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Tecton MCP Server

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I�:is caseJ0\urI!|�` s0{at�cdon't�d!��Vy%,#�9im 2n�&��V��E#I r5 on �t�\v�[E ����B���mN� �4�������������������L�Ua��|�::I $2�F2�:h��+6��K�UGe"�[0] � [0].�D>mon�N28.da��.��� K16�1J�1]J�1��ub26�2J�2N�2R�-�V:1��5 &hf%�f#hr da&U A:�'h>'h�/�VvVFM):WE�� C �\z\� =�R� 2V- 2 7*43�|B� f� nG.���� 2, 1 ;�u ^u �I �I �I �I �I �I �I , R7IFilJ<fig, 23��*e��,.�,4�:���� �P�*��raw�!a�Q�l� j��&�!� C�!T� utFO�a�2v(2U �˶�ucR� i�Double %T�R �� � 40�k �ʶ��!�%g,_1�� ��.2t@�<�D"d#�r����^�g��6_�W��m_>�oA�� r7Z� �E�#�� "(A�e (��He.�$H�� �alia�Q�]�25��2<>&r2CU�"��j7A��+'de�Aj<U�AE�jDEHant7~7E�|>�G "�HaZzI#6JEM2K(U.�~� �7) && .n EmDaRH�-umn��*e � �^Q=" N� к[� [Z �\\� \dayVZ] #" ig =��i�$uri='s3://U 8.ai.public/tutoCtSBud_n�/}js/�$ fileu(=ǵqu"�O5�R-.��:f��.�. �L� �=2u � %�(='kw�is-�-lightE/- $ Vn��b,�*?Fwaҍ�j>I�:;�^ 1���,706752053316��I).:-XΣ�.� ���B�.�^ f|�F,-M.���R��V?� x�E&Ӈ6�*.])B� )>0� ? )�6� � _ 3�Yrecsy�z�x-83�6�cl � $!�_�3���_�"�/�-� ���A� [ � f�/d*�i"Unique]v8 ��v�Bon�? �=[6�v�/ P��F�@�� ��"ts.���7>�7" �&#@"M.+6� �j�*i�]5E �Is( s-��&55NF? 0, aK?�&�6 {  O&<??@F ��2ArtA�2�:.xsb@c��s,_tN��<uan��A�%.��Dary�="" ii14$���\FZSQLX\is wouldF'=^D� umn�E primaryk� -key�?�:A=����Qߑ�=��6�h �� �ieUi�}� 6v�I�62g"@��JJqBY��]mT, An,NNQ��l���5�16�����> K��6�ѝ͗b��4yz �.Y��B^�B 7, 3�A�U�n�m��I�6ѯ#Si6�2m5Q&�;2�'aH.�SR�z���S�vv3) �����76����.u'"z].�'&�����AM}�21, 3,�H�: !C?i�B&� �&N6V6�!� � 2B @F"(H �sm� "A V|�X�~�: -�F �,>�&-e�a�g.@(� b:� `a�B]�25a�.In�1� �0yp������.%�.read. �Լ)�'("~|��z}in;�ph:�?�df.tsy?2`()mT� df U!�*b<~ � > 4M�=JA�>k�<�����,�6(� import tecton from tecton import RequestSource, Attribute, realtime_feature_view from tecton.types import String, Float64, Field from Search.features.product_attributes import product_title request_schema = [ Field('search_term', String), Field('product_uid', String) ] search_query = RequestSource(schema=request_schema) @realtime_feature_view( description='''Jaccard similarity between the tokenized input query and the product title, computed in real-time''', sources=[search_query, product_title], features=[ Attribute('jaccard_similarity_query_token_title_token', Float64) ], mode='python' ) def search_query_product_similarity(search_query, product_title): def jaccard(list1, list2): intersection = len(list(set(list1).intersection(list2))) union = (len(list1) + len(list2)) - intersection return float(intersection) / union #Normalizing and tokenizing search query search_term = search_query.get('search_term') search_term = search_term.lower() tokenized_query = search_term.split(' ') #Normalizing and tokenizing product title product_title = product_title.get('product_title') product_title = product_title.lower() product_title_tokenized = product_title.split(' ') #Compute Jaccard similarity jaccard_similarity = jaccard(tokenized_query, product_title_tokenized) return { 'jaccard_similarity_query_token_title_token': jaccard_similarity }� from Dynamic_pricing.data_sources.completed_rides import completed_rides_batch from Dynamic_pricing.entities import origin_zipcode from tecton import batch_feature_view, Aggregate from datetime import timedelta from tecton.types import Field, Int64 @batch_feature_view( description='''Standard deviation of ride durations from the given zipcode over a series of time windows, updated daily.''', sources=[completed_rides_batch], entities=[origin_zipcode], mode='spark_sql', aggregation_interval=timedelta(days=1), # This feature will be updated daily features=[ Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=10)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=30)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=60)), Aggregate(input_column=Field('duration', Int64), function='mean', time_window=timedelta(days=60)) ], timestamp_field='timestamp' ) def ride_durations(completed_rides_batch): return f''' SELECT origin_zipcode, duration, timestamp FROM {completed_rides_batch} '''�$��4  I !!!!""""###$$%%&&&''''(())**++,,--..//000012344555566667789999999::;;;<<===>>>??@@AABBBBBCCCDDEEFFFGHHHHHIIJJJJJJJJJJKKKKKLLMMNNOOPPPQRSTTTTUUVVVWWWXXXXYYYYYZZZ[[\\\\\\\\]]^^^^___`````aaaaaaaabbbbbbbbbccdddddeeeeeffggggggg!95;<hhhhiiiijjjjkkkk)<llm0nnnnn ooo>@pq,qrrssttttu �Hvvwxxxxyyyyzzz{{{||}}~~~������������������//�����12344����������8&�� 5code�����&��&Գ6(� import tecton from tecton import RequestSource, Attribute, realtime_feature_view from tecton.types import String, Float64, Field from Search.features.product_attributes import product_title request_schema = [ Field('search_term', String), Field('product_uid', String) ] search_query = RequestSource(schema=request_schema) @realtime_feature_view( description='''Jaccard similarity between the tokenized input query and the product title, computed in real-time''', sources=[search_query, product_title], features=[ Attribute('jaccard_similarity_query_token_title_token', Float64) ], mode='python' ) def search_query_product_similarity(search_query, product_title): def jaccard(list1, list2): intersection = len(list(set(list1).intersection(list2))) union = (len(list1) + len(list2)) - intersection return float(intersection) / union #Normalizing and tokenizing search query search_term = search_query.get('search_term') search_term = search_term.lower() tokenized_query = search_term.split(' ') #Normalizing and tokenizing product title product_title = product_title.get('product_title') product_title = product_title.lower() product_title_tokenized = product_title.split(' ') #Compute Jaccard similarity jaccard_similarity = jaccard(tokenized_query, product_title_tokenized) return { 'jaccard_similarity_query_token_title_token': jaccard_similarity }� from Dynamic_pricing.data_sources.completed_rides import completed_rides_batch from Dynamic_pricing.entities import origin_zipcode from tecton import batch_feature_view, Aggregate from datetime import timedelta from tecton.types import Field, Int64 @batch_feature_view( description='''Standard deviation of ride durations from the given zipcode over a series of time windows, updated daily.''', sources=[completed_rides_batch], entities=[origin_zipcode], mode='spark_sql', aggregation_interval=timedelta(days=1), # This feature will be updated daily features=[ Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=10)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=30)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=60)), Aggregate(input_column=Field('duration', Int64), function='mean', time_window=timedelta(days=60)) ], timestamp_field='timestamp' ) def ride_durations(completed_rides_batch): return f''' SELECT origin_zipcode, duration, timestamp FROM {completed_rides_batch} ''',<5schema %text%L %code%L�,&ү 5text���ʯ&��&6([Example of transformation. Create new column by splitting the string in an existing column.fExample of Aggregate. 50th percentile (median) of transaction amounts for a user over the past 30 days,&�� 5code�����&��&Գ6(� import tecton from tecton import RequestSource, Attribute, realtime_feature_view from tecton.types import String, Float64, Field from Search.features.product_attributes import product_title request_schema = [ Field('search_term', String), Field('product_uid', String) ] search_query = RequestSource(schema=request_schema) @realtime_feature_view( description='''Jaccard similarity between the tokenized input query and the product title, computed in real-time''', sources=[search_query, product_title], features=[ Attribute('jaccard_similarity_query_token_title_token', Float64) ], mode='python' ) def search_query_product_similarity(search_query, product_title): def jaccard(list1, list2): intersection = len(list(set(list1).intersection(list2))) union = (len(list1) + len(list2)) - intersection return float(intersection) / union #Normalizing and tokenizing search query search_term = search_query.get('search_term') search_term = search_term.lower() tokenized_query = search_term.split(' ') #Normalizing and tokenizing product title product_title = product_title.get('product_title') product_title = product_title.lower() product_title_tokenized = product_title.split(' ') #Compute Jaccard similarity jaccard_similarity = jaccard(tokenized_query, product_title_tokenized) return { 'jaccard_similarity_query_token_title_token': jaccard_similarity }� from Dynamic_pricing.data_sources.completed_rides import completed_rides_batch from Dynamic_pricing.entities import origin_zipcode from tecton import batch_feature_view, Aggregate from datetime import timedelta from tecton.types import Field, Int64 @batch_feature_view( description='''Standard deviation of ride durations from the given zipcode over a series of time windows, updated daily.''', sources=[completed_rides_batch], entities=[origin_zipcode], mode='spark_sql', aggregation_interval=timedelta(days=1), # This feature will be updated daily features=[ Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=10)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=30)), Aggregate(input_column=Field('duration', Int64), function='stddev_samp', time_window=timedelta(days=60)), Aggregate(input_column=Field('duration', Int64), function='mean', time_window=timedelta(days=60)) ], timestamp_field='timestamp' ) def ride_durations(completed_rides_batch): return f''' SELECT origin_zipcode, duration, timestamp FROM {completed_rides_batch} ''',���&��,pandas�{"index_columns": [], "column_indexes": [], "columns": [{"name": "text", "field_name": "text", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}, {"name": "code", "field_name": "code", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}], "creator": {"library": "pyarrow", "version": "15.0.2"}, "pandas_version": "2.2.3"} ARROW:schema�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 parquet-cpp-arrow version 15.0.2,PAR1

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