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22 changes: 11 additions & 11 deletions lib/scholar/cross_decomposition/pls_svd.ex
Original file line number Diff line number Diff line change
Expand Up @@ -96,9 +96,9 @@ defmodule Scholar.CrossDecomposition.PLSSVD do
#Nx.Tensor<
f32[3][2]
[
[0.5218878, -0.11256802],
[0.6170291, 0.7342591],
[0.58898926, -0.66947126]
[0.5218878, -0.11256518],
[0.617029, 0.7342583],
[0.58898926, -0.66947275]
]
>
"""
Expand Down Expand Up @@ -179,10 +179,10 @@ defmodule Scholar.CrossDecomposition.PLSSVD do
#Nx.Tensor<
f32[4][2]
[
[-1.3970047, -0.10283327],
[-1.1967875, 0.17159548],
[0.56032246, -0.10849468],
[2.0334697, 0.039732467]
[-1.3970047, -0.1028357],
[-1.1967875, 0.1715969],
[0.56032246, -0.10849276],
[2.0334697, 0.039731577]
]
>
iex> y
Expand Down Expand Up @@ -260,10 +260,10 @@ defmodule Scholar.CrossDecomposition.PLSSVD do
#Nx.Tensor<
f32[4][2]
[
[-1.3970047, -0.10283327],
[-1.1967875, 0.17159548],
[0.56032246, -0.10849468],
[2.0334697, 0.039732467]
[-1.3970047, -0.1028357],
[-1.1967875, 0.1715969],
[0.56032246, -0.10849276],
[2.0334697, 0.039731577]
]
>
iex> y
Expand Down
8 changes: 4 additions & 4 deletions lib/scholar/decomposition/truncated_svd.ex
Original file line number Diff line number Diff line change
Expand Up @@ -131,11 +131,11 @@ defmodule Scholar.Decomposition.TruncatedSVD do
#Nx.Tensor<
f32[5][2]
[
[1.9499695, 2.258082],
[1.9499693, 2.258082],
[2.4829183, 1.9048187],
[3.024655, 1.3492495],
[5.1740265, -0.46841517],
[6.5195804, -1.655032]
[3.0246549, 1.3492496],
[5.1740265, -0.4684149],
[6.5195804, -1.6550317]
]
>
"""
Expand Down
6 changes: 3 additions & 3 deletions lib/scholar/linear/ridge_regression.ex
Original file line number Diff line number Diff line change
Expand Up @@ -100,10 +100,10 @@ defmodule Scholar.Linear.RidgeRegression do
iex> Scholar.Linear.RidgeRegression.fit(x, y)
%Scholar.Linear.RidgeRegression{
coefficients: Nx.tensor(
[-0.4251492, -0.6886231]
[-0.42514837, -0.6886236]
),
intercept: Nx.tensor(
5.658683
5.6586823
)
}
"""
Expand Down Expand Up @@ -208,7 +208,7 @@ defmodule Scholar.Linear.RidgeRegression do
iex> model = Scholar.Linear.RidgeRegression.fit(x, y)
iex> Scholar.Linear.RidgeRegression.predict(model, Nx.tensor([[2.0, 1.0]]))
Nx.tensor(
[4.1197615]
[4.119762]
)
"""
defn predict(%__MODULE__{coefficients: coeff, intercept: intercept} = _model, x) do
Expand Down
4 changes: 2 additions & 2 deletions mix.exs
Original file line number Diff line number Diff line change
Expand Up @@ -29,10 +29,10 @@ defmodule Scholar.MixProject do
defp deps do
[
{:ex_doc, "~> 0.34", only: :docs},
{:nx, "~> 0.13"},
{:nx, "~> 1.0"},
{:nimble_options, "~> 0.5.2 or ~> 1.0"},
{:exla, ">= 0.0.0", only: :test},
{:polaris, "~> 0.1"},
{:polaris, "~> 0.2"},
{:benchee, "~> 1.0", only: :dev},
{:scidata, "~> 0.1.11", only: :test}
]
Expand Down
22 changes: 11 additions & 11 deletions mix.lock
Original file line number Diff line number Diff line change
@@ -1,25 +1,25 @@
%{
"benchee": {:hex, :benchee, "1.3.1", "c786e6a76321121a44229dde3988fc772bca73ea75170a73fd5f4ddf1af95ccf", [:mix], [{:deep_merge, "~> 1.0", [hex: :deep_merge, repo: "hexpm", optional: false]}, {:statistex, "~> 1.0", [hex: :statistex, repo: "hexpm", optional: false]}, {:table, "~> 0.1.0", [hex: :table, repo: "hexpm", optional: true]}], "hexpm", "76224c58ea1d0391c8309a8ecbfe27d71062878f59bd41a390266bf4ac1cc56d"},
"benchee": {:hex, :benchee, "1.5.1", "b95cbc36c4b98969a5c592a246e171041eb683c56bad1cb4f49a3b081ba66087", [:mix], [{:deep_merge, "~> 1.0", [hex: :deep_merge, repo: "hexpm", optional: false]}, {:statistex, "~> 1.1", [hex: :statistex, repo: "hexpm", optional: false]}, {:table, "~> 0.1.0", [hex: :table, repo: "hexpm", optional: true]}], "hexpm", "a539301f8dfd4efc5c5123bfb9d47ebde20092a863a5b5b16c2a60d2243dfce7"},
"castore": {:hex, :castore, "0.1.22", "4127549e411bedd012ca3a308dede574f43819fe9394254ca55ab4895abfa1a2", [:mix], [], "hexpm", "c17576df47eb5aa1ee40cc4134316a99f5cad3e215d5c77b8dd3cfef12a22cac"},
"complex": {:hex, :complex, "0.7.0", "695632ef9487517aa5d57edd1697801079d622414cb2e1a7cf538b1f9a50f205", [:mix], [], "hexpm", "0ee39c0803129f546e7f3f640da8f021c9e659402bf59da6f7f2c4848f068f8d"},
"deep_merge": {:hex, :deep_merge, "1.0.0", "b4aa1a0d1acac393bdf38b2291af38cb1d4a52806cf7a4906f718e1feb5ee961", [:mix], [], "hexpm", "ce708e5f094b9cd4e8f2be4f00d2f4250c4095be93f8cd6d018c753894885430"},
"earmark_parser": {:hex, :earmark_parser, "1.4.45", "cba8369ab2a1342e419bc2760eec731b17be828941dcf494045d44766227e1d5", [:mix], [], "hexpm", "d3ec045bf122965db20c0bdb420e19ee1415843135327124918473feb4b328e8"},
"complex": {:hex, :complex, "1.0.0", "32075df521760e83d808652f52dd57f21712d47d5918a328709da78358387507", [:mix], [], "hexpm", "b4fd7ab305712472521043aa4322f7e4cdd85ca3ddf79c9c2c338d6663adc8d8"},
"deep_merge": {:hex, :deep_merge, "1.0.2", "476aa7ea61c54de96220051b998d893869069094da65b96101aebf79416f8a1e", [:mix], [], "hexpm", "737a53cdc9758fedbb608bdc213969e65729466c4ef3cd8e8726d0335dff116c"},
"earmark_parser": {:hex, :earmark_parser, "1.4.46", "67607a0532e810c6f630a515c548d0b24949643f168cc556303bee4cf96105c7", [:mix], [], "hexpm", "9c44636e8a1c68c62f526b2dcd85d941dbbcee7ab82cf64ba06ce28bef8e89f5"},
"elixir_make": {:hex, :elixir_make, "0.10.0", "16577e2583a79bb79237bbff349619ef5d80afffc07eac6e4faf0d00e2ddaf7d", [:mix], [], "hexpm", "dc1f09fb7fa68866b886abd5f0f3c83553b1a19a52359a899e92af1bb3b31982"},
"ex_doc": {:hex, :ex_doc, "0.40.3", "4a972ffe64bc07dc605af487e98fc19b72a4185f55ca031b94c0552d6071c1d9", [:mix], [{:earmark_parser, "~> 1.4.44", [hex: :earmark_parser, repo: "hexpm", optional: false]}, {:makeup_c, ">= 0.1.0", [hex: :makeup_c, repo: "hexpm", optional: true]}, {:makeup_elixir, "~> 0.14 or ~> 1.0", [hex: :makeup_elixir, repo: "hexpm", optional: false]}, {:makeup_erlang, "~> 0.1 or ~> 1.0", [hex: :makeup_erlang, repo: "hexpm", optional: false]}, {:makeup_html, ">= 0.1.0", [hex: :makeup_html, repo: "hexpm", optional: true]}], "hexpm", "2756e357742fecd9749b489b85d67c9ce99c465f2e75728d9e6dc8d704b973de"},
"exla": {:hex, :exla, "0.13.0", "f2238c2e9f71a775fd7ba3f4cd5e0ae3da69b06ddd18bc6e63f3f60c7c434cd9", [:make, :mix], [{:elixir_make, "~> 0.6", [hex: :elixir_make, repo: "hexpm", optional: false]}, {:fine, "~> 0.1", [hex: :fine, repo: "hexpm", optional: false]}, {:nimble_pool, "~> 1.0", [hex: :nimble_pool, repo: "hexpm", optional: false]}, {:nx, "~> 0.13", [hex: :nx, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}, {:xla, "~> 0.10.0", [hex: :xla, repo: "hexpm", optional: false]}], "hexpm", "781ec0231c4bbce87c1dc84cab4ae63ad763f03b2115e5d9b5481a97fbbe3ce5"},
"ex_doc": {:hex, :ex_doc, "0.40.4", "66f2e42bf588594d5a8aab31cad87f2ddad09d0da1b1a2f379340ec2c2e497cb", [:mix], [{:earmark_parser, "~> 1.4.46", [hex: :earmark_parser, repo: "hexpm", optional: false]}, {:makeup_c, ">= 0.1.0", [hex: :makeup_c, repo: "hexpm", optional: true]}, {:makeup_elixir, "~> 0.14 or ~> 1.0", [hex: :makeup_elixir, repo: "hexpm", optional: false]}, {:makeup_erlang, "~> 0.1 or ~> 1.0", [hex: :makeup_erlang, repo: "hexpm", optional: false]}, {:makeup_html, ">= 0.1.0", [hex: :makeup_html, repo: "hexpm", optional: true]}], "hexpm", "6222b9e423d76584ee34df2c82a5ed72c2d53dc153f7f483ad28b378694186cc"},
"exla": {:hex, :exla, "1.0.0", "1c24b1e38416c954bf45851e7591e945876b76ac37e6ba992f01bb72ea615163", [:make, :mix], [{:elixir_make, "~> 0.6", [hex: :elixir_make, repo: "hexpm", optional: false]}, {:fine, "~> 0.1", [hex: :fine, repo: "hexpm", optional: false]}, {:nimble_pool, "~> 1.0", [hex: :nimble_pool, repo: "hexpm", optional: false]}, {:nx, "~> 1.0", [hex: :nx, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}, {:xla, "~> 0.10.0", [hex: :xla, repo: "hexpm", optional: false]}], "hexpm", "f89b030d368372fe62aacecc773e2d096d812d1afe55acfed333ac9a43864ba7"},
"fine": {:hex, :fine, "0.1.6", "4bf7151493443c454aac9f2fa2f34f5fefd0346a83fb5586a016c4a135c63247", [:mix], [], "hexpm", "5638eb4495488e885ebec167fa57973e5c35e1a50c344eb7666c90ec1c4e3b12"},
"jason": {:hex, :jason, "1.4.4", "b9226785a9aa77b6857ca22832cffa5d5011a667207eb2a0ad56adb5db443b8a", [:mix], [{:decimal, "~> 1.0 or ~> 2.0", [hex: :decimal, repo: "hexpm", optional: true]}], "hexpm", "c5eb0cab91f094599f94d55bc63409236a8ec69a21a67814529e8d5f6cc90b3b"},
"jason": {:hex, :jason, "1.4.5", "2e3a008590b0b8d7388c20293e9dcc9cf3e5d642fd2a114e4cbbb52e595d940a", [:mix], [{:decimal, "~> 1.0 or ~> 2.0 or ~> 3.0", [hex: :decimal, repo: "hexpm", optional: true]}], "hexpm", "b0c823996102bcd0239b3c2444eb00409b72f6a140c1950bc8b457d836b30684"},
"makeup": {:hex, :makeup, "1.2.2", "882d46dc0905e9ff7abf2aab61a7e6b3dcc555533977d8a23b06019e6c89ac94", [:mix], [{:nimble_parsec, "~> 1.4", [hex: :nimble_parsec, repo: "hexpm", optional: false]}], "hexpm", "9a1a24e5b343b8ae16abea0822c10a6f75da27af7fa802ada5251f7579bfccfa"},
"makeup_elixir": {:hex, :makeup_elixir, "1.0.1", "e928a4f984e795e41e3abd27bfc09f51db16ab8ba1aebdba2b3a575437efafc2", [:mix], [{:makeup, "~> 1.0", [hex: :makeup, repo: "hexpm", optional: false]}, {:nimble_parsec, "~> 1.2.3 or ~> 1.3", [hex: :nimble_parsec, repo: "hexpm", optional: false]}], "hexpm", "7284900d412a3e5cfd97fdaed4f5ed389b8f2b4cb49efc0eb3bd10e2febf9507"},
"makeup_erlang": {:hex, :makeup_erlang, "1.1.0", "835f7e60792e08824cda445639555d7bf1bbbddb1b60b306e33cb6f6db24dc74", [:mix], [{:makeup, "~> 1.0", [hex: :makeup, repo: "hexpm", optional: false]}], "hexpm", "1cd6780fb1dd1a03979abaed0fe82712b0625118fd5257d3ebbf73f960c73c3c"},
"nimble_csv": {:hex, :nimble_csv, "1.2.0", "4e26385d260c61eba9d4412c71cea34421f296d5353f914afe3f2e71cce97722", [:mix], [], "hexpm", "d0628117fcc2148178b034044c55359b26966c6eaa8e2ce15777be3bbc91b12a"},
"nimble_csv": {:hex, :nimble_csv, "1.3.0", "b7f998dc62b222bce9596e46f028c7a5af04cb5dde6df2ea197c583227c54971", [:mix], [], "hexpm", "41ccdc18f7c8f8bb06e84164fc51635321e80d5a3b450761c4997d620925d619"},
"nimble_options": {:hex, :nimble_options, "1.1.1", "e3a492d54d85fc3fd7c5baf411d9d2852922f66e69476317787a7b2bb000a61b", [:mix], [], "hexpm", "821b2470ca9442c4b6984882fe9bb0389371b8ddec4d45a9504f00a66f650b44"},
"nimble_parsec": {:hex, :nimble_parsec, "1.4.2", "8efba0122db06df95bfaa78f791344a89352ba04baedd3849593bfce4d0dc1c6", [:mix], [], "hexpm", "4b21398942dda052b403bbe1da991ccd03a053668d147d53fb8c4e0efe09c973"},
"nimble_pool": {:hex, :nimble_pool, "1.1.0", "bf9c29fbdcba3564a8b800d1eeb5a3c58f36e1e11d7b7fb2e084a643f645f06b", [:mix], [], "hexpm", "af2e4e6b34197db81f7aad230c1118eac993acc0dae6bc83bac0126d4ae0813a"},
"nx": {:hex, :nx, "0.13.0", "43c57f529f17139821f6ed01a8aba6e045fef6722700c928cec2e2e3d2ee9560", [:mix], [{:complex, "~> 0.7", [hex: :complex, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "38d2f37ee7e2f3aaa86b96f125643ffbca56a89576cd24d83b452597397b4fbd"},
"polaris": {:hex, :polaris, "0.1.0", "dca61b18e3e801ecdae6ac9f0eca5f19792b44a5cb4b8d63db50fc40fc038d22", [:mix], [{:nx, "~> 0.5", [hex: :nx, repo: "hexpm", optional: false]}], "hexpm", "13ef2b166650e533cb24b10e2f3b8ab4f2f449ba4d63156e8c569527f206e2c2"},
"nx": {:hex, :nx, "1.0.0", "83d586079cb37d11a4cf8c0edaf2eccafe88aa2369e35ebdb1c3d78c43c8eb33", [:mix], [{:complex, "~> 1.0", [hex: :complex, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "e06c7587efff7a3dfc1e2c92705943e319db20070359e9850c3921aaf26d6998"},
"polaris": {:hex, :polaris, "0.2.0", "bd55c238be1804fb7265661b441ed300a34ae9b3784ee8cfdfbce49e86b289c2", [:mix], [{:nx, "~> 0.5 or ~> 1.0", [hex: :nx, repo: "hexpm", optional: false]}], "hexpm", "d3c49dcc020e4f49467f579b0aaf3ff4a622e1e4f21d66130aa226111cafe51b"},
"scidata": {:hex, :scidata, "0.1.11", "fe3358bac7d740374b4f2a7eff6a1cb02e5ee7f87f7cdb1e8648ad93c533165f", [:mix], [{:castore, "~> 0.1", [hex: :castore, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: false]}, {:nimble_csv, "~> 1.1", [hex: :nimble_csv, repo: "hexpm", optional: false]}, {:stb_image, "~> 0.4", [hex: :stb_image, repo: "hexpm", optional: true]}], "hexpm", "90873337a9d5fe880d640517efa93d3c07e46c8ba436de44117f581800549f93"},
"statistex": {:hex, :statistex, "1.0.0", "f3dc93f3c0c6c92e5f291704cf62b99b553253d7969e9a5fa713e5481cd858a5", [:mix], [], "hexpm", "ff9d8bee7035028ab4742ff52fc80a2aa35cece833cf5319009b52f1b5a86c27"},
"statistex": {:hex, :statistex, "1.1.1", "73612aa7f79e53c30569be065fd121e380f1cf57bc4c2da5b41be9246da18df9", [:mix], [], "hexpm", "310c4b49b34adf683de3103639006bed233ab54c08a4add65a531448e653857c"},
"telemetry": {:hex, :telemetry, "1.4.2", "a0cb522801dffb1c49fe6e30561badffc7b6d0e180db1300df759faa22062855", [:rebar3], [], "hexpm", "928f6495066506077862c0d1646609eed891a4326bee3126ba54b60af61febb1"},
"xla": {:hex, :xla, "0.10.0", "41121e9f011456242d3a79b9289910ce43419be0b0e7ebe67cc1292c6b3f232f", [:make, :mix], [{:elixir_make, "~> 0.4", [hex: :elixir_make, repo: "hexpm", optional: false]}], "hexpm", "f57d91aea6e661b52bf12239316c598679e9170628122bbd941235f040122bc6"},
}
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