feat: Add more notebook samples for documentation #1043

serena-ruan · 2021-05-06T07:07:02Z

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serena-ruan · 2021-05-06T07:44:58Z

/azp run

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codecov · 2021-05-06T07:49:57Z

Codecov Report

Merging #1043 (3e483c6) into master (12cea2d) will increase coverage by 0.01%.
The diff coverage is n/a.

@@            Coverage Diff             @@
##           master    #1043      +/-   ##
==========================================
+ Coverage   84.92%   84.93%   +0.01%     
==========================================
  Files         203      203              
  Lines        9689     9689              
  Branches      558      558              
==========================================
+ Hits         8228     8229       +1     
+ Misses       1461     1460       -1

Impacted Files	Coverage Δ
...osoft/ml/spark/io/http/PartitionConsolidator.scala	`93.61% <0.00%> (-2.13%)`	⬇️
...microsoft/ml/spark/cognitive/SpeechToTextSDK.scala	`89.84% <0.00%> (-0.79%)`	⬇️
...a/com/microsoft/ml/spark/io/http/HTTPClients.scala	`83.33% <0.00%> (+6.66%)`	⬆️

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serena-ruan · 2021-05-06T08:49:28Z

/azp run

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serena-ruan · 2021-05-07T04:51:19Z

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serena-ruan · 2021-05-07T04:53:35Z

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serena-ruan · 2021-05-11T02:33:42Z

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mhamilton723

Great Job! Mostly just little things left.

Two larger questions:

there are a lot of cache count and repartitions going on in VW code. Would you be able to try removing some of these to see if they are necessary? We want to avoid having many dataframes cached, but if they are needed to avoid re-fitting the model that is OK.

I will also send over Jack Gerrits example on Vowpal Wabbit Contextual Bandit code when available, (we don't have to block on this though it can be a separate PR)

mhamilton723 · 2021-05-13T19:15:08Z

notebooks/samples/Cognitive Services Overview.ipynb

+    "- Anomaly status of latest point: generates a model using preceding points and determines whether the latest point is anomalous ([Scala](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/scala/com/microsoft/ml/spark/cognitive/DetectLastAnomaly.html), [Python](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/pyspark/mmlspark.cognitive.html#module-mmlspark.cognitive.DetectLastAnomaly))\n",
+    "- Find anomalies: generates a model using an entire series and finds anomalies in the series ([Scala](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/scala/com/microsoft/ml/spark/cognitive/DetectAnomalies.html), [Python](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/pyspark/mmlspark.cognitive.html#module-mmlspark.cognitive.DetectAnomalies))\n",
+    "\n",
+    "### Web Search\n",


Web Search -> Search

mhamilton723 · 2021-05-13T19:15:33Z

notebooks/samples/Cognitive Services Overview.ipynb

+    "\n",
+    "### Web Search\n",
+    "- [Bing Image search](https://azure.microsoft.com/en-us/services/cognitive-services/bing-image-search-api/) ([Scala](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.html), [Python](https://mmlspark.blob.core.windows.net/docs/1.0.0-rc3/pyspark/mmlspark.cognitive.html#module-mmlspark.cognitive.BingImageSearch))\n",
+    "- [Azure Cognitive search](https://docs.microsoft.com/en-us/azure/search/search-what-is-azure-search)\n"


Could you add corresponding scala snd python docs links?

mhamilton723 · 2021-05-13T19:17:38Z

notebooks/samples/LightGBM Overview.ipynb

+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data.show(10)"


mhamilton723 · 2021-05-13T19:17:52Z

notebooks/samples/LightGBM Overview.ipynb

+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data.groupBy(\"Bankrupt?\").count().show()"


show -> display

mhamilton723 · 2021-05-13T19:19:26Z

notebooks/samples/LightGBM Overview.ipynb

+   "outputs": [],
+   "source": [
+    "from mmlspark.lightgbm import LightGBMClassificationModel\n",
+    "model.saveNativeModel(\"/lgbmcmodel\")\n",


perhaps we can call this lgbmclassifier.model and add a cried markdown description that this allows you to extract the underlying lightGBM model for fast deployment after you train on spark

mhamilton723 · 2021-05-13T19:22:50Z

notebooks/samples/LightGBM Overview.ipynb

+    "dt1 = spark.read.format('libsvm') \\\n",
+    "    .load(\"wasbs://publicwasb@mmlspark.blob.core.windows.net/lightGBMRanker_rank_test.libsvm\") \\\n",
+    "    .withColumn('iid', monotonically_increasing_id())\n",
+    "dt2 = spark.read.format('csv').option('inferSchema', True) \\\n",


likewise here

mhamilton723 · 2021-05-13T19:23:59Z

notebooks/samples/Vowpal Wabbit Overview.ipynb

@@ -0,0 +1,659 @@
+{


Nit to keep with the style of others lets make title Vowpal Wabbit - Overview. Likewise for other NBs

mhamilton723 · 2021-05-13T19:26:27Z

notebooks/samples/Vowpal Wabbit Overview.ipynb

+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data.groupBy(\"target\").count().show()"


mhamilton723 · 2021-05-13T19:27:04Z

notebooks/samples/Vowpal Wabbit Overview.ipynb

+    "data = spark.read.parquet(\"wasbs://publicwasb@mmlspark.blob.core.windows.net/AdultCensusIncome.parquet\")\n",
+    "data = data.select([\"education\", \"marital-status\", \"hours-per-week\", \"income\"])\n",
+    "train, test = data.randomSplit([0.75, 0.25], seed=123)\n",
+    "display(train.limit(10))"


no need for limit

mhamilton723 · 2021-05-13T19:27:50Z

notebooks/samples/Vowpal Wabbit Overview.ipynb

+    "# Making predictions\n",
+    "test = test.withColumn(\"label\", when(col(\"income\").contains(\"<\"), 0.0).otherwise(1.0))\n",
+    "prediction = vw_trained.transform(test)\n",
+    "display(prediction.limit(10))"


no need for limit

serena-ruan · 2021-05-14T07:03:04Z

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serena-ruan · 2021-05-18T03:03:52Z

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serena-ruan · 2021-05-19T06:29:37Z

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…park into serena/addDocumentation

serena-ruan · 2021-05-19T06:32:01Z

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serena-ruan added area/documentation and removed area/documentation labels May 6, 2021

serena-ruan added 3 commits May 7, 2021 10:52

add LightGBM classification sample

e15e710

fix error

5d670a3

add VW classification sample

aa28f11

serena-ruan force-pushed the serena/addDocumentation branch from df83c7a to aa28f11 Compare May 7, 2021 02:52

add cognitive services for big data sample

923628f

fix tiny error

44856d1

serena-ruan force-pushed the serena/addDocumentation branch from 225500e to 44856d1 Compare May 7, 2021 06:33

update LightGBM samples

2732338

update samples

281e6b2

serena-ruan added 2 commits May 10, 2021 13:25

fix link

74b4cee

update comments

26703a3

Merge branch 'master' into serena/addDocumentation

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fix spelling error

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serena-ruan requested a review from mhamilton723 May 13, 2021 02:54

mhamilton723 requested changes May 13, 2021

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serena-ruan added 2 commits May 14, 2021 14:58

update based on comments

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remove cache

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fix error

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add VW contextual bandit sample

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update notebook samples

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serena-ruan force-pushed the serena/addDocumentation branch from 42e8b33 to c497742 Compare May 19, 2021 06:29

Merge branch 'master' into serena/addDocumentation

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serena-ruan added 2 commits May 19, 2021 14:31

tiny modification

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Merge branch 'serena/addDocumentation' of github.com:serena-ruan/mmls…

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…park into serena/addDocumentation

mhamilton723 approved these changes May 19, 2021

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serena-ruan merged commit 663d965 into microsoft:master May 19, 2021

jameslamb mentioned this pull request May 19, 2021

[docs] replace broken mmlspark notebook link in docs microsoft/LightGBM#4303

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feat: Add more notebook samples for documentation #1043

feat: Add more notebook samples for documentation #1043

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