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feat(genai): Add samples for image, tuning and thinking generation. #5388
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f200e49
genai: added img, thinking and tuning samples
cfloress 0e604ff
Merge branch 'main' of github.com:GoogleCloudPlatform/golang-samples …
cfloress 93e49f5
genai: PR comments
cfloress 30d8b6d
Merge branch 'main' into genai-img-tunn-think-generation
cfloress 04234df
Merge branch 'main' into genai-img-tunn-think-generation
cfloress 503846b
Merge branch 'main' of github.com:GoogleCloudPlatform/golang-samples …
cfloress 5eff6a4
genai: PR comments
cfloress cb00ca1
Merge branch 'genai-img-tunn-think-generation' of github.com:cfloress…
cfloress b7665aa
Merge branch 'main' into genai-img-tunn-think-generation
cfloress e49202c
Merge branch 'main' into genai-img-tunn-think-generation
msampathkumar 5bdb227
genai: model update
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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 image_generation | ||
|
||
import ( | ||
"bytes" | ||
"testing" | ||
|
||
"github.com/GoogleCloudPlatform/golang-samples/internal/testutil" | ||
) | ||
|
||
func TestImageGeneration(t *testing.T) { | ||
tc := testutil.SystemTest(t) | ||
|
||
t.Setenv("GOOGLE_GENAI_USE_VERTEXAI", "1") | ||
t.Setenv("GOOGLE_CLOUD_LOCATION", "global") | ||
t.Setenv("GOOGLE_CLOUD_PROJECT", tc.ProjectID) | ||
|
||
buf := new(bytes.Buffer) | ||
|
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t.Run("generate image content with text", func(t *testing.T) { | ||
buf.Reset() | ||
err := generateImageWithText(buf) | ||
if err != nil { | ||
t.Fatalf("generateImageWithText failed: %v", err) | ||
} | ||
|
||
output := buf.String() | ||
if output == "" { | ||
t.Error("expected non-empty output, got empty") | ||
} | ||
}) | ||
|
||
t.Run("generate mmflash image content with text and image", func(t *testing.T) { | ||
buf.Reset() | ||
err := generateImageMMFlashEditWithTextImg(buf) | ||
if err != nil { | ||
t.Fatalf("generateImageMMFlashEditWithTextImg failed: %v", err) | ||
} | ||
|
||
output := buf.String() | ||
if output == "" { | ||
t.Error("expected non-empty output, got empty") | ||
} | ||
}) | ||
} |
101 changes: 101 additions & 0 deletions
101
genai/image_generation/imggen_mmflash_edit_img_with_txt_img.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 image_generation shows how to use the GenAI SDK to generate images and text. | ||
package image_generation | ||
|
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// [START googlegenaisdk_imggen_mmflash_edit_img_with_txt_img] | ||
import ( | ||
"context" | ||
"fmt" | ||
"io" | ||
"os" | ||
|
||
"google.golang.org/genai" | ||
) | ||
|
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// generateImageMMFlashEditWithTextImg demonstrates editing an image with text and image inputs. | ||
func generateImageMMFlashEditWithTextImg(w io.Writer) error { | ||
// TODO(developer): Update below lines | ||
outputFile := "testdata/bw-example-image.png" | ||
inputFile := "testdata/example-image-eiffel-tower.png" | ||
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) | ||
} | ||
|
||
image, err := os.ReadFile(inputFile) | ||
if err != nil { | ||
return fmt.Errorf("failed to read image: %w", err) | ||
} | ||
|
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modelName := "gemini-2.5-flash-image" | ||
prompt := "Edit this image to make it look like a cartoon." | ||
contents := []*genai.Content{ | ||
{ | ||
Role: "user", | ||
Parts: []*genai.Part{ | ||
{Text: prompt}, | ||
{InlineData: &genai.Blob{ | ||
MIMEType: "image/png", | ||
Data: image, | ||
}}, | ||
}, | ||
}, | ||
} | ||
resp, err := client.Models.GenerateContent(ctx, | ||
modelName, | ||
contents, | ||
&genai.GenerateContentConfig{ | ||
ResponseModalities: []string{ | ||
string(genai.ModalityText), | ||
string(genai.ModalityImage), | ||
}, | ||
}, | ||
) | ||
if err != nil { | ||
return fmt.Errorf("failed to generate content: %w", err) | ||
} | ||
|
||
if len(resp.Candidates) == 0 || resp.Candidates[0].Content == nil { | ||
return fmt.Errorf("no content was generated") | ||
} | ||
|
||
for _, part := range resp.Candidates[0].Content.Parts { | ||
if part.Text != "" { | ||
fmt.Fprintln(w, part.Text) | ||
} else if part.InlineData != nil { | ||
if len(part.InlineData.Data) > 0 { | ||
if err := os.WriteFile(outputFile, part.InlineData.Data, 0644); err != nil { | ||
return fmt.Errorf("failed to save image: %w", err) | ||
} | ||
fmt.Fprintln(w, outputFile) | ||
} | ||
} | ||
} | ||
|
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// Example response: | ||
// Here's the image of the Eiffel Tower and fireworks, cartoonized for you! | ||
// Cartoon-style edit: | ||
// - Simplified the Eiffel Tower with bolder lines and slightly exaggerated proportions. | ||
// - Brightened and saturated the colors of the sky, fireworks, and foliage for a more vibrant, cartoonish look. | ||
// .... | ||
return nil | ||
} | ||
|
||
// [END googlegenaisdk_imggen_mmflash_edit_img_with_txt_img] |
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---|---|---|
@@ -0,0 +1,70 @@ | ||
// 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 image_generation shows how to use the GenAI SDK to generate images and text. | ||
package image_generation | ||
|
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// [START googlegenaisdk_imggen_with_txt] | ||
import ( | ||
"context" | ||
"fmt" | ||
"io" | ||
"os" | ||
|
||
"google.golang.org/genai" | ||
) | ||
|
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// generateImageWithText demonstrates how to generate an image from a text prompt. | ||
func generateImageWithText(w io.Writer) error { | ||
// TODO(developer): Update below line | ||
outputFile := "testdata/dog_newspaper.png" | ||
ctx := context.Background() | ||
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|
||
|
||
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 := "imagen-4.0-generate-001" | ||
prompt := "A dog reading a newspaper" | ||
resp, err := client.Models.GenerateImages(ctx, | ||
modelName, | ||
prompt, | ||
&genai.GenerateImagesConfig{ | ||
ImageSize: "2K", | ||
}, | ||
) | ||
if err != nil { | ||
return fmt.Errorf("failed to generate content: %w", err) | ||
} | ||
|
||
if len(resp.GeneratedImages) == 0 || resp.GeneratedImages[0].Image == nil { | ||
return fmt.Errorf("no image generated") | ||
} | ||
|
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img := resp.GeneratedImages[0].Image | ||
if err := os.WriteFile(outputFile, img.ImageBytes, 0644); err != nil { | ||
return fmt.Errorf("failed to save image: %w", err) | ||
} | ||
|
||
fmt.Fprintln(w, len(img.ImageBytes)) | ||
|
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// Example response: | ||
// Created output image using 6098201 bytes | ||
return nil | ||
} | ||
|
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// [END googlegenaisdk_imggen_with_txt] |
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@@ -0,0 +1,133 @@ | ||
// 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_includethoughts_with_txt] | ||
import ( | ||
"context" | ||
"fmt" | ||
"io" | ||
|
||
"google.golang.org/genai" | ||
) | ||
|
||
// generateContentWithThoughts demonstrates how to generate text including the model's thought process. | ||
func generateContentWithThoughts(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, | ||
&genai.GenerateContentConfig{ | ||
ThinkingConfig: &genai.ThinkingConfig{ | ||
IncludeThoughts: true, | ||
}, | ||
}, | ||
) | ||
if err != nil { | ||
return fmt.Errorf("failed to generate content: %w", err) | ||
} | ||
|
||
if len(resp.Candidates) == 0 || resp.Candidates[0].Content == nil { | ||
return fmt.Errorf("no content was generated") | ||
} | ||
|
||
// The response may contain both the final answer and the model's thoughts. | ||
// Iterate through the parts to print them separately. | ||
fmt.Fprintln(w, "Answer:") | ||
for _, part := range resp.Candidates[0].Content.Parts { | ||
if part.Text != "" && !part.Thought { | ||
fmt.Fprintln(w, part.Text) | ||
} | ||
} | ||
fmt.Fprintln(w, "\nThoughts:") | ||
for _, part := range resp.Candidates[0].Content.Parts { | ||
if part.Thought { | ||
fmt.Fprintln(w, part.Text) | ||
} | ||
} | ||
|
||
// Example response: | ||
// Answer: | ||
// Of course! We can solve this quadratic equation in a couple of ways. | ||
// | ||
//### Method 1: Factoring (the easiest method for this problem) | ||
// | ||
//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_includethoughts_with_txt] |
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