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
| """ | |
| Test patterns extracted from Medical-App-Core. | |
| Patterns covered: | |
| - go-sqlmock + GORM mock DB setup helper | |
| - testify assert / require style | |
| - Success + error path table-driven tests | |
| - Fiber app.Test() for HTTP handler testing | |
| - Mock repository pattern (interface-based) | |
| - setupTestDB() helper function | |
| - ExpectBegin / ExpectQuery / ExpectCommit / ExpectRollback chain | |
| """ | |
| from __future__ import annotations | |
| from string import Template | |
| GO_VERSIONS = ["1.21", "1.22", "1.23", "1.24"] | |
| _SERVICE_TEST_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> implementations_test | |
| // services/implementations/${entity_lower}_service_test.go | |
| // Pattern: sqlmock + GORM + testify — success and error paths | |
| // Observed in: Medical-App-Core/services/implementations/appointment_service_test.go | |
| package implementations_test | |
| import ( | |
| \t"errors" | |
| \t"testing" | |
| \t"time" | |
| \t"$module/services/contracts" | |
| \t"$module/services/implementations" | |
| \t"github.com/DATA-DOG/go-sqlmock" | |
| \t"github.com/google/uuid" | |
| \t"github.com/stretchr/testify/assert" | |
| \t"gorm.io/driver/postgres" | |
| \t"gorm.io/gorm" | |
| ) | |
| // setupTestDB creates an in-memory mock database for service tests. | |
| // Returns the GORM DB and the sqlmock controller for expectation setup. | |
| func setupTestDB(t *testing.T) (*gorm.DB, sqlmock.Sqlmock) { | |
| \tt.Helper() | |
| \tdb, mock, err := sqlmock.New() | |
| \tif err != nil { | |
| \t\tt.Fatalf("failed to create mock DB: %v", err) | |
| \t} | |
| \tgormDB, err := gorm.Open(postgres.New(postgres.Config{Conn: db}), &gorm.Config{}) | |
| \tif err != nil { | |
| \t\tt.Fatalf("failed to open GORM DB: %v", err) | |
| \t} | |
| \tt.Cleanup(func() { db.Close() }) | |
| \treturn gormDB, mock | |
| } | |
| // TestCreate_Success verifies that a valid DTO produces a non-nil UUID. | |
| func Test${entity}Service_Create_Success(t *testing.T) { | |
| \tdb, mock := setupTestDB(t) | |
| \tsvc := implementations.New${entity}Service(db) | |
| \tdto := contracts.${entity}DTO{ | |
| $dto_fields | |
| \t} | |
| \tnewID := uuid.New() | |
| \tmock.ExpectBegin() | |
| \tmock.ExpectQuery(`INSERT INTO "${table}" .* RETURNING "id"`). | |
| \t\tWithArgs( | |
| \t\t\tsqlmock.AnyArg(), // created_at | |
| \t\t\tsqlmock.AnyArg(), // updated_at | |
| \t\t\tnil, // deleted_at | |
| $mock_args | |
| \t\t\tsqlmock.AnyArg(), // id | |
| \t\t). | |
| \t\tWillReturnRows(sqlmock.NewRows([]string{"id"}).AddRow(newID)) | |
| \tmock.ExpectCommit() | |
| \tgotID, err := svc.Create(dto) | |
| \tassert.NoError(t, err) | |
| \tassert.Equal(t, newID, gotID) | |
| \tassert.NoError(t, mock.ExpectationsWereMet()) | |
| } | |
| // Test${entity}Service_Create_DBError verifies the service surfaces DB errors. | |
| func Test${entity}Service_Create_DBError(t *testing.T) { | |
| \tdb, mock := setupTestDB(t) | |
| \tsvc := implementations.New${entity}Service(db) | |
| \tdto := contracts.${entity}DTO{ | |
| $dto_fields | |
| \t} | |
| \tmock.ExpectBegin() | |
| \tmock.ExpectQuery(`INSERT INTO "${table}" .* RETURNING "id"`). | |
| \t\tWillReturnError(errors.New("connection refused")) | |
| \tmock.ExpectRollback() | |
| \tgotID, err := svc.Create(dto) | |
| \tassert.Error(t, err) | |
| \tassert.Equal(t, uuid.Nil, gotID) | |
| \tassert.NoError(t, mock.ExpectationsWereMet()) | |
| } | |
| // Test${entity}Service_FindBy${lookup_field}_NotFound verifies gorm.ErrRecordNotFound is surfaced. | |
| func Test${entity}Service_FindBy${lookup_field}_NotFound(t *testing.T) { | |
| \tdb, mock := setupTestDB(t) | |
| \tsvc := implementations.New${entity}Service(db) | |
| \tmock.ExpectQuery(`SELECT .* FROM "${table}"`). | |
| \t\tWithArgs("NOTEXIST", sqlmock.AnyArg()). | |
| \t\tWillReturnError(gorm.ErrRecordNotFound) | |
| \tresult, err := svc.FindBy${lookup_field}("NOTEXIST") | |
| \tassert.Error(t, err) | |
| \tassert.Nil(t, result) | |
| \tassert.NoError(t, mock.ExpectationsWereMet()) | |
| } | |
| </go_file> | |
| """) | |
| _HTTP_HANDLER_TEST_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> controllers_test | |
| // controllers/${entity_lower}_controller_test.go | |
| // Pattern: Fiber app.Test() for HTTP handler unit testing | |
| // Observed in: Medical-App-Core/utils/response_util_test.go | |
| package controllers_test | |
| import ( | |
| \t"bytes" | |
| \t"encoding/json" | |
| \t"net/http" | |
| \t"net/http/httptest" | |
| \t"testing" | |
| \t"$module/controllers" | |
| \t"github.com/gofiber/fiber/v2" | |
| \t"github.com/stretchr/testify/require" | |
| ) | |
| // mock${entity}Service implements contracts.${entity}ServiceContract for testing. | |
| type mock${entity}Service struct { | |
| \tcreateResult string | |
| \tcreateErr error | |
| } | |
| func (m *mock${entity}Service) CreateFromInput(input any) (any, error) { | |
| \treturn m.createResult, m.createErr | |
| } | |
| func Test${entity}Controller_Create_Success(t *testing.T) { | |
| \tapp := fiber.New() | |
| \tctrl := controllers.New${entity}Controller(&mock${entity}Service{ | |
| \t\tcreateResult: "test-uuid", | |
| \t}) | |
| \tapp.Post("/${entity_plural}", ctrl.Create${entity}) | |
| \tbody, _ := json.Marshal(map[string]any{ | |
| \t\t"organization_name": "Test Org", | |
| $request_fields | |
| \t}) | |
| \treq := httptest.NewRequest(http.MethodPost, "/${entity_plural}", bytes.NewReader(body)) | |
| \treq.Header.Set("Content-Type", "application/json") | |
| \tresp, err := app.Test(req, -1) | |
| \trequire.NoError(t, err) | |
| \trequire.Equal(t, http.StatusCreated, resp.StatusCode) | |
| \tvar result map[string]any | |
| \trequire.NoError(t, json.NewDecoder(resp.Body).Decode(&result)) | |
| \trequire.Equal(t, "${entity} created successfully", result["message"]) | |
| } | |
| func Test${entity}Controller_Create_MissingField(t *testing.T) { | |
| \tapp := fiber.New() | |
| \tctrl := controllers.New${entity}Controller(&mock${entity}Service{}) | |
| \tapp.Post("/${entity_plural}", ctrl.Create${entity}) | |
| \t// Send empty body — required fields missing | |
| \treq := httptest.NewRequest(http.MethodPost, "/${entity_plural}", bytes.NewReader([]byte("{}"))) | |
| \treq.Header.Set("Content-Type", "application/json") | |
| \tresp, err := app.Test(req, -1) | |
| \trequire.NoError(t, err) | |
| \trequire.Equal(t, http.StatusBadRequest, resp.StatusCode) | |
| } | |
| func Test${entity}Controller_Create_InvalidJSON(t *testing.T) { | |
| \tapp := fiber.New() | |
| \tctrl := controllers.New${entity}Controller(&mock${entity}Service{}) | |
| \tapp.Post("/${entity_plural}", ctrl.Create${entity}) | |
| \treq := httptest.NewRequest(http.MethodPost, "/${entity_plural}", bytes.NewReader([]byte("not json"))) | |
| \treq.Header.Set("Content-Type", "application/json") | |
| \tresp, err := app.Test(req, -1) | |
| \trequire.NoError(t, err) | |
| \trequire.Equal(t, http.StatusBadRequest, resp.StatusCode) | |
| } | |
| </go_file> | |
| """) | |
| _TABLE_DRIVEN_TEST_TEMPLATE = Template("""\ | |
| <go_file> | |
| <go_version> go$go_version | |
| <go_pkg> utils_test | |
| // utils/response_util_test.go | |
| // Pattern: table-driven tests with Fiber app.Test() | |
| // Observed in: Medical-App-Core/utils/response_util_test.go | |
| package utils_test | |
| import ( | |
| \t"encoding/json" | |
| \t"net/http" | |
| \t"net/http/httptest" | |
| \t"testing" | |
| \t"$module/utils" | |
| \t"github.com/gofiber/fiber/v2" | |
| \t"github.com/stretchr/testify/require" | |
| ) | |
| func TestRespondWithJSON(t *testing.T) { | |
| \tru := &utils.JSONResponseUtil{} | |
| \ttests := []struct { | |
| \t\tname string | |
| \t\tcode int | |
| \t\tpayload any | |
| \t\twantStatus int | |
| \t\twantKey string | |
| \t}{ | |
| \t\t{ | |
| \t\t\tname: "200 ok with map payload", | |
| \t\t\tcode: http.StatusOK, | |
| \t\t\tpayload: map[string]string{"message": "ok"}, | |
| \t\t\twantStatus: http.StatusOK, | |
| \t\t\twantKey: "message", | |
| \t\t}, | |
| \t\t{ | |
| \t\t\tname: "201 created", | |
| \t\t\tcode: http.StatusCreated, | |
| \t\t\tpayload: map[string]string{"id": "abc-123"}, | |
| \t\t\twantStatus: http.StatusCreated, | |
| \t\t\twantKey: "id", | |
| \t\t}, | |
| \t\t{ | |
| \t\t\tname: "400 bad request", | |
| \t\t\tcode: http.StatusBadRequest, | |
| \t\t\tpayload: map[string]string{"error": "invalid input"}, | |
| \t\t\twantStatus: http.StatusBadRequest, | |
| \t\t\twantKey: "error", | |
| \t\t}, | |
| \t} | |
| \tfor _, tc := range tests { | |
| \t\tt.Run(tc.name, func(t *testing.T) { | |
| \t\t\tapp := fiber.New() | |
| \t\t\tapp.Get("/test", func(c *fiber.Ctx) error { | |
| \t\t\t\treturn ru.RespondWithJSON(c, tc.code, tc.payload) | |
| \t\t\t}) | |
| \t\t\treq := httptest.NewRequest(http.MethodGet, "/test", nil) | |
| \t\t\tresp, err := app.Test(req, -1) | |
| \t\t\trequire.NoError(t, err) | |
| \t\t\trequire.Equal(t, tc.wantStatus, resp.StatusCode) | |
| \t\t\trequire.Equal(t, "application/json", resp.Header.Get("Content-Type")) | |
| \t\t\tvar body map[string]any | |
| \t\t\trequire.NoError(t, json.NewDecoder(resp.Body).Decode(&body)) | |
| \t\t\t_, ok := body[tc.wantKey] | |
| \t\t\trequire.True(t, ok, "expected key %q in response", tc.wantKey) | |
| \t\t}) | |
| \t} | |
| } | |
| </go_file> | |
| """) | |
| ENTITIES = [ | |
| dict( | |
| entity="Appointment", | |
| entity_lower="appointment", | |
| entity_plural="appointments", | |
| table="appointments", | |
| lookup_field="Status", | |
| dto_fields='\t\tOrganizationID: uuid.New(),\n\t\tPatientID: uuid.New(),\n\t\tDoctorID: uuid.New(),\n\t\tDateTime: time.Now(),\n\t\tStatus: "scheduled",', | |
| mock_args='\t\t\tsqlmock.AnyArg(), // organization_id\n\t\t\tsqlmock.AnyArg(), // patient_id\n\t\t\tsqlmock.AnyArg(), // doctor_id\n\t\t\tsqlmock.AnyArg(), // date_time\n\t\t\t"scheduled", // status', | |
| request_fields='\t\t"patient_name": "João Silva",\n\t\t"doctor_full_name": "Dr. Maria",\n\t\t"specialization": "Cardiology",\n\t\t"date_time": "2024-03-01T10:00:00Z",', | |
| ), | |
| dict( | |
| entity="Patient", | |
| entity_lower="patient", | |
| entity_plural="patients", | |
| table="patients", | |
| lookup_field="CPF", | |
| dto_fields='\t\tOrganizationID: uuid.New().String(),\n\t\tName: "João Silva",\n\t\tContact: "+55 11 99999-9999",', | |
| mock_args='\t\t\tsqlmock.AnyArg(), // organization_id\n\t\t\t"João Silva", // name\n\t\t\t"+55 11 99999-9999", // contact', | |
| request_fields='\t\t"name": "João Silva",\n\t\t"contact": "+55 11 99999-9999",', | |
| ), | |
| ] | |
| class TestPatternGenerator: | |
| """Generate test pattern 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_TEST_TEMPLATE.substitute(go_version=ver, module=self.MODULE, **ent) | |
| ) | |
| examples.append( | |
| _HTTP_HANDLER_TEST_TEMPLATE.substitute(go_version=ver, module=self.MODULE, **ent) | |
| ) | |
| for ver in GO_VERSIONS: | |
| examples.append(_TABLE_DRIVEN_TEST_TEMPLATE.substitute(go_version=ver, module=self.MODULE)) | |
| return examples | |