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
| """ | |
| DNS Query Tool - Truy vấn DNS nâng cao với dnspython. | |
| Author: Hieu Louis (2026) | |
| Lazy import `dnspython`. Nếu không có, fallback sang stdlib `socket` | |
| cho A/AAAA records (chỉ basic resolution). | |
| """ | |
| from __future__ import annotations | |
| import socket | |
| from typing import Any, Dict, List, Optional | |
| from .base import Tool, ToolResult, ToolContext, ToolCategory, ToolSafety | |
| class DNSQueryTool(Tool): | |
| """Truy vấn DNS nâng cao: A, AAAA, MX, NS, TXT, CNAME, SOA, SRV.""" | |
| category = ToolCategory.NETWORK | |
| safety = ToolSafety.SAFE | |
| SUPPORTED_TYPES = ("A", "AAAA", "MX", "NS", "TXT", "CNAME", "SOA", "SRV") | |
| def name(self) -> str: | |
| return "dns_query" | |
| def description(self) -> str: | |
| return ( | |
| "Truy vấn DNS nâng cao (A, AAAA, MX, NS, TXT, CNAME, SOA, SRV) " | |
| "qua dnspython. Hỗ trợ custom nameserver và DNS-over-TLS tuỳ chọn. " | |
| "Fallback sang socket.getaddrinfo cho A/AAAA nếu thiếu deps." | |
| ) | |
| def parameters(self) -> Dict[str, Any]: | |
| return { | |
| "type": "object", | |
| "properties": { | |
| "domain": {"type": "string", "description": "Tên miền cần truy vấn"}, | |
| "record_type": { | |
| "type": "string", | |
| "enum": list(self.SUPPORTED_TYPES), | |
| "default": "A", | |
| "description": "Loại record DNS", | |
| }, | |
| "nameserver": { | |
| "type": "string", | |
| "description": "Custom nameserver (vd 8.8.8.8). Bỏ trống = system default.", | |
| }, | |
| "timeout": {"type": "integer", "default": 10, "description": "Timeout (giây)"}, | |
| }, | |
| "required": ["domain"], | |
| } | |
| def validate_args(self, args: Dict[str, Any]) -> Optional[str]: | |
| if not args.get("domain"): | |
| return "Missing required arg: domain" | |
| rtype = str(args.get("record_type", "A")).upper() | |
| if rtype not in self.SUPPORTED_TYPES: | |
| return f"record_type phải là {self.SUPPORTED_TYPES}, nhận được '{rtype}'" | |
| return None | |
| def execute(self, args: Dict[str, Any], context: ToolContext) -> ToolResult: | |
| domain: str = str(args["domain"]).strip().rstrip(".") | |
| rtype: str = str(args.get("record_type", "A")).upper() | |
| nameserver: Optional[str] = args.get("nameserver") | |
| timeout = int(args.get("timeout") or 10) | |
| # Thử dnspython // try dnspython | |
| try: | |
| import dns.resolver # type: ignore | |
| import dns.exception # type: ignore | |
| except ImportError: | |
| # Fallback A/AAAA via socket // stdlib fallback | |
| if rtype in ("A", "AAAA"): | |
| return self._fallback_socket(domain, rtype, timeout) | |
| return ToolResult( | |
| success=False, | |
| error=( | |
| "dnspython chưa cài. Chỉ hỗ trợ A/AAAA qua socket. " | |
| "Cài: pip install dnspython" | |
| ), | |
| return_code=1, | |
| ) | |
| try: | |
| resolver = dns.resolver.Resolver() | |
| resolver.timeout = timeout | |
| resolver.lifetime = timeout + 5 | |
| if nameserver: | |
| resolver.nameservers = [nameserver] | |
| answer = resolver.resolve(domain, rtype) | |
| records: List[Dict[str, Any]] = [] | |
| for rr in answer: | |
| records.append(self._format_rr(rr, rtype)) | |
| ttl = None | |
| try: | |
| ttl = answer.rrset.ttl if answer.rrset else None # type: ignore[union-attr] | |
| except Exception: | |
| pass | |
| pretty = "\n".join(f" {r['value']}" for r in records) | |
| return ToolResult( | |
| success=True, | |
| output=f"{rtype} records for {domain}:\n{pretty}", | |
| metadata={ | |
| "domain": domain, | |
| "record_type": rtype, | |
| "nameserver": nameserver or "system", | |
| "ttl": ttl, | |
| "records": records, | |
| "count": len(records), | |
| }, | |
| ) | |
| except dns.resolver.NXDOMAIN: | |
| return ToolResult( | |
| success=False, | |
| error=f"NXDOMAIN: {domain} không tồn tại", | |
| return_code=1, | |
| metadata={"domain": domain, "record_type": rtype}, | |
| ) | |
| except dns.resolver.NoAnswer: | |
| return ToolResult( | |
| success=True, | |
| output=f"Không có {rtype} record cho {domain}", | |
| metadata={"domain": domain, "record_type": rtype, "records": [], "count": 0}, | |
| ) | |
| except dns.exception.Timeout: | |
| return ToolResult( | |
| success=False, | |
| error=f"DNS query timeout sau {timeout}s", | |
| return_code=124, | |
| ) | |
| except Exception as e: # noqa: BLE001 | |
| return ToolResult(success=False, error=str(e), return_code=1) | |
| def _format_rr(self, rr: Any, rtype: str) -> Dict[str, Any]: | |
| """Format 1 record thành dict chuẩn // normalize RR.""" | |
| try: | |
| if rtype == "MX": | |
| return {"value": str(rr.exchange).rstrip("."), "preference": int(rr.preference)} | |
| if rtype == "SRV": | |
| return { | |
| "value": str(rr.target).rstrip("."), | |
| "priority": int(rr.priority), | |
| "weight": int(rr.weight), | |
| "port": int(rr.port), | |
| } | |
| if rtype in ("SOA",): | |
| return { | |
| "mname": str(rr.mname).rstrip("."), | |
| "rname": str(rr.rname).rstrip("."), | |
| "serial": int(rr.serial), | |
| "refresh": int(rr.refresh), | |
| "retry": int(rr.retry), | |
| "expire": int(rr.expire), | |
| "minimum": int(rr.minimum), | |
| } | |
| if rtype == "TXT": | |
| txt = b"".join(s for s in rr.strings) | |
| return {"value": txt.decode("utf-8", errors="replace")} | |
| return {"value": str(rr).rstrip(".")} | |
| except Exception as e: # noqa: BLE001 | |
| return {"value": str(rr), "format_error": str(e)} | |
| def _fallback_socket(self, domain: str, rtype: str, timeout: int) -> ToolResult: | |
| """Fallback cho A/AAAA khi thiếu dnspython // socket-based fallback.""" | |
| try: | |
| socket.setdefaulttimeout(timeout) | |
| family = socket.AF_INET6 if rtype == "AAAA" else socket.AF_INET | |
| results = socket.getaddrinfo(domain, None, family) | |
| ips = list(dict.fromkeys(r[4][0] for r in results)) | |
| pretty = "\n".join(f" {ip}" for ip in ips) | |
| return ToolResult( | |
| success=True, | |
| output=f"{rtype} records for {domain}:\n{pretty}", | |
| metadata={ | |
| "domain": domain, | |
| "record_type": rtype, | |
| "records": [{"value": ip} for ip in ips], | |
| "count": len(ips), | |
| "fallback": "socket.getaddrinfo", | |
| }, | |
| ) | |
| except socket.gaierror as e: | |
| return ToolResult( | |
| success=False, | |
| error=f"DNS resolution failed: {e}", | |
| return_code=1, | |
| ) | |
| except Exception as e: # noqa: BLE001 | |
| return ToolResult(success=False, error=str(e), return_code=1) | |