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
File size: 2,466 Bytes
2216aae | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 | from mpmath import *
def test_diff():
mp.dps = 15
assert diff(log, 2.0, n=0).ae(log(2))
assert diff(cos, 1.0).ae(-sin(1))
assert diff(abs, 0.0) == 0
assert diff(abs, 0.0, direction=1) == 1
assert diff(abs, 0.0, direction=-1) == -1
assert diff(exp, 1.0).ae(e)
assert diff(exp, 1.0, n=5).ae(e)
assert diff(exp, 2.0, n=5, direction=3*j).ae(e**2)
assert diff(lambda x: x**2, 3.0, method='quad').ae(6)
assert diff(lambda x: 3+x**5, 3.0, n=2, method='quad').ae(540)
assert diff(lambda x: 3+x**5, 3.0, n=2, method='step').ae(540)
assert diffun(sin)(2).ae(cos(2))
assert diffun(sin, n=2)(2).ae(-sin(2))
def test_diffs():
mp.dps = 15
assert [chop(d) for d in diffs(sin, 0, 1)] == [0, 1]
assert [chop(d) for d in diffs(sin, 0, 1, method='quad')] == [0, 1]
assert [chop(d) for d in diffs(sin, 0, 2)] == [0, 1, 0]
assert [chop(d) for d in diffs(sin, 0, 2, method='quad')] == [0, 1, 0]
def test_taylor():
mp.dps = 15
# Easy to test since the coefficients are exact in floating-point
assert taylor(sqrt, 1, 4) == [1, 0.5, -0.125, 0.0625, -0.0390625]
def test_diff_partial():
mp.dps = 15
x,y,z = xyz = 2,3,7
f = lambda x,y,z: 3*x**2 * (y+2)**3 * z**5
assert diff(f, xyz, (0,0,0)).ae(25210500)
assert diff(f, xyz, (0,0,1)).ae(18007500)
assert diff(f, xyz, (0,0,2)).ae(10290000)
assert diff(f, xyz, (0,1,0)).ae(15126300)
assert diff(f, xyz, (0,1,1)).ae(10804500)
assert diff(f, xyz, (0,1,2)).ae(6174000)
assert diff(f, xyz, (0,2,0)).ae(6050520)
assert diff(f, xyz, (0,2,1)).ae(4321800)
assert diff(f, xyz, (0,2,2)).ae(2469600)
assert diff(f, xyz, (1,0,0)).ae(25210500)
assert diff(f, xyz, (1,0,1)).ae(18007500)
assert diff(f, xyz, (1,0,2)).ae(10290000)
assert diff(f, xyz, (1,1,0)).ae(15126300)
assert diff(f, xyz, (1,1,1)).ae(10804500)
assert diff(f, xyz, (1,1,2)).ae(6174000)
assert diff(f, xyz, (1,2,0)).ae(6050520)
assert diff(f, xyz, (1,2,1)).ae(4321800)
assert diff(f, xyz, (1,2,2)).ae(2469600)
assert diff(f, xyz, (2,0,0)).ae(12605250)
assert diff(f, xyz, (2,0,1)).ae(9003750)
assert diff(f, xyz, (2,0,2)).ae(5145000)
assert diff(f, xyz, (2,1,0)).ae(7563150)
assert diff(f, xyz, (2,1,1)).ae(5402250)
assert diff(f, xyz, (2,1,2)).ae(3087000)
assert diff(f, xyz, (2,2,0)).ae(3025260)
assert diff(f, xyz, (2,2,1)).ae(2160900)
assert diff(f, xyz, (2,2,2)).ae(1234800)
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