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")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("LesterCerioli/LLM-GO", dtype="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
| from __future__ import annotations | |
| from string import Template | |
| # --------------------------------------------------------------------------- | |
| # Domain vocabulary used to generate diverse, realistic examples | |
| # --------------------------------------------------------------------------- | |
| DOMAINS = [ | |
| dict( | |
| domain="medical", | |
| module="medical-sas-api", | |
| entity="Patient", | |
| entity_lower="patient", | |
| entity_plural="patients", | |
| entity_snake="patient", | |
| id_field="CPF", | |
| id_param="cpf", | |
| service_contract="PatientServiceContract", | |
| service_field="PatientService", | |
| dto="PatientDTO", | |
| input_dto="PatientInputDTO", | |
| tag="Patients", | |
| extra_fields='if input.Name == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "name is required"})\n\t}\n\tif input.Contact == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "contact is required"})\n\t}', | |
| ), | |
| dict( | |
| domain="ecommerce", | |
| module="ecommerce-api", | |
| entity="Order", | |
| entity_lower="order", | |
| entity_plural="orders", | |
| entity_snake="order", | |
| id_field="OrderNumber", | |
| id_param="order_number", | |
| service_contract="OrderServiceContract", | |
| service_field="OrderService", | |
| dto="OrderDTO", | |
| input_dto="OrderInputDTO", | |
| tag="Orders", | |
| extra_fields='if input.CustomerID == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "customer_id is required"})\n\t}\n\tif len(input.Items) == 0 {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "items cannot be empty"})\n\t}', | |
| ), | |
| dict( | |
| domain="hrm", | |
| module="hrm-api", | |
| entity="Employee", | |
| entity_lower="employee", | |
| entity_plural="employees", | |
| entity_snake="employee", | |
| id_field="CPF", | |
| id_param="cpf", | |
| service_contract="EmployeeServiceContract", | |
| service_field="EmployeeService", | |
| dto="EmployeeDTO", | |
| input_dto="EmployeeInputDTO", | |
| tag="Employees", | |
| extra_fields='if input.DepartmentName == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "department_name is required"})\n\t}\n\tif input.Position == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "position is required"})\n\t}', | |
| ), | |
| dict( | |
| domain="logistics", | |
| module="logistics-api", | |
| entity="Shipment", | |
| entity_lower="shipment", | |
| entity_plural="shipments", | |
| entity_snake="shipment", | |
| id_field="TrackingCode", | |
| id_param="tracking_code", | |
| service_contract="ShipmentServiceContract", | |
| service_field="ShipmentService", | |
| dto="ShipmentDTO", | |
| input_dto="ShipmentInputDTO", | |
| tag="Shipments", | |
| extra_fields='if input.OriginAddress == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "origin_address is required"})\n\t}\n\tif input.DestinationAddress == "" {\n\t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "destination_address is required"})\n\t}', | |
| ), | |
| ] | |
| GO_VERSIONS = ["1.21", "1.22", "1.23", "1.24"] | |
| # --------------------------------------------------------------------------- | |
| # Templates | |
| # --------------------------------------------------------------------------- | |
| _CONTROLLER_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> controllers | |
| // controllers/${entity_lower}Controller.go | |
| // Pattern: struct controller + constructor injection + Swagger annotations | |
| // Observed in: Medical-App-Core/controllers/ | |
| package controllers | |
| import ( | |
| \t"net/http" | |
| \t"time" | |
| \t"$module/services/contracts" | |
| \t"github.com/gofiber/fiber/v2" | |
| ) | |
| // ${entity}Controller handles HTTP requests for the ${entity} resource. | |
| type ${entity}Controller struct { | |
| \t${service_field} contracts.${service_contract} | |
| } | |
| // New${entity}Controller constructs a ${entity}Controller with its service dependency. | |
| func New${entity}Controller(svc contracts.${service_contract}) *${entity}Controller { | |
| \treturn &${entity}Controller{${service_field}: svc} | |
| } | |
| // Create${entity} godoc | |
| // @Summary Create a new ${entity_lower} | |
| // @Description Create a new ${entity_lower} in the system | |
| // @Tags ${tag} | |
| // @Accept json | |
| // @Produce json | |
| // @Security BearerAuth | |
| // @Param body body contracts.${input_dto} true "${entity} data" | |
| // @Success 201 {object} fiber.Map | |
| // @Failure 400 {object} fiber.Map | |
| // @Failure 422 {object} fiber.Map | |
| // @Failure 500 {object} fiber.Map | |
| // @Router /${entity_plural} [post] | |
| func (ctrl *${entity}Controller) Create${entity}(c *fiber.Ctx) error { | |
| \tvar input contracts.${input_dto} | |
| \tif err := c.BodyParser(&input); err != nil { | |
| \t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "invalid request payload"}) | |
| \t} | |
| \t${extra_fields} | |
| \tid, err := ctrl.${service_field}.CreateFromInput(input) | |
| \tif err != nil { | |
| \t\treturn c.Status(http.StatusUnprocessableEntity).JSON(fiber.Map{"error": err.Error()}) | |
| \t} | |
| \treturn c.Status(http.StatusCreated).JSON(fiber.Map{ | |
| \t\t"message": "${entity} created successfully", | |
| \t\t"id": id, | |
| \t}) | |
| } | |
| // GetBy${id_field} godoc | |
| // @Summary Get ${entity_lower} by ${id_field} | |
| // @Description Retrieve a single ${entity_lower} identified by its ${id_field} | |
| // @Tags ${tag} | |
| // @Produce json | |
| // @Security BearerAuth | |
| // @Param ${id_param} path string true "${entity} ${id_field}" | |
| // @Success 200 {object} contracts.${dto} | |
| // @Failure 400 {object} fiber.Map | |
| // @Failure 404 {object} fiber.Map | |
| // @Router /${entity_plural}/{${id_param}} [get] | |
| func (ctrl *${entity}Controller) GetBy${id_field}(c *fiber.Ctx) error { | |
| \tidentifier := c.Params("${id_param}") | |
| \tif identifier == "" { | |
| \t\treturn c.Status(http.StatusBadRequest).JSON(fiber.Map{"error": "${id_param} is required"}) | |
| \t} | |
| \tresult, err := ctrl.${service_field}.FindBy${id_field}(identifier) | |
| \tif err != nil { | |
| \t\treturn c.Status(http.StatusNotFound).JSON(fiber.Map{"error": err.Error()}) | |
| \t} | |
| \treturn c.Status(http.StatusOK).JSON(result) | |
| } | |
| // List${entity}s godoc | |
| // @Summary List all ${entity_lower}s | |
| // @Description Returns a paginated list of ${entity_lower}s | |
| // @Tags ${tag} | |
| // @Produce json | |
| // @Security BearerAuth | |
| // @Param page query int false "Page number (default 1)" | |
| // @Param limit query int false "Page size (default 20)" | |
| // @Success 200 {array} contracts.${dto} | |
| // @Failure 500 {object} fiber.Map | |
| // @Router /${entity_plural} [get] | |
| func (ctrl *${entity}Controller) List${entity}s(c *fiber.Ctx) error { | |
| \tpage := c.QueryInt("page", 1) | |
| \tlimit := c.QueryInt("limit", 20) | |
| \tif page < 1 { page = 1 } | |
| \tif limit < 1 { limit = 20 } | |
| \tresults, err := ctrl.${service_field}.List(page, limit) | |
| \tif err != nil { | |
| \t\treturn c.Status(http.StatusInternalServerError).JSON(fiber.Map{"error": "failed to retrieve ${entity_lower}s"}) | |
| \t} | |
| \treturn c.Status(http.StatusOK).JSON(fiber.Map{ | |
| \t\t"data": results, | |
| \t\t"page": page, | |
| \t\t"limit": limit, | |
| \t}) | |
| } | |
| </go_file> | |
| """) | |
| _ROUTER_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> main | |
| // cmd/main.go — Fiber router setup | |
| // Pattern: group-based routing + auth middleware + Swagger protection | |
| // Observed in: Medical-App-Core/cmd/main.go | |
| package main | |
| import ( | |
| \t"log" | |
| \t"os" | |
| \t"$module/controllers" | |
| \t"$module/initializers" | |
| \t_ "$module/docs" | |
| \t"github.com/gofiber/fiber/v2" | |
| \t"github.com/gofiber/fiber/v2/middleware/basicauth" | |
| \t"github.com/gofiber/fiber/v2/middleware/cors" | |
| \t"github.com/gofiber/fiber/v2/middleware/logger" | |
| \t"github.com/gofiber/swagger" | |
| \t"github.com/joho/godotenv" | |
| ) | |
| // bearerAuthMiddleware validates the Authorization: Bearer <token> header. | |
| // Returns 401 if missing or invalid; calls Next() on success. | |
| func bearerAuthMiddleware(svc *initializers.Services) fiber.Handler { | |
| \treturn func(c *fiber.Ctx) error { | |
| \t\theader := c.Get("Authorization") | |
| \t\tif len(header) <= 7 || header[:7] != "Bearer " { | |
| \t\t\treturn c.Status(fiber.StatusUnauthorized).JSON(fiber.Map{ | |
| \t\t\t\t"error": "missing or malformed Authorization header", | |
| \t\t\t}) | |
| \t\t} | |
| \t\tif err := svc.AuthTokenService.ValidateToken(header[7:]); err != nil { | |
| \t\t\treturn c.Status(fiber.StatusUnauthorized).JSON(fiber.Map{ | |
| \t\t\t\t"error": "invalid or expired token", | |
| \t\t\t\t"reason": err.Error(), | |
| \t\t\t}) | |
| \t\t} | |
| \t\treturn c.Next() | |
| \t} | |
| } | |
| func configureMiddleware(app *fiber.App) { | |
| \tapp.Use(cors.New(cors.Config{ | |
| \t\tAllowOrigins: "*", | |
| \t\tAllowMethods: "GET,POST,PUT,PATCH,DELETE,OPTIONS", | |
| \t\tAllowHeaders: "Origin, Content-Type, Accept, Authorization", | |
| \t})) | |
| \tapp.Use(logger.New(logger.Config{ | |
| \t\tFormat: `[$${time}] $${status} - $${method} $${path}\\n`, | |
| \t})) | |
| } | |
| func registerRoutes(app *fiber.App, svc *initializers.Services) { | |
| \tauth := app.Group("/auth") | |
| \tauth.Post("/token", controllers.NewAuthController(svc.AuthTokenService).GenerateToken) | |
| \tauth.Post("/validate", controllers.NewAuthController(svc.AuthTokenService).ValidateToken) | |
| \tprotected := app.Group("/", bearerAuthMiddleware(svc)) | |
| \tentityCtrl := controllers.New${entity}Controller(svc.${service_field}) | |
| \t${entity_lower}s := protected.Group("/${entity_plural}") | |
| \t${entity_lower}s.Post("/", entityCtrl.Create${entity}) | |
| \t${entity_lower}s.Get("/", entityCtrl.List${entity}s) | |
| \t${entity_lower}s.Get("/:${id_param}", entityCtrl.GetBy${id_field}) | |
| } | |
| func main() { | |
| \tif err := godotenv.Load(); err != nil { | |
| \t\tlog.Println("warning: .env file not found, using environment") | |
| \t} | |
| \tdb := initializers.InitialDB() | |
| \tinitializers.RunMigrations(db) | |
| \tsvc := initializers.InitServices(db) | |
| \tapp := fiber.New(fiber.Config{AppName: "$module v1"}) | |
| \tconfigureMiddleware(app) | |
| \t// Swagger endpoint protected by basic auth | |
| \tswaggerUser := os.Getenv("SWAGGER_USER") | |
| \tswaggerPass := os.Getenv("SWAGGER_PASSWORD") | |
| \tif swaggerUser == "" || swaggerPass == "" { | |
| \t\tlog.Fatal("SWAGGER_USER and SWAGGER_PASSWORD must be set") | |
| \t} | |
| \tswaggerAuth := basicauth.New(basicauth.Config{ | |
| \t\tUsers: map[string]string{swaggerUser: swaggerPass}, | |
| \t}) | |
| \tapp.Get("/swagger/*", swaggerAuth, swagger.HandlerDefault) | |
| \tregisterRoutes(app, svc) | |
| \tport := os.Getenv("PORT") | |
| \tif port == "" { | |
| \t\tport = "8080" | |
| \t} | |
| \tlog.Printf("server listening on :%s", port) | |
| \tif err := app.Listen(":" + port); err != nil { | |
| \t\tlog.Fatalf("server error: %v", err) | |
| \t} | |
| } | |
| </go_file> | |
| """) | |
| _RESPONSE_UTIL_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> utils | |
| // utils/responseUtil.go | |
| // Pattern: response utility interface + JSON helper | |
| // Observed in: Medical-App-Core/utils/responseUtil.go | |
| package utils | |
| import ( | |
| \t"encoding/json" | |
| \t"github.com/gofiber/fiber/v2" | |
| ) | |
| // ResponseUtil abstracts JSON response construction for testability. | |
| type ResponseUtil interface { | |
| \tRespondWithJSON(c *fiber.Ctx, code int, payload any) error | |
| \tRespondWithError(c *fiber.Ctx, code int, message string) error | |
| } | |
| // JSONResponseUtil implements ResponseUtil using Fiber's context. | |
| type JSONResponseUtil struct{} | |
| func (ru *JSONResponseUtil) RespondWithJSON(c *fiber.Ctx, code int, payload any) error { | |
| \tbody, err := json.Marshal(payload) | |
| \tif err != nil { | |
| \t\treturn c.Status(fiber.StatusInternalServerError). | |
| \t\t\tJSON(fiber.Map{"error": "failed to marshal response"}) | |
| \t} | |
| \tc.Set("Content-Type", "application/json") | |
| \treturn c.Status(code).Send(body) | |
| } | |
| func (ru *JSONResponseUtil) RespondWithError(c *fiber.Ctx, code int, message string) error { | |
| \treturn c.Status(code).JSON(fiber.Map{"error": message}) | |
| } | |
| </go_file> | |
| """) | |
| class FiberPatternGenerator: | |
| """Generate Fiber v2 HTTP pattern training examples.""" | |
| def all_examples(self) -> list[str]: | |
| examples: list[str] = [] | |
| for d in DOMAINS: | |
| for ver in GO_VERSIONS: | |
| examples.append(self._controller(d, ver)) | |
| examples.append(self._router(d, ver)) | |
| examples.append(self._response_util(ver=GO_VERSIONS[-1])) | |
| return examples | |
| def _controller(self, d: dict, ver: str) -> str: | |
| return _CONTROLLER_TEMPLATE.substitute(go_version=ver, **d) | |
| def _router(self, d: dict, ver: str) -> str: | |
| return _ROUTER_TEMPLATE.substitute(go_version=ver, **d) | |
| def _response_util(self, ver: str) -> str: | |
| return _RESPONSE_UTIL_TEMPLATE.substitute(go_version=ver) | |