Add support for conv_transpose2d on Metal backend (#1903)

* add support for conv transpose 2d and add bench mark for float types

* update bench calculation

* enable testing all conv operations on metal

1 files changed, 55 insertions, 69 deletions

diff --git a/candle-core/tests/conv_tests.rs b/candle-core/tests/conv_tests.rs
index 71bf65be..6cc48ec7 100644
--- a/candle-core/tests/conv_tests.rs
+++ b/candle-core/tests/conv_tests.rs
@@ -163,33 +163,34 @@ fn conv2d(dev: &Device) -> Result<()> {
             10.389, 3.6023, -4.2808, 0.2672, 5.3646, -5.2023, -2.1955, -9.4075
         ]
     );
-    if !dev.is_metal() {
-        let res = t.conv_transpose2d(&w.transpose(0, 1)?, 0, 0, 1, 1)?;
-        assert_eq!(res.dims(), [1, 2, 7, 7]);
-        assert_eq!(
-            test_utils::to_vec3_round(&res.i(0)?, 4)?,
+
+    let res = t.conv_transpose2d(&w.transpose(0, 1)?, 0, 0, 1, 1)?;
+
+    assert_eq!(res.dims(), [1, 2, 7, 7]);
+    assert_eq!(
+        test_utils::to_vec3_round(&res.i(0)?, 4)?,
+        [
+            [
+                [-1.9918, 2.6797, -0.4599, -1.6037, 1.4131, -2.4012, 2.9277],
+                [1.8016, -3.5361, 1.0757, 3.5395, -8.2168, -3.2023, 0.5375],
+                [0.8243, 1.8675, 7.8929, -4.0746, -6.4415, 5.1139, 1.6889],
+                [0.2722, 8.9679, 3.3477, 1.8514, -4.2896, -3.8228, -7.5632],
+                [-8.5412, -5.8142, -7.1587, -1.6095, 0.4651, 0.2748, -2.0985],
+                [2.0833, -0.6482, -12.1692, -4.1284, -2.9765, -0.0656, -4.5114],
+                [5.307, 2.6957, 2.3087, 1.0478, 0.7808, -1.1519, -0.9579]
+            ],
             [
-                [
-                    [-1.9918, 2.6797, -0.4599, -1.6037, 1.4131, -2.4012, 2.9277],
-                    [1.8016, -3.5361, 1.0757, 3.5395, -8.2168, -3.2023, 0.5375],
-                    [0.8243, 1.8675, 7.8929, -4.0746, -6.4415, 5.1139, 1.6889],
-                    [0.2722, 8.9679, 3.3477, 1.8514, -4.2896, -3.8228, -7.5632],
-                    [-8.5412, -5.8142, -7.1587, -1.6095, 0.4651, 0.2748, -2.0985],
-                    [2.0833, -0.6482, -12.1692, -4.1284, -2.9765, -0.0656, -4.5114],
-                    [5.307, 2.6957, 2.3087, 1.0478, 0.7808, -1.1519, -0.9579]
-                ],
-                [
-                    [1.089, 0.1872, -0.6408, -0.9897, 0.8503, 1.1019, -0.9211],
-                    [-0.1741, -0.2915, 4.2472, 1.9417, 1.65, 0.6303, -4.7131],
-                    [1.6555, 2.4026, -2.9293, 2.9953, 0.5328, 3.5873, -0.9621],
-                    [-1.4289, -3.2787, 4.1747, -6.0341, -4.6341, -5.7945, 4.142],
-                    [7.5973, 6.4431, 5.9872, 2.1639, -8.6566, 3.3143, -3.4059],
-                    [-0.8775, -3.048, 11.6543, 0.6442, 2.3218, -0.4765, 1.1516],
-                    [-5.5423, -2.5188, 1.0754, -0.0563, -2.9386, -1.1504, 1.0171]
-                ]
+                [1.089, 0.1872, -0.6408, -0.9897, 0.8503, 1.1019, -0.9211],
+                [-0.1741, -0.2915, 4.2472, 1.9417, 1.65, 0.6303, -4.7131],
+                [1.6555, 2.4026, -2.9293, 2.9953, 0.5328, 3.5873, -0.9621],
+                [-1.4289, -3.2787, 4.1747, -6.0341, -4.6341, -5.7945, 4.142],
+                [7.5973, 6.4431, 5.9872, 2.1639, -8.6566, 3.3143, -3.4059],
+                [-0.8775, -3.048, 11.6543, 0.6442, 2.3218, -0.4765, 1.1516],
+                [-5.5423, -2.5188, 1.0754, -0.0563, -2.9386, -1.1504, 1.0171]
             ]
-        );
-    }
+        ]
+    );
+
     // Dilations.
     let res = t.conv2d(&w, 0, 1, 2, 1)?;
     assert_eq!(res.dims(), [1, 2, 1, 1]);
@@ -198,44 +199,37 @@ fn conv2d(dev: &Device) -> Result<()> {
         [2.45, -2.3504],
     );
 
-    if !dev.is_metal() {
-        // Transpose and dilations.
-        let res = t.conv_transpose2d(&w.transpose(0, 1)?, 0, 0, 1, 2)?;
-        assert_eq!(res.dims(), [1, 2, 9, 9]);
-        assert_eq!(
-            test_utils::to_vec3_round(&res.i(0)?, 4)?,
+    // Transpose and dilations.
+    let res = t.conv_transpose2d(&w.transpose(0, 1)?, 0, 0, 1, 2)?;
+    assert_eq!(res.dims(), [1, 2, 9, 9]);
+    assert_eq!(
+        test_utils::to_vec3_round(&res.i(0)?, 4)?,
+        [
+            [
+                [-1.9918, 3.1652, -0.6778, -4.3442, 4.4351, 0.6652, -3.0124, -0.6031, 2.9277],
+                [2.7036, -1.7156, -0.3969, 1.0516, 1.6381, -2.8886, -0.205, 2.4682, -1.0499],
+                [-0.9459, 3.1631, 3.707, -4.8369, -8.5166, -1.4496, -2.7559, -3.2698, 1.4376],
+                [-0.2157, 3.7786, -2.0252, -4.2633, 3.6731, -1.5142, 5.9391, -0.2622, -0.141],
+                [-6.8121, -3.1744, 1.5945, 3.0637, -9.6088, 1.4446, 2.9489, -3.0082, -7.3822],
+                [0.2371, 3.3303, 0.3861, 2.2646, -4.6784, 4.1235, -0.0109, 0.3176, -0.03],
+                [-2.5339, -2.9564, -3.4518, -4.4594, -9.1873, -1.9709, -0.4676, 0.51, -3.5024],
+                [4.007, 0.3067, -2.2954, 1.1105, -0.1992, 1.6372, -2.9268, 0.2807, -1.2787],
+                [5.307, 1.1317, 1.3518, 0.9049, 3.8116, -0.4075, -0.8874, -0.2241, -0.9579]
+            ],
             [
-                [
-                    [-1.9918, 3.1652, -0.6778, -4.3442, 4.4351, 0.6652, -3.0124, -0.6031, 2.9277],
-                    [2.7036, -1.7156, -0.3969, 1.0516, 1.6381, -2.8886, -0.205, 2.4682, -1.0499],
-                    [-0.9459, 3.1631, 3.707, -4.8369, -8.5166, -1.4496, -2.7559, -3.2698, 1.4376],
-                    [-0.2157, 3.7786, -2.0252, -4.2633, 3.6731, -1.5142, 5.9391, -0.2622, -0.141],
-                    [-6.8121, -3.1744, 1.5945, 3.0637, -9.6088, 1.4446, 2.9489, -3.0082, -7.3822],
-                    [0.2371, 3.3303, 0.3861, 2.2646, -4.6784, 4.1235, -0.0109, 0.3176, -0.03],
-                    [
-                        -2.5339, -2.9564, -3.4518, -4.4594, -9.1873, -1.9709, -0.4676, 0.51,
-                        -3.5024
-                    ],
-                    [4.007, 0.3067, -2.2954, 1.1105, -0.1992, 1.6372, -2.9268, 0.2807, -1.2787],
-                    [5.307, 1.1317, 1.3518, 0.9049, 3.8116, -0.4075, -0.8874, -0.2241, -0.9579]
-                ],
-                [
-                    [1.089, -0.6483, 0.0726, -0.4752, -1.3283, 1.7103, 1.0703, 0.1076, -0.9211],
-                    [-0.8629, 0.1376, 0.3202, 2.0955, 0.9696, 2.8988, -1.0012, 1.5049, -0.1278],
-                    [1.9286, -1.5255, -2.9563, 2.4589, 3.3611, -0.6951, 0.3525, -1.7724, -5.9861],
-                    [1.1226, 2.1561, 3.6417, 4.7546, -0.692, 4.4126, -5.1902, 6.0805, 2.3185],
-                    [1.0111, 0.3604, 0.6432, -3.6605, 7.9517, -9.2955, -5.2988, -3.7803, -2.0642],
-                    [3.3172, -1.7967, -3.6576, -2.0942, 1.3158, 0.112, -1.7405, 2.9167, 0.7957],
-                    [5.1001, 1.8995, -1.8639, 1.1262, 9.9629, 2.683, -3.6319, -1.1607, 0.5856],
-                    [-4.8445, -0.5642, 4.2317, 0.0856, 1.2267, -0.5712, 1.736, 1.0997, 0.6908],
-                    [
-                        -5.5423, -1.1831, -1.2176, 0.0843, 0.0446, -0.7545, -2.4798, -0.0827,
-                        1.0171
-                    ]
-                ]
+                [1.089, -0.6483, 0.0726, -0.4752, -1.3283, 1.7103, 1.0703, 0.1076, -0.9211],
+                [-0.8629, 0.1376, 0.3202, 2.0955, 0.9696, 2.8988, -1.0012, 1.5049, -0.1278],
+                [1.9286, -1.5255, -2.9563, 2.4589, 3.3611, -0.6951, 0.3525, -1.7724, -5.9861],
+                [1.1226, 2.1561, 3.6417, 4.7546, -0.692, 4.4126, -5.1902, 6.0805, 2.3185],
+                [1.0111, 0.3604, 0.6432, -3.6605, 7.9517, -9.2955, -5.2988, -3.7803, -2.0642],
+                [3.3172, -1.7967, -3.6576, -2.0942, 1.3158, 0.112, -1.7405, 2.9167, 0.7957],
+                [5.1001, 1.8995, -1.8639, 1.1262, 9.9629, 2.683, -3.6319, -1.1607, 0.5856],
+                [-4.8445, -0.5642, 4.2317, 0.0856, 1.2267, -0.5712, 1.736, 1.0997, 0.6908],
+                [-5.5423, -1.1831, -1.2176, 0.0843, 0.0446, -0.7545, -2.4798, -0.0827, 1.0171]
             ]
-        );
-    }
+        ]
+    );
+
     Ok(())
 }
 
@@ -290,11 +284,6 @@ fn conv2d_small(dev: &Device) -> Result<()> {
         ]
     );
 
-    // conv-transposes are not implemented for metal
-    if dev.is_metal() {
-        return Ok(());
-    }
-
     let res = t.conv_transpose2d(&w.transpose(0, 1)?, 0, 0, 1, 1)?;
     assert_eq!(res.dims(), [1, 1, 3, 3]);
     assert_eq!(
@@ -397,9 +386,6 @@ print(w.grad[0])
 */
 fn conv2d_grad(dev: &Device) -> Result<()> {
     // conv-transposes are not implemented for metal
-    if dev.is_metal() {
-        return Ok(());
-    }
     use candle_core::Var;
     let t = Var::from_slice(
         &[