Instructions to use jonl521/modeling_simple with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jonl521/modeling_simple with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("jonl521/modeling_simple", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download .venv/lib/python3.14/site-packages/sympy/codegen/tests/test_cfunctions.py from jonl521/modeling_simple: direct link, hf CLI and curl.
- Browser
- Download file 5.12 kB
-
https://huggingface.co/jonl521/modeling_simple/resolve/main/.venv/lib/python3.14/site-packages/sympy/codegen/tests/test_cfunctions.py
- Command line
-
hf download hf://jonl521/modeling_simple/.venv/lib/python3.14/site-packages/sympy/codegen/tests/test_cfunctions.py
-
curl -L -o test_cfunctions.py https://huggingface.co/jonl521/modeling_simple/resolve/main/.venv/lib/python3.14/site-packages/sympy/codegen/tests/test_cfunctions.py
5.12 kB
| from sympy.core.numbers import (Rational, pi) | |
| from sympy.core.singleton import S | |
| from sympy.core.symbol import (Symbol, symbols) | |
| from sympy.functions.elementary.exponential import (exp, log) | |
| from sympy.codegen.cfunctions import ( | |
| expm1, log1p, exp2, log2, fma, log10, Sqrt, Cbrt, hypot, isnan, isinf | |
| ) | |
| from sympy.core.function import expand_log | |
| def test_expm1(): | |
| # Eval | |
| assert expm1(0) == 0 | |
| x = Symbol('x', real=True) | |
| # Expand and rewrite | |
| assert expm1(x).expand(func=True) - exp(x) == -1 | |
| assert expm1(x).rewrite('tractable') - exp(x) == -1 | |
| assert expm1(x).rewrite('exp') - exp(x) == -1 | |
| # Precision | |
| assert not ((exp(1e-10).evalf() - 1) - 1e-10 - 5e-21) < 1e-22 # for comparison | |
| assert abs(expm1(1e-10).evalf() - 1e-10 - 5e-21) < 1e-22 | |
| # Properties | |
| assert expm1(x).is_real | |
| assert expm1(x).is_finite | |
| # Diff | |
| assert expm1(42*x).diff(x) - 42*exp(42*x) == 0 | |
| assert expm1(42*x).diff(x) - expm1(42*x).expand(func=True).diff(x) == 0 | |
| def test_log1p(): | |
| # Eval | |
| assert log1p(0) == 0 | |
| d = S(10) | |
| assert expand_log(log1p(d**-1000) - log(d**1000 + 1) + log(d**1000)) == 0 | |
| x = Symbol('x', real=True) | |
| # Expand and rewrite | |
| assert log1p(x).expand(func=True) - log(x + 1) == 0 | |
| assert log1p(x).rewrite('tractable') - log(x + 1) == 0 | |
| assert log1p(x).rewrite('log') - log(x + 1) == 0 | |
| # Precision | |
| assert not abs(log(1e-99 + 1).evalf() - 1e-99) < 1e-100 # for comparison | |
| assert abs(expand_log(log1p(1e-99)).evalf() - 1e-99) < 1e-100 | |
| # Properties | |
| assert log1p(-2**Rational(-1, 2)).is_real | |
| assert not log1p(-1).is_finite | |
| assert log1p(pi).is_finite | |
| assert not log1p(x).is_positive | |
| assert log1p(Symbol('y', positive=True)).is_positive | |
| assert not log1p(x).is_zero | |
| assert log1p(Symbol('z', zero=True)).is_zero | |
| assert not log1p(x).is_nonnegative | |
| assert log1p(Symbol('o', nonnegative=True)).is_nonnegative | |
| # Diff | |
| assert log1p(42*x).diff(x) - 42/(42*x + 1) == 0 | |
| assert log1p(42*x).diff(x) - log1p(42*x).expand(func=True).diff(x) == 0 | |
| def test_exp2(): | |
| # Eval | |
| assert exp2(2) == 4 | |
| x = Symbol('x', real=True) | |
| # Expand | |
| assert exp2(x).expand(func=True) - 2**x == 0 | |
| # Diff | |
| assert exp2(42*x).diff(x) - 42*exp2(42*x)*log(2) == 0 | |
| assert exp2(42*x).diff(x) - exp2(42*x).diff(x) == 0 | |
| def test_log2(): | |
| # Eval | |
| assert log2(8) == 3 | |
| assert log2(pi) != log(pi)/log(2) # log2 should *save* (CPU) instructions | |
| x = Symbol('x', real=True) | |
| assert log2(x) != log(x)/log(2) | |
| assert log2(2**x) == x | |
| # Expand | |
| assert log2(x).expand(func=True) - log(x)/log(2) == 0 | |
| # Diff | |
| assert log2(42*x).diff() - 1/(log(2)*x) == 0 | |
| assert log2(42*x).diff() - log2(42*x).expand(func=True).diff(x) == 0 | |
| def test_fma(): | |
| x, y, z = symbols('x y z') | |
| # Expand | |
| assert fma(x, y, z).expand(func=True) - x*y - z == 0 | |
| expr = fma(17*x, 42*y, 101*z) | |
| # Diff | |
| assert expr.diff(x) - expr.expand(func=True).diff(x) == 0 | |
| assert expr.diff(y) - expr.expand(func=True).diff(y) == 0 | |
| assert expr.diff(z) - expr.expand(func=True).diff(z) == 0 | |
| assert expr.diff(x) - 17*42*y == 0 | |
| assert expr.diff(y) - 17*42*x == 0 | |
| assert expr.diff(z) - 101 == 0 | |
| def test_log10(): | |
| x = Symbol('x') | |
| # Expand | |
| assert log10(x).expand(func=True) - log(x)/log(10) == 0 | |
| # Diff | |
| assert log10(42*x).diff(x) - 1/(log(10)*x) == 0 | |
| assert log10(42*x).diff(x) - log10(42*x).expand(func=True).diff(x) == 0 | |
| def test_Cbrt(): | |
| x = Symbol('x') | |
| # Expand | |
| assert Cbrt(x).expand(func=True) - x**Rational(1, 3) == 0 | |
| # Diff | |
| assert Cbrt(42*x).diff(x) - 42*(42*x)**(Rational(1, 3) - 1)/3 == 0 | |
| assert Cbrt(42*x).diff(x) - Cbrt(42*x).expand(func=True).diff(x) == 0 | |
| def test_Sqrt(): | |
| x = Symbol('x') | |
| # Expand | |
| assert Sqrt(x).expand(func=True) - x**S.Half == 0 | |
| # Diff | |
| assert Sqrt(42*x).diff(x) - 42*(42*x)**(S.Half - 1)/2 == 0 | |
| assert Sqrt(42*x).diff(x) - Sqrt(42*x).expand(func=True).diff(x) == 0 | |
| def test_hypot(): | |
| x, y = symbols('x y') | |
| # Expand | |
| assert hypot(x, y).expand(func=True) - (x**2 + y**2)**S.Half == 0 | |
| # Diff | |
| assert hypot(17*x, 42*y).diff(x).expand(func=True) - hypot(17*x, 42*y).expand(func=True).diff(x) == 0 | |
| assert hypot(17*x, 42*y).diff(y).expand(func=True) - hypot(17*x, 42*y).expand(func=True).diff(y) == 0 | |
| assert hypot(17*x, 42*y).diff(x).expand(func=True) - 2*17*17*x*((17*x)**2 + (42*y)**2)**Rational(-1, 2)/2 == 0 | |
| assert hypot(17*x, 42*y).diff(y).expand(func=True) - 2*42*42*y*((17*x)**2 + (42*y)**2)**Rational(-1, 2)/2 == 0 | |
| def test_isnan_isinf(): | |
| x = Symbol('x') | |
| # isinf | |
| assert isinf(+S.Infinity) == True | |
| assert isinf(-S.Infinity) == True | |
| assert isinf(S.Pi) == False | |
| isinfx = isinf(x) | |
| assert isinfx not in (False, True) | |
| assert isinfx.func is isinf | |
| assert isinfx.args == (x,) | |
| # isnan | |
| assert isnan(S.NaN) == True | |
| assert isnan(S.Pi) == False | |
| isnanx = isnan(x) | |
| assert isnanx not in (False, True) | |
| assert isnanx.func is isnan | |
| assert isnanx.args == (x,) | |