB | Download | | OxCoder-9B.Q4_K_M.gguf | Q4_K_M | 5.63 GB | Download | | OxCoder-9B.Q4_K_S.gguf | Q4_K_S | 5.35 GB | Download | | OxCoder-9B.Q5_0.gguf | Q5_0 | 6.31 GB | Download | | OxCoder-9B.Q5_K_M.gguf | Q5_K_M | 6.47 GB | Download | | OxCoder-9B.Q5_K_S.gguf | Q5_K_S | 6.31 GB | Download | | OxCoder-9B.mmproj-bf16.gguf | mmproj-bf16 | 922 MB | Download |

主な特徴

特点摘要待依据来源补齐,不凭模型名称推断能力。

制約と注意点

具体的な制約を判断する出典が不足しています。実際の性能、遅延、データ方針、ライセンス、提供期間を確認してください。

PRICING & COST

出典別料金と費用分析

料金はチャネル・地域・設定によって異なります。各チャネルの料金は個別に表示し、提供元の統一公式料金とは見なしません。

出典・チャネル入力出力課金単位収集日時
確認可能な料金がありません。出典を確認してください。

月額の基本トークン費用を試算

—

試算はキャッシュ割引、段階料金、マルチモーダル追加料金、検索、税金、追加推論出力を含みません。

INDEPENDENT BENCHMARKS

公開評価と実行設定

暂无已采集的可核验公开评分。模型未上榜不代表能力较低。

収録済みの全ランキング →

よくある質問

オープンウェイトなら無料で商用利用できますか?

必ずしもそうではありません。バージョン別のライセンス、商用条件、利用方針を確認してください。自前運用には計算資源と保守費用も必要です。

これはリアルタイムの請求料金ですか?

収集日時付きの料金スナップショットです。最新のバージョン、地域、割引、課金方式は各チャネルで確認してください。

出典と追跡記録

许可证:apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。