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/cloud_deploy.py from AdminReal/NexusCoder: direct link, hf CLI and curl.
- Browser
- Download file 12.7 kB
-
https://huggingface.co/AdminReal/NexusCoder/resolve/main/nexus/skills/cloud_deploy.py
- Command line
-
hf download hf://AdminReal/NexusCoder/nexus/skills/cloud_deploy.py
-
curl -L -o cloud_deploy.py https://huggingface.co/AdminReal/NexusCoder/resolve/main/nexus/skills/cloud_deploy.py
12.7 kB
| """Cloud Deploy Skill - Sinh cloud deployment templates. | |
| Hỗ trợ AWS (EC2/S3/Lambda), GCP (Cloud Run / Compute), Azure | |
| (Container Apps / Functions). Tạo IaC + deploy command. | |
| Author: Hieu Louis (2026) | |
| """ | |
| from __future__ import annotations | |
| from typing import Dict, List | |
| from .base import Skill, SkillContext, SkillCategory, SkillPriority, SkillResult | |
| class CloudDeploySkill(Skill): | |
| """Sinh IaC + deploy command cho AWS / GCP / Azure.""" | |
| category = SkillCategory.CLOUD | |
| priority = SkillPriority.HIGH | |
| keywords: List[str] = [ | |
| "deploy", "deployment", "aws", "gcp", "azure", | |
| "ec2", "s3", "lambda", "cloud run", "cloudrun", | |
| "cloud functions", "ecs", "eks", "fargate", | |
| "compute engine", "container apps", "app service", | |
| "deploy command", "iac", "pulumi", "cdk", | |
| ] | |
| examples = [ | |
| "Deploy FastAPI to AWS Lambda", | |
| "Deploy container to GCP Cloud Run", | |
| "Provision S3 bucket + CloudFront for static site", | |
| ] | |
| def name(self) -> str: | |
| return "cloud_deploy" | |
| def description(self) -> str: | |
| return ( | |
| "Sinh cloud deployment templates cho AWS / GCP / Azure: " | |
| "Lambda (SAM), Cloud Run, ECS/Fargate, Container Apps, " | |
| "S3+CloudFront static hosting, với IaC (Terraform / CDK / Pulumi) " | |
| "và deploy commands (aws / gcloud / az)." | |
| ) | |
| 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 += 0.15 | |
| return min(1.0, score) | |
| def _detect_target(self, prompt: str) -> str: | |
| p = prompt.lower() | |
| if "lambda" in p: | |
| return "aws_lambda" | |
| if "cloud run" in p or "cloudrun" in p: | |
| return "gcp_cloudrun" | |
| if "ecs" in p or "fargate" in p: | |
| return "aws_ecs" | |
| if "container apps" in p: | |
| return "azure_containerapps" | |
| if "app service" in p: | |
| return "azure_appservice" | |
| if "compute engine" in p or "gce" in p: | |
| return "gcp_gce" | |
| if "ec2" in p: | |
| return "aws_ec2" | |
| if "s3" in p and ("static" in p or "cloudfront" in p or "website" in p): | |
| return "aws_s3_static" | |
| return "gcp_cloudrun" # sane default for container | |
| def execute(self, context: SkillContext) -> SkillResult: | |
| target = self._detect_target(context.prompt) | |
| artifact, deploy_cmd = self._build(target) | |
| return SkillResult( | |
| success=True, | |
| output=f"[CloudDeploy/{target}] IaC + deploy command ready.", | |
| artifacts=[artifact], | |
| metadata={ | |
| "skill": self.name, | |
| "target": target, | |
| "deploy_command": deploy_cmd, | |
| "providers": { | |
| "aws": ["aws-cli", "sam", "terraform", "cdk"], | |
| "gcp": ["gcloud", "terraform", "pulumi"], | |
| "azure": ["az", "terraform", "bicep"], | |
| }, | |
| "checklist": [ | |
| "Pin runtime versions (Python 3.12, Node 20, ...)", | |
| "Set least-privilege IAM role", | |
| "Enable VPC flow logs / CloudTrail / Audit Logs", | |
| "Configure autoscaling + health checks", | |
| "Set up alarms on error rate / latency / cost", | |
| "Store secrets in Secrets Manager / Secret Manager", | |
| ], | |
| }, | |
| suggestions=[ | |
| "Run `terraform plan` in CI before `apply`", | |
| "Use blue/green or canary for production deploys", | |
| "Tag resources with owner / cost-center / env", | |
| "Enable WAF + rate-limiting on public endpoints", | |
| ], | |
| ) | |
| def _build(self, target: str) -> tuple[Dict[str, str], str]: | |
| if target == "aws_lambda": | |
| return ({"path": "deploy/aws_lambda/template.yaml", "content": _AWS_LAMBDA_SAM}, | |
| "sam build && sam deploy --guided") | |
| if target == "aws_ecs": | |
| return ({"path": "deploy/aws_ecs/main.tf", "content": _AWS_ECS_TF}, | |
| "terraform apply -auto-approve") | |
| if target == "aws_ec2": | |
| return ({"path": "deploy/aws_ec2/main.tf", "content": _AWS_EC2_TF}, | |
| "terraform apply -auto-approve") | |
| if target == "aws_s3_static": | |
| return ({"path": "deploy/aws_s3_static/main.tf", "content": _AWS_S3_STATIC_TF}, | |
| "aws s3 sync ./dist s3://$BUCKET --delete") | |
| if target == "azure_containerapps": | |
| return ({"path": "deploy/azure_containerapps/main.bicep", "content": _AZURE_CONTAINERAPPS}, | |
| "az deployment group create -g rg-prod -f main.bicep") | |
| if target == "azure_appservice": | |
| return ({"path": "deploy/azure_appservice/main.bicep", "content": _AZURE_APPSERVICE}, | |
| "az webapp up --runtime PYTHON:3.12 --sku B1") | |
| if target == "gcp_gce": | |
| return ({"path": "deploy/gcp_gce/main.tf", "content": _GCP_GCE_TF}, | |
| "terraform apply -auto-approve") | |
| return ({"path": "deploy/gcp_cloudrun/main.tf", "content": _GCP_CLOUDRUN_TF}, | |
| "gcloud run deploy nexus-api --source . --region asia-southeast1") | |
| _AWS_LAMBDA_SAM = '''# AWS SAM template — Lambda + API Gateway | |
| AWSTemplateFormatVersion: "2010-09-09" | |
| Transform: AWS::Serverless-2016-10-31 | |
| Globals: | |
| Function: | |
| Runtime: python3.12 | |
| MemorySize: 512 | |
| Timeout: 30 | |
| Tracing: Active | |
| Resources: | |
| NexusApi: | |
| Type: AWS::Serverless::Function | |
| Properties: | |
| CodeUri: ../src | |
| Handler: app.handler | |
| Policies: | |
| - AWSLambdaBasicExecutionRole | |
| - DynamoDBCrud: { TableName: !Ref NexusTable } | |
| Environment: | |
| Variables: { LOG_LEVEL: INFO } | |
| Events: | |
| Api: | |
| Type: Api | |
| Properties: | |
| Path: /{proxy+} | |
| Method: ANY | |
| NexusTable: | |
| Type: AWS::DynamoDB::Table | |
| Properties: | |
| BillingMode: PAY_PER_REQUEST | |
| AttributeDefinitions: | |
| - { AttributeName: pk, AttributeType: S } | |
| KeySchema: | |
| - { AttributeName: pk, KeyType: HASH } | |
| Outputs: | |
| ApiUrl: { Value: !Sub "https://${ServerlessRestApi}.execute-api.${AWS::Region}.amazonaws.com/Prod" } | |
| ''' | |
| _AWS_ECS_TF = '''# AWS ECS Fargate + ALB | |
| terraform { | |
| required_version = ">= 1.7" | |
| required_providers { aws = { source = "hashicorp/aws", version = "~> 5.0" } } | |
| } | |
| resource "aws_ecs_cluster" "nexus" { name = "nexus-cluster" } | |
| resource "aws_ecs_task_definition" "nexus" { | |
| family = "nexus-api" | |
| requires_compatibilities = ["FARGATE"] | |
| network_mode = "awsvpc" | |
| cpu = "512" | |
| memory = "1024" | |
| container_definitions = jsonencode([{ | |
| name = "api" | |
| image = "ghcr.io/nexus/api:0.3.0" | |
| portMappings = [{ containerPort = 8000 }] | |
| logConfiguration = { logDriver = "awslogs", | |
| options = { "awslogs-group" = "/ecs/nexus", "awslogs-region" = "ap-southeast-1" } } | |
| }]) | |
| } | |
| resource "aws_ecs_service" "nexus" { | |
| name = "nexus-api" | |
| cluster = aws_ecs_cluster.nexus.id | |
| task_definition = aws_ecs_task_definition.nexus.arn | |
| desired_count = 2 | |
| launch_type = "FARGATE" | |
| network_configuration { | |
| subnets = module.vpc.private_subnets | |
| security_groups = [aws_security_group.nexus.id] | |
| } | |
| } | |
| ''' | |
| _AWS_EC2_TF = '''# AWS EC2 with EIP + user_data | |
| terraform { | |
| required_version = ">= 1.7" | |
| required_providers { aws = { source = "hashicorp/aws", version = "~> 5.0" } } | |
| } | |
| resource "aws_instance" "nexus" { | |
| ami = "ami-0abc1234def56789" | |
| instance_type = "t3.small" | |
| vpc_security_group_ids = [aws_security_group.nexus.id] | |
| iam_instance_profile = aws_iam_instance_profile.nexus.name | |
| user_data = file("deploy/aws_ec2/userdata.sh") | |
| tags = { Name = "nexus-api", Env = "prod" } | |
| } | |
| resource "aws_eip" "nexus" { | |
| instance = aws_instance.nexus.id | |
| domain = "vpc" | |
| } | |
| ''' | |
| _AWS_S3_STATIC_TF = '''# S3 + CloudFront static website | |
| terraform { | |
| required_version = ">= 1.7" | |
| required_providers { aws = { source = "hashicorp/aws", version = "~> 5.0" } } | |
| } | |
| resource "aws_s3_bucket" "static" { bucket = "nexus-static-prod" } | |
| resource "aws_s3_bucket_website_configuration" "static" { | |
| bucket = aws_s3_bucket.static.id | |
| index_document { suffix = "index.html" } | |
| error_document { key = "404.html" } | |
| } | |
| resource "aws_cloudfront_distribution" "cdn" { | |
| origin { | |
| domain_name = aws_s3_bucket_website_configuration.static.website_endpoint | |
| origin_id = "s3-nexus" | |
| custom_origin_config { origin_protocol_policy = "http-only" } | |
| } | |
| enabled = true | |
| is_ipv6_enabled = true | |
| default_cache_behavior { | |
| target_origin_id = "s3-nexus" | |
| viewer_protocol_policy = "redirect-to-https" | |
| allowed_methods = ["GET", "HEAD"] | |
| cached_methods = ["GET", "HEAD"] | |
| forwarded_values { query_string = false; cookies { forward = "none" } } | |
| min_ttl = 0; default_ttl = 3600; max_ttl = 86400 | |
| } | |
| restrictions { geo_restriction { restriction_type = "none" } } | |
| viewer_certificate { cloudfront_default_certificate = true } | |
| } | |
| ''' | |
| _GCP_CLOUDRUN_TF = '''# GCP Cloud Run service | |
| terraform { | |
| required_version = ">= 1.7" | |
| required_providers { google = { source = "hashicorp/google", version = "~> 5.0" } } | |
| } | |
| resource "google_cloud_run_service" "nexus" { | |
| name = "nexus-api" | |
| location = "asia-southeast1" | |
| template { | |
| spec { | |
| container_concurrency = 80 | |
| timeout_seconds = 300 | |
| containers { | |
| image = "gcr.io/PROJECT/nexus-api:0.3.0" | |
| env { name = "LOG_LEVEL"; value = "INFO" } | |
| resources { | |
| limits = { cpu = "1000m", memory = "1Gi" } | |
| } | |
| } | |
| } | |
| } | |
| traffic { percent = 100; latest_revision = true } | |
| autogenerate_revision_name = true | |
| } | |
| resource "google_cloud_run_service_iam_member" "public" { | |
| service = google_cloud_run_service.nexus.name | |
| location = google_cloud_run_service.nexus.location | |
| role = "roles/run.invoker" | |
| member = "allUsers" | |
| } | |
| ''' | |
| _GCP_GCE_TF = '''# GCP Compute Engine with startup script | |
| terraform { | |
| required_version = ">= 1.7" | |
| required_providers { google = { source = "hashicorp/google", version = "~> 5.0" } } | |
| } | |
| resource "google_compute_instance" "nexus" { | |
| name = "nexus-api" | |
| machine_type = "e2-small" | |
| zone = "asia-southeast1-a" | |
| boot_disk { | |
| initialize_params { image = "debian-cloud/debian-12" } | |
| } | |
| network_interface { | |
| network = "default" | |
| access_config {} # ephemeral IP | |
| } | |
| metadata = { startup-script = file("deploy/gcp_gce/startup.sh") } | |
| tags = ["nexus", "http-server"] | |
| service_account { | |
| scopes = ["cloud-platform"] | |
| } | |
| } | |
| ''' | |
| _AZURE_CONTAINERAPPS = '''// Azure Container Apps (Bicep) | |
| param location string = 'southeastasia' | |
| param imageName string = 'ghcr.io/nexus/api:0.3.0' | |
| resource managedEnv 'Microsoft.App/managedEnvironments@2024-03-01' = { | |
| name: 'nexus-env' | |
| location: location | |
| } | |
| resource containerApp 'Microsoft.App/containerApps@2024-03-01' = { | |
| name: 'nexus-api' | |
| location: location | |
| properties: { | |
| managedEnvironmentId: managedEnv.id | |
| configuration: { | |
| activeRevisionsMode: 'Single' | |
| ingress: { | |
| external: true | |
| targetPort: 8000 | |
| traffic: [{ weight: 100, latestRevision: true }] | |
| allowInsecure: false | |
| } | |
| secrets: [ | |
| { name: 'api-key', value: '@Microsoft.KeyVault(VaultName=nexus-kv;SecretName=ApiKey)' } | |
| ] | |
| } | |
| template: { | |
| containers: [ | |
| { | |
| name: 'api' | |
| image: imageName | |
| env: [ | |
| { name: 'LOG_LEVEL', value: 'INFO' } | |
| ] | |
| resources: { cpu: json('1.0'), memory: '1.0Gi' } | |
| } | |
| ] | |
| scale: { minReplicas: 1, maxReplicas: 10 } | |
| } | |
| } | |
| } | |
| ''' | |
| _AZURE_APPSERVICE = '''// Azure App Service (Linux, Python) — Bicep | |
| param location string = 'southeastasia' | |
| param sku string = 'B1' | |
| resource plan 'Microsoft.Web/serverfarms@2023-12-01' = { | |
| name: 'nexus-plan' | |
| location: location | |
| sku: { name: sku, tier: 'Basic' } | |
| properties: { reserved: true } // Linux | |
| } | |
| resource app 'Microsoft.Web/sites@2023-12-01' = { | |
| name: 'nexus-api' | |
| location: location | |
| properties: { | |
| serverFarmId: plan.id | |
| siteConfig: { | |
| linuxFxVersion: 'PYTHON|3.12' | |
| appCommandLine: 'gunicorn -w 4 -b 0.0.0.0:8000 app:main' | |
| alwaysOn: true | |
| } | |
| } | |
| identity: { type: 'SystemAssigned' } | |
| } | |
| ''' | |