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
Download nexus/skills/code_dead_code_analysis.py from AdminReal/NexusCoder: direct link, hf CLI and curl.
- Browser
- Download file 11.8 kB
-
https://huggingface.co/AdminReal/NexusCoder/resolve/main/nexus/skills/code_dead_code_analysis.py
- Command line
-
hf download hf://AdminReal/NexusCoder/nexus/skills/code_dead_code_analysis.py
-
curl -L -o code_dead_code_analysis.py https://huggingface.co/AdminReal/NexusCoder/resolve/main/nexus/skills/code_dead_code_analysis.py
11.8 kB
| """Dead Code Analysis Skill - Phát hiện dead / unreachable code. | |
| Sử dụng control-flow analysis (CFG), use-def chains, static reachability, | |
| và call-graph traversal để phát hiện: | |
| - Unreachable statements | |
| - Unused functions / variables / imports | |
| - Unused private methods | |
| - Unreachable branches (always-true/false conditions) | |
| Author: Hieu Louis (2026) | |
| """ | |
| from __future__ import annotations | |
| from typing import Dict, List | |
| from .base import Skill, SkillContext, SkillCategory, SkillPriority, SkillResult | |
| class DeadCodeAnalysisSkill(Skill): | |
| """Phát hiện dead code: unreachable, unused, never-called.""" | |
| category = SkillCategory.CODE | |
| priority = SkillPriority.LOW | |
| keywords: List[str] = [ | |
| "dead code", "unused", "unreachable", "never called", | |
| "dead function", "unused import", "unused variable", | |
| "code không dùng", "code chết", "orphan code", | |
| "zombie code", "dead branch", | |
| ] | |
| examples = [ | |
| "Find dead code in this module", | |
| "Detect unused private methods", | |
| "Report unreachable branches after refactor", | |
| ] | |
| def name(self) -> str: | |
| return "dead_code_analysis" | |
| def description(self) -> str: | |
| return ( | |
| "Phát hiện dead code qua CFG + use-def chains + call-graph: " | |
| "unreachable statements, unused symbols, never-called functions." | |
| ) | |
| def can_handle(self, prompt: str, context: SkillContext = None) -> float: | |
| prompt_lower = prompt.lower() | |
| score = 0.0 | |
| for kw in self.keywords: | |
| if kw in prompt_lower: | |
| score += 0.2 | |
| return min(1.0, score) | |
| def execute(self, context: SkillContext) -> SkillResult: | |
| return SkillResult( | |
| success=True, | |
| output="[DeadCodeAnalysis] CFG + use-def + call-graph analysis ready.", | |
| artifacts=[ | |
| {"path": "dead_code/analyzer.py", "content": _DEAD_CODE_ANALYZER}, | |
| {"path": "dead_code/checklist.md", "content": _DEAD_CODE_CHECKLIST}, | |
| ], | |
| metadata={ | |
| "skill": self.name, | |
| "categories": { | |
| "unreachable_stmt": "Statement after return/raise/break/continue", | |
| "unreachable_branch": "Branch with always-true/false condition", | |
| "unused_local": "Local variable assigned but never read", | |
| "unused_private_method": "Private method never called within module", | |
| "unused_import": "Imported symbol not referenced", | |
| "unreferenced_module": "Module never imported by entry points", | |
| "orphan_file": "File not in build graph / not imported anywhere", | |
| }, | |
| "analysis_phases": [ | |
| "1. Build module-level AST + import graph", | |
| "2. Build call graph (caller -> callee edges)", | |
| "3. Reachability from public entry points (main, exports, tests)", | |
| "4. Per-function CFG: detect unreachable blocks via predecessor analysis", | |
| "5. Use-def chains: variables defined but never used", | |
| "6. Constant propagation: detect always-true/false conditions", | |
| "7. Cross-module: unreferenced modules / orphan files", | |
| ], | |
| "tooling": { | |
| "python": "vulture, pyflakes (F401 unused import), depy (call-graph)", | |
| "javascript": "ts-prune, knip (finds unused exports + files)", | |
| "typescript": "ts-prune, knip", | |
| "go": "deadcode (built into `go tool`)", | |
| "rust": "cargo udeps (needs nightly), cargo machete", | |
| "java": "PMD, IntelliJ 'unused declaration' inspection", | |
| "c++": "cppcheck --enable=unusedFunction", | |
| }, | |
| "false_positive_mitigations": [ | |
| "Reflection / dynamic dispatch (mark @api entries)", | |
| "Metaprogramming (decorators, __all__, exports)", | |
| "String-based dispatch (event handlers, route registration)", | |
| "External entry points (CLI commands, plugin systems)", | |
| "Test-only utilities (keep if covered by tests)", | |
| ], | |
| "ci_integration": { | |
| "fail_on_new": "True — block PRs introducing new dead code", | |
| "allowlist": "Pre-existing dead code tracked in `deadcode-allowlist.yaml`", | |
| "trend_metric": "Track dead_code_lines / total_lines over time", | |
| }, | |
| }, | |
| suggestions=[ | |
| "Provide entry points (main module / CLI) for accurate reachability", | |
| "Mark public API surfaces with @api decorator before scan", | |
| "Allow reflection-heavy modules with explicit allowlist", | |
| ], | |
| ) | |
| _DEAD_CODE_ANALYZER = '''"""Dead code analyzer: CFG + use-def + call-graph reachability. | |
| Author: Hieu Louis (2026) | |
| """ | |
| from __future__ import annotations | |
| import ast | |
| from collections import defaultdict | |
| from dataclasses import dataclass, field | |
| from typing import Dict, List, Set, Tuple | |
| @dataclass | |
| class DeadCodeFinding: | |
| kind: str # "unreachable" | "unused_local" | "unused_func" ... | |
| file: str | |
| lineno: int | |
| end_lineno: int | |
| symbol: str | |
| reason: str | |
| @dataclass | |
| class AnalysisReport: | |
| findings: List[DeadCodeFinding] = field(default_factory=list) | |
| entry_points: Set[str] = field(default_factory=set) | |
| reachable_funcs: Set[str] = field(default_factory=set) | |
| @property | |
| def dead_function_count(self) -> int: | |
| return sum(1 for f in self.findings if f.kind == "unused_func") | |
| @property | |
| def unreachable_lines(self) -> int: | |
| return sum( | |
| f.end_lineno - f.lineno + 1 | |
| for f in self.findings | |
| if f.kind == "unreachable" | |
| ) | |
| def analyze(files: List[str], entry_points: Set[str]) -> AnalysisReport: | |
| """Run full dead-code analysis pipeline.""" | |
| report = AnalysisReport(entry_points=entry_points) | |
| # Phase 1: parse all files into module-level defs | |
| defs: Dict[str, Tuple[str, ast.AST]] = {} | |
| for path in files: | |
| src = open(path, encoding="utf-8").read() | |
| try: | |
| tree = ast.parse(src) | |
| except SyntaxError: | |
| continue | |
| for node in tree.body: | |
| name = getattr(node, "name", None) | |
| if name: | |
| defs[name] = (path, node) | |
| # Phase 2: build call graph (caller -> callees) | |
| callers: Dict[str, Set[str]] = defaultdict(set) | |
| for name, (path, node) in defs.items(): | |
| for child in ast.walk(node): | |
| if isinstance(child, ast.Call): | |
| callee = _get_callee_name(child) | |
| if callee: | |
| callers[callee].add(name) | |
| # Phase 3: reachability from entry points | |
| reachable: Set[str] = set() | |
| queue = list(entry_points) | |
| while queue: | |
| fn = queue.pop() | |
| if fn in reachable: | |
| continue | |
| reachable.add(fn) | |
| for caller in callers.get(fn, set()): | |
| if caller not in reachable: | |
| queue.append(caller) | |
| report.reachable_funcs = reachable | |
| # Phase 4: emit unused functions (private + not reachable) | |
| for name, (path, node) in defs.items(): | |
| is_private = name.startswith("_") or name.islower() | |
| if is_private and name not in reachable and name not in entry_points: | |
| report.findings.append(DeadCodeFinding( | |
| kind="unused_func", | |
| file=path, | |
| lineno=node.lineno, | |
| end_lineno=getattr(node, "end_lineno", node.lineno), | |
| symbol=name, | |
| reason="Private function not reachable from entry points", | |
| )) | |
| # Phase 5: per-function unreachable statements | |
| for path, node in defs.values(): | |
| if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)): | |
| for stmt in _find_unreachable(node): | |
| report.findings.append(DeadCodeFinding( | |
| kind="unreachable", | |
| file=path, | |
| lineno=stmt.lineno, | |
| end_lineno=getattr(stmt, "end_lineno", stmt.lineno), | |
| symbol=_snippet(stmt), | |
| reason="Statement after return/raise/break/continue", | |
| )) | |
| # Phase 6: unused local variables (use-def) | |
| for path, node in defs.values(): | |
| for unused in _find_unused_locals(node): | |
| report.findings.append(DeadCodeFinding( | |
| kind="unused_local", | |
| file=path, | |
| lineno=unused.lineno, | |
| end_lineno=unused.lineno, | |
| symbol=unused.id, | |
| reason="Local assigned but never read", | |
| )) | |
| return report | |
| def _get_callee_name(call: ast.Call) -> str: | |
| if isinstance(call.func, ast.Name): | |
| return call.func.id | |
| if isinstance(call.func, ast.Attribute): | |
| return call.func.attr | |
| return "" | |
| def _find_unreachable(func: ast.FunctionDef) -> List[ast.stmt]: | |
| """Return statements appearing after terminator (return/raise/break/continue).""" | |
| unreachable: List[ast.stmt] = [] | |
| terminated = False | |
| for stmt in func.body: | |
| if terminated: | |
| unreachable.append(stmt) | |
| continue | |
| if isinstance(stmt, (ast.Return, ast.Raise, ast.Break, ast.Continue)): | |
| terminated = True | |
| return unreachable | |
| def _find_unused_locals(func: ast.FunctionDef) -> List[ast.Name]: | |
| """Use-def: assigned but never read.""" | |
| assigned: Dict[str, ast.Name] = {} | |
| read: Set[str] = set() | |
| for node in ast.walk(func): | |
| if isinstance(node, ast.Name) and isinstance(node.ctx, ast.Store): | |
| assigned.setdefault(node.id, node) | |
| elif isinstance(node, ast.Name) and isinstance(node.ctx, ast.Load): | |
| read.add(node.id) | |
| return [n for name, n in assigned.items() if name not in read] | |
| def _snippet(stmt: ast.stmt) -> str: | |
| """Short text representation of a statement for the report.""" | |
| if isinstance(stmt, ast.Return): | |
| return "return" | |
| if isinstance(stmt, ast.Raise): | |
| return "raise" | |
| if isinstance(stmt, ast.Assign): | |
| return "assign" | |
| return type(stmt).__name__ | |
| ''' | |
| _DEAD_CODE_CHECKLIST = """# Dead Code Detection Checklist | |
| ## Per-Function (CFG-level) | |
| - [ ] Statement after `return` / `raise` / `break` / `continue`? | |
| - [ ] `if False:` / `if True:` constant-folded branches? | |
| - [ ] `while False:` loop body? | |
| - [ ] `assert False` unreachable successors? | |
| - [ ] Exception handler that never matches raised type? | |
| ## Per-Module (Symbol-level) | |
| - [ ] Private functions (`_foo`) reachable from public entry points? | |
| - [ ] Module-level constants used anywhere? | |
| - [ ] Imported symbols all referenced? | |
| - [ ] Class methods called (or registered as `@property` / `@staticmethod`)? | |
| ## Per-Codebase (Graph-level) | |
| - [ ] All modules reachable from entry points (main / `__init__.py` / CLI)? | |
| - [ ] All public API functions either have callers or are exported in `__all__`? | |
| - [ ] Plugin-style registrations (`@route`, `@click.command`) covered? | |
| - [ ] Test utilities isolated from production code? | |
| ## False Positive Sources | |
| - Reflection: `getattr(obj, "method_name")` | |
| - Dynamic dispatch: registry pattern `REGISTRY["key"]()` | |
| - Serialization: `__init__.py` `__all__` exports | |
| - External API: framework hooks (`pytest fixtures`, `click commands`) | |
| - Type-only imports (TS): `import type { Foo }` — keep for type checks | |
| ## Trend Tracking | |
| - Plot `dead_code_lines / total_lines` weekly. | |
| - Set ceiling: e.g. dead ratio < 5%. | |
| - Auto-file issue when ratio increases > 1% in a sprint. | |
| """ | |