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
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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")
@property
def name(self) -> str:
return "dns_query"
@property
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."
)
@property
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)
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