Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* 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
+adapters/tokenizer.json filter=lfs diff=lfs merge=lfs -text

adapters/README.md

@@ -0,0 +1,71 @@
+---
+language:
+  - en
+  - es
+license: apache-2.0
+base_model: unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit
+tags:
+  - bug-bounty
+  - security
+  - pentesting
+  - exploit-generation
+  - waf-bypass
+  - cybersecurity
+  - hacking
+model-index:
+  - name: BugTraceAI-CORE-v1
+    results: []
+---
+
+# 🛡️ BugTraceAI-CORE v1.0
+
+BugTraceAI-CORE is a specialized Large Language Model (LLM) fine-tuned for high-performance, private, and local cybersecurity operations. Developed specifically for bug hunters, pentesters, and security researchers, it bridges the gap between general-purpose coding assistants and offensive security experts.
+
+## 🚀 Key Features
+
+- **Offensive Security Expertise:** Fine-tuned on real-world exploit chains, WAF bypasses, and security methodologies.
+- **Local-First Architecture:** Designed to run on consumer-grade GPUs (RTX 3060+) with a high-availability fallback for dual-Xeon CPU environments.
+- **2025/2026 Ready:** Trained on recent vulnerability write-ups and disclosed reports to ensure relevance against modern 2025/2026 defense systems.
+- **Zero-Downtime MLOps:** Integrated with a secondary CPU fallback using `llama.cpp` for 24/7 availability during re-training cycles.
+
+## 🧠 Training & Methodology
+
+The model was built using the **Unsloth** library for optimized QLoRA training on a single RTX 3060 (12GB VRAM).
+
+### Datasets (The Hacker's Brain)
+
+- **WAF Evasion & Injection:** Trained on `darkknight25/WAF_DETECTION_DATASET` for generating payloads that bypass modern Web Application Firewalls.
+- **Security Methodology:** Trained on `AYI-NEDJIMI/bug-bounty-pentest-en` to master the logical structure of pentesting logs and methodology.
+- **Real-World Experience:** Augmented with **HackerOne Disclosed Reports** (scraped from Hacktivity) and curated **GitHub Writeups (2025-2026)** to learn successful exploit chains.
+- **Architectural Foundation:** Follows the implementation principles of _Sebastian Raschka's "LLMs from scratch"_.
+
+### Technical Specs
+
+- **Base Model:** Qwen2.5-Coder-7B-Instruct
+- **Fine-Tuning:** QLoRA (Rank 64, Alpha 64)
+- **Context Window:** 4096 Tokens
+- **Precision:** bfloat16 (Optimized for NVIDIA Ampere architecture)
+
+## 🛠️ Usage (BugTraceAI-CLI Integration)
+
+BugTraceAI-CORE is designed to work as a plug-and-play replacement for external APIs.
+
+```bash
+# Example environment configuration
+export OPENROUTER_BASE_URL="http://your-local-core:8000/v1"
+export OPENROUTER_API_KEY="sk-bugtrace-local-core"
+```
+
+### System Architecture
+
+- **Port 8000: Gateway (FastAPI)** - Intelligent router that directs traffic.
+- **Port 8001: GPU Node (vLLM)** - High-speed primary inference.
+- **Port 8002: CPU Node (Llama.cpp)** - Reliable fallback for the Dual Xeon.
+
+## ⚠️ Disclaimer
+
+BugTraceAI-CORE is intended for **legal ethical hacking and educational purposes only**. The creators are not responsible for any misuse of this tool. Always ensure you have explicit permission before testing any system.
+
+---
+
+_Created as part of the BugTraceAI Ecosystem. Building a more secure web, one report at a time._

adapters/adapter_config.json

@@ -0,0 +1,50 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "MistralForCausalLM",
+    "parent_library": "transformers.models.mistral.modeling_mistral",
+    "unsloth_fixed": true
+  },
+  "base_model_name_or_path": "unsloth/Mistral-Nemo-Instruct-2407-bnb-4bit",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "q_proj",
+    "o_proj",
+    "down_proj",
+    "up_proj",
+    "v_proj",
+    "gate_proj",
+    "k_proj"
+  ],
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

adapters/adapter_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15c6eb93bd4415d5f977b54390ef2116bc1aab47da118e11f7f10c421efc2e18
+size 228140600

adapters/chat_template.jinja

@@ -0,0 +1,87 @@
+{%- if messages[0]["role"] == "system" %}
+    {%- set system_message = messages[0]["content"] %}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set loop_messages = messages %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+{%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %}
+
+{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}
+{%- set ns = namespace() %}
+{%- set ns.index = 0 %}
+{%- for message in loop_messages %}
+    {%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
+        {%- if (message["role"] == "user") != (ns.index % 2 == 0) %}
+            {{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }}
+        {%- endif %}
+        {%- set ns.index = ns.index + 1 %}
+    {%- endif %}
+{%- endfor %}
+
+{{- bos_token }}
+{%- for message in loop_messages %}
+    {%- if message["role"] == "user" %}
+        {%- if tools is not none and (message == user_messages[-1]) %}
+            {{- "[AVAILABLE_TOOLS][" }}
+            {%- for tool in tools %}
+                {%- set tool = tool.function %}
+                {{- '{"type": "function", "function": {' }}
+                {%- for key, val in tool.items() if key != "return" %}
+                    {%- if val is string %}
+                        {{- '"' + key + '": "' + val + '"' }}
+                    {%- else %}
+                        {{- '"' + key + '": ' + val|tojson }}
+                    {%- endif %}
+                    {%- if not loop.last %}
+                        {{- ", " }}
+                    {%- endif %}
+                {%- endfor %}
+                {{- "}}" }}
+                {%- if not loop.last %}
+                    {{- ", " }}
+                {%- else %}
+                    {{- "]" }}
+                {%- endif %}
+            {%- endfor %}
+            {{- "[/AVAILABLE_TOOLS]" }}
+            {%- endif %}
+        {%- if loop.last and system_message is defined %}
+            {{- "[INST]" + system_message + "\n\n" + message["content"] + "[/INST]" }}
+        {%- else %}
+            {{- "[INST]" + message["content"] + "[/INST]" }}
+        {%- endif %}
+    {%- elif (message.tool_calls is defined and message.tool_calls is not none) %}
+        {{- "[TOOL_CALLS][" }}
+        {%- for tool_call in message.tool_calls %}
+            {%- set out = tool_call.function|tojson %}
+            {{- out[:-1] }}
+            {%- if not tool_call.id is defined or tool_call.id|length != 9 %}
+                {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+            {%- endif %}
+            {{- ', "id": "' + tool_call.id + '"}' }}
+            {%- if not loop.last %}
+                {{- ", " }}
+            {%- else %}
+                {{- "]" + eos_token }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif message["role"] == "assistant" %}
+        {{- message["content"] + eos_token}}
+    {%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
+        {%- if message.content is defined and message.content.content is defined %}
+            {%- set content = message.content.content %}
+        {%- else %}
+            {%- set content = message.content %}
+        {%- endif %}
+        {{- '[TOOL_RESULTS]{"content": ' + content|string + ", " }}
+        {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}
+            {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
+        {%- endif %}
+        {{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }}
+    {%- else %}
+        {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
+    {%- endif %}
+{%- endfor %}

adapters/special_tokens_map.json

@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

adapters/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0240ce510f08e6c2041724e9043e33be9d251d1e4a4d94eb68cd47b954b61d2
+size 17078292