From 3170c7688177de04028f571a18bd0998862fde83 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 27 Aug 2026 06:18:16 +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: bytesbrains/hunter-crypto-7b Source: Original Platform --- .gitattributes | 36 ++++ LICENSE | 19 ++ README.md | 83 ++++++++ chat_template.jinja | 54 +++++ config.json | 27 +++ model-00001-of-00003.safetensors | 3 + model-00002-of-00003.safetensors | 3 + model-00003-of-00003.safetensors | 3 + model.safetensors.index.json | 347 +++++++++++++++++++++++++++++++ tokenizer.json | 3 + tokenizer_config.json | 31 +++ 11 files changed, 609 insertions(+) create mode 100644 .gitattributes create mode 100644 LICENSE create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 model-00001-of-00003.safetensors create mode 100644 model-00002-of-00003.safetensors create mode 100644 model-00003-of-00003.safetensors create mode 100644 model.safetensors.index.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..c9bc59d --- /dev/null +++ b/LICENSE @@ -0,0 +1,19 @@ +hunter-crypto — License + +Copyright © 2026 BytesBrains Pte. Ltd. (Naderu) + +This model is released under the Apache License, Version 2.0. + +It is a derivative (LoRA fine-tune, merged) of Qwen/Qwen2.5-Coder-7B-Instruct, +which is licensed under Apache-2.0. The upstream license and terms carry through to +this derivative. A copy of the Apache-2.0 license is available at: + + https://www.apache.org/licenses/LICENSE-2.0 + +The Naderu-authored training data and fine-tuning code in this repository are likewise +provided under Apache-2.0. + +Use restriction (intended-use notice): hunter-crypto is provided for authorized +penetration testing, defensive security, and CTF/education only. It must not be used to +attack systems without explicit permission. This notice states intended use; it does not +modify the Apache-2.0 grant above. diff --git a/README.md b/README.md new file mode 100644 index 0000000..1e66dc7 --- /dev/null +++ b/README.md @@ -0,0 +1,83 @@ +--- +license: apache-2.0 +license_link: https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct/blob/main/LICENSE +base_model: Qwen/Qwen2.5-Coder-7B-Instruct +language: +- en +library_name: mlx +pipeline_tag: text-generation +tags: + - cryptography + - security + - ctf + - offensive-security + - mlx + - qlora + - qwen-coder +--- + +# hunter-crypto-7b + +**A local cryptography-attack specialist for authorized security work, by [Naderu](https://naderu.com) — a BytesBrains Pte. Ltd. venture.** + +`hunter-crypto` is a compact, specialised model for the **cryptography corner** of penetration +testing and CTF work: given a challenge — a cipher, a weak-parameter RSA key, an oracle — it +identifies the weakness and produces a **runnable attack script** (PyCryptodome / SageMath) that +recovers the plaintext or flag. It runs **fully offline on Apple Silicon**, so engagement data never +leaves the box. It is the first model of the **Hunter** family. + +- **Fine-tuned from:** [`Qwen/Qwen2.5-Coder-7B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct) (Apache-2.0) +- **Method:** QLoRA (r=8, scale=20) on a 4-bit MLX quant, assistant-tokens-only, 1000 iters, MLX on Apple Silicon +- **This artifact:** merged **bf16** weights (adapter fused into the base, de-quantized) +- **Full provenance, recipe, and eval harness:** [github.com/nandal/naderu](https://github.com/nandal/naderu) — `models/hunter-crypto/` + +## Intended use + +A **local specialist** behind an **authorized** pentest / CTF workflow, handling the cryptography +corner offline: recovering plaintext/flags from **cryptographically weak or misconfigured** +constructions during authorized testing, CTF competition, and security education. + +> **Authorized use only.** This model is for authorized penetration testing, defensive security, and +> CTF/education. It is **not** for attacking systems you do not have explicit permission to test. It +> targets weak/misconfigured crypto for assessment; it is not a tool for defeating properly-deployed +> modern cryptography, and does not claim to. + +**Out of scope:** general chat, factual Q&A, non-crypto exploitation, and any use requiring +guaranteed correctness. Its output is a *candidate* attack to be run and verified, not an authority. + +## The task contract + +Given a challenge (description + material: ciphertext, public parameters, an oracle interface, +source), the model returns (1) a short identification of the weakness, and (2) a single runnable +script that, when executed against the provided material, prints the recovered plaintext/flag. + +## Evaluation + +Graded by end-to-end execution — the model's script must run and print the known secret (no partial +credit) — over a frozen held-out set verified disjoint from training. Base = the 4-bit Qwen2.5-Coder +base with no adapter; trained = this model. + +| Tier | Metric | Gate | Base | **Trained** | +|------|--------|------|------|-------------| +| In-distribution (48, six trained categories) | solve_rate | ≥0.95 → **PASS** | 0.333 | **1.000** | +| In-distribution (48) | valid_script_rate | ≥0.95 → **PASS** | 0.333 | **1.000** | +| Independent-method (36, different generator) | solve_rate | reported | 0.250 | **0.972** | +| OOD-hard (24, untrained RSA attacks) | solve_rate | non-gating | 0.000 | 0.125 | + +Trained categories (all maxed on the in-distribution tier): `xor1`, `xorK`, `caesar`, `affine`, +`base_chain`, `rsa_low_e`. The independent-method result (0.972 on a set built by a *different* +generator with varied encodings/labels/parameters) is the signal that the model learned the attacks, +not just the training generator's surface templates. Full breakdown: +[`models/hunter-crypto/benchmarks.md`](https://github.com/nandal/naderu/blob/main/models/hunter-crypto/benchmarks.md). + +## Limitations, risks & safety + +- **Small, narrow model.** It proposes attacks for *weak* crypto; it is not a cryptanalysis engine + and will be wrong on hard or out-of-distribution problems (see OOD tier). Always run and verify. +- **No guarantee of correctness or safety of generated code — run generated scripts in a sandbox.** +- **Dual-use.** Crypto-attack capability is inherently dual-use; scope is authorized assessment of + weak/misconfigured crypto, shipped as one corner of a human-consent-gated workflow. + +## License + +Apache-2.0, inheriting `Qwen/Qwen2.5-Coder-7B-Instruct`'s upstream terms. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..9779b9d --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{{\"name\": , \"arguments\": }}\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..8ae36b4 --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": 151643, + "hidden_act": "silu", + "hidden_size": 3584, + "initializer_range": 0.02, + "intermediate_size": 18944, + "max_position_embeddings": 32768, + "max_window_layers": 28, + "model_type": "qwen2", + "num_attention_heads": 28, + "num_hidden_layers": 28, + "num_key_value_heads": 4, + "rms_norm_eps": 1e-06, + "rope_theta": 1000000.0, + "sliding_window": 131072, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.44.0", + "use_cache": true, + 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