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add new example for OCR using Claude3's Vision feature with Bedrock #715

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Original file line number Diff line number Diff line change
@@ -0,0 +1,62 @@
package main

import (
"context"
_ "embed"
"fmt"
"log"

"github.com/tmc/langchaingo/llms"
"github.com/tmc/langchaingo/llms/bedrock"
"github.com/tmc/langchaingo/schema"
)

//go:embed image.png
var image []byte

func main() {
// As a prerequisite, you need to add model access permissions for the Anthropic Claude3 Haiku model in the AWS Region where you are running.
// For more information, see https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html.
// Specify the AWS Region and Credentials in the standard AWS SDK way.
llm, err := bedrock.New(
bedrock.WithModel(bedrock.ModelAnthropicClaudeV3Haiku),
)
if err != nil {
log.Fatal(err)
}
ctx := context.Background()
resp, err := llm.GenerateContent(
ctx,
[]llms.MessageContent{
{
Role: schema.ChatMessageTypeHuman,
Parts: []llms.ContentPart{
// For images, you can use image formats such as image/png, image/jpeg, image/gif, image/webp.
// Please change according to the actual byte array to be given.
// for more detailes, see this https://docs.anthropic.com/claude/reference/messages_post
llms.BinaryPart("image/png", image),
llms.TextPart("Please tell me the string on the box."),
},
},
},
llms.WithMaxTokens(1000),
llms.WithTemperature(0.1),
llms.WithTopP(1.0),
llms.WithTopK(100),
)
if err != nil {
log.Fatal(err)
}
choices := resp.Choices
if len(choices) < 1 {
log.Fatal("empty response from model")
}
log.Printf(
"input_tokens: %d, output_tokens: %d",
choices[0].GenerationInfo["input_tokens"],
choices[0].GenerationInfo["output_tokens"],
)
fmt.Println(choices[0].Content)
//Output:
//The string on the box in the image is "LGTM".
}
28 changes: 28 additions & 0 deletions examples/bedrock-claude3-vision-example/go.mod
Original file line number Diff line number Diff line change
@@ -0,0 +1,28 @@
module github.com/tmc/langchaingo/examples/bedrock-claude3-vision-example

go 1.21.4

require github.com/tmc/langchaingo v0.1.7

require (
github.com/aws/aws-sdk-go-v2 v1.25.2 // indirect
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.1 // indirect
github.com/aws/aws-sdk-go-v2/config v1.27.4 // indirect
github.com/aws/aws-sdk-go-v2/credentials v1.17.4 // indirect
github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.15.2 // indirect
github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.2 // indirect
github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.2 // indirect
github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 // indirect
github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.7.1 // indirect
github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.1 // indirect
github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.2 // indirect
github.com/aws/aws-sdk-go-v2/service/sso v1.20.1 // indirect
github.com/aws/aws-sdk-go-v2/service/ssooidc v1.23.1 // indirect
github.com/aws/aws-sdk-go-v2/service/sts v1.28.1 // indirect
github.com/aws/smithy-go v1.20.1 // indirect
github.com/dlclark/regexp2 v1.10.0 // indirect
github.com/google/uuid v1.6.0 // indirect
github.com/pkoukk/tiktoken-go v0.1.6 // indirect
)

replace github.com/tmc/langchaingo => ../../
46 changes: 46 additions & 0 deletions examples/bedrock-claude3-vision-example/go.sum
Original file line number Diff line number Diff line change
@@ -0,0 +1,46 @@
github.com/aws/aws-sdk-go-v2 v1.25.2 h1:/uiG1avJRgLGiQM9X3qJM8+Qa6KRGK5rRPuXE0HUM+w=
github.com/aws/aws-sdk-go-v2 v1.25.2/go.mod h1:Evoc5AsmtveRt1komDwIsjHFyrP5tDuF1D1U+6z6pNo=
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.1 h1:gTK2uhtAPtFcdRRJilZPx8uJLL2J85xK11nKtWL0wfU=
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.1/go.mod h1:sxpLb+nZk7tIfCWChfd+h4QwHNUR57d8hA1cleTkjJo=
github.com/aws/aws-sdk-go-v2/config v1.27.4 h1:AhfWb5ZwimdsYTgP7Od8E9L1u4sKmDW2ZVeLcf2O42M=
github.com/aws/aws-sdk-go-v2/config v1.27.4/go.mod h1:zq2FFXK3A416kiukwpsd+rD4ny6JC7QSkp4QdN1Mp2g=
github.com/aws/aws-sdk-go-v2/credentials v1.17.4 h1:h5Vztbd8qLppiPwX+y0Q6WiwMZgpd9keKe2EAENgAuI=
github.com/aws/aws-sdk-go-v2/credentials v1.17.4/go.mod h1:+30tpwrkOgvkJL1rUZuRLoxcJwtI/OkeBLYnHxJtVe0=
github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.15.2 h1:AK0J8iYBFeUk2Ax7O8YpLtFsfhdOByh2QIkHmigpRYk=
github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.15.2/go.mod h1:iRlGzMix0SExQEviAyptRWRGdYNo3+ufW/lCzvKVTUc=
github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.2 h1:bNo4LagzUKbjdxE0tIcR9pMzLR2U/Tgie1Hq1HQ3iH8=
github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.2/go.mod h1:wRQv0nN6v9wDXuWThpovGQjqF1HFdcgWjporw14lS8k=
github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.2 h1:EtOU5jsPdIQNP+6Q2C5e3d65NKT1PeCiQk+9OdzO12Q=
github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.2/go.mod h1:tyF5sKccmDz0Bv4NrstEr+/9YkSPJHrcO7UsUKf7pWM=
github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 h1:hT8rVHwugYE2lEfdFE0QWVo81lF7jMrYJVDWI+f+VxU=
github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0/go.mod h1:8tu/lYfQfFe6IGnaOdrpVgEL2IrrDOf6/m9RQum4NkY=
github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.7.1 h1:3QbuXUFmX7uLRWsA4wbj1G2jNTgvK2MdCfzbO0VkeSE=
github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.7.1/go.mod h1:0S4p4IdEhakLLKoVwmI3vIoOtIt17TFo4QUFuez9O0Y=
github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.1 h1:EyBZibRTVAs6ECHZOw5/wlylS9OcTzwyjeQMudmREjE=
github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.1/go.mod h1:JKpmtYhhPs7D97NL/ltqz7yCkERFW5dOlHyVl66ZYF8=
github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.2 h1:5ffmXjPtwRExp1zc7gENLgCPyHFbhEPwVTkTiH9niSk=
github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.2/go.mod h1:Ru7vg1iQ7cR4i7SZ/JTLYN9kaXtbL69UdgG0OQWQxW0=
github.com/aws/aws-sdk-go-v2/service/sso v1.20.1 h1:utEGkfdQ4L6YW/ietH7111ZYglLJvS+sLriHJ1NBJEQ=
github.com/aws/aws-sdk-go-v2/service/sso v1.20.1/go.mod h1:RsYqzYr2F2oPDdpy+PdhephuZxTfjHQe7SOBcZGoAU8=
github.com/aws/aws-sdk-go-v2/service/ssooidc v1.23.1 h1:9/GylMS45hGGFCcMrUZDVayQE1jYSIN6da9jo7RAYIw=
github.com/aws/aws-sdk-go-v2/service/ssooidc v1.23.1/go.mod h1:YjAPFn4kGFqKC54VsHs5fn5B6d+PCY2tziEa3U/GB5Y=
github.com/aws/aws-sdk-go-v2/service/sts v1.28.1 h1:3I2cBEYgKhrWlwyZgfpSO2BpaMY1LHPqXYk/QGlu2ew=
github.com/aws/aws-sdk-go-v2/service/sts v1.28.1/go.mod h1:uQ7YYKZt3adCRrdCBREm1CD3efFLOUNH77MrUCvx5oA=
github.com/aws/smithy-go v1.20.1 h1:4SZlSlMr36UEqC7XOyRVb27XMeZubNcBNN+9IgEPIQw=
github.com/aws/smithy-go v1.20.1/go.mod h1:krry+ya/rV9RDcV/Q16kpu6ypI4K2czasz0NC3qS14E=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/dlclark/regexp2 v1.10.0 h1:+/GIL799phkJqYW+3YbOd8LCcbHzT0Pbo8zl70MHsq0=
github.com/dlclark/regexp2 v1.10.0/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
github.com/pkoukk/tiktoken-go v0.1.6 h1:JF0TlJzhTbrI30wCvFuiw6FzP2+/bR+FIxUdgEAcUsw=
github.com/pkoukk/tiktoken-go v0.1.6/go.mod h1:9NiV+i9mJKGj1rYOT+njbv+ZwA/zJxYdewGl6qVatpg=
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/stretchr/testify v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg=
github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
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