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
File size: 8,104 Bytes
eca5751 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 | """
Crontab Tool - Read/write user crontab via `crontab` CLI.
Author: Hieu Louis (2026)
"""
from __future__ import annotations
import os
import subprocess
from typing import Dict, Any, List, Optional
from .base import Tool, ToolResult, ToolContext, ToolCategory, ToolSafety
# Operations được hỗ trợ
CRONTAB_OPERATIONS = {"list", "add", "remove", "replace", "show"}
# Read-only ops
READONLY_OPS = {"list", "show"}
# Write ops (cần confirmation + dry_run)
WRITE_OPS = {"add", "remove", "replace"}
class CrontabTool(Tool):
"""Đọc/ghi user crontab via `crontab` CLI."""
category = ToolCategory.SYSTEM
safety = ToolSafety.DANGEROUS
requires_confirmation = True
@property
def name(self) -> str:
return "crontab"
@property
def description(self) -> str:
return (
"Read/write user crontab: list (`crontab -l`), add entry, "
"remove all (`crontab -r`), replace from file/text (`crontab -`). "
"Có dry_run và backup trước khi ghi."
)
@property
def parameters(self) -> Dict[str, Any]:
return {
"type": "object",
"properties": {
"operation": {
"type": "string",
"enum": sorted(CRONTAB_OPERATIONS),
},
"entry": {
"type": "string",
"description": "Cron entry to add (e.g. '0 3 * * * /opt/backup.sh')",
},
"content": {
"type": "string",
"description": "Full crontab content for 'replace'",
},
"user": {"type": "string", "description": "Target user (-u). Cần root."},
"backup": {"type": "boolean", "default": True, "description": "Backup current crontab trước khi ghi"},
},
"required": ["operation"],
}
def validate_args(self, args: Dict[str, Any]) -> Optional[str]:
op = args.get("operation")
if not op:
return "Missing required arg: operation"
if op not in CRONTAB_OPERATIONS:
return f"Unsupported operation: {op}"
if op == "add" and not args.get("entry"):
return "Operation 'add' requires 'entry' arg"
if op == "replace" and not args.get("content"):
return "Operation 'replace' requires 'content' arg"
return None
def _list_current(self, user: Optional[str], timeout: int) -> tuple:
"""Return (stdout, returncode). Trả về chuỗi rỗng nếu chưa có crontab."""
cmd = ["crontab", "-l"]
if user:
cmd = ["crontab", "-u", user, "-l"]
try:
result = subprocess.run(
cmd,
capture_output=True,
text=True,
timeout=timeout,
check=False,
)
return result.stdout, result.returncode
except FileNotFoundError:
raise
except subprocess.TimeoutExpired:
raise
def _write_crontab(
self,
content: str,
user: Optional[str],
timeout: int,
env: Dict[str, str],
) -> subprocess.CompletedProcess:
cmd = ["crontab", "-"]
if user:
cmd = ["crontab", "-u", user, "-"]
return subprocess.run(
cmd,
input=content,
capture_output=True,
text=True,
timeout=timeout,
env=env,
check=False,
)
def execute(self, args: Dict[str, Any], context: ToolContext) -> ToolResult:
op = args["operation"]
user = args.get("user")
env = dict(os.environ)
env.update(context.env)
# ---- list / show ----
if op in {"list", "show"}:
try:
stdout, rc = self._list_current(user, context.timeout)
if rc != 0 and "no crontab for" not in (stdout + "").lower():
return ToolResult(
success=False,
error=stdout or "crontab -l failed",
return_code=rc,
)
return ToolResult(
success=True,
output=stdout or "(no crontab)",
return_code=0,
metadata={
"operation": op,
"user": user,
"empty": not stdout.strip(),
},
)
except FileNotFoundError:
return ToolResult(
success=False,
error="crontab CLI not found.",
return_code=127,
)
except subprocess.TimeoutExpired:
return ToolResult(success=False, error="crontab -l timed out", return_code=124)
# ---- Dry-run for write ops ----
if context.dry_run:
preview: str
if op == "add":
preview = f"[dry-run] Would add entry: {args['entry']}"
elif op == "remove":
preview = "[dry-run] Would remove all crontab entries (crontab -r)"
else: # replace
preview = f"[dry-run] Would replace crontab with:\n{args['content']}"
return ToolResult(
success=True,
output=preview,
metadata={
"dry_run": True,
"operation": op,
"user": user,
},
)
# ---- Read current for backup/append ----
try:
current, _ = self._list_current(user, context.timeout)
except FileNotFoundError:
return ToolResult(
success=False,
error="crontab CLI not found.",
return_code=127,
)
except subprocess.TimeoutExpired:
return ToolResult(success=False, error="crontab -l timed out", return_code=124)
backup_path: Optional[str] = None
if args.get("backup", True) and current.strip():
backup_path = os.path.join(
context.working_dir,
f".crontab.backup.{os.getpid()}.txt",
)
try:
with open(backup_path, "w", encoding="utf-8") as f:
f.write(current)
except OSError as e:
return ToolResult(
success=False,
error=f"Backup failed: {e}",
return_code=1,
)
# ---- Compose new content ----
if op == "add":
new_content = current.rstrip() + "\n" + args["entry"] + "\n"
elif op == "remove":
new_content = ""
else: # replace
new_content = args["content"] + (
"" if args["content"].endswith("\n") else "\n"
)
# ---- Write ----
try:
result = self._write_crontab(new_content, user, context.timeout, env)
return ToolResult(
success=(result.returncode == 0),
output=new_content,
error=result.stderr or None,
return_code=result.returncode,
artifacts=[backup_path] if backup_path else [],
metadata={
"operation": op,
"user": user,
"backup_path": backup_path,
"entry_count": len([l for l in new_content.splitlines() if l.strip() and not l.strip().startswith("#")]),
"dry_run": False,
},
)
except FileNotFoundError:
return ToolResult(success=False, error="crontab CLI not found.", return_code=127)
except subprocess.TimeoutExpired:
return ToolResult(success=False, error="crontab - timed out", return_code=124)
except Exception as e:
return ToolResult(success=False, error=str(e), return_code=1)
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