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feat: Allow log with non-integer base on decimals (#19372)
## Which issue does this PR close? Closes #19347 ## Rationale for this change Native decimal log() (added in #17023) only supports integer bases. Non-integer bases like log(2.5, x) error out, which is a regression from the previous float-based implementation. ## What changes are included in this PR? Changes : - Fallback to f64 computation when base is non-integer - Integer bases (2, 10, etc.) still use efficient ilog() algorithm Refactoring: - Unified log_decimal32, log_decimal64, log_decimal128 into single generic log_decimal<T> using num_traits::ToPrimitive. - Used ToPrimitive::to_f64() and to_u128() - Invalid bases (≤1, NaN, Inf) now return NaN instead of erroring - matches f64::log behavior Large Decimal256 values that don't fit in i128 now work via f64 fallback. ## Are these changes tested? Yes: - All existing log_decimal* unit tests pass - Updated test_log_decimal128_invalid_base - expects NaN instead of error - Updated test_log_decimal256_large - now succeeds via fallback ## Are there any user-facing changes? Yes: ```sql -- Previously errored, now works SELECT log(2.5, 100::decimal(38,0)); -- Invalid base now returns NaN instead of error (consistent with float behavior) SELECT log(-2, 64::decimal(38,0)); -- Returns NaN --------- Co-authored-by: Jeffrey Vo <jeffrey.vo.australia@gmail.com>
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datafusion/functions/src/math/log.rs

Lines changed: 128 additions & 104 deletions
Original file line numberDiff line numberDiff line change
@@ -21,9 +21,7 @@ use std::any::Any;
2121

2222
use super::power::PowerFunc;
2323

24-
use crate::utils::{
25-
calculate_binary_math, decimal32_to_i32, decimal64_to_i64, decimal128_to_i128,
26-
};
24+
use crate::utils::calculate_binary_math;
2725
use arrow::array::{Array, ArrayRef};
2826
use arrow::datatypes::{
2927
DataType, Decimal32Type, Decimal64Type, Decimal128Type, Decimal256Type, Float16Type,
@@ -44,7 +42,7 @@ use datafusion_expr::{
4442
};
4543
use datafusion_expr::{ScalarUDFImpl, Signature, Volatility};
4644
use datafusion_macros::user_doc;
47-
use num_traits::Float;
45+
use num_traits::{Float, ToPrimitive};
4846

4947
#[user_doc(
5048
doc_section(label = "Math Functions"),
@@ -104,109 +102,109 @@ impl LogFunc {
104102
}
105103
}
106104

107-
/// Binary function to calculate logarithm of Decimal32 `value` using `base` base
108-
/// Returns error if base is invalid
109-
fn log_decimal32(value: i32, scale: i8, base: f64) -> Result<f64, ArrowError> {
110-
if !base.is_finite() || base.trunc() != base {
111-
return Err(ArrowError::ComputeError(format!(
112-
"Log cannot use non-integer base: {base}"
113-
)));
114-
}
115-
if (base as u32) < 2 {
116-
return Err(ArrowError::ComputeError(format!(
117-
"Log base must be greater than 1: {base}"
118-
)));
119-
}
120-
121-
// Match f64::log behaviour
122-
if value <= 0 {
123-
return Ok(f64::NAN);
124-
}
105+
/// Checks if the base is valid for the efficient integer logarithm algorithm.
106+
#[inline]
107+
fn is_valid_integer_base(base: f64) -> bool {
108+
base.trunc() == base && base >= 2.0 && base <= u32::MAX as f64
109+
}
125110

126-
if scale < 0 {
127-
let actual_value = (value as f64) * 10.0_f64.powi(-(scale as i32));
128-
Ok(actual_value.log(base))
129-
} else {
130-
let unscaled_value = decimal32_to_i32(value, scale)?;
131-
if unscaled_value <= 0 {
132-
return Ok(f64::NAN);
133-
}
134-
let log_value: u32 = unscaled_value.ilog(base as i32);
135-
Ok(log_value as f64)
111+
/// Calculate logarithm for Decimal32 values.
112+
/// For integer bases >= 2 with non-negative scale, uses the efficient u32 ilog algorithm.
113+
/// Otherwise falls back to f64 computation.
114+
fn log_decimal32(value: i32, scale: i8, base: f64) -> Result<f64, ArrowError> {
115+
if is_valid_integer_base(base)
116+
&& scale >= 0
117+
&& let Some(unscaled) = unscale_to_u32(value, scale)
118+
{
119+
return if unscaled > 0 {
120+
Ok(unscaled.ilog(base as u32) as f64)
121+
} else {
122+
Ok(f64::NAN)
123+
};
136124
}
125+
decimal_to_f64(value, scale).map(|v| v.log(base))
137126
}
138127

139-
/// Binary function to calculate logarithm of Decimal64 `value` using `base` base
140-
/// Returns error if base is invalid
128+
/// Calculate logarithm for Decimal64 values.
129+
/// For integer bases >= 2 with non-negative scale, uses the efficient u64 ilog algorithm.
130+
/// Otherwise falls back to f64 computation.
141131
fn log_decimal64(value: i64, scale: i8, base: f64) -> Result<f64, ArrowError> {
142-
if !base.is_finite() || base.trunc() != base {
143-
return Err(ArrowError::ComputeError(format!(
144-
"Log cannot use non-integer base: {base}"
145-
)));
146-
}
147-
if (base as u32) < 2 {
148-
return Err(ArrowError::ComputeError(format!(
149-
"Log base must be greater than 1: {base}"
150-
)));
132+
if is_valid_integer_base(base)
133+
&& scale >= 0
134+
&& let Some(unscaled) = unscale_to_u64(value, scale)
135+
{
136+
return if unscaled > 0 {
137+
Ok(unscaled.ilog(base as u64) as f64)
138+
} else {
139+
Ok(f64::NAN)
140+
};
151141
}
142+
decimal_to_f64(value, scale).map(|v| v.log(base))
143+
}
152144

153-
if value <= 0 {
154-
return Ok(f64::NAN);
145+
/// Calculate logarithm for Decimal128 values.
146+
/// For integer bases >= 2 with non-negative scale, uses the efficient u128 ilog algorithm.
147+
/// Otherwise falls back to f64 computation.
148+
fn log_decimal128(value: i128, scale: i8, base: f64) -> Result<f64, ArrowError> {
149+
if is_valid_integer_base(base)
150+
&& scale >= 0
151+
&& let Some(unscaled) = unscale_to_u128(value, scale)
152+
{
153+
return if unscaled > 0 {
154+
Ok(unscaled.ilog(base as u128) as f64)
155+
} else {
156+
Ok(f64::NAN)
157+
};
155158
}
159+
decimal_to_f64(value, scale).map(|v| v.log(base))
160+
}
156161

157-
if scale < 0 {
158-
let actual_value = (value as f64) * 10.0_f64.powi(-(scale as i32));
159-
Ok(actual_value.log(base))
160-
} else {
161-
let unscaled_value = decimal64_to_i64(value, scale)?;
162-
if unscaled_value <= 0 {
163-
return Ok(f64::NAN);
164-
}
165-
let log_value: u32 = unscaled_value.ilog(base as i64);
166-
Ok(log_value as f64)
167-
}
162+
/// Unscale a Decimal32 value to u32.
163+
#[inline]
164+
fn unscale_to_u32(value: i32, scale: i8) -> Option<u32> {
165+
let value_u32 = u32::try_from(value).ok()?;
166+
let divisor = 10u32.checked_pow(scale as u32)?;
167+
Some(value_u32 / divisor)
168168
}
169169

170-
/// Binary function to calculate an integer logarithm of Decimal128 `value` using `base` base
171-
/// Returns error if base is invalid
172-
fn log_decimal128(value: i128, scale: i8, base: f64) -> Result<f64, ArrowError> {
173-
if !base.is_finite() || base.trunc() != base {
174-
return Err(ArrowError::ComputeError(format!(
175-
"Log cannot use non-integer base: {base}"
176-
)));
177-
}
178-
if (base as u32) < 2 {
179-
return Err(ArrowError::ComputeError(format!(
180-
"Log base must be greater than 1: {base}"
181-
)));
182-
}
170+
/// Unscale a Decimal64 value to u64.
171+
#[inline]
172+
fn unscale_to_u64(value: i64, scale: i8) -> Option<u64> {
173+
let value_u64 = u64::try_from(value).ok()?;
174+
let divisor = 10u64.checked_pow(scale as u32)?;
175+
Some(value_u64 / divisor)
176+
}
183177

184-
if value <= 0 {
185-
// Reflect f64::log behaviour
186-
return Ok(f64::NAN);
187-
}
178+
/// Unscale a Decimal128 value to u128.
179+
#[inline]
180+
fn unscale_to_u128(value: i128, scale: i8) -> Option<u128> {
181+
let value_u128 = u128::try_from(value).ok()?;
182+
let divisor = 10u128.checked_pow(scale as u32)?;
183+
Some(value_u128 / divisor)
184+
}
188185

189-
if scale < 0 {
190-
let actual_value = (value as f64) * 10.0_f64.powi(-(scale as i32));
191-
Ok(actual_value.log(base))
192-
} else {
193-
let unscaled_value = decimal128_to_i128(value, scale)?;
194-
if unscaled_value <= 0 {
195-
return Ok(f64::NAN);
196-
}
197-
let log_value: u32 = unscaled_value.ilog(base as i128);
198-
Ok(log_value as f64)
199-
}
186+
/// Convert a scaled decimal value to f64.
187+
#[inline]
188+
fn decimal_to_f64<T: ToPrimitive + Copy>(value: T, scale: i8) -> Result<f64, ArrowError> {
189+
let value_f64 = value.to_f64().ok_or_else(|| {
190+
ArrowError::ComputeError("Cannot convert value to f64".to_string())
191+
})?;
192+
let scale_factor = 10f64.powi(scale as i32);
193+
Ok(value_f64 / scale_factor)
200194
}
201195

202-
/// Binary function to calculate an integer logarithm of Decimal128 `value` using `base` base
203-
/// Returns error if base is invalid or if value is out of bounds of Decimal128
204196
fn log_decimal256(value: i256, scale: i8, base: f64) -> Result<f64, ArrowError> {
197+
// Try to convert to i128 for the optimized path
205198
match value.to_i128() {
206-
Some(value) => log_decimal128(value, scale, base),
207-
None => Err(ArrowError::NotYetImplemented(format!(
208-
"Log of Decimal256 larger than Decimal128 is not yet supported: {value}"
209-
))),
199+
Some(v) => log_decimal128(v, scale, base),
200+
None => {
201+
// For very large Decimal256 values, use f64 computation
202+
let value_f64 = value.to_f64().ok_or_else(|| {
203+
ArrowError::ComputeError(format!("Cannot convert {value} to f64"))
204+
})?;
205+
let scale_factor = 10f64.powi(scale as i32);
206+
Ok((value_f64 / scale_factor).log(base))
207+
}
210208
}
211209
}
212210

@@ -1160,7 +1158,8 @@ mod tests {
11601158
}
11611159

11621160
#[test]
1163-
fn test_log_decimal128_wrong_base() {
1161+
fn test_log_decimal128_invalid_base() {
1162+
// Invalid base (-2.0) should return NaN, matching f64::log behavior
11641163
let arg_fields = vec![
11651164
Field::new("b", DataType::Float64, false).into(),
11661165
Field::new("x", DataType::Decimal128(38, 0), false).into(),
@@ -1175,16 +1174,26 @@ mod tests {
11751174
return_field: Field::new("f", DataType::Float64, true).into(),
11761175
config_options: Arc::new(ConfigOptions::default()),
11771176
};
1178-
let result = LogFunc::new().invoke_with_args(args);
1179-
assert!(result.is_err());
1180-
assert_eq!(
1181-
"Arrow error: Compute error: Log base must be greater than 1: -2",
1182-
result.unwrap_err().to_string().lines().next().unwrap()
1183-
);
1177+
let result = LogFunc::new()
1178+
.invoke_with_args(args)
1179+
.expect("should not error on invalid base");
1180+
1181+
match result {
1182+
ColumnarValue::Array(arr) => {
1183+
let floats = as_float64_array(&arr)
1184+
.expect("failed to convert result to a Float64Array");
1185+
assert_eq!(floats.len(), 1);
1186+
assert!(floats.value(0).is_nan());
1187+
}
1188+
ColumnarValue::Scalar(_) => {
1189+
panic!("Expected an array value")
1190+
}
1191+
}
11841192
}
11851193

11861194
#[test]
1187-
fn test_log_decimal256_error() {
1195+
fn test_log_decimal256_large() {
1196+
// Large Decimal256 values that don't fit in i128 now use f64 fallback
11881197
let arg_field = Field::new("a", DataType::Decimal256(38, 0), false).into();
11891198
let args = ScalarFunctionArgs {
11901199
args: vec![
@@ -1198,11 +1207,26 @@ mod tests {
11981207
return_field: Field::new("f", DataType::Float64, true).into(),
11991208
config_options: Arc::new(ConfigOptions::default()),
12001209
};
1201-
let result = LogFunc::new().invoke_with_args(args);
1202-
assert!(result.is_err());
1203-
assert_eq!(
1204-
result.unwrap_err().to_string().lines().next().unwrap(),
1205-
"Arrow error: Not yet implemented: Log of Decimal256 larger than Decimal128 is not yet supported: 170141183460469231731687303715884106727"
1206-
);
1210+
let result = LogFunc::new()
1211+
.invoke_with_args(args)
1212+
.expect("should handle large Decimal256 via f64 fallback");
1213+
1214+
match result {
1215+
ColumnarValue::Array(arr) => {
1216+
let floats = as_float64_array(&arr)
1217+
.expect("failed to convert result to a Float64Array");
1218+
assert_eq!(floats.len(), 1);
1219+
// The f64 fallback may lose some precision for very large numbers,
1220+
// but we verify we get a reasonable positive result (not NaN/infinity)
1221+
let log_result = floats.value(0);
1222+
assert!(
1223+
log_result.is_finite() && log_result > 0.0,
1224+
"Expected positive finite log result, got {log_result}"
1225+
);
1226+
}
1227+
ColumnarValue::Scalar(_) => {
1228+
panic!("Expected an array value")
1229+
}
1230+
}
12071231
}
12081232
}

datafusion/sqllogictest/test_files/decimal.slt

Lines changed: 10 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -868,9 +868,11 @@ select log(100000000000000000000000000000000000::decimal(76,0));
868868
----
869869
35
870870

871-
# log(10^50) for decimal256 for a value larger than i128
872-
query error Arrow error: Not yet implemented: Log of Decimal256 larger than Decimal128 is not yet supported
871+
# log(10^50) for decimal256 for a value larger than i128 (uses f64 fallback)
872+
query R
873873
select log(100000000000000000000000000000000000000000000000000::decimal(76,0));
874+
----
875+
50
874876

875877
# log(10^35) for decimal128 with explicit base
876878
query R
@@ -904,6 +906,12 @@ select log(2.0, 100000000000000000000000000000000000::decimal(38,0));
904906
----
905907
116
906908

909+
# log with non-integer base (fallback to f64)
910+
query R
911+
select log(2.5, 100::decimal(38,0));
912+
----
913+
5.025883189464
914+
907915
# null cases
908916
query R
909917
select log(null, 100);

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