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: 10,133 Bytes
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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
|