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[Tour of Beam] Learning content for "Final challenge" module (#26861)
* add final challenge * correct examples * changge * correct golang * correct example hint * correct examples and add golang example * delete whitespace * delete whitespace * add file tag * correct final challenge * fixing incorrect tags and names * minor formatting * fixing example formatting * correct challenge * correct whitespace * change final-challenge-2 * correct imports * fix splittable unit id * formatting * format change * formatting * fixing template * temp fix of url * backend urls fix * restore backend urls * change * remove window --------- Co-authored-by: mende1esmende1es <mende1esmende1es@gmail.cp> Co-authored-by: Oleh Borysevych <oleg.borisevich@akvelon.com>
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@@ -31,4 +31,5 @@ content: | |
- io | ||
- splittable-dofn | ||
- cross-language | ||
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- final-challenge | ||
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.../tour-of-beam/learning-content/final-challenge/final-challenge-1/description.md
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<!-- | ||
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. | ||
--> | ||
### Final challenge 1 | ||
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You’re given a csv file with purchase transactions. Write a Beam pipeline to prepare a report every 30 seconds. The report needs to be created only for transactions where quantity is more than 20. | ||
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Report should consist of two files named "**price_more_than_10.txt**" and "**price_less_than_10.txt**": | ||
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* Total transactions amount grouped by **ProductNo** for products with **price** greater than 10 | ||
* Total transactions amount grouped by **ProductNo** for products with **price** less than 10 | ||
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Example rows from input file: | ||
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| TransactionNo | Date | ProductNo | ProductName | Price | Quantity | CustomerNo | Country | | ||
|---------------|-----------|-----------|-------------------------------------|-------|----------|------------|----------------| | ||
| 581482 | 12/9/2019 | 22485 | Set Of 2 Wooden Market Crates | 21 | 47 | 17490 | United Kingdom | | ||
| 581475 | 12/9/2019 | 22596 | Christmas Star Wish List Chalkboard | 10.65 | 36 | 13069 | United Kingdom | | ||
| 581475 | 12/9/2019 | 23235 | Storage Tin Vintage Leaf | 11.53 | 12 | 13069 | United Kingdom | |
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...ning/tour-of-beam/learning-content/final-challenge/final-challenge-1/go-challenge/main.go
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you 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. | ||
*/ | ||
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// beam-playground: | ||
// name: FinalChallenge1 | ||
// description: Final challenge 1. | ||
// multifile: true | ||
// files: | ||
// - name: input.csv | ||
// context_line: 54 | ||
// categories: | ||
// - Quickstart | ||
// complexity: ADVANCED | ||
// tags: | ||
// - hellobeam | ||
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package main | ||
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import ( | ||
"context" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/io/textio" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/x/beamx" | ||
"log" | ||
) | ||
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type Transaction struct { | ||
ID int64 | ||
Date string | ||
ProductID string | ||
ProductName string | ||
Price float64 | ||
Quantity int64 | ||
CustomerID int64 | ||
Country string | ||
} | ||
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func main() { | ||
beam.Init() | ||
p := beam.NewPipeline() | ||
s := p.Root() | ||
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file := textio.Read(s, "input.csv") | ||
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textio.Write(s, "price_less_than_10.txt", file) | ||
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if err := beamx.Run(context.Background(), p); err != nil { | ||
log.Fatalf("Failed to execute job: %v", err) | ||
} | ||
} |
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learning/tour-of-beam/learning-content/final-challenge/final-challenge-1/go-solution/main.go
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you 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. | ||
*/ | ||
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// beam-playground: | ||
// name: FinalSolution1 | ||
// description: Final challenge solution 1. | ||
// multifile: true | ||
// files: | ||
// - name: input.csv | ||
// context_line: 54 | ||
// categories: | ||
// - Quickstart | ||
// complexity: ADVANCED | ||
// tags: | ||
// - hellobeam | ||
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package main | ||
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import ( | ||
"context" | ||
"fmt" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/core/graph/window" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/core/graph/window/trigger" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/io/textio" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/transforms/filter" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/transforms/stats" | ||
"github.com/apache/beam/sdks/v2/go/pkg/beam/x/beamx" | ||
"log" | ||
"strconv" | ||
"strings" | ||
"time" | ||
) | ||
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type Transaction struct { | ||
ID int64 | ||
Date string | ||
ProductID string | ||
ProductName string | ||
Price float64 | ||
Quantity int64 | ||
CustomerID int64 | ||
Country string | ||
} | ||
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func main() { | ||
ctx := context.Background() | ||
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beam.Init() | ||
p := beam.NewPipeline() | ||
s := p.Root() | ||
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file := textio.Read(s, "input.csv") | ||
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transactions := getTransactions(s, file) | ||
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trigger := trigger.AfterEndOfWindow(). | ||
EarlyFiring(trigger.AfterProcessingTime(). | ||
PlusDelay(5 * time.Second)). | ||
LateFiring(trigger.Repeat(trigger.AfterCount(1))) | ||
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fixedWindowedItems := beam.WindowInto(s, window.NewFixedWindows(30*time.Second), transactions, | ||
beam.Trigger(trigger), | ||
beam.AllowedLateness(30*time.Minute), | ||
beam.PanesDiscard(), | ||
) | ||
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filtered := filtering(s, fixedWindowedItems) | ||
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result := getPartition(s, filtered) | ||
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biggerThan10 := sumCombine(s, mapIdWithPrice(s, result[0])) | ||
textio.Write(s, "price_more_than_10.txt", convertToString(s, biggerThan10)) | ||
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smallerThan10 := sumCombine(s, mapIdWithPrice(s, result[1])) | ||
textio.Write(s, "price_less_than_10.txt", convertToString(s, smallerThan10)) | ||
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if err := beamx.Run(ctx, p); err != nil { | ||
log.Fatalf("Failed to execute job: %v", err) | ||
} | ||
} | ||
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func getTransactions(s beam.Scope, input beam.PCollection) beam.PCollection { | ||
return beam.ParDo(s, func(line string, emit func(transaction Transaction)) { | ||
csv := strings.Split(line, ",") | ||
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if csv[0] != "TransactionNo" { | ||
id, _ := strconv.ParseInt(csv[0], 10, 64) | ||
price, _ := strconv.ParseFloat(csv[4], 64) | ||
quantity, _ := strconv.ParseInt(csv[5], 10, 64) | ||
customerID, _ := strconv.ParseInt(csv[6], 10, 64) | ||
emit(Transaction{ | ||
ID: id, | ||
Date: csv[1], | ||
ProductID: csv[2], | ||
ProductName: csv[3], | ||
Price: price, | ||
Quantity: quantity, | ||
CustomerID: customerID, | ||
Country: csv[7], | ||
}) | ||
} | ||
}, input) | ||
} | ||
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func getPartition(s beam.Scope, input beam.PCollection) []beam.PCollection { | ||
return beam.Partition(s, 2, func(element Transaction) int { | ||
if element.Price >= 10 { | ||
return 0 | ||
} | ||
return 1 | ||
}, input) | ||
} | ||
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func convertToString(s beam.Scope, input beam.PCollection) beam.PCollection { | ||
return beam.ParDo(s, func(product string, sum float64, emit func(string)) { | ||
emit(fmt.Sprint("product: ", product, " , sum: ", sum)) | ||
}, input) | ||
} | ||
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func filtering(s beam.Scope, input beam.PCollection) beam.PCollection { | ||
return filter.Include(s, input, func(element Transaction) bool { | ||
return element.Quantity >= 20 | ||
}) | ||
} | ||
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func mapIdWithPrice(s beam.Scope, input beam.PCollection) beam.PCollection { | ||
return beam.ParDo(s, func(element Transaction, emit func(string, float64)) { | ||
emit(element.ProductID, element.Price) | ||
}, input) | ||
} | ||
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func sumCombine(s beam.Scope, input beam.PCollection) beam.PCollection { | ||
return stats.SumPerKey(s, input) | ||
} |
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