Text Generation
Transformers
Safetensors
qwen2
coder
code
agent
conversational
text-generation-inference
Instructions to use AdminReal/NexusCoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AdminReal/NexusCoder with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="AdminReal/NexusCoder") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("AdminReal/NexusCoder") model = AutoModelForCausalLM.from_pretrained("AdminReal/NexusCoder", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use AdminReal/NexusCoder with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "AdminReal/NexusCoder" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "AdminReal/NexusCoder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/AdminReal/NexusCoder
- SGLang
How to use AdminReal/NexusCoder with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "AdminReal/NexusCoder" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "AdminReal/NexusCoder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "AdminReal/NexusCoder" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "AdminReal/NexusCoder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use AdminReal/NexusCoder with Docker Model Runner:
docker model run hf.co/AdminReal/NexusCoder
| # Tools Documentation | |
| Nexus Coder v0.2 có 18+ tools để tương tác với môi trường. | |
| ## Safety Levels | |
| | Level | Icon | Description | | |
| |-------|------|-------------| | |
| | SAFE | ✓ | Read-only, no side effects | | |
| | MODERATE | ⚠ | Writes to local files | | |
| | DANGEROUS | ⚡ | Executes commands, network ops | | |
| | DESTRUCTIVE | 💀 | Can delete data, requires confirmation | | |
| ## Tools by Category | |
| ### FILE Operations | |
| - `file_read` (✓) - Đọc file text | |
| - `file_write` (⚠) - Ghi file (overwrite/append) | |
| - `file_list` (✓) - Liệt kê files với glob | |
| - `file_delete` (💀) - Xóa file/thư mục | |
| ### EXEC | |
| - `shell_exec` (⚡) - Execute bash commands | |
| - `python_exec` (⚡) - Execute Python code (sandboxed) | |
| - `git_ops` (⚡) - Git commands | |
| ### WEB | |
| - `http_request` (⚠) - HTTP GET/POST/PUT/DELETE | |
| - `web_fetch` (✓) - Fetch webpage, extract text | |
| - `web_search` (✓) - Search web | |
| ### CODE | |
| - `code_search` (✓) - Regex search trong code | |
| - `code_lint` (✓) - Lint code (ruff, flake8, pylint) | |
| - `code_format` (⚠) - Format code (black, autopep8, isort) | |
| - `regex_search` (✓) - Regex search trong files | |
| ### MATH | |
| - `calculator` (✓) - Safe math expression eval | |
| ### PARSER | |
| - `json_parse` (✓) - Parse JSON với query support | |
| - `yaml_parse` (✓) - Parse YAML | |
| - `csv_parse` (✓) - Parse CSV | |
| ### SYSTEM | |
| - `datetime` (✓) - DateTime operations + timezone | |
| ### NETWORK | |
| - `dns_lookup` (✓) - DNS lookup (A, AAAA, MX, NS, CNAME, TXT) | |
| - `ping` (✓) - Ping host | |
| ### CRYPTO | |
| - `hash` (✓) - Compute hash (md5, sha1, sha256, sha512, blake2) | |
| - `encrypt` (⚡) - AES-256-GCM encrypt/decrypt | |
| ### FILE (Archive) | |
| - `archive` (⚠) - ZIP/TAR create/extract/list | |
| ## Usage | |
| ```python | |
| from nexus.tools import get_global_registry, ToolContext | |
| registry = get_global_registry() | |
| # List all tools | |
| print(registry.list_tools()) | |
| # Execute tool | |
| from nexus.tools.base import ToolContext | |
| ctx = ToolContext(working_dir="/tmp") | |
| result = registry.execute("file_read", {"path": "/etc/hostname"}, ctx) | |
| print(result.output) | |
| # Check safety | |
| tool = registry.get("file_delete") | |
| print(f"Safety: {tool.safety.value}") | |
| ``` | |
| ## Audit Log | |
| All tool calls are logged to `./logs/tool_audit.jsonl`: | |
| ```json | |
| { | |
| "timestamp": 1234567890.123, | |
| "tool": "file_write", | |
| "safety": "moderate", | |
| "args": {"path": "/tmp/test.txt", "content": "hello"}, | |
| "working_dir": ".", | |
| "user_id": null, | |
| "success": true, | |
| "return_code": 0, | |
| "duration": 0.001 | |
| } | |
| ``` | |
| ## Safety Features | |
| 1. **Confirmation required** for DANGEROUS and DESTRUCTIVE tools | |
| 2. **Dry-run mode** to preview actions without executing | |
| 3. **Pre-hooks** for rate limiting, auth checks | |
| 4. **Post-hooks** for metrics, notifications | |
| 5. **Audit log** for compliance | |
| 6. **Blocked commands** for known dangerous patterns | |
| ## Custom Tools | |
| ```python | |
| from nexus.tools.base import Tool, ToolResult, ToolContext, ToolCategory, ToolSafety | |
| class MyTool(Tool): | |
| category = ToolCategory.FILE | |
| safety = ToolSafety.SAFE | |
| @property | |
| def name(self) -> str: | |
| return "my_tool" | |
| @property | |
| def description(self) -> str: | |
| return "My custom tool" | |
| @property | |
| def parameters(self) -> dict: | |
| return { | |
| "type": "object", | |
| "properties": {"input": {"type": "string"}}, | |
| "required": ["input"], | |
| } | |
| def execute(self, args, context): | |
| return ToolResult( | |
| success=True, | |
| output=f"Processed: {args['input']}", | |
| ) | |
| # Register | |
| from nexus.tools import get_global_registry | |
| get_global_registry().register(MyTool()) | |
| ``` | |
| ## Tool Calling via Natural Language | |
| Agent có thể detect tool calls từ natural language: | |
| - "read file /etc/hostname" → `file_read` | |
| - "run ls -la" → `shell_exec` | |
| - "search for TODO in src/" → `regex_search` | |
| - "fetch https://example.com" → `web_fetch` | |
| - "git status" → `git_ops` | |
| Hoặc JSON format: | |
| ```json | |
| {"tool": "file_read", "args": {"path": "/etc/hostname"}} | |
| ``` | |
| Or @-mention: | |
| ``` | |
| @file_read path=/etc/hostname | |
| ``` | |