From fb3d540e0e7684d99415c0a8d1fa53e52044e22c Mon Sep 17 00:00:00 2001 From: Eric Jolibois Date: Mon, 21 Oct 2024 11:03:55 +0200 Subject: [PATCH] feat: fallback to string if dtype cannot be infered (#307) * feat: fallback to string if dtype cannot be infered closes #277 * feat: add warning message * test: fix for windows (we dont care about the path) --- Cargo.lock | 19 +++++++++ Cargo.toml | 2 + pyproject.toml | 2 + .../tests/fixtures/infer-dtypes-fallback.xlsx | Bin 0 -> 1193592 bytes python/tests/test_dtypes.py | 39 ++++++++++++++++++ src/lib.rs | 2 + src/types/dtype.rs | 10 ++++- test-requirements.txt | 1 + 8 files changed, 73 insertions(+), 2 deletions(-) create mode 100644 python/tests/fixtures/infer-dtypes-fallback.xlsx diff --git a/Cargo.lock b/Cargo.lock index 2afd562..5953dd4 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -55,6 +55,12 @@ dependencies = [ "derive_arbitrary", ] +[[package]] +name = "arc-swap" +version = "1.7.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "69f7f8c3906b62b754cd5326047894316021dcfe5a194c8ea52bdd94934a3457" + [[package]] name = "arrow" version = "53.1.0" @@ -412,8 +418,10 @@ dependencies = [ "arrow", "calamine", "chrono", + "log", "pretty_assertions", "pyo3", + "pyo3-log", "rstest", ] @@ -776,6 +784,17 @@ dependencies = [ "pyo3-build-config", ] +[[package]] +name = "pyo3-log" +version = "0.11.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "3ac84e6eec1159bc2a575c9ae6723baa6ee9d45873e9bebad1e3ad7e8d28a443" +dependencies = [ + "arc-swap", + "log", + "pyo3", +] + [[package]] name = "pyo3-macros" version = "0.22.5" diff --git a/Cargo.toml b/Cargo.toml index 4a168aa..370e445 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -28,7 +28,9 @@ crate-type = ["cdylib"] arrow = { version = "53.1.0", default-features = false, features = ["pyarrow"] } calamine = { version = "0.26.1", features = ["dates"] } chrono = { version = "0.4.38", default-features = false } +log = "0.4.22" pyo3 = { version = "0.22.5", features = ["abi3-py38"] } +pyo3-log = "0.11.0" [dev-dependencies] pretty_assertions = "1.4.1" diff --git a/pyproject.toml b/pyproject.toml index 2af19c9..712ecd0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -53,6 +53,8 @@ warn_unused_ignores = true [tool.pytest.ini_options] testpaths = ["python/tests"] +log_cli = true +log_cli_level = "INFO" [tool.ruff] line-length = 100 diff --git a/python/tests/fixtures/infer-dtypes-fallback.xlsx b/python/tests/fixtures/infer-dtypes-fallback.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..70ba725299e7ad93598a377c1341742000d1d16a GIT binary patch literal 1193592 zcmeFad0bT0|33~{S&5oi8Hu>3m8nVQ!lsg7H&j%VZO{s{QgBHn6*Me& zF*g*2vCzbgamN%y+(3{;*_UB{ujSl(hhfk$=ly%UKi~2X?{M$AXS=W0d2P@0I)nPw zc=lC`=Ph2au&`)q@kRE!iEfq_79r1CSk$+8;h7OGp3`QHpEk>V=)CFUy+*a2J9SEv zpPzlE^?HkEp!~o8{=qY_eZ{E(aqVC3S=77S<@S3YC++U`LdUEH$6tA8u+x#F%m3Uu zc0|~hU+TgZmA%|!!)uc|{q~9`$+yFUGZS}Do4S9&w|^e`#OnL`@kfTaHSE;x*zx-< z)eWqd&HVhcob|6Z?DoF3yZhn^Yb;jJh>H8izyEJ<2GuPV(g~ZfJPDpwFP;4jL{vW)#d&_tETR;CZWb(Uezma}E z>efrX&mUA8{o!j9-QOD#)@^>%1?R6=44VA?-q&|@n5OYR>ik+nzf-w?G)XRNnOfiG zXiCFz(P6&a)`g(WoeW>Zs zfWSUUb@wffXwfiP-OA?Wp>KXw!&Ma%P=4}Svcuwx_@;$7KiK~LE3eu&-|xL6XjSQq z*)`vJYv#&cGq$H5tvBaV!KK1b*N^A5o)Z)N&b9-aH}pM`(!AG&2Os_RvZn3uH(#v( zi%rn$j-m5E|Fi#R*S{#%H2}-*)MD|9t3c@m^ne z{I%0BeoE7Vk~fD9nb_saU0;OF?AmOe`?x7b@;+LluCMibZ@}94Pnv!3N^u8`>+zQB z3sj%){oui=b@PsPdNFQWeC~+_-#6ZT9VAp$CRsjy{K8o^EG*O@%Id<*%$?HC+jHjR zFFZXbqukm)Y^rBO=a(x2&TDHP^=`1{jUIz844Zpl*regZewv!I@#A+Jto`D(=?Saf z8n#d8f4s%Uth=*L>~=l>64U&USfoXO@0BWccO!!*_(7x%gJAEBogzKh@)dxB}NpW8MrZd0M1XVyRuRmF_xl^GA*PP*2z_-W3hRi8)pIR0hcvc&C8lGnU-jrYV&=}wlQZ5gT=&zWKd(3YI^zwigCoCN+p0s(r0ePLeS7n@ z3*FT39oyRIY)1JT2Y%XeeA+iNKZ~@u={B^7bJ60c(Ij5)|5Vtj}F}B5`XB`DRsQ2+q^RSRn;rM2Kjz^QrF~N zRq!44f_mkrCO*6I(&Uz3-}Zm`%r!5stUVWg*<5_))9BYn>~Pw1b?DaJJHFf3^}Vm} z9=m88_sPzZL$xpM_<6w4(X(sZ_u22Ye^uU(yI+bOH|m!LO>SG-+Wcn!$CbGY+E4iL z?$$9s9p8O!ecY&#>a7QD?c26&o%B!Vk!{X4IQmlaQ!aB-+}{p*Qcts@qN7r$`a>BI!Ll|A?D^|*a_!^NTj>o03Qy^yKBnm^>3 z{#Q@Gbtrdx53iuE?RvY%r0!cgtV{Z}elfSc9_{^wLvb(nz0u*_KYu2@-gh2j9X7nM zsd?RVqi_BkxMbw37moIineo%cr5+h$eN@HvT}MaePA?wvew)6(=J)umyk5n3cm1q? 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z=rSa|ga>VW(pt*Oz(mV*T9`vvv(ys5E^P6Xd&3N_&)ccf$(g6qsHL;z){g?d6I0Bb z@SWmRd+>-zR-;vk_fnS~pX~xU&_^(YCfnQE7DA;uFp!R~!AfH_y**y=XzKy%t_01h zZb_$3+X}?&)+Yfr_Cu+RhjxI=1bzO+5-)VtMJuM~y~yWL+M^8NEY(h-Rps*lpD(tt z%gmp4xVIXGwqHpkr$W78o#Nps;3HH$iM=kG>!D{r6YW7}={4=^o5SRC2%pxasw-q+ zsItkf^ifeBzYb>SDRec9zI$=U9!HnbAyY#1BJ2Y)Fn$ZQaN?>z6?2%(dAn&EWQZpC zPbgo&~ZY{On3Ci_^ zZtP-CRmWV2iGM@KW9A3g8Da+$6gc1h35Au)%(TN4Tb@CkZB3z2 z+kcYkCmR#Lg8|iGq|*NeHX_1;af1I&@sCO*<<=ZXUZn(VF4X|8{l@c} None: ), ] assert sheet.to_polars().dtypes == [pl.String] * 7 + + +def test_fallback_infer_dtypes(mocker) -> None: + """it should fallback to string if it can't infer the dtype""" + import logging + + logger_instance_mock = mocker.patch("logging.getLogger", autospec=True).return_value + + excel_reader = fastexcel.read_excel(path_for_fixture("infer-dtypes-fallback.xlsx")) + sheet = excel_reader.load_sheet(0) + + # Ensure a warning message was logged to explain the fallback to string + logger_instance_mock.makeRecord.assert_called_once_with( + "fastexcel.types.dtype", + logging.WARNING, + mocker.ANY, + mocker.ANY, + "Could not determine dtype for column 1, falling back to string", + mocker.ANY, + mocker.ANY, + ) + + assert sheet.available_columns == [ + fastexcel.ColumnInfo( + name="id", + index=0, + dtype="float", + dtype_from="guessed", + column_name_from="looked_up", + ), + fastexcel.ColumnInfo( + name="label", + index=1, + dtype="string", + dtype_from="guessed", + column_name_from="looked_up", + ), + ] + assert sheet.to_polars().dtypes == [pl.Float64, pl.String] diff --git a/src/lib.rs b/src/lib.rs index 299c1ee..74857f6 100644 --- a/src/lib.rs +++ b/src/lib.rs @@ -43,6 +43,8 @@ fn get_version() -> String { #[pymodule] fn _fastexcel(m: &Bound<'_, PyModule>) -> PyResult<()> { + pyo3_log::init(); + let py = m.py(); m.add_function(wrap_pyfunction!(read_excel, m)?)?; m.add_class::()?; diff --git a/src/types/dtype.rs b/src/types/dtype.rs index c7d630f..2027ee4 100644 --- a/src/types/dtype.rs +++ b/src/types/dtype.rs @@ -7,6 +7,7 @@ use std::{ use arrow::datatypes::{DataType as ArrowDataType, TimeUnit}; use calamine::{CellErrorType, CellType, DataType, Range}; +use log::warn; use pyo3::{ prelude::PyAnyMethods, Bound, FromPyObject, PyAny, PyObject, PyResult, Python, ToPyObject, }; @@ -281,8 +282,13 @@ pub(crate) fn get_dtype_for_column( column_types.remove(&DType::Null); if column_types.is_empty() { - // If no type apart from NULL was found, it's a NULL column - Ok(DType::Null) + // If no type apart from NULL was found, fallback to string except if the column is empty + if start_row == end_row { + Ok(DType::Null) + } else { + warn!("Could not determine dtype for column {col}, falling back to string"); + Ok(DType::String) + } } else if matches!(dtype_coercion, &DTypeCoercion::Strict) && column_types.len() != 1 { // If dtype coercion is strict and we do not have a single dtype, it's an error Err( diff --git a/test-requirements.txt b/test-requirements.txt index 9b3a284..e743863 100644 --- a/test-requirements.txt +++ b/test-requirements.txt @@ -3,5 +3,6 @@ openpyxl>=3.1.2,<4 pre-commit>=2.20.0,<5 pytest>=7.1.3 pytest-benchmark>=4.0.0,<5 +pytest-mock>=3.1 ruff>=0.7,<0.8 xlrd>=2.0.1,<3