Instructions to use LesterCerioli/LLM-GO with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use LesterCerioli/LLM-GO with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="LesterCerioli/LLM-GO")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("LesterCerioli/LLM-GO", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use LesterCerioli/LLM-GO with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "LesterCerioli/LLM-GO" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LesterCerioli/LLM-GO", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/LesterCerioli/LLM-GO
- SGLang
How to use LesterCerioli/LLM-GO 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 "LesterCerioli/LLM-GO" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LesterCerioli/LLM-GO", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "LesterCerioli/LLM-GO" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LesterCerioli/LLM-GO", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use LesterCerioli/LLM-GO with Docker Model Runner:
docker model run hf.co/LesterCerioli/LLM-GO
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from __future__ import annotations
from string import Template
GO_VERSIONS = ["1.21", "1.22", "1.23", "1.24"]
_DOCKERFILE_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> dockerfile
# Dockerfile β multi-stage build for a Go Fiber application
# Pattern: golang builder + debian:bookworm-slim runtime
# Observed in: Medical-App-Core/Dockerfile
# βββ Stage 1: Build ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
FROM golang:${go_version} AS builder
WORKDIR /app
# Copy dependency manifests first for better layer caching.
# Only re-downloads modules when go.mod or go.sum changes.
COPY go.mod go.sum ./
RUN go mod download
# Copy source and build the binary from cmd/
COPY . .
RUN CGO_ENABLED=0 GOOS=linux go build -ldflags="-s -w" -o app ./cmd
# βββ Stage 2: Runtime ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
FROM debian:bookworm-slim
WORKDIR /app
# CA certificates are required for outbound HTTPS (e.g., Stripe API).
RUN apt-get update && \\
apt-get install -y --no-install-recommends ca-certificates curl && \\
rm -rf /var/lib/apt/lists/*
COPY --from=builder /app/app .
EXPOSE $port
# Document all required environment variables (values supplied at runtime).
ENV DB_HOST="" \\
DB_PORT="5432" \\
DB_USER="" \\
DB_PASSWORD="" \\
DB_NAME="" \\
DB_TIMEZONE="UTC" \\
JWT_SECRET="" \\
RABBITMQ_BASE_URL="" \\
SWAGGER_USER="" \\
SWAGGER_PASSWORD="" \\
PORT="$port"
HEALTHCHECK --interval=30s --timeout=5s --start-period=10s --retries=3 \\
CMD curl -f http://localhost:$port/health || exit 1
COPY ./docker/api/entrypoint.sh /entrypoint.sh
RUN chmod +x /entrypoint.sh /app/app
ENTRYPOINT ["/entrypoint.sh"]
</go_file>
""")
_ENTRYPOINT_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> shell
#!/bin/sh
# docker/api/entrypoint.sh
# Pattern: validate required env vars before exec'ing the binary
# Observed in: Medical-App-Core/docker/api/entrypoint.sh
set -e
echo "Checking required environment variables..."
MISSING=0
for VAR in DB_HOST DB_PORT DB_USER DB_PASSWORD DB_NAME JWT_SECRET; do
if [ -z "$$(eval echo \\$$$${VAR})" ]; then
echo "ERROR: $$VAR is not set"
MISSING=1
else
echo "OK: $$VAR is set"
fi
done
if [ "$$MISSING" -eq 1 ]; then
echo "One or more required environment variables are missing. Aborting."
exit 1
fi
echo "All required variables present. Starting application..."
exec ./app
</go_file>
""")
_DOCKER_COMPOSE_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> docker-compose
# docker-compose.yml β local development environment
# Pattern: app + postgres + rabbitmq services with health checks
# Observed from: Medical-App-Core infrastructure patterns
version: "3.9"
services:
api:
build:
context: .
dockerfile: Dockerfile
ports:
- "$port:$port"
environment:
- DB_HOST=postgres
- DB_PORT=5432
- DB_USER=postgres
- DB_PASSWORD=postgres
- DB_NAME=appdb
- DB_TIMEZONE=UTC
- JWT_SECRET=local-dev-secret-change-in-prod
- RABBITMQ_BASE_URL=amqp://guest:guest@rabbitmq:5672/
- SWAGGER_USER=admin
- SWAGGER_PASSWORD=admin
- PORT=$port
depends_on:
postgres:
condition: service_healthy
rabbitmq:
condition: service_healthy
restart: unless-stopped
postgres:
image: postgres:16-alpine
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: appdb
ports:
- "5432:5432"
volumes:
- pg_data:/var/lib/postgresql/data
healthcheck:
test: ["CMD-SHELL", "pg_isready -U postgres"]
interval: 10s
timeout: 5s
retries: 5
rabbitmq:
image: rabbitmq:3.13-management-alpine
ports:
- "5672:5672"
- "15672:15672"
healthcheck:
test: ["CMD", "rabbitmq-diagnostics", "ping"]
interval: 10s
timeout: 5s
retries: 5
volumes:
pg_data:
</go_file>
""")
_JENKINSFILE_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> jenkins
// Jenkinsfile β CI/CD pipeline
// Pattern: multi-stage pipeline: test β build β docker β deploy
// Observed in: Medical-App-Core/Jenkinsfile
pipeline {
agent any
environment {
DOCKER_IMAGE = "$image_name"
DOCKER_TAG = "$${BUILD_NUMBER}"
GO_VERSION = "$go_version"
}
stages {
stage('Checkout') {
steps {
checkout scm
}
}
stage('Test') {
steps {
sh '''
go test ./... -v -coverprofile=coverage.out
go tool cover -html=coverage.out -o coverage.html
'''
}
post {
always {
publishHTML(target: [
reportName: 'Go Coverage',
reportDir: '.',
reportFiles: 'coverage.html',
])
}
}
}
stage('Lint') {
steps {
sh 'go vet ./...'
}
}
stage('Build Binary') {
steps {
sh 'CGO_ENABLED=0 GOOS=linux go build -o app ./cmd'
}
}
stage('Docker Build') {
steps {
sh 'docker build -t $${DOCKER_IMAGE}:$${DOCKER_TAG} .'
sh 'docker tag $${DOCKER_IMAGE}:$${DOCKER_TAG} $${DOCKER_IMAGE}:latest'
}
}
stage('Docker Push') {
steps {
withCredentials([usernamePassword(
credentialsId: 'dockerhub-creds',
usernameVariable: 'DOCKER_USER',
passwordVariable: 'DOCKER_PASS'
)]) {
sh '''
echo "$$DOCKER_PASS" | docker login -u "$$DOCKER_USER" --password-stdin
docker push $${DOCKER_IMAGE}:$${DOCKER_TAG}
docker push $${DOCKER_IMAGE}:latest
'''
}
}
}
}
post {
always {
sh 'docker system prune -f || true'
}
failure {
echo "Pipeline failed β check logs above"
}
}
}
</go_file>
""")
class DockerPatternGenerator:
"""Generate Docker + CI/CD training examples."""
PORTS = ["8080", "3040", "3000"]
IMAGES = ["myorg/my-api", "myorg/medical-api", "myorg/ecommerce-api"]
def all_examples(self) -> list[str]:
examples: list[str] = []
for ver in GO_VERSIONS:
for port in self.PORTS:
examples.append(_DOCKERFILE_TEMPLATE.substitute(go_version=ver, port=port))
examples.append(_DOCKER_COMPOSE_TEMPLATE.substitute(go_version=ver, port=port))
examples.append(_ENTRYPOINT_TEMPLATE.substitute(go_version=ver))
for img in self.IMAGES:
examples.append(
_JENKINSFILE_TEMPLATE.substitute(go_version=ver, image_name=img)
)
return examples
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