From c98f486388ea4f853953debcd450d40151acd48d Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 22 Jun 2026 17:18:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: deadbydawn101/RavenX-Sec-8B-GGUF Source: Original Platform --- .gitattributes | 51 ++++++++++ README.md | 154 +++++++++++++++++++++++++++++++ ravenx-sec-v2.0-Q4_K_M.gguf | 3 + ravenx-sec-v2.0-Q5_K_M.gguf | 3 + ravenx-sec-v2.0-Q8_0.gguf | 3 + ravenx-sec-v2.0-f16.gguf | 3 + ravenx-sec-v3.0-128k-Q4_K_M.gguf | 3 + ravenx-sec-v3.0-128k-Q5_K_M.gguf | 3 + ravenx-sec-v3.0-128k-Q8_0.gguf | 3 + ravenx-sec-v3.0-128k-f16.gguf | 3 + ravenx-sec-v3.0-Q4_K_M.gguf | 3 + ravenx-sec-v3.0-Q5_K_M.gguf | 3 + ravenx-sec-v3.0-Q8_0.gguf | 3 + ravenx-sec-v3.0-f16.gguf | 3 + ravenx-sec-v4.0-128k-Q4_K_M.gguf | 3 + ravenx-sec-v4.0-128k-Q5_K_M.gguf | 3 + ravenx-sec-v4.0-128k-Q8_0.gguf | 3 + ravenx-sec-v4.0-128k-f16.gguf | 3 + 18 files changed, 253 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 ravenx-sec-v2.0-Q4_K_M.gguf create mode 100644 ravenx-sec-v2.0-Q5_K_M.gguf create mode 100644 ravenx-sec-v2.0-Q8_0.gguf create mode 100644 ravenx-sec-v2.0-f16.gguf create mode 100644 ravenx-sec-v3.0-128k-Q4_K_M.gguf create mode 100644 ravenx-sec-v3.0-128k-Q5_K_M.gguf create mode 100644 ravenx-sec-v3.0-128k-Q8_0.gguf create mode 100644 ravenx-sec-v3.0-128k-f16.gguf create mode 100644 ravenx-sec-v3.0-Q4_K_M.gguf create mode 100644 ravenx-sec-v3.0-Q5_K_M.gguf create mode 100644 ravenx-sec-v3.0-Q8_0.gguf create mode 100644 ravenx-sec-v3.0-f16.gguf create mode 100644 ravenx-sec-v4.0-128k-Q4_K_M.gguf create mode 100644 ravenx-sec-v4.0-128k-Q5_K_M.gguf create mode 100644 ravenx-sec-v4.0-128k-Q8_0.gguf create mode 100644 ravenx-sec-v4.0-128k-f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f58b796 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,51 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v2.0-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v2.0-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v2.0-f16.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v2.0-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-f16.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-128k-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-128k-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-128k-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v3.0-128k-f16.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v4.0-128k-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v4.0-128k-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v4.0-128k-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ravenx-sec-v4.0-128k-f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d252118 --- /dev/null +++ b/README.md @@ -0,0 +1,154 @@ +--- +license: apache-2.0 +base_model: georgehenney/Qwen3-8B-heretic +tags: + - security + - cybersecurity + - pentest + - CVSS + - OWASP + - red-team + - bug-bounty + - 128k-context + - gguf + - qwen3 + - ravenx + - rath-protocol + - tool-calling +language: + - en +pipeline_tag: text-generation +--- + +# RavenX-Sec Qwen3-8B v4.0 — Autonomous Security Intelligence Model 128K (GGUF) + +> **GGUF** · Ollama / llama.cpp / LM Studio · 128K context · 6-step RATH protocol · 610K training examples · 21 datasets + +This is the GGUF version of [`RavenX-Sec-8B-Security-RATH-128k-mlx-4bit`](https://huggingface.co/deadbydawn101/RavenX-Sec-8B-Security-RATH-128k-mlx-4bit) — the model **self-evolved** from 4 to 6 RATH steps during training. + +> 🍎 **Looking for the MLX version?** → [RavenX-Sec-8B-Security-RATH-128k-mlx-4bit](https://huggingface.co/deadbydawn101/RavenX-Sec-8B-Security-RATH-128k-mlx-4bit) + +**Built by [@DeadByDawn101](https://github.com/DeadByDawn101) (RavenX LLC)** + +## Quick Start + +```bash +ollama run hf.co/deadbydawn101/RavenX-Sec-8B-GGUF:ravenx-sec-v4.0-128k-Q8_0 +``` + +## Available Quantizations + +### v4.0-128k (Latest — Recommended) + +| Filename | Quant | Size | +|----------|-------|------| +| `ravenx-sec-v4.0-128k-Q4_K_M.gguf` | Q4_K_M | 4.7 GB | +| `ravenx-sec-v4.0-128k-Q5_K_M.gguf` | Q5_K_M | 5.4 GB | +| `ravenx-sec-v4.0-128k-Q8_0.gguf` | Q8_0 | 8.1 GB | +| `ravenx-sec-v4.0-128k-f16.gguf` | F16 | 15.3 GB | + +### Previous Versions + +v3.0-128k, v3.0, v2.0 also available in this repo. + +## Related Models + +| Model | Format | Link | +|-------|--------|------| +| RavenX-Sec v4.0 MLX 4-bit | MLX Safetensors | [MLX version](https://huggingface.co/deadbydawn101/RavenX-Sec-8B-Security-RATH-128k-mlx-4bit) | +| **RavenX-Sec v4.0 GGUF** | GGUF | This repo | + +## What This Is + +A fine-tuned Qwen3-8B specialized for the complete vulnerability lifecycle: **find → classify → fix → verify → report → prevent**. Trained on 610,220 examples from 21 security-specific datasets with 8192 sequence length (zero truncation). Extended to 128K context via YaRN rope scaling. + +The model **self-evolved** from a 4-step to a **6-step RATH protocol** during training: + +| Step | What It Does | +|------|-------------| +| **R — Risk / Identify** | Finding context, affected systems, exposure | +| **A — Assessment** | CVSS score + vector, CWE, scope, ground truth | +| **T — Threat** | Attacker objectives, attack vectors, likelihood | +| **H — Highlight / Remediate** | Immediate action, recommended fix, workaround, verification | +| **D — Document** | Severity, weakness classification, steps, SLA | +| **P — Prevent** | Process improvements, controls, training, monitoring | + +## Example Output (v4.0 — 6-Step RATH) + +``` +RATH STEP 1: IDENTIFY +- Finding: OpenSSH 7.4 running on port 22 of production server +- Context: Older version with known vulnerabilities + +RATH STEP 2: ASSESS +- CVSS Score: 6.3 for multiple vulnerabilities +- Impact: Remote code execution, information disclosure +- Scope: Entire server and SSH-dependent services + +RATH STEP 3: THREAT +- Attacker Objective: Exploit known CVEs in OpenSSH 7.4 +- Attack Vectors: Remote code execution via SSH +- Likelihood: High — well-documented and widely exploited + +RATH STEP 4: REMEDIATE +- Immediate: Apply latest security patches +- Recommended: Upgrade to OpenSSH 8.x or higher +- Workaround: Apply all available security updates +- Verification: Check version post-remediation + +RATH STEP 5: DOCUMENT +- Severity: Critical +- Weakness: Outdated software +- SLA: Follow org patching SLA for critical vulns + +RATH STEP 6: PREVENT +- Process: Implement automated patch management +- Controls: Deploy CVE scanning, maintain system inventory +- Training: Educate team on software update importance +- Monitoring: Enable continuous vulnerability scanning + +✅ RATH VERDICT: REMEDIATE IMMEDIATELY +``` + +## Model Details + +| Parameter | Value | +|-----------|-------| +| **Architecture** | Qwen3-8B | +| **Base** | georgehenney/Qwen3-8B-heretic (abliterated) | +| **Context Window** | 128K (YaRN rope scaling, factor 4.0) | +| **Training Data** | 610,220 examples | +| **Security Content** | 53% (323K examples) | +| **Agent/Tool Content** | 37% (228K examples) | +| **Datasets** | 21 sources | +| **Max Seq Length** | 8192 (zero truncation) | +| **Tokens Trained** | 3,644,923 | +| **Method** | MLX LoRA (rank 32, 8 layers, 1e-5 LR, 2000 iters) | +| **Hardware** | Apple M4 Max 128GB | +| **Peak Memory** | 69.5 GB | + +## Training Datasets (21) + +**Security (11):** Trendyol/Cybersecurity-Instruction-Tuning (50K) · SkywardNomad92/pentest-findings-v2 (50K) · WNT3D/Ultimate-Offensive-Red-Team (25.6K) · auren-research/cve-sft-v5 (10K) · theelderemo/pentesting-explanations (5.9K) · Rootkit7/pentest-redteam-steering (2K) · acnimatic3722/kali-linux-pentesting-data (343) · AYI-NEDJIMI/bug-bounty-pentest-en · CJJones/Synthetic_PenTest_Reports · Whoisjutanlee/4-Security-Tools-Pentesting · cpagac/venomx-pentesting-harmful + +**Agent/Tool/Coding (5):** burtenshaw/agent-tools · Nanbeige/ToolMind · togethercomputer/CoderForge-Preview · automatelab/mcp-servers-tool-catalog · Jackrong/Claude-opus-4.7-TraceInversion-5000x + +**Agentic:** WithinUsAI/AgentAngel_100k (50K capped) · WithinUsAI/claude_mythos_distilled_25k (16K security) + +**Extracted:** hackingBuddyGPT · PentestGPT · Shannon · Ghidra · OpenMythos + Synthetic RATH chains + +## Frameworks Supported + +CVSS 3.1 · NIST CSF 2.0 · OWASP Top 10 · CWE · MITRE ATT&CK · PCI DSS · HIPAA · SOX + +## Source Code & Training Pipeline + +**[github.com/DeadByDawn101/RavenX-Sec](https://github.com/DeadByDawn101/RavenX-Sec)** + +## License + +Apache-2.0 + +--- + +*"We don't give up. 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