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[Feathr] Add a example for product recommendation #312

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xiaoyongzhu merged 4 commits into from
Jun 1, 2022
Merged

[Feathr] Add a example for product recommendation #312

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90eb026
[Feathr] Add a example for product recommendation
hangfei Jun 1, 2022
7d6854c
[feathr] Take os set cred out
hangfei Jun 1, 2022
2c958fc
[feathr] Take os set cred out
hangfei Jun 1, 2022
5db8a30
[feathr] Improve text
hangfei Jun 1, 2022
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11 changes: 11 additions & 0 deletions ...storage.dfs.core.windows.net/product_recommendation_sample/user_observation_mock_data.csv
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@@ -0,0 +1,11 @@
user_id,event_timestamp,product_rating
1,2021-04-01,4
2,2021-04-01,5
3,2021-04-01,5
4,2021-04-01,1
5,2021-04-01,5
6,2021-04-01,2
7,2021-04-01,5
8,2021-04-01,2
9,2021-04-01,5
10,2021-04-01,3
11 changes: 11 additions & 0 deletions ...est3storage.dfs.core.windows.net/product_recommendation_sample/user_profile_mock_data.csv
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@@ -0,0 +1,11 @@
user_id,gender,age,gift_card_balance,number_of_credit_cards,state,tax_rate
1,1,22,100,0,CA,7.5
2,2,17,300,1,CA,7.5
3,1,40,0,2,WA,7.5
4,1,25,100,3,WA,7.5
5,1,33,0,2,PA,0
6,2,19,0,2,CA,7.5
7,2,22,200,1,WA,7.5
8,2,59,300,0,PA,8.5
9,0,80,100,1,WA,8.5
10,0,39,100,0,WA,7.5
31 changes: 31 additions & 0 deletions ...ge.dfs.core.windows.net/product_recommendation_sample/user_purchase_history_mock_data.csv
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@@ -0,0 +1,31 @@
user_id,purchase_date,purchase_amount
1,2021-01-01,0.33
1,2021-03-03,574.35
1,2021-01-03,796.07
2,2021-01-04,342.15
2,2021-03-05,280.46
2,2021-01-06,664.18
3,2021-01-07,359.02
3,2021-01-08,357.12
3,2021-01-09,845.40
4,2021-01-10,103.92
4,2021-02-21,670.12
4,2021-02-12,698.65
5,2021-01-13,110.52
5,2021-01-14,931.72
5,2021-02-15,388.14
6,2021-01-16,822.96
6,2021-01-17,292.39
6,2021-01-18,524.76
7,2021-01-19,262.00
7,2021-03-20,715.94
7,2021-01-21,345.70
8,2021-01-22,379.00
8,2021-01-23,194.96
8,2021-01-24,862.33
9,2021-01-25,430.41
9,2021-01-26,398.72
9,2021-02-27,158.52
10,2021-01-28,550.01
10,2021-03-02,157.88
10,2021-03-03,528.43
24 changes: 6 additions & 18 deletions feathr_project/feathrcli/data/feathr_user_workspace/nyc_driver_demo.ipynb
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Expand Up @@ -263,22 +263,10 @@
"source": [
"## Setup necessary environment variables (Skip if using the above Quick Start Template)\n",
"\n",
"You should setup the environment variables in order to run this sample. More environment variables can be set by referring to [feathr_config.yaml](https://github.com/linkedin/feathr/blob/main/feathr_project/feathrcli/data/feathr_user_workspace/feathr_config.yaml) and use that as the source of truth. It also has more explanations on the meaning of each variable."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# os.environ['REDIS_PASSWORD'] = ''\n",
"# os.environ['AZURE_CLIENT_ID'] = ''\n",
"# os.environ['AZURE_TENANT_ID'] = ''\n",
"# os.environ['AZURE_CLIENT_SECRET'] = ''\n",
"You should setup the environment variables in order to run this sample. More environment variables can be set by referring to [feathr_config.yaml](https://github.com/linkedin/feathr/blob/main/feathr_project/feathrcli/data/feathr_user_workspace/feathr_config.yaml) and use that as the source of truth. It also has more explanations on the meaning of each variable.\n",
"\n",
"# # Optional envs if you are using different runtimes\n",
"# os.environ['DATABRICKS_WORKSPACE_TOKEN_VALUE'] = ''"
"To run this notebook, for Azure users, you need AZURE_CLIENT_ID, AZURE_TENANT_ID, AZURE_CLIENT_SECRET and REDIS_PASSWORD.\n",
"To run this notebook, for Databricks useres, you need DATABRICKS_WORKSPACE_TOKEN_VALUE and REDIS_PASSWORD."
]
},
{
Expand Down Expand Up @@ -723,10 +711,10 @@
],
"metadata": {
"interpreter": {
"hash": "830c16c5b424e7ff512f67d4056b67cea1a756a7ad6a92c98b9e2b95c5e484ae"
"hash": "b3c5d8fd79e029a19bf620c04a250a0cafa2291ba3ed87972a3e2a099b099985"
},
"kernelspec": {
"display_name": "Python 3",
"display_name": "Python 3.9.12 ('product_env': venv)",
"language": "python",
"name": "python3"
},
Expand All @@ -740,7 +728,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.5"
"version": "3.9.12"
}
},
"nbformat": 4,
Expand Down
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