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
File size: 11,572 Bytes
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Service layer + dependency injection patterns from Medical-App-Core.
Patterns covered:
- Service interface (contracts/)
- Service implementation (implementations/)
- DTO ↔ InputDTO separation: InputDTO carries human-readable names,
service resolves them to UUIDs before calling repository
- Dependency injection container (initializers/services.go)
- Error wrapping with fmt.Errorf("%w")
- Concurrency with errgroup for parallel resolution
- Third-party service integration (e.g. Stripe)
- Log service recording duration and status
"""
from __future__ import annotations
from string import Template
GO_VERSIONS = ["1.21", "1.22", "1.23", "1.24"]
# ---------------------------------------------------------------------------
# Templates
# ---------------------------------------------------------------------------
_SERVICE_CONTRACT_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> contracts
// services/contracts/${entity_lower}ServiceContract.go
// Pattern: service interface decouples controller from implementation
// Observed in: Medical-App-Core/services/contracts/
package contracts
import "github.com/google/uuid"
// ${entity}ServiceContract is the interface every ${entity} service implementation must satisfy.
type ${entity}ServiceContract interface {
\t// CreateFromInput resolves human-readable names in the InputDTO to UUIDs,
\t// then delegates persistence to the repository.
\tCreateFromInput(input ${entity}InputDTO) (uuid.UUID, error)
\tFindBy${lookup_field}(${lookup_param} string) (*${entity}DTO, error)
\tList(page, limit int) ([]${entity}DTO, error)
\tUpdate(id uuid.UUID, dto ${entity}DTO) error
\tDelete(id uuid.UUID) error
}
// ${entity}InputDTO carries fields exactly as received from the HTTP layer.
// Name-based fields (OrganizationName, etc.) are resolved in the service.
type ${entity}InputDTO struct {
\tOrganizationName string `json:"organization_name"`
$input_fields
}
// ${entity}DTO is the canonical data transfer object passed between layers.
type ${entity}DTO struct {
\tOrganizationID string `json:"organization_id"`
$dto_fields
}
</go_file>
""")
_SERVICE_IMPL_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> implementations
// services/implementations/${entity_lower}Service.go
// Pattern: service implementation resolves names→IDs, validates, then calls repo
// Observed in: Medical-App-Core/services/implementations/
package implementations
import (
\t"fmt"
\t"$module/domain/repositories/contracts"
\tsc "$$module/services/contracts"
\t"github.com/google/uuid"
\t"golang.org/x/sync/errgroup"
)
// ${entity}Service implements sc.${entity}ServiceContract.
type ${entity}Service struct {
\trepo contracts.${entity}Repository
\torgRepo contracts.OrganizationRepository
}
// New${entity}Service constructs a ${entity}Service with all required repositories.
func New${entity}Service(
\trepo contracts.${entity}Repository,
\torgRepo contracts.OrganizationRepository,
) *${entity}Service {
\treturn &${entity}Service{repo: repo, orgRepo: orgRepo}
}
// CreateFromInput resolves organization name to UUID in parallel with any other
// lookups, validates the result, then inserts via the repository.
func (s *${entity}Service) CreateFromInput(input sc.${entity}InputDTO) (uuid.UUID, error) {
\tvar (
\t\torgID uuid.UUID
\t)
\t// Parallel resolution of related entities
\tg := &errgroup.Group{}
\tg.Go(func() error {
\t\torg, err := s.orgRepo.FindByName(input.OrganizationName)
\t\tif err != nil {
\t\t\treturn fmt.Errorf("organization %q not found: %w", input.OrganizationName, err)
\t\t}
\t\torgID = org.ID
\t\treturn nil
\t})
\tif err := g.Wait(); err != nil {
\t\treturn uuid.Nil, err
\t}
\tdto := sc.${entity}DTO{
\t\tOrganizationID: orgID.String(),
\t\t// map remaining input fields
\t}
\treturn s.repo.Create(dto)
}
func (s *${entity}Service) FindBy${lookup_field}(${lookup_param} string) (*sc.${entity}DTO, error) {
\tresult, err := s.repo.FindBy${lookup_field}(${lookup_param})
\tif err != nil {
\t\treturn nil, fmt.Errorf("${entity_lower} find by ${lookup_param}: %w", err)
\t}
\treturn result, nil
}
func (s *${entity}Service) List(page, limit int) ([]sc.${entity}DTO, error) {
\treturn s.repo.List(page, limit)
}
func (s *${entity}Service) Update(id uuid.UUID, dto sc.${entity}DTO) error {
\treturn s.repo.Update(id, dto)
}
func (s *${entity}Service) Delete(id uuid.UUID) error {
\treturn s.repo.Delete(id)
}
</go_file>
""")
_DI_CONTAINER_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> initializers
// initializers/services.go
// Pattern: dependency injection container — wires repositories → services
// Observed in: Medical-App-Core/initializers/services.go
package initializers
import (
\t"$module/domain/repositories/contracts"
\timplrepos "$module/infra/repositories"
\tsc "$module/services/contracts"
\tsi "$module/services/implementations"
\t"gorm.io/gorm"
)
// Services is the application-wide DI container.
// It is constructed once in main() and passed to controllers/middleware.
type Services struct {
\tAuthTokenService sc.AuthTokenServiceContract
\tOrganizationService sc.OrganizationServiceContract
\tUserService sc.UserServiceContract
\tPatientService sc.PatientServiceContract
\tDoctorService sc.DoctorServiceContract
\tAppointmentService sc.AppointmentServiceContract
\tChargeService sc.ChargeServiceContract
\tMedicalRecordService sc.MedicalRecordServiceContract
}
// InitServices builds and wires all repositories and services.
func InitServices(db *gorm.DB) *Services {
\t// Repositories
\torgRepo := implrepos.NewOrganizationRepository(db)
\tuserRepo := implrepos.NewUserRepository(db)
\tpatientRepo := implrepos.NewPatientRepository(db)
\tdoctorRepo := implrepos.NewDoctorRepository(db)
\tappointmentRepo := implrepos.NewAppointmentRepository(db)
\t// Services (inject repos as interface values)
\tauthSvc := si.NewAuthTokenService()
\torgSvc := si.NewOrganizationService(orgRepo)
\tuserSvc := si.NewUserService(userRepo, orgRepo)
\tpatSvc := si.NewPatientService(patientRepo, orgRepo)
\tdocSvc := si.NewDoctorService(doctorRepo, orgRepo)
\tapptSvc := si.NewAppointmentService(
\t\tappointmentRepo, orgRepo, patientRepo, userRepo, doctorRepo,
\t)
\tchargeSvc := si.NewChargeService(orgRepo)
\treturn &Services{
\t\tAuthTokenService: authSvc,
\t\tOrganizationService: orgSvc,
\t\tUserService: userSvc,
\t\tPatientService: patSvc,
\t\tDoctorService: docSvc,
\t\tAppointmentService: apptSvc,
\t\tChargeService: chargeSvc,
\t}
}
</go_file>
""")
_RABBITMQ_CONSUMER_TEMPLATE = Template("""\
<go_file>
<go_version> go$go_version
<go_pkg> events
// services/events/doctors/doctorEventConsumer.go
// Pattern: RabbitMQ consumer with reconnect loop + JSON unmarshaling
// Observed in: Medical-App-Core/services/events/
package events
import (
\t"encoding/json"
\t"fmt"
\t"log"
\t"os"
\t"time"
\t"github.com/streadway/amqp"
)
// DoctorCreatedEvent is the message payload published when a doctor is registered.
type DoctorCreatedEvent struct {
\tDoctorID string `json:"doctor_id"`
\tFullName string `json:"full_name"`
\tSpecialty string `json:"specialty"`
\tCreatedAt time.Time `json:"created_at"`
}
// DoctorEventConsumer subscribes to the doctors.created queue.
type DoctorEventConsumer struct {
\tconn *amqp.Connection
\tch *amqp.Channel
\tqueue string
\thandler func(DoctorCreatedEvent) error
}
// NewDoctorEventConsumer dials RabbitMQ and declares the queue.
func NewDoctorEventConsumer(handler func(DoctorCreatedEvent) error) (*DoctorEventConsumer, error) {
\turl := os.Getenv("RABBITMQ_BASE_URL")
\tif url == "" {
\t\treturn nil, fmt.Errorf("RABBITMQ_BASE_URL is not set")
\t}
\tconn, err := amqp.Dial(url)
\tif err != nil {
\t\treturn nil, fmt.Errorf("rabbitmq dial: %w", err)
\t}
\tch, err := conn.Channel()
\tif err != nil {
\t\tconn.Close()
\t\treturn nil, fmt.Errorf("rabbitmq channel: %w", err)
\t}
\tqueue := "doctors.created"
\t_, err = ch.QueueDeclare(queue, true, false, false, false, nil)
\tif err != nil {
\t\tch.Close(); conn.Close()
\t\treturn nil, fmt.Errorf("queue declare: %w", err)
\t}
\treturn &DoctorEventConsumer{conn: conn, ch: ch, queue: queue, handler: handler}, nil
}
// Consume starts consuming messages and blocks until ctx is cancelled.
func (c *DoctorEventConsumer) Consume() error {
\tmsgs, err := c.ch.Consume(c.queue, "", false, false, false, false, nil)
\tif err != nil {
\t\treturn fmt.Errorf("consume: %w", err)
\t}
\tlog.Printf("consuming from %s", c.queue)
\tfor msg := range msgs {
\t\tvar event DoctorCreatedEvent
\t\tif err := json.Unmarshal(msg.Body, &event); err != nil {
\t\t\tlog.Printf("unmarshal error: %v — nacking", err)
\t\t\tmsg.Nack(false, false) // dead-letter
\t\t\tcontinue
\t\t}
\t\tif err := c.handler(event); err != nil {
\t\t\tlog.Printf("handler error: %v — nacking with requeue", err)
\t\t\tmsg.Nack(false, true)
\t\t\tcontinue
\t\t}
\t\tmsg.Ack(false)
\t}
\treturn nil
}
// Close releases RabbitMQ resources.
func (c *DoctorEventConsumer) Close() {
\tc.ch.Close()
\tc.conn.Close()
}
</go_file>
""")
ENTITIES = [
dict(
entity="Patient",
entity_lower="patient",
lookup_field="CPF",
lookup_param="cpf",
input_fields='\tName string `json:"name"`\n\tContact string `json:"contact"`\n\tCPF string `json:"cpf,omitempty"`',
dto_fields='\tName string `json:"name"`\n\tContact string `json:"contact"`\n\tCPF string `json:"cpf,omitempty"`',
),
dict(
entity="Doctor",
entity_lower="doctor",
lookup_field="CRM",
lookup_param="crm",
input_fields='\tFullName string `json:"full_name"`\n\tCPF string `json:"cpf"`\n\tCRM string `json:"crm"`\n\tSpecialty string `json:"specialty"`',
dto_fields='\tFullName string `json:"full_name"`\n\tCRM string `json:"crm"`\n\tSpecialty string `json:"specialty"`',
),
dict(
entity="Appointment",
entity_lower="appointment",
lookup_field="Status",
lookup_param="status",
input_fields='\tPatientName string `json:"patient_name"`\n\tDoctorFullName string `json:"doctor_full_name"`\n\tSpecialization string `json:"specialization"`\n\tDateTime time.Time `json:"date_time"`',
dto_fields='\tPatientID string `json:"patient_id"`\n\tDoctorID string `json:"doctor_id"`\n\tSpecialization string `json:"specialization"`\n\tDateTime time.Time `json:"date_time"`\n\tStatus string `json:"status"`',
),
]
class ServicePatternGenerator:
"""Generate service layer + DI training examples."""
MODULE = "medical-sas-api"
def all_examples(self) -> list[str]:
examples: list[str] = []
for ent in ENTITIES:
for ver in GO_VERSIONS:
examples.append(
_SERVICE_CONTRACT_TEMPLATE.substitute(
go_version=ver, module=self.MODULE, **ent
)
)
examples.append(
_SERVICE_IMPL_TEMPLATE.substitute(
go_version=ver, module=self.MODULE, **ent
)
)
for ver in GO_VERSIONS:
examples.append(_DI_CONTAINER_TEMPLATE.substitute(go_version=ver, module=self.MODULE))
examples.append(_RABBITMQ_CONSUMER_TEMPLATE.substitute(go_version=ver))
return examples
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