From e052fc88666a381c742021c503ed4251364af167 Mon Sep 17 00:00:00 2001 From: Jason Summer Date: Tue, 10 Dec 2024 15:48:14 -0600 Subject: [PATCH] Add semantic generation via stored procedure --- semantic_model_generator.zip | Bin 0 -> 113334 bytes sis_setup/generation_sproc.sql | 97 +++++++++++++++++++++++++++++++++ 2 files changed, 97 insertions(+) create mode 100644 semantic_model_generator.zip create mode 100644 sis_setup/generation_sproc.sql diff --git a/semantic_model_generator.zip b/semantic_model_generator.zip new file mode 100644 index 0000000000000000000000000000000000000000..5f8d887e8cd32dbd2ab4af28f7e470c2012c9d1f GIT binary patch literal 113334 zcmc$`b980R)-E2~wr$(CZKq>99XlP{wr$%<$Lb^<+t%$q?}zig`Y9p_03If zO&txL?HuV^*+pYWm+n+bH+ht~0=N9a0Bev@bmZahI~$SS1xD z#-F*S+`%NF5}kNMege>gHyGvT3n9@DXJ&54t9foFR; zv3l`TL=|fJ{9wY z{)@e1`u4K^I&M}As@R#(3HMnz_BUt)y&My7TrA&RLkXR}(=E}7vu^(QCbiDxHI`O| zEK?-*;?w%~ev%g2J2T(y89D*^UIer5W0Dun^ z;O~~DyZfJ4H{`Enq^~b4C@in6@we62SgB$DyZz_t`@<;ydfD&Q{9l*-Q|tKG@TmVK zyg!-AUxELznQ;7jz;ycm#A1vMP>szEj0~=1Wz??V)xs3~fMPL#$q}#t9S9KupCU2C zfT9Tr1r^97MqmgI#FYEP5YT0(XBMStC`Kh0sVTYB&53v#{wvx)mOD39V%CFaswqA}7 z*~lyXsg`f(#!=qB_+=0`+|rg7%SC+OlNcv*c++8(eIWcO(JO*tQYXU%ZFb%o3x%6Hq4-I>DZo`RzP8oZ+8K(z!mr%>!Az0PWI~$HUOAXTy zuA-_`84A~bsgRZHMaPYPmeCAv0Jj9W_p7+0_{tD!R(5^@gOkP9q=hG#*^f8*o~RbG;BM1G2 zUa1BJr=RPE*Ca^e~vuEu_P<9L%d zXR5RrRTkIeJ0FRK!z9RbQk5=9q)IK}Rs`0V>R- z5n^(L3gV=-W3Hv-Mq;u^;Mj44LhuLWM(bfFJr)5Yh1VqojMZ_|Ukii-7YU@ZCYEcy zs`Q*ZF}i#~3i!xm(TFnqQ2J_i8tA{xF_vk1@H9;~h=VZv#4MKO()=viZ?U;ovcr=< zsL6iEEt434lDHZ9gd&ICWt-x_7lD<*CwBTJ`n0qNE7l?(8TI4kv|JCcz%Gj}(Q9yJ zgLCZLB~aSXbWz_?7-UnvY!)zM-(t6-8bte<)5KyAAaHxgH+bS040tslG5&MG&?0Sm zYjB?q!3j-&aCix_5&WAj#=c0L}5pR;=GFkJRsx{z{& zJLL^9Az#P2PPa!LbGn*R3}qv_eHQ&C6y4f=dgr|xfDKr-86&MqV*E_T;r#04^@O6Q z7I00qLESB2_ir24we$;2qyVAXj6^q=UOn|e8T2NdBY1G#gRr(N^b@*Y`j1X2j0=RE z?Aw>NC4>TrZL;ieeCuSzLkckSh-V3g5=}H-nUIU<fB0LnK46r|}VPb^xuSpQu)B}4OXX~)%PH3ncfhVJBU}*iuLnwx4 z3M&If*7yqYs%%gWAPZ*!LyVC6^@Q0)dwq$ys^$`bg%u;~tn@1@^UE4sTbcE@i>Z57 zPPW$*xK*|nF}nNW@8bG|Ri5Gc15WCscgl7i${{9(AefO#j0d1)DJZCZ?2DQ{O)ync;f>*3Rw)@}Q*m7b9SxXiF`HSh zM#ZrV9Sxc}q1jgB_d##Y)^74P&G#e9TH?mm1a&MUw$rfo1dgWk8jF+r(oqMnJFQ5ck$2^y5e=eG4J4+`{4_QT|K*l?v| zBb*-o6D&Iz1hTV@i<^MZ`UyKf_b*rQj7ncH@F&>=o1v;chQF7S*x4w7im0k!*A|^F zS?MNSx{dOo#C@fBnM>|#gU=D*{sP-XTIpXSaD;WA{bJ#>)gP=E_qGrU=K(#cP65AT ziOk98p!{R_w1T$9Q(^)>?)eGh8d@OR_z*sD?i1biTe_RP0fxy1M2|MW?;l5wQq7V%b@eqXFct_i?;VFwX?W z-gwVI9k?RsNyZ`w;I{`xf_L87o?V}#@>EW;8*l&H`-=XcRKQ@Yk@+i0f{Q!L_{tD# zu#BaZ9qMvAtQ2Nu5$$|QtX_!icJy@9w;spwjvE@@?q1!L)|{=(Jsd46cb84c zJ|8=JpTqPV2b!35rr)L`v0!bfZiBvs3hB$mD~M5I$`)QqYe+TqA9^?(fb!JWVoyDg z!(VLbYk3n)K9KiV(M{q$5(4<7`U3tCdMc6@pdyvdB3PC*#jxa=A_?sIP@bwzvO;wM z(%FUO7{*p@(ywTGFQ|hyeo5sk6Xw|BxB7(tO?c(hv>A|p9V~tz{XOCR>luUn-=pq- zWxoITeDGK1EB}Ar37!7GMuPvRjt&2q+Kc_$)c(ItK>r7Fud6KmD}aEIWcu}NfihP1 zGFJ2i8buH@yna=oa3ChLQ~-1UO^N*jC3&8x0R zxQ&;O@8;_H`FQHw+y*VSclIG`cl2*4h{D_>*Wxi5rl6ZfibU)34zQw zT_?cTK^d+P3$ahiC=~^PiVX|<2x%IzuyARX`J`AXj12)bNV~i*1=E>T6ib+nBe?fl zSud6Yuz$R=b%7*bp9uP=4o~oQpb1buBV{Uvpb2P4J&HFm;r3a)kVs7$8y1kY$V99~ z)Nz3blwg9IMxv4&Y_ddf0t7_kqy;AS0(X9Suw?-RGKDfR3nK)oY0gBD{eYu&9EDUY zpsc4tT>c+7FX+{lX!NpmF)Z zo!)c3C&JDmH4cT7tWawOXwXKL^Qb>t%UuN5!a2@+!>6f4>#B1tSVhV2?d;UI0qs(H z_(Ph@+@`LioqF_^I}F>iwrWnNx-ow&Wq7h{t46N+sIlIfcBL&39N4yH+dNEoFk7Dt zEU$WYl&YJ9KlyZcNvYW6d&+rdR3(q9!C#()UaoKEd%WHQdR`*9_LR?XUof?6a~{0` z|K3PU2rklmfdBxyfdAM?{;>%t{=eAxziJKtvsS(?{i*TyK}wl_+scjYY@JQro%O9v zZOxs({G)?>wp6*<@Af-%u&*}dgd>i6d7QSHmGwR=RZl7nX(l8w8qh@q2sLgB)2~NP zRoEoe;b;)Cu<)hb&8_fR!{u=$&N4YaR@r{17nLgbD{&^L<6b7eK{cmByCM$fO6Nr! 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znfz{^O1jzr9(yL>o}}PvLpahMzQviW2BE*I`R6pyAp+d)6FdzRGE46NZW^msQ`QO) z=r9a!B?&FZzmea>G(gb_6NquiNuVc9KNYv)od46Vk`%TUGqGV48nDI=)Qcdr4W~Ec;L&1%ZO_pxTp!2j7VXB9y0=K8olg*-}(Tj?BPf@KODhVO%})Cj($i4{GtXJ7KMcS zZyk0unE!cJ1k4tljews%fF1(s1pEUQOS~A@#O100G>WnW;bOkn<+3%afEepRC(q!U y@K8$c0l0PJ43>LhD6N-6f&(X%(!d4WC~W{o1YEj str: + return 'hello, world' +$$; + +CREATE OR REPLACE PROCEDURE CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.GENERATE_SEMANTIC_FILE( + STAGE_NAME STRING, + MODEL_FILENAME STRING, + SAMPLE_VALUE INT, + ALLOW_JOINS BOOLEAN, + TABLE_LIST ARRAY +) +RETURNS VARCHAR +LANGUAGE PYTHON +RUNTIME_VERSION = 3.10 +PACKAGES = ( + 'pandas==2.2.2', + 'tqdm==4.66.5', + 'loguru==0.5.3', + 'protobuf==3.20.3', + 'pydantic==2.8.2', + 'pyyaml==6.0.1', + 'ruamel.yaml==0.17.21', + 'pyarrow==14.0.2', + 'sqlglot==25.10.0', + 'numpy==1.26.4', + 'python-dotenv==0.21.0', + 'urllib3==2.2.2', + 'types-pyyaml==6.0.12.12', + 'types-protobuf==4.25.0.20240417', + 'snowflake-snowpark-python==1.18.0', + 'cattrs==23.1.2' +) +IMPORTS = ('@CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.STREAMLIT_STAGE/semantic_model_generator.zip', + '@cortex_analyst_semantics.semantic_model_generator.streamlit_stage/strictyaml.zip' + ) +HANDLER='run_generation' +EXECUTE AS CALLER +AS $$ +from snowflake.snowpark import Session + +def run_generation(session: Session, + STAGE_NAME: str, + MODEL_NAME: str, + SAMPLE_VALUE: int, + ALLOW_JOINS: bool, + TABLE_LIST: list[str]) -> str: + from semantic_model_generator.generate_model import generate_model_str_from_snowflake + + if not MODEL_NAME: + raise ValueError("Please provide a name for your semantic model.") + elif not TABLE_LIST: + raise ValueError("Please select at least one table to proceed.") + else: + yaml_str = generate_model_str_from_snowflake( + base_tables=TABLE_LIST, + semantic_model_name=MODEL_NAME, + n_sample_values=SAMPLE_VALUE, # type: ignore + conn=session.connection, + allow_joins=ALLOW_JOINS, + ) + + with tempfile.TemporaryDirectory() as temp_dir: + tmp_file_path = os.path.join(temp_dir, f"{MODEL_NAME}.yaml") + + with open(tmp_file_path, "w", encoding='utf-8') as temp_file: + temp_file.write(yaml) + + st.session_state.session.file.put( + tmp_file_path, + f"@{STAGE_NAME}", + auto_compress=False, + overwrite=True, + ) +$$; + +-- Test +-- CALL CORTEX_ANALYST_SEMANTICS.SEMANTIC_MODEL_GENERATOR.GENERATE_SEMANTIC_FILE( +-- 'CATRANSLATOR.ANALYTICS.DATA', +-- 'sproctest', +-- 3, +-- False, +-- ['CATRANSLATOR.ANALYTICS.CUSTOMERS'] +-- ); \ No newline at end of file