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45 changes: 45 additions & 0 deletions genai/thinking/thinking_examples_test.go
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// Copyright 2025 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package thinking

import (
"bytes"
"testing"

"github.com/GoogleCloudPlatform/golang-samples/internal/testutil"
)

func TestThinkingGeneration(t *testing.T) {
tc := testutil.SystemTest(t)

t.Setenv("GOOGLE_GENAI_USE_VERTEXAI", "1")
t.Setenv("GOOGLE_CLOUD_LOCATION", "us-central1")
t.Setenv("GOOGLE_CLOUD_PROJECT", tc.ProjectID)

buf := new(bytes.Buffer)

t.Run("generate content including with text", func(t *testing.T) {
buf.Reset()
err := generateContentWithTxt(buf)
if err != nil {
t.Fatalf("generateContentWithTxt failed: %v", err)
}

output := buf.String()
if output == "" {
t.Error("expected non-empty output, got empty")
}
})
}
115 changes: 115 additions & 0 deletions genai/thinking/thinking_with_txt.go
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// Copyright 2025 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

// Package thinking shows how to use the GenAI SDK to include thoughts with txt.
package thinking

// [START googlegenaisdk_thinking_with_txt]
import (
"context"
"fmt"
"io"

"google.golang.org/genai"
)

// generateContentWithTxt demonstrates how to generate text with thinking model.
func generateContentWithTxt(w io.Writer) error {
ctx := context.Background()

client, err := genai.NewClient(ctx, &genai.ClientConfig{
HTTPOptions: genai.HTTPOptions{APIVersion: "v1"},
})
if err != nil {
return fmt.Errorf("failed to create genai client: %w", err)
}

modelName := "gemini-2.5-pro"
contents := []*genai.Content{
{
Parts: []*genai.Part{
{Text: "solve x^2 + 4x + 4 = 0"},
},
Role: "user",
},
}

resp, err := client.Models.GenerateContent(ctx,
modelName,
contents,
nil,
)
if err != nil {
return fmt.Errorf("failed to generate content: %w", err)
}

fmt.Fprintln(w, resp.Text())

// Example response:
// Answer:
// Of course! We can solve this quadratic equation in a couple of ways.
//
// The equation is:
// **x² + 4x + 4 = 0**
//
//### Method 1: Factoring
// This equation is a perfect square trinomial. This means it fits the pattern a² + 2ab + b² = (a + b)².
//1. **Recognize the pattern.** The expression `x² + 4x + 4` is a perfect square trinomial. It fits the pattern `a² + 2ab + b² = (a + b)²`. In this case, `a = x` and `b = 2`.
//
//2. **Factor the equation.**
// `x² + 4x + 4 = (x + 2)(x + 2) = (x + 2)²`
//
//3. **Solve for x.** Now set the factored expression to zero:
// `(x + 2)² = 0`
//
// Take the square root of both sides:
// `x + 2 = 0`
//
// Subtract 2 from both sides:
// `x = -2`
//
//This type of solution is called a "repeated root" or a "double root" because the factor `(x+2)` appears twice.
//
//---
//
//### Method 2: Using the Quadratic Formula
//
//You can use the quadratic formula for any equation in the form `ax² + bx + c = 0`.
//
//The formula is: `x = [-b ± sqrt(b² - 4ac)] / 2a`
//
//1. **Identify a, b, and c.**
// * a = 1
// * b = 4
// * c = 4
//
//2. **Plug the values into the formula.**
// `x = [-4 ± sqrt(4² - 4 * 1 * 4)] / (2 * 1)`
//
//3. **Simplify.**
// `x = [-4 ± sqrt(16 - 16)] / 2`
// `x = [-4 ± sqrt(0)] / 2`
// `x = -4 / 2`
//
//4. **Solve for x.**
// `x = -2`
//Alright, the user wants to solve the quadratic equation `x² + 4x + 4 = 0`. My first instinct is to see if I can factor it; that's often the fastest approach if it works. Looking at the coefficients, I see `a = 1`, `b = 4`, and `c = 4`. Factoring is clearly the most direct path here. I need to find two numbers that multiply to 4 (c) and add up to 4 (b). Hmm, let's see… 1 and 4? Nope, that adds to 5. 2 and 2? Perfect! 2 times 2 is 4, and 2 plus 2 is also 4.
//
//So, `x² + 4x + 4` factors nicely into `(x + 2)(x + 2)`. Ah, a perfect square trinomial! That's useful to note. Now, I can write the equation as `(x + 2)² = 0`. Taking the square root of both sides gives me `x + 2 = 0`. And finally, subtracting 2 from both sides, I get `x = -2`. That's the solution.
//
//Just to be thorough, and maybe to offer an alternative explanation, let's verify this using the quadratic formula. It's `x = [-b ± √(b² - 4ac)] / 2a`. Plugging in my values: `x = [-4 ± √(4² - 4 * 1 * 4)] / (2 * 1)`. That simplifies to `x = [-4 ± √(16 - 16)] / 2`, or `x = [-4 ± 0] / 2`. Therefore, `x = -2`. The discriminant being zero tells me I have exactly one real, repeated root. Great. So, whether I factor or use the quadratic formula, the answer is the same.
return nil
}

// [END googlegenaisdk_thinking_with_txt]
85 changes: 85 additions & 0 deletions genai/tuning/tuning_create_job.go
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// Copyright 2025 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

// Package tuning shows how to use the GenAI SDK for tuning jobs.
package tuning

// [START googlegenaisdk_tuning_job_create]
import (
"context"
"fmt"
"io"
"time"

"google.golang.org/genai"
)

// createTuningJob creates a supervised tuning job using training and validation datasets.
func createTuningJob(w io.Writer) error {
ctx := context.Background()

client, err := genai.NewClient(ctx, &genai.ClientConfig{
HTTPOptions: genai.HTTPOptions{APIVersion: "v1beta1"},
})
if err != nil {
return fmt.Errorf("failed to create genai client: %w", err)
}

// Training dataset (JSONL in GCS)
training := &genai.TuningDataset{
GCSURI: "gs://cloud-samples-data/ai-platform/generative_ai/gemini/text/sft_train_data.jsonl",
}

validation := &genai.TuningValidationDataset{
GCSURI: "gs://cloud-samples-data/ai-platform/generative_ai/gemini/text/sft_validation_data.jsonl",
}

// Config for the tuning job
config := &genai.CreateTuningJobConfig{
TunedModelDisplayName: "Example tuning job",
ValidationDataset: validation,
}

// Start tuning job
job, err := client.Tunings.Tune(ctx, "gemini-2.5-flash", training, config)
if err != nil {
return fmt.Errorf("failed to create tuning job: %w", err)
}

// Poll until the job leaves running states
for job.State == genai.JobStateQueued || job.State == genai.JobStatePending || job.State == genai.JobStateRunning {
time.Sleep(30 * time.Second)

job, err = client.Tunings.Get(ctx, job.Name, nil)
if err != nil {
return fmt.Errorf("failed to get tuning job: %w", err)
}
fmt.Fprintln(w, "Job state:", job.State)
}

// Print results when finished
if job.TunedModel != nil {
fmt.Fprintln(w, "Tuned model:", job.TunedModel.Model)
fmt.Fprintln(w, "Endpoint:", job.TunedModel.Endpoint)
}
fmt.Fprintln(w, "Final state:", job.State)

// Example response:
// Checkpoint 1: checkpoint_id='1' epoch=1 step=10 endpoint='projects/123456789012/locations/us-central1/endpoints/123456789000000'
// Checkpoint 2: checkpoint_id='2' epoch=2 step=20 endpoint='projects/123456789012/locations/us-central1/endpoints/123456789012345'

return nil
}

// [END googlegenaisdk_tuning_job_create]
71 changes: 71 additions & 0 deletions genai/tuning/tuning_examples_test.go
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// Copyright 2025 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package tuning

import (
"bytes"
"testing"

"github.com/GoogleCloudPlatform/golang-samples/internal/testutil"
)

func TestTuningGeneration(t *testing.T) {
tc := testutil.SystemTest(t)

t.Setenv("GOOGLE_GENAI_USE_VERTEXAI", "1")
t.Setenv("GOOGLE_CLOUD_LOCATION", "us-central1")
t.Setenv("GOOGLE_CLOUD_PROJECT", tc.ProjectID)

buf := new(bytes.Buffer)

t.Run("create tuning job in project", func(t *testing.T) {
buf.Reset()
err := createTuningJob(buf)
if err != nil {
t.Fatalf("createTuningJob failed: %v", err)
}

output := buf.String()
if output == "" {
t.Error("expected non-empty output, got empty")
}
})

t.Run("predictWithTunedEndpoint in project", func(t *testing.T) {
buf.Reset()
err := predictWithTunedEndpoint(buf, "test-tuning-job")
if err != nil {
t.Fatalf("predictWithTunedEndpoint failed: %v", err)
}

output := buf.String()
if output == "" {
t.Error("expected non-empty output, got empty")
}
})

t.Run("get Tuning Job in project", func(t *testing.T) {
buf.Reset()
err := getTuningJob(buf, "test-tuning-job")
if err != nil {
t.Fatalf("getTuningJob failed: %v", err)
}

output := buf.String()
if output == "" {
t.Error("expected non-empty output, got empty")
}
})
}
56 changes: 56 additions & 0 deletions genai/tuning/tuning_get_job.go
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// Copyright 2025 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

// Package tuning shows how to use the GenAI SDK for tuning jobs.
package tuning

// [START googlegenaisdk_tuning_job_get]
import (
"context"
"fmt"
"io"

"google.golang.org/genai"
)

// getTuningJob retrieves details of a tuning job, including tuned model and endpoint
func getTuningJob(w io.Writer, tuningJobName string) error {
ctx := context.Background()

client, err := genai.NewClient(ctx, &genai.ClientConfig{
HTTPOptions: genai.HTTPOptions{APIVersion: "v1"},
})
if err != nil {
return fmt.Errorf("failed to create genai client: %w", err)
}

// Eg. tuningJobName = "projects/123456789012/locations/us-central1/tuningJobs/123456789012345"
tuningJob, err := client.Tunings.Get(ctx, tuningJobName, nil)
if err != nil {
return fmt.Errorf("failed to get tuning job: %w", err)
}

fmt.Fprintln(w, tuningJob.TunedModel.Model)
fmt.Fprintln(w, tuningJob.TunedModel.Endpoint)
fmt.Fprintln(w, tuningJob.Experiment)

// Example response:
// projects/123456789012/locations/us-central1/models/1234567890@1
// projects/123456789012/locations/us-central1/endpoints/123456789012345
// projects/123456789012/locations/us-central1/metadataStores/default/contexts/tuning-experiment-2025010112345678

return nil
}

// [END googlegenaisdk_tuning_job_get]
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