From a0b9db359fb8751e88c65ddd6213d30179ea890c Mon Sep 17 00:00:00 2001 From: Robby <45851384+h0rv@users.noreply.github.com> Date: Sat, 10 Aug 2024 22:34:06 -0400 Subject: [PATCH 1/4] add receipt example (#33) * add receipt vision example * update readme * move images/ to vision/ * fix images * fix images * show images side by side * fix --------- Co-authored-by: Robby --- README.md | 177 ++++++++++++++++++ examples/{images => vision}/anthropic/main.go | 2 +- .../{images => vision}/anthropic/movies.jpg | Bin examples/{images => vision}/openai/books.png | Bin examples/{images => vision}/openai/main.go | 2 +- examples/vision/receipt/README.md | 6 + examples/vision/receipt/main.go | 161 ++++++++++++++++ .../receipt/supermarket-receipt-template.jpg | Bin 0 -> 101095 bytes examples/vision/receipt/walmart-receipt.jpg | Bin 0 -> 47231 bytes 9 files changed, 346 insertions(+), 2 deletions(-) rename examples/{images => vision}/anthropic/main.go (98%) rename examples/{images => vision}/anthropic/movies.jpg (100%) rename examples/{images => vision}/openai/books.png (100%) rename examples/{images => vision}/openai/main.go (98%) create mode 100644 examples/vision/receipt/README.md create mode 100644 examples/vision/receipt/main.go create mode 100644 examples/vision/receipt/supermarket-receipt-template.jpg create mode 100644 examples/vision/receipt/walmart-receipt.jpg diff --git a/README.md b/README.md index 32560d1..bb01ed4 100644 --- a/README.md +++ b/README.md @@ -1090,6 +1090,183 @@ func main() { ``` +
+Receipt Item Extraction from Image (using OpenAI GPT-4o) + +

+ Receipt 1 + Receipt 2 +

+ +
+Running + +```bash +go run examples/vision/receipt/main.go +``` + +
+ +```go +package main + +import ( + "context" + "fmt" + "math" + "os" + + "github.com/instructor-ai/instructor-go/pkg/instructor" + openai "github.com/sashabaranov/go-openai" +) + +type Item struct { + Name string `json:"name" jsonschema:"title=Item Name,description=The name of the item,example=Apple,example=Banana"` + Price float64 `json:"price" jsonschema:"title=Item Price,description=The price of the item in dollars,example=1.99,example=2.50"` +} + +func (i Item) String() string { + return fmt.Sprintf(" Item: %s, Price: $%.2f", i.Name, i.Price) +} + +type Receipt struct { + Items []Item `json:"items" jsonschema:"title=Receipt Items,description=The list of items in the receipt"` + Total float64 `json:"total" jsonschema:"title=Receipt Total,description=The total cost of all items in the receipt,example=10.99,example=25.50"` +} + +func (r Receipt) String() string { + var result string + for _, item := range r.Items { + result += item.String() + "\n" + } + result += fmt.Sprintf("Total: $%.2f", r.Total) + return result +} + +func (r *Receipt) Validate() error { + calculatedTotal := 0.0 + for _, item := range r.Items { + calculatedTotal += item.Price + } + + calculatedTotal = math.Round(calculatedTotal*10) / 10 + expectedTotal := math.Round(r.Total*10) / 10 + + if calculatedTotal != expectedTotal { + return fmt.Errorf("total %f does not match the sum of item prices %f", r.Total, calculatedTotal) + } + return nil +} + +func extract(ctx context.Context, client *instructor.InstructorOpenAI, url string) (*Receipt, error) { + + var receipt Receipt + _, err := client.CreateChatCompletion( + ctx, + openai.ChatCompletionRequest{ + Model: openai.GPT4o, + Messages: []openai.ChatCompletionMessage{ + { + Role: openai.ChatMessageRoleSystem, + Content: `Analyze the image and return the items (include tax and coupons as their own items) in the receipt and the total amount.`, + }, + { + Role: openai.ChatMessageRoleUser, + MultiContent: []openai.ChatMessagePart{ + { + Type: openai.ChatMessagePartTypeImageURL, + ImageURL: &openai.ChatMessageImageURL{ + URL: url, + }, + }, + }, + }, + }, + }, + &receipt, + ) + if err != nil { + return nil, err + } + + if err := receipt.Validate(); err != nil { + return &receipt, err + } + + return &receipt, nil +} + +func main() { + ctx := context.Background() + + client := instructor.FromOpenAI( + openai.NewClient(os.Getenv("OPENAI_API_KEY")), + instructor.WithMode(instructor.ModeJSON), + instructor.WithMaxRetries(3), + ) + + urls := []string{ + "https://templates.mediamodifier.com/645124ff36ed2f5227cbf871/supermarket-receipt-template.jpg", + "https://ocr.space/Content/Images/receipt-ocr-original.jpg", + } + + for _, url := range urls { + receipt, err := extract(ctx, client, url) + fmt.Printf("Receipt:\n%s\n", receipt) + if err != nil { + fmt.Printf("Error: %v\n", err) + continue + } + fmt.Println("\n--------------------------------\n") + } +/* +Receipt: + Item: Lorem ipsum, Price: $9.20 + Item: Lorem ipsum dolor sit, Price: $19.20 + Item: Lorem ipsum dolor sit amet, Price: $15.00 + Item: Lorem ipsum, Price: $15.00 + Item: Lorem ipsum, Price: $15.00 + Item: Lorem ipsum dolor sit, Price: $15.00 + Item: Lorem ipsum, Price: $19.20 +Total: $107.60 + +-------------------------------- + +Receipt: + Item: PET TOY, Price: $1.97 + Item: FLOPPY PUPPY, Price: $1.97 + Item: SSSUPREME S, Price: $4.97 + Item: 2.5 SQUEAK, Price: $5.92 + Item: MUNCHY DMBEL, Price: $3.77 + Item: DOG TREAT, Price: $2.92 + Item: PED PCH 1, Price: $0.50 + Item: PED PCH 1, Price: $0.50 + Item: HNYMD SMORES, Price: $3.98 + Item: FRENCH DRSNG, Price: $1.98 + Item: 3 ORANGES, Price: $5.47 + Item: BABY CARROTS, Price: $1.48 + Item: COLLARDS, Price: $1.24 + Item: CALZONE, Price: $2.50 + Item: MM RVW MNT, Price: $19.77 + Item: STKOBRLPLIABL, Price: $1.97 + Item: STKOBRLPLIABL, Price: $1.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: BLING BEADS, Price: $0.97 + Item: GREAT VALUE, Price: $9.97 + Item: LIPTON, Price: $4.44 + Item: DRY DOG, Price: $12.44 + Item: COUPON 2310652, Price: $-1.00 + Item: TAX, Price: $4.59 +Total: $98.21 +*/ +} +``` + +
+ ## Providers Instructor Go supports the following LLM provider APIs: diff --git a/examples/images/anthropic/main.go b/examples/vision/anthropic/main.go similarity index 98% rename from examples/images/anthropic/main.go rename to examples/vision/anthropic/main.go index eaa6e6f..47f0b75 100644 --- a/examples/images/anthropic/main.go +++ b/examples/vision/anthropic/main.go @@ -41,7 +41,7 @@ func main() { instructor.WithMaxRetries(3), ) - url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/anthropic/movies.jpg" + url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/anthropic/movies.jpg" data, err := urlToBase64(url) if err != nil { panic(err) diff --git a/examples/images/anthropic/movies.jpg b/examples/vision/anthropic/movies.jpg similarity index 100% rename from examples/images/anthropic/movies.jpg rename to examples/vision/anthropic/movies.jpg diff --git a/examples/images/openai/books.png b/examples/vision/openai/books.png similarity index 100% rename from examples/images/openai/books.png rename to examples/vision/openai/books.png diff --git a/examples/images/openai/main.go b/examples/vision/openai/main.go similarity index 98% rename from examples/images/openai/main.go rename to examples/vision/openai/main.go index 6e59acc..42c82df 100644 --- a/examples/images/openai/main.go +++ b/examples/vision/openai/main.go @@ -36,7 +36,7 @@ func main() { instructor.WithMaxRetries(3), ) - url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/openai/books.png" + url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/openai/books.png" var bookCatalog BookCatalog _, err := client.CreateChatCompletion(ctx, openai.ChatCompletionRequest{ diff --git a/examples/vision/receipt/README.md b/examples/vision/receipt/README.md new file mode 100644 index 0000000..f71fd58 --- /dev/null +++ b/examples/vision/receipt/README.md @@ -0,0 +1,6 @@ +# Receipt Image Extractor + +

+ Receipt 1 + Receipt 2 +

diff --git a/examples/vision/receipt/main.go b/examples/vision/receipt/main.go new file mode 100644 index 0000000..421ead4 --- /dev/null +++ b/examples/vision/receipt/main.go @@ -0,0 +1,161 @@ +package main + +import ( + "context" + "fmt" + "math" + "os" + + "github.com/instructor-ai/instructor-go/pkg/instructor" + openai "github.com/sashabaranov/go-openai" +) + +type Item struct { + Name string `json:"name" jsonschema:"title=Item Name,description=The name of the item,example=Apple,example=Banana"` + Price float64 `json:"price" jsonschema:"title=Item Price,description=The price of the item in dollars,example=1.99,example=2.50"` +} + +func (i Item) String() string { + return fmt.Sprintf(" Item: %s, Price: $%.2f", i.Name, i.Price) +} + +type Receipt struct { + Items []Item `json:"items" jsonschema:"title=Receipt Items,description=The list of items in the receipt"` + Total float64 `json:"total" jsonschema:"title=Receipt Total,description=The total cost of all items in the receipt,example=10.99,example=25.50"` +} + +func (r Receipt) String() string { + var result string + for _, item := range r.Items { + result += item.String() + "\n" + } + result += fmt.Sprintf("Total: $%.2f", r.Total) + return result +} + +func (r *Receipt) Validate() error { + calculatedTotal := 0.0 + for _, item := range r.Items { + calculatedTotal += item.Price + } + + calculatedTotal = math.Round(calculatedTotal*10) / 10 + expectedTotal := math.Round(r.Total*10) / 10 + + if calculatedTotal != expectedTotal { + return fmt.Errorf("total %f does not match the sum of item prices %f", r.Total, calculatedTotal) + } + return nil +} + +func extract(ctx context.Context, client *instructor.InstructorOpenAI, url string) (*Receipt, error) { + + var receipt Receipt + _, err := client.CreateChatCompletion( + ctx, + openai.ChatCompletionRequest{ + Model: openai.GPT4o, + Messages: []openai.ChatCompletionMessage{ + { + Role: openai.ChatMessageRoleSystem, + Content: `Analyze the image and return the items (include tax and coupons as their own items) in the receipt and the total amount.`, + }, + { + Role: openai.ChatMessageRoleUser, + MultiContent: []openai.ChatMessagePart{ + { + Type: openai.ChatMessagePartTypeImageURL, + ImageURL: &openai.ChatMessageImageURL{ + URL: url, + }, + }, + }, + }, + }, + }, + &receipt, + ) + if err != nil { + return nil, err + } + + if err := receipt.Validate(); err != nil { + return &receipt, err + } + + return &receipt, nil +} + +func main() { + ctx := context.Background() + + client := instructor.FromOpenAI( + openai.NewClient(os.Getenv("OPENAI_API_KEY")), + instructor.WithMode(instructor.ModeJSON), + instructor.WithMaxRetries(3), + ) + + urls := []string{ + // source: https://templates.mediamodifier.com/645124ff36ed2f5227cbf871/supermarket-receipt-template.jpg + "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/supermarket-receipt-template.jpg", + // source: https://ocr.space/Content/Images/receipt-ocr-original.jpg + "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/receipt-ocr-original.jpg", + } + + for _, url := range urls { + receipt, err := extract(ctx, client, url) + fmt.Printf("Receipt:\n%s\n", receipt) + if err != nil { + fmt.Printf("Error: %v\n", err) + continue + } + fmt.Println("\n--------------------------------\n") + } + /* + Receipt: + + Item: Lorem ipsum, Price: $9.20 + Item: Lorem ipsum dolor sit, Price: $19.20 + Item: Lorem ipsum dolor sit amet, Price: $15.00 + Item: Lorem ipsum, Price: $15.00 + Item: Lorem ipsum, Price: $15.00 + Item: Lorem ipsum dolor sit, Price: $15.00 + Item: Lorem ipsum, Price: $19.20 + + Total: $107.60 + + -------------------------------- + + Receipt: + + Item: PET TOY, Price: $1.97 + Item: FLOPPY PUPPY, Price: $1.97 + Item: SSSUPREME S, Price: $4.97 + Item: 2.5 SQUEAK, Price: $5.92 + Item: MUNCHY DMBEL, Price: $3.77 + Item: DOG TREAT, Price: $2.92 + Item: PED PCH 1, Price: $0.50 + Item: PED PCH 1, Price: $0.50 + Item: HNYMD SMORES, Price: $3.98 + Item: FRENCH DRSNG, Price: $1.98 + Item: 3 ORANGES, Price: $5.47 + Item: BABY CARROTS, Price: $1.48 + Item: COLLARDS, Price: $1.24 + Item: CALZONE, Price: $2.50 + Item: MM RVW MNT, Price: $19.77 + Item: STKOBRLPLIABL, Price: $1.97 + Item: STKOBRLPLIABL, Price: $1.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: STKO SUNFLWR, Price: $0.97 + Item: BLING BEADS, Price: $0.97 + Item: GREAT VALUE, Price: $9.97 + Item: LIPTON, Price: $4.44 + Item: DRY DOG, Price: $12.44 + Item: COUPON 2310652, Price: $-1.00 + Item: TAX, Price: $4.59 + + Total: $98.21 + */ +} diff --git a/examples/vision/receipt/supermarket-receipt-template.jpg b/examples/vision/receipt/supermarket-receipt-template.jpg new file mode 100644 index 0000000000000000000000000000000000000000..8a1909e9f7ccc268b73e0d89fbd77b055ec95820 GIT binary patch literal 101095 zcmeFYbyQqWyDr!S=_CYC2+&vp1PJcZXh_fi2}y7XG%k(PI0+;;jeCILA-KD{J2Z6T 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Date: Sat, 10 Aug 2024 22:38:07 -0400 Subject: [PATCH 2/4] fix receipt image urls (#34) --- README.md | 4 ++-- examples/vision/receipt/README.md | 4 ++-- examples/vision/receipt/main.go | 4 ++-- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index bb01ed4..ce5f332 100644 --- a/README.md +++ b/README.md @@ -1094,8 +1094,8 @@ func main() { Receipt Item Extraction from Image (using OpenAI GPT-4o)

- Receipt 1 - Receipt 2 + Receipt 1 + Receipt 2

diff --git a/examples/vision/receipt/README.md b/examples/vision/receipt/README.md index f71fd58..79caeed 100644 --- a/examples/vision/receipt/README.md +++ b/examples/vision/receipt/README.md @@ -1,6 +1,6 @@ # Receipt Image Extractor

- Receipt 1 - Receipt 2 + Receipt 1 + Receipt 2

diff --git a/examples/vision/receipt/main.go b/examples/vision/receipt/main.go index 421ead4..daa79e7 100644 --- a/examples/vision/receipt/main.go +++ b/examples/vision/receipt/main.go @@ -97,9 +97,9 @@ func main() { urls := []string{ // source: https://templates.mediamodifier.com/645124ff36ed2f5227cbf871/supermarket-receipt-template.jpg - "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/supermarket-receipt-template.jpg", + "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/receipt/supermarket-receipt-template.jpg", // source: https://ocr.space/Content/Images/receipt-ocr-original.jpg - "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/receipt-ocr-original.jpg", + "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/receipt/receipt-ocr-original.jpg", } for _, url := range urls { From 1bed2ccedc4cb44565fa807b9e2a5bb5da2b5b11 Mon Sep 17 00:00:00 2001 From: Robby <45851384+h0rv@users.noreply.github.com> Date: Sat, 10 Aug 2024 22:39:48 -0400 Subject: [PATCH 3/4] fix receipt filename (#35) Co-authored-by: Robby --- ...walmart-receipt.jpg => receipt-ocr-original.jpg} | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename examples/vision/receipt/{walmart-receipt.jpg => receipt-ocr-original.jpg} (100%) diff --git a/examples/vision/receipt/walmart-receipt.jpg b/examples/vision/receipt/receipt-ocr-original.jpg similarity index 100% rename from examples/vision/receipt/walmart-receipt.jpg rename to examples/vision/receipt/receipt-ocr-original.jpg From 6c2e9b9384555ab740e89a560875afb5bee0e7e6 Mon Sep 17 00:00:00 2001 From: Robby <45851384+h0rv@users.noreply.github.com> Date: Tue, 13 Aug 2024 08:52:20 -0400 Subject: [PATCH 4/4] update readme examples (#37) Co-authored-by: Robby --- README.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index ce5f332..0d840b6 100644 --- a/README.md +++ b/README.md @@ -160,7 +160,7 @@ func segment(ctx context.Context, data string) *Searches { Model: openai.GPT4o, Messages: []openai.ChatCompletionMessage{ { - Role: instructor.RoleUser, + Role: openai.ChatMessageRoleUser, Content: fmt.Sprintf("Consider the data below: '\n%s' and segment it into multiple search queries", data), }, }, @@ -298,7 +298,7 @@ func assert(condition bool, message string) {
Images with OpenAI -![List of movies](https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/openai/books.png) +![List of books](https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/openai/books.png)
Running @@ -349,14 +349,14 @@ func main() { instructor.WithMaxRetries(3), ) - url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/openai/books.png" + url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/openai/books.png" var bookCatalog BookCatalog _, err := client.CreateChatCompletion(ctx, openai.ChatCompletionRequest{ Model: openai.GPT4o, Messages: []openai.ChatCompletionMessage{ { - Role: instructor.RoleUser, + Role: openai.ChatMessageRoleUser, MultiContent: []openai.ChatMessagePart{ { Type: openai.ChatMessagePartTypeText, @@ -437,7 +437,7 @@ func main() {
Images with Anthropic -![List of books](https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/anthropic/movies.png) +![List of movies](https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/anthropic/movies.png)
Running @@ -493,7 +493,7 @@ func main() { instructor.WithMaxRetries(3), ) - url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/images/anthropic/movies.jpg" + url := "https://raw.githubusercontent.com/instructor-ai/instructor-go/main/examples/vision/anthropic/movies.jpg" data, err := urlToBase64(url) if err != nil { panic(err) @@ -504,7 +504,7 @@ func main() { Model: "claude-3-haiku-20240307", Messages: []anthropic.Message{ { - Role: instructor.RoleUser, + Role: anthropic.RoleUser, Content: []anthropic.MessageContent{ anthropic.NewImageMessageContent(anthropic.MessageContentImageSource{ Type: "base64", @@ -696,7 +696,7 @@ Preferred Shopping Times: Weekend Evenings Model: openai.GPT4o20240513, Messages: []openai.ChatCompletionMessage{ { - Role: instructor.RoleSystem, + Role: openai.ChatMessageRoleSystem, Content: fmt.Sprintf(` Generate the product recommendations from the product list based on the customer profile. Return in order of highest recommended first. @@ -704,7 +704,7 @@ Product list: %s`, productList), }, { - Role: instructor.RoleUser, + Role: openai.ChatMessageRoleUser, Content: fmt.Sprintf("User profile:\n%s", profileData), }, },