From eb6a334f40ef864b5e75203764c29b24e9a343a7 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Wed, 31 Aug 2022 10:34:11 +0530 Subject: [PATCH 01/13] Added Basic Binary Hinge loss --- optax/_src/loss.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index b19e4018..72e7fead 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -503,3 +503,16 @@ def kl_divergence_with_log_targets(log_predictions: chex.Array, chex.assert_type([log_predictions, log_targets], float) loss = jnp.exp(log_targets) * (log_targets - log_predictions) return jnp.sum(loss, axis=-1) + +def hinge_loss(predictions: chex.Array, targets: chex.Array) -> chex.Array: + """ + Docstring + """ + assert predictions.shape[0] == targets.shape[0], "Predictions and Target lengths must be consistent." + + # Binary Case + new_predictions = jnp.array([-1 if i == 0 else i for i in predictions]) + new_targets = jnp.array([-1 if i == 0 else i for i in targets]) + + loss = jnp.mean([jnp.maximum(jnp.array([0]), 1-x*y) for x, y in zip(new_targets, new_predictions)]) + return loss \ No newline at end of file From e10357c9071cc75abc0f5b543c65cdd1e0e042af Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Fri, 9 Sep 2022 13:59:25 +0530 Subject: [PATCH 02/13] Hinge loss for Binary case can be jitted --- optax/_src/loss.py | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 72e7fead..8c39d7a1 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -506,13 +506,16 @@ def kl_divergence_with_log_targets(log_predictions: chex.Array, def hinge_loss(predictions: chex.Array, targets: chex.Array) -> chex.Array: """ - Docstring + Computes the hinge loss for Binary Classification. + + Args: + predictions: Predicted values with shape [..., dim]. + targets: Target values with shape [..., dim]. + Expected to be in range [-1, 1]. + + Returns: + Average Hinge Loss """ assert predictions.shape[0] == targets.shape[0], "Predictions and Target lengths must be consistent." - # Binary Case - new_predictions = jnp.array([-1 if i == 0 else i for i in predictions]) - new_targets = jnp.array([-1 if i == 0 else i for i in targets]) - - loss = jnp.mean([jnp.maximum(jnp.array([0]), 1-x*y) for x, y in zip(new_targets, new_predictions)]) - return loss \ No newline at end of file + return jnp.mean(jnp.maximum(0, 1 - predictions * targets)) \ No newline at end of file From b2149a28fe0d441a42e2f217a2e8087b51095d40 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Sun, 11 Sep 2022 20:09:29 +0530 Subject: [PATCH 03/13] Binary hinge loss done with tests passing --- optax/__init__.py | 2 ++ optax/_src/loss.py | 20 ++++++++++---------- optax/_src/loss_test.py | 15 +++++++++++++++ 3 files changed, 27 insertions(+), 10 deletions(-) diff --git a/optax/__init__.py b/optax/__init__.py index 5b9bf666..e282b929 100644 --- a/optax/__init__.py +++ b/optax/__init__.py @@ -75,6 +75,7 @@ from optax._src.loss import cosine_similarity from optax._src.loss import ctc_loss from optax._src.loss import ctc_loss_with_forward_probs +from optax._src.loss import hinge_loss from optax._src.loss import huber_loss from optax._src.loss import l2_loss from optax._src.loss import log_cosh @@ -218,6 +219,7 @@ "fromage", "global_norm", "GradientTransformation", + "hinge_loss", "hessian_diag", "huber_loss", "hvp", diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 8c39d7a1..589b8580 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -504,18 +504,18 @@ def kl_divergence_with_log_targets(log_predictions: chex.Array, loss = jnp.exp(log_targets) * (log_targets - log_predictions) return jnp.sum(loss, axis=-1) -def hinge_loss(predictions: chex.Array, targets: chex.Array) -> chex.Array: - """ - Computes the hinge loss for Binary Classification. +def hinge_loss( + predictor_outputs: chex.Array, + targets: chex.Array, + delta: int = 1) -> chex.Array: + """Computes the hinge loss for binary classification. Args: - predictions: Predicted values with shape [..., dim]. - targets: Target values with shape [..., dim]. - Expected to be in range [-1, 1]. + predictor_outputs: Outputs of the decision function with shape [...]. + targets: Target values with shape [...]. + Target values should be strictly in the set {-1, 1}. Returns: - Average Hinge Loss + Binary Hinge Loss with shape [...]. """ - assert predictions.shape[0] == targets.shape[0], "Predictions and Target lengths must be consistent." - # Binary Case - return jnp.mean(jnp.maximum(0, 1 - predictions * targets)) \ No newline at end of file + return jnp.maximum(0, delta - predictor_outputs * targets) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index 9572ee0a..5c24fcd9 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -475,5 +475,20 @@ def test_batched(self): self.exp, atol=1e-4) +class HingeLossTest(parameterized.TestCase): + + def setUp(self): + super().setUp() + self.ys = np.array([1, 0, 1, 0, 0, 1, 0, 0, 1, 0]) + self.ts = np.array([-1, -1, -1, -1, -1, 1, -1, 1, -1, 1]) + # computed expected outputs. + self.exp = np.maximum(0, 1 - self.ys * self.ts) + + @chex.all_variants + def test_batched(self): + np.testing.assert_allclose( + self.variant(loss.hinge_loss)(self.ys, self.ts, delta=1), + self.exp) + if __name__ == '__main__': absltest.main() From 37759636849a8ab2c73314fc3e27f7b3ff7ece8e Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Fri, 30 Sep 2022 11:45:37 +0530 Subject: [PATCH 04/13] Changed exp to correct_result and fixed docs --- optax/_src/loss.py | 7 ++++--- optax/_src/loss_test.py | 4 ++-- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 589b8580..6c3bd333 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -511,11 +511,12 @@ def hinge_loss( """Computes the hinge loss for binary classification. Args: - predictor_outputs: Outputs of the decision function with shape [...]. - targets: Target values with shape [...]. + predictor_outputs: Outputs of the decision function. + targets: Target values. Target values should be strictly in the set {-1, 1}. + delta: Margin Returns: - Binary Hinge Loss with shape [...]. + Binary Hinge Loss. """ return jnp.maximum(0, delta - predictor_outputs * targets) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index 5c24fcd9..2e1df780 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -482,13 +482,13 @@ def setUp(self): self.ys = np.array([1, 0, 1, 0, 0, 1, 0, 0, 1, 0]) self.ts = np.array([-1, -1, -1, -1, -1, 1, -1, 1, -1, 1]) # computed expected outputs. - self.exp = np.maximum(0, 1 - self.ys * self.ts) + self.correct_result = np.array([2, 1, 2, 1, 1, 0, 1, 1, 2, 1]) @chex.all_variants def test_batched(self): np.testing.assert_allclose( self.variant(loss.hinge_loss)(self.ys, self.ts, delta=1), - self.exp) + self.correct_result) if __name__ == '__main__': absltest.main() From 86b2cb7c8a787d103e6540d58b7d0cb6d6bdaf33 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Tue, 1 Nov 2022 11:04:47 +0530 Subject: [PATCH 05/13] Removed margin from hinge loss function + changes in test --- optax/_src/loss.py | 7 ++----- optax/_src/loss_test.py | 10 ++++++---- 2 files changed, 8 insertions(+), 9 deletions(-) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 6c3bd333..1b75f74f 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -506,17 +506,14 @@ def kl_divergence_with_log_targets(log_predictions: chex.Array, def hinge_loss( predictor_outputs: chex.Array, - targets: chex.Array, - delta: int = 1) -> chex.Array: + targets: chex.Array) -> chex.Array: """Computes the hinge loss for binary classification. Args: predictor_outputs: Outputs of the decision function. targets: Target values. Target values should be strictly in the set {-1, 1}. - delta: Margin - Returns: Binary Hinge Loss. """ - return jnp.maximum(0, delta - predictor_outputs * targets) + return jnp.maximum(0, 1 - predictor_outputs * targets) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index 2e1df780..b1a2b62a 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -479,15 +479,17 @@ class HingeLossTest(parameterized.TestCase): def setUp(self): super().setUp() - self.ys = np.array([1, 0, 1, 0, 0, 1, 0, 0, 1, 0]) - self.ts = np.array([-1, -1, -1, -1, -1, 1, -1, 1, -1, 1]) + self.ys = np.array( + [-0.9774, -1.0181, -0.8167, -0.7360, 2.0823, 1.8410, -1.0581] + ) + self.ts = np.array([-1, -1, -1, -1, 1, 1, -1]) # computed expected outputs. - self.correct_result = np.array([2, 1, 2, 1, 1, 0, 1, 1, 2, 1]) + self.correct_result = np.array([0.0225, 0., 0.1832, 0.2639, 0., 0., 0.]) @chex.all_variants def test_batched(self): np.testing.assert_allclose( - self.variant(loss.hinge_loss)(self.ys, self.ts, delta=1), + self.variant(loss.hinge_loss)(self.ys, self.ts), self.correct_result) if __name__ == '__main__': From 86cbd3446da8bd43cb7ea47e5f616d94cae9f399 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Tue, 1 Nov 2022 23:00:50 +0530 Subject: [PATCH 06/13] Binary Hinge loss test passes + added docs for it --- docs/api.rst | 2 ++ optax-0.1.3-py3-none-any.whl | Bin 0 -> 149218 bytes optax/_src/loss_test.py | 7 +++++-- 3 files changed, 7 insertions(+), 2 deletions(-) create mode 100644 optax-0.1.3-py3-none-any.whl diff --git a/docs/api.rst b/docs/api.rst index ad6f537f..b9fd349b 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -451,6 +451,7 @@ Common Losses cosine_similarity ctc_loss ctc_loss_with_forward_probs + hinge_loss huber_loss l2_loss log_cosh @@ -467,6 +468,7 @@ Losses .. autofunction:: cosine_similarity .. autofunction:: ctc_loss .. autofunction:: ctc_loss_with_forward_probs +.. autofunction:: hinge_loss .. autofunction:: huber_loss .. autofunction:: l2_loss .. autofunction:: log_cosh diff --git a/optax-0.1.3-py3-none-any.whl b/optax-0.1.3-py3-none-any.whl 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-0.81675726, -0.73605974,\ + 2.08235648, 1.84101354, -1.0581002] ) self.ts = np.array([-1, -1, -1, -1, 1, 1, -1]) # computed expected outputs. - self.correct_result = np.array([0.0225, 0., 0.1832, 0.2639, 0., 0., 0.]) + self.correct_result = np.array( + [0.02259731, 0., 0.18324274, 0.26394027, 0., 0., 0.] + ) @chex.all_variants def test_batched(self): From 2d929482387f33fe6a8c7000c3b844971c6049c0 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Sat, 5 Nov 2022 11:30:50 +0530 Subject: [PATCH 07/13] Changed tolerance value for hinge loss test --- optax-0.1.3-py3-none-any.whl | Bin 149218 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 optax-0.1.3-py3-none-any.whl diff --git a/optax-0.1.3-py3-none-any.whl b/optax-0.1.3-py3-none-any.whl deleted file mode 100644 index 597ab5996981e518a19d049c92c5c34f2c383719..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 149218 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zhuzu32LESPw6=3{dQ8O6GekPvq>~NM9dbay!>lMk`2b?;Vgr;jH2Pi0Pe#4wVFD81 ze;PpWKRo#^Fg(imlbA2{r%OA)cozd<@h~fru|EL)XJ%sL@yPJ-un06M0$N6Z6!OrC zMR*=V{7K4LvTz|dV30Q&zuTop=mEzGnEV;LSU;AbYbLZ2Zh>H;(fr*mH>!^^{v<{h zsuv3xh)no@MJAi^Ly!qDqct|Lb2K(_e8f1YU{fa;0Ot~z+>rbVCg3wCz|G>1oIiv71RIu)s3gn0yX$Qp2whf9sC zk_RLgdtkZon75Yjlb6;36HOsN&%>Gcld4Aue-e^3w{%+q1fU?03?9x|5$Yad{$SYH z&Ce3CfDTI_=|3Evt>%9N{v=~H(Au0H$cnfxevjX>_6HOGsP(ZS{{59wzg#gV z0D0z7#-GIeUM2Q#P|)53(1T6$|Ed}L`?>%3`h$OC{ZIa1v44{Mdzr7l*)ErVWlIH_4Bse?>o)^W_^SCFY8}7 z0{^@3{GZ+ZiTeFv_`gxHIDbO@dNlrb*6+7T|7Lv#)`ySZpZw2F(|>{f&Y6~Q%M#YNE1N50e;GXvo#SXkdwjw2UJ$ps{jB1 From 9ded4ce86a06c16b606dfaa4f19c179ed65cc9c1 Mon Sep 17 00:00:00 2001 From: Tanay Mehta Date: Sat, 5 Nov 2022 20:37:13 +0530 Subject: [PATCH 08/13] Fixed tolerance value in hinge loss --- optax/_src/loss_test.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index 2263f2db..c362c5f4 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -493,7 +493,8 @@ def setUp(self): def test_batched(self): np.testing.assert_allclose( self.variant(loss.hinge_loss)(self.ys, self.ts), - self.correct_result) + self.correct_result, + atol=1e-4) if __name__ == '__main__': absltest.main() From a7f7dd19ebd97f6e29ccad1f94ebbc8fd57038ca Mon Sep 17 00:00:00 2001 From: Markus Kunesch <8143835+mkunesch@users.noreply.github.com> Date: Mon, 7 Nov 2022 10:52:11 +0000 Subject: [PATCH 09/13] Remove unnecessary line break in the docstring. The line is <= 80 characters with the line break removed. --- optax/_src/loss.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 1b75f74f..5bf9bdfe 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -511,8 +511,7 @@ def hinge_loss( Args: predictor_outputs: Outputs of the decision function. - targets: Target values. - Target values should be strictly in the set {-1, 1}. + targets: Target values. Target values should be strictly in the set {-1, 1}. Returns: Binary Hinge Loss. """ From 0d9fbf4535471481eaf5d0296102150c658b82fe Mon Sep 17 00:00:00 2001 From: Markus Kunesch <8143835+mkunesch@users.noreply.github.com> Date: Mon, 7 Nov 2022 10:55:26 +0000 Subject: [PATCH 10/13] Add blank line before Return section in docstring. --- optax/_src/loss.py | 1 + 1 file changed, 1 insertion(+) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 5bf9bdfe..4a8ca1ec 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -512,6 +512,7 @@ def hinge_loss( Args: predictor_outputs: Outputs of the decision function. targets: Target values. Target values should be strictly in the set {-1, 1}. + Returns: Binary Hinge Loss. """ From c256d1a0c1652c31d39d85c109005414ffdc5bb0 Mon Sep 17 00:00:00 2001 From: Markus Kunesch <8143835+mkunesch@users.noreply.github.com> Date: Mon, 7 Nov 2022 11:07:15 +0000 Subject: [PATCH 11/13] Formatting changes. * Need 2 blank lines before function def. * Fixed indentation of the function arguments. --- optax/_src/loss.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/optax/_src/loss.py b/optax/_src/loss.py index 4a8ca1ec..9460a111 100644 --- a/optax/_src/loss.py +++ b/optax/_src/loss.py @@ -504,9 +504,9 @@ def kl_divergence_with_log_targets(log_predictions: chex.Array, loss = jnp.exp(log_targets) * (log_targets - log_predictions) return jnp.sum(loss, axis=-1) -def hinge_loss( - predictor_outputs: chex.Array, - targets: chex.Array) -> chex.Array: + +def hinge_loss(predictor_outputs: chex.Array, + targets: chex.Array) -> chex.Array: """Computes the hinge loss for binary classification. Args: From 21034a0b77502d1499eb6af15aa03f8881e1b41e Mon Sep 17 00:00:00 2001 From: Markus Kunesch <8143835+mkunesch@users.noreply.github.com> Date: Mon, 7 Nov 2022 11:15:00 +0000 Subject: [PATCH 12/13] Formatting changes for loss_test.py Auto-formatting changes. Start comment with capital letter. --- optax/_src/loss_test.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index c362c5f4..c0695c79 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -475,19 +475,19 @@ def test_batched(self): self.exp, atol=1e-4) + class HingeLossTest(parameterized.TestCase): def setUp(self): super().setUp() - self.ys = np.array( - [-0.97740268, -1.01812625, -0.81675726, -0.73605974,\ - 2.08235648, 1.84101354, -1.0581002] + self.ys = np.array([ + -0.97740268, -1.01812625, -0.81675726, -0.73605974, 2.08235648, + 1.84101354, -1.0581002] ) self.ts = np.array([-1, -1, -1, -1, 1, 1, -1]) - # computed expected outputs. + # Computed expected outputs. self.correct_result = np.array( - [0.02259731, 0., 0.18324274, 0.26394027, 0., 0., 0.] - ) + [0.02259731, 0., 0.18324274, 0.26394027, 0., 0., 0.]) @chex.all_variants def test_batched(self): From 84c5bba0b9d4b31ce4d61b6530b0cf40c9e398bf Mon Sep 17 00:00:00 2001 From: Markus Kunesch <8143835+mkunesch@users.noreply.github.com> Date: Mon, 7 Nov 2022 11:22:57 +0000 Subject: [PATCH 13/13] Move brackets to the same line in loss_test. --- optax/_src/loss_test.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/optax/_src/loss_test.py b/optax/_src/loss_test.py index c0695c79..4b3ba887 100644 --- a/optax/_src/loss_test.py +++ b/optax/_src/loss_test.py @@ -482,8 +482,8 @@ def setUp(self): super().setUp() self.ys = np.array([ -0.97740268, -1.01812625, -0.81675726, -0.73605974, 2.08235648, - 1.84101354, -1.0581002] - ) + 1.84101354, -1.0581002 + ]) self.ts = np.array([-1, -1, -1, -1, 1, 1, -1]) # Computed expected outputs. self.correct_result = np.array(