diff --git a/docs/ops/stablehlo.add.md b/docs/ops/stablehlo.add.md
index 1e44e81f..47e00280 100644
--- a/docs/ops/stablehlo.add.md
+++ b/docs/ops/stablehlo.add.md
@@ -1,5 +1,5 @@
-### stablehlo.add:ttnn.add
+### stablehlo.add::ttnn.add
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.and.md b/docs/ops/stablehlo.and.md
index 85f4a168..ba66eba5 100644
--- a/docs/ops/stablehlo.and.md
+++ b/docs/ops/stablehlo.and.md
@@ -1,5 +1,5 @@
-### stablehlo.and:ttnn.and
+### stablehlo.and::ttnn.and
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.ceil.md b/docs/ops/stablehlo.ceil.md
index d8f2a273..60acda1b 100644
--- a/docs/ops/stablehlo.ceil.md
+++ b/docs/ops/stablehlo.ceil.md
@@ -1,5 +1,5 @@
-### stablehlo.ceil:ttnn.ceil
+### stablehlo.ceil::ttnn.ceil
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.clamp.md b/docs/ops/stablehlo.clamp.md
index 65fbdfc0..9d99e76a 100644
--- a/docs/ops/stablehlo.clamp.md
+++ b/docs/ops/stablehlo.clamp.md
@@ -1,5 +1,5 @@
-### stablehlo.clamp:ttnn.clamp
+### stablehlo.clamp::ttnn.clamp
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.compare.md b/docs/ops/stablehlo.compare.md
index d3fcb288..86049221 100644
--- a/docs/ops/stablehlo.compare.md
+++ b/docs/ops/stablehlo.compare.md
@@ -1,5 +1,5 @@
-### stablehlo.compare:ttnn.?
+### stablehlo.compare::ttnn.?
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.concatenate.md b/docs/ops/stablehlo.concatenate.md
index 86a2eb09..32067d38 100644
--- a/docs/ops/stablehlo.concatenate.md
+++ b/docs/ops/stablehlo.concatenate.md
@@ -1,5 +1,5 @@
-### stablehlo.concatenate:ttnn.concat
+### stablehlo.concatenate::ttnn.concat
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.convolution.md b/docs/ops/stablehlo.convolution.md
index cc02e69d..f4438d51 100644
--- a/docs/ops/stablehlo.convolution.md
+++ b/docs/ops/stablehlo.convolution.md
@@ -1,5 +1,5 @@
-### stablehlo.convolution:ttnn.conv2d
+### stablehlo.convolution::ttnn.conv2d
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.cosine.md b/docs/ops/stablehlo.cosine.md
index 5f6eb9bd..3a544a06 100644
--- a/docs/ops/stablehlo.cosine.md
+++ b/docs/ops/stablehlo.cosine.md
@@ -1,5 +1,5 @@
-### stablehlo.cosine:ttnn.cos
+### stablehlo.cosine::ttnn.cos
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.divide.md b/docs/ops/stablehlo.divide.md
index fa0231f9..9a04fbe7 100644
--- a/docs/ops/stablehlo.divide.md
+++ b/docs/ops/stablehlo.divide.md
@@ -1,5 +1,5 @@
-### stablehlo.divide:ttnn.div
+### stablehlo.divide::ttnn.div
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.dot_general.md b/docs/ops/stablehlo.dot_general.md
index 1b471b1c..c9a8a14f 100644
--- a/docs/ops/stablehlo.dot_general.md
+++ b/docs/ops/stablehlo.dot_general.md
@@ -1,5 +1,5 @@
-### stablehlo.dot_general:ttnn.matmul
+### stablehlo.dot_general::ttnn.matmul
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.dynamic_iota.md b/docs/ops/stablehlo.dynamic_iota.md
index e2c20b98..cac22267 100644
--- a/docs/ops/stablehlo.dynamic_iota.md
+++ b/docs/ops/stablehlo.dynamic_iota.md
@@ -1,5 +1,5 @@
-### stablehlo.dynamic_iota:ttnn.arange
+### stablehlo.dynamic_iota::ttnn.arange
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.exponential.md b/docs/ops/stablehlo.exponential.md
index c10fe5fe..c187ba98 100644
--- a/docs/ops/stablehlo.exponential.md
+++ b/docs/ops/stablehlo.exponential.md
@@ -1,5 +1,5 @@
-### stablehlo.exponential:ttnn.exp
+### stablehlo.exponential::ttnn.exp
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.floor.md b/docs/ops/stablehlo.floor.md
index 032d5ca5..31d7215b 100644
--- a/docs/ops/stablehlo.floor.md
+++ b/docs/ops/stablehlo.floor.md
@@ -1,5 +1,5 @@
-### stablehlo.floor:ttnn.floor
+### stablehlo.floor::ttnn.floor
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.gather.md b/docs/ops/stablehlo.gather.md
index 9bf45124..6cc9f79e 100644
--- a/docs/ops/stablehlo.gather.md
+++ b/docs/ops/stablehlo.gather.md
@@ -1,5 +1,5 @@
-### stablehlo.gather:ttnn.embedding
+### stablehlo.gather::ttnn.embedding
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.iota.md b/docs/ops/stablehlo.iota.md
index 987286ff..5672418f 100644
--- a/docs/ops/stablehlo.iota.md
+++ b/docs/ops/stablehlo.iota.md
@@ -1,5 +1,5 @@
-### stablehlo.iota:ttnn.arange
+### stablehlo.iota::ttnn.arange
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.log.md b/docs/ops/stablehlo.log.md
index ad1936fe..184f86e9 100644
--- a/docs/ops/stablehlo.log.md
+++ b/docs/ops/stablehlo.log.md
@@ -1,5 +1,5 @@
-### stablehlo.log:ttnn.log
+### stablehlo.log::ttnn.log
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.logistic.md b/docs/ops/stablehlo.logistic.md
index 12e05cf4..7dbbb71c 100644
--- a/docs/ops/stablehlo.logistic.md
+++ b/docs/ops/stablehlo.logistic.md
@@ -1,5 +1,5 @@
-### stablehlo.logistic:ttnn.sigmoig
+### stablehlo.logistic::ttnn.sigmoig
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.maximum.md b/docs/ops/stablehlo.maximum.md
index 2f2a5d05..35afc294 100644
--- a/docs/ops/stablehlo.maximum.md
+++ b/docs/ops/stablehlo.maximum.md
@@ -1,5 +1,5 @@
-### stablehlo.maximum:ttnn.maximum
+### stablehlo.maximum::ttnn.maximum
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.minimum.md b/docs/ops/stablehlo.minimum.md
index c5ec4a1d..5d314f02 100644
--- a/docs/ops/stablehlo.minimum.md
+++ b/docs/ops/stablehlo.minimum.md
@@ -1,5 +1,5 @@
-### stablehlo.minimum:ttnn.minimum
+### stablehlo.minimum::ttnn.minimum
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.multiply.md b/docs/ops/stablehlo.multiply.md
index b3736808..5cba9d10 100644
--- a/docs/ops/stablehlo.multiply.md
+++ b/docs/ops/stablehlo.multiply.md
@@ -1,5 +1,5 @@
-### stablehlo.multiply:ttnn.multiply
+### stablehlo.multiply::ttnn.multiply
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.negate.md b/docs/ops/stablehlo.negate.md
index 86511cce..35379532 100644
--- a/docs/ops/stablehlo.negate.md
+++ b/docs/ops/stablehlo.negate.md
@@ -1,5 +1,5 @@
-### stablehlo.negate:ttnn.neg
+### stablehlo.negate::ttnn.neg
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.not.md b/docs/ops/stablehlo.not.md
index 2f753acc..7318b81f 100644
--- a/docs/ops/stablehlo.not.md
+++ b/docs/ops/stablehlo.not.md
@@ -1,5 +1,5 @@
-### stablehlo.not:ttnn.not
+### stablehlo.not::ttnn.not
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.power.md b/docs/ops/stablehlo.power.md
index adeb34ce..d05d2eef 100644
--- a/docs/ops/stablehlo.power.md
+++ b/docs/ops/stablehlo.power.md
@@ -1,5 +1,5 @@
-### stablehlo.power:ttnn.pow
+### stablehlo.power::ttnn.pow
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.reduce_stablehlo.add.md b/docs/ops/stablehlo.reduce_stablehlo.add.md
index 3352fd48..ca1baefc 100644
--- a/docs/ops/stablehlo.reduce_stablehlo.add.md
+++ b/docs/ops/stablehlo.reduce_stablehlo.add.md
@@ -1,5 +1,5 @@
-### stablehlo.reduce_stablehlo.add:ttnn.sum
+### stablehlo.reduce_stablehlo.add::ttnn.sum
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.reduce_stablehlo.and.md b/docs/ops/stablehlo.reduce_stablehlo.and.md
index 1b2cddf0..f1e75930 100644
--- a/docs/ops/stablehlo.reduce_stablehlo.and.md
+++ b/docs/ops/stablehlo.reduce_stablehlo.and.md
@@ -1,5 +1,5 @@
-### stablehlo.reduce_stablehlo.and:ttnn.?
+### stablehlo.reduce_stablehlo.and::ttnn.?
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.reduce_stablehlo.maximum.md b/docs/ops/stablehlo.reduce_stablehlo.maximum.md
index 57a47fa1..03ef2389 100644
--- a/docs/ops/stablehlo.reduce_stablehlo.maximum.md
+++ b/docs/ops/stablehlo.reduce_stablehlo.maximum.md
@@ -1,5 +1,5 @@
-### stablehlo.reduce_stablehlo.maximum:ttnn.max
+### stablehlo.reduce_stablehlo.maximum::ttnn.max
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.reduce_window_stablehlo.add.md b/docs/ops/stablehlo.reduce_window_stablehlo.add.md
index dc2c14f3..9f55d030 100644
--- a/docs/ops/stablehlo.reduce_window_stablehlo.add.md
+++ b/docs/ops/stablehlo.reduce_window_stablehlo.add.md
@@ -1,5 +1,5 @@
-### stablehlo.reduce_window_stablehlo.add:ttnn.avg_pool2d
+### stablehlo.reduce_window_stablehlo.add::ttnn.avg_pool2d
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.remainder.md b/docs/ops/stablehlo.remainder.md
index 84c5513c..08450ca2 100644
--- a/docs/ops/stablehlo.remainder.md
+++ b/docs/ops/stablehlo.remainder.md
@@ -1,5 +1,5 @@
-### stablehlo.remainder:ttnn.remainder
+### stablehlo.remainder::ttnn.remainder
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.reshape.md b/docs/ops/stablehlo.reshape.md
index b504d923..dddc3ad1 100644
--- a/docs/ops/stablehlo.reshape.md
+++ b/docs/ops/stablehlo.reshape.md
@@ -1,760 +1,897 @@
-### stablehlo.reshape:ttnn.reshape
+### stablehlo.reshape::ttnn.reshape
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
| :--- | :--- | :--- | :--- | :--- |
-|0|Tensor<[1,32,32]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|1|Tensor<[1]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|2|Tensor<[1,64,32]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|3|Tensor<[32,4096]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|4|Tensor<[32,11008]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|5|Tensor<[32,32000]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|6|Scalar,
|ttnn.reshape|aten::arange|4|
-|7|Tensor<[1,32]>,
|ttnn.reshape|aten::mean.dim|4|
-|8|Tensor<[32]>,
|ttnn.reshape|aten::triu|4|
-|9|Tensor<[32,32]>,
|ttnn.reshape|aten::unsqueeze|5|
-|10|Tensor<[1,1,32]>,
|ttnn.reshape|aten::unsqueeze|4|
-|11|Tensor<[64]>,
|ttnn.reshape|aten::unsqueeze|5|
-|12|Tensor<[1,64]>,
|ttnn.reshape|aten::unsqueeze|5|
-|13|Tensor<[1,32,128]>,
|ttnn.reshape|aten::unsqueeze|5|
-|14|Tensor<[1,64,1]>,
|ttnn.reshape|aten::view|5|
-|15|Tensor<[1,32,4096]>,
|ttnn.reshape|aten::view|5|
-|16|Tensor<[1,32,32,128]>,
|ttnn.reshape|aten::view|5|
-|17|Tensor<[1,32,128,32]>,
|ttnn.reshape|aten::view|5|
-|18|Tensor<[32,32,32]>,
|ttnn.reshape|aten::view|5|
-|19|Tensor<[1,32,32,32]>,
|ttnn.reshape|aten::view|5|
-|20|Tensor<[32,32,128]>,
|ttnn.reshape|aten::view|5|
-|21|Tensor<[1,32,11008]>,
|ttnn.reshape|aten::view|5|
-|22|Tensor<[1,12,7]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|23|Tensor<[7,2]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|24|Tensor<[7]>,
|ttnn.reshape|aten::unsqueeze|4|
-|25|Tensor<[7,7]>,
|ttnn.reshape|aten::unsqueeze|5|
-|26|Tensor<[1,7,7]>,
|ttnn.reshape|aten::unsqueeze|5|
-|27|Tensor<[1,7]>,
|ttnn.reshape|aten::unsqueeze|4|
-|28|Tensor<[1,1,7]>,
|ttnn.reshape|aten::unsqueeze|4|
-|29|Tensor<[1,7,768]>,
|ttnn.reshape|aten::view|5|
-|30|Tensor<[7,2304]>,
|ttnn.reshape|aten::view|5|
-|31|Tensor<[1,12,7,64]>,
|ttnn.reshape|aten::view|5|
-|32|Tensor<[1,12,64,7]>,
|ttnn.reshape|aten::view|5|
-|33|Tensor<[12,7,7]>,
|ttnn.reshape|aten::view|5|
-|34|Tensor<[1,12,7,7]>,
|ttnn.reshape|aten::view|5|
-|35|Tensor<[12,7,64]>,
|ttnn.reshape|aten::view|5|
-|36|Tensor<[1,7,12,64]>,
|ttnn.reshape|aten::view|5|
-|37|Tensor<[7,768]>,
|ttnn.reshape|aten::view|5|
-|38|Tensor<[7,3072]>,
|ttnn.reshape|aten::view|5|
-|39|Tensor<[1,7,3072]>,
|ttnn.reshape|aten::view|5|
-|40|Tensor<[128]>,
|ttnn.reshape|aten::convolution|4|
-|41|Tensor<[512]>,
|ttnn.reshape|aten::convolution|4|
-|42|Tensor<[19]>,
|ttnn.reshape|aten::convolution|4|
-|43|Tensor<[38]>,
|ttnn.reshape|aten::convolution|4|
-|44|Tensor<[32,1]>,
|ttnn.reshape|aten::unsqueeze|5|
-|45|Tensor<[64,1]>,
|ttnn.reshape|aten::unsqueeze|5|
-|46|Tensor<[128,1]>,
|ttnn.reshape|aten::unsqueeze|5|
-|47|Tensor<[256]>,
|ttnn.reshape|aten::unsqueeze|5|
-|48|Tensor<[256,1]>,
|ttnn.reshape|aten::unsqueeze|5|
-|49|Tensor<[512,1]>,
|ttnn.reshape|aten::unsqueeze|5|
-|50|Tensor<[1,16,16,16,16,3]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|51|Tensor<[1024]>,
|ttnn.reshape|aten::convolution|4|
-|52|Tensor<[1,3,256,256]>,
|ttnn.reshape|aten::view|4|
-|53|Tensor<[1,256,768]>,
|ttnn.reshape|aten::view|5|
-|54|Tensor<[256,512]>,
|ttnn.reshape|aten::view|5|
-|55|Tensor<[1,256,512]>,
|ttnn.reshape|aten::view|5|
-|56|Tensor<[256,256]>,
|ttnn.reshape|aten::view|5|
-|57|Tensor<[1,256,256]>,
|ttnn.reshape|aten::view|5|
-|58|Tensor<[8,920]>,
|ttnn.reshape|aten::_softmax|4|
-|59|Tensor<[8,100]>,
|ttnn.reshape|aten::_softmax|4|
-|60|Tensor<[920,1,256]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|61|Tensor<[6,100,92]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|62|Tensor<[6,1,100,92]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|63|Tensor<[6,100,256]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|64|Tensor<[6,1,100,256]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|65|Tensor<[600,256]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|66|Tensor<[600,4]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|67|Tensor<[6,1,100,4]>,
|ttnn.reshape|aten::_unsafe_view|5|
-|68|Tensor<[1,1]>,
|ttnn.reshape|aten::index.Tensor|4|
-|69|Tensor<[1,1,1]>,
|ttnn.reshape|aten::index.Tensor|4|
-|70|Tensor<[1,1,23,40]>,
|ttnn.reshape|aten::index.Tensor|4|
-|71|Tensor<[100,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|72|Tensor<[1,100,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|73|Tensor<[1,100,1,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|74|Tensor<[1,100,1,1,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|75|Tensor<[100,1,1,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|76|Tensor<[100,1,1,256]>,
|ttnn.reshape|aten::repeat|4|
-|77|Tensor<[1,3,720,1280]>,
|ttnn.reshape|aten::select.int|5|
-|78|Tensor<[1,720,1280]>,
|ttnn.reshape|aten::select.int|4|
-|79|Tensor<[1,1,100,4]>,
|ttnn.reshape|aten::select.int|4|
-|80|Tensor<[1,1,100,92]>,
|ttnn.reshape|aten::select.int|4|
-|81|Tensor<[3,720,1280]>,
|ttnn.reshape|aten::select_scatter|4|
-|82|Tensor<[720,1280]>,
|ttnn.reshape|aten::select_scatter|4|
-|83|Tensor<[1,23,40,64]>,
|ttnn.reshape|aten::stack|5|
-|84|Tensor<[23]>,
|ttnn.reshape|aten::unsqueeze|4|
-|85|Tensor<[1,23,40]>,
|ttnn.reshape|aten::unsqueeze|5|
-|86|Tensor<[100,256]>,
|ttnn.reshape|aten::unsqueeze|5|
-|87|Tensor<[2048]>,
|ttnn.reshape|aten::view|5|
-|88|Tensor<[1,23,40,64,2]>,
|ttnn.reshape|aten::view|5|
-|89|Tensor<[1,256,23,40]>,
|ttnn.reshape|aten::view|5|
-|90|Tensor<[920,256,256]>,
|ttnn.reshape|aten::view|5|
-|91|Tensor<[1,920]>,
|ttnn.reshape|aten::view|5|
-|92|Tensor<[1,8,1,920]>,
|ttnn.reshape|aten::view|5|
-|93|Tensor<[920,8,32]>,
|ttnn.reshape|aten::view|5|
-|94|Tensor<[920,256]>,
|ttnn.reshape|aten::view|5|
-|95|Tensor<[920,2048]>,
|ttnn.reshape|aten::view|5|
-|96|Tensor<[920,1,2048]>,
|ttnn.reshape|aten::view|5|
-|97|Tensor<[100,8,32]>,
|ttnn.reshape|aten::view|5|
-|98|Tensor<[100,2048]>,
|ttnn.reshape|aten::view|5|
-|99|Tensor<[100,1,2048]>,
|ttnn.reshape|aten::view|5|
-|100|Tensor<[6,1,256,92]>,
|ttnn.reshape|aten::view|5|
-|101|Tensor<[6,1,256,256]>,
|ttnn.reshape|aten::view|5|
-|102|Tensor<[1,12,10]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|103|Tensor<[1,10]>,
|ttnn.reshape|aten::unsqueeze|4|
-|104|Tensor<[1,1,10]>,
|ttnn.reshape|aten::unsqueeze|4|
-|105|Tensor<[1,10,768]>,
|ttnn.reshape|aten::view|5|
-|106|Tensor<[10,768]>,
|ttnn.reshape|aten::view|5|
-|107|Tensor<[1,12,10,64]>,
|ttnn.reshape|aten::view|5|
-|108|Tensor<[1,12,64,10]>,
|ttnn.reshape|aten::view|5|
-|109|Tensor<[12,10,10]>,
|ttnn.reshape|aten::view|5|
-|110|Tensor<[1,12,10,10]>,
|ttnn.reshape|aten::view|5|
-|111|Tensor<[12,10,64]>,
|ttnn.reshape|aten::view|5|
-|112|Tensor<[1,10,12,64]>,
|ttnn.reshape|aten::view|5|
-|113|Tensor<[10,3072]>,
|ttnn.reshape|aten::view|5|
-|114|Tensor<[1,10,3072]>,
|ttnn.reshape|aten::view|5|
-|115|Tensor<[10,250002]>,
|ttnn.reshape|aten::view|5|
-|116|Tensor<[1,8,4096]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|117|Tensor<[1,8,1024]>,
|ttnn.reshape|aten::_safe_softmax|4|
-|118|Tensor<[1,8,256]>,
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|ttnn.reshape|aten::view|5|
+|841|Tensor<[1,50,12,64]>,
Tensor<[1,50,768]>,
|ttnn.reshape|aten::view|5|
+|842|Tensor<[50,3072]>,
Tensor<[1,50,3072]>,
|ttnn.reshape|aten::view|5|
+|843|Tensor<[1,50,3072]>,
Tensor<[50,3072]>,
|ttnn.reshape|aten::view|5|
+|844|Tensor<[2,7]>,
Tensor<[2,7]>,
|ttnn.reshape|aten::view|4|
+|845|Tensor<[2,7,512]>,
Tensor<[14,512]>,
|ttnn.reshape|aten::view|5|
+|846|Tensor<[14,512]>,
Tensor<[2,7,512]>,
|ttnn.reshape|aten::view|5|
+|847|Tensor<[2,7,512]>,
Tensor<[2,7,8,64]>,
|ttnn.reshape|aten::view|5|
+|848|Tensor<[16,7,7]>,
Tensor<[2,8,7,7]>,
|ttnn.reshape|aten::view|5|
+|849|Tensor<[2,8,7,7]>,
Tensor<[16,7,7]>,
|ttnn.reshape|aten::view|5|
+|850|Tensor<[16,7,64]>,
Tensor<[2,8,7,64]>,
|ttnn.reshape|aten::view|5|
+|851|Tensor<[2,7,8,64]>,
Tensor<[2,7,512]>,
|ttnn.reshape|aten::view|5|
+|852|Tensor<[14,2048]>,
Tensor<[2,7,2048]>,
|ttnn.reshape|aten::view|5|
+|853|Tensor<[2,7,2048]>,
Tensor<[14,2048]>,
|ttnn.reshape|aten::view|5|
+|854|Tensor<[1,16,197]>,
Tensor<[1,16,197,1]>,
|ttnn.reshape|aten::_softmax|4|
+|855|Tensor<[197,1024]>,
Tensor<[1,197,1024]>,
|ttnn.reshape|aten::_unsafe_view|5|
+|856|Tensor<[16,197,197]>,
Tensor<[1,16,197,197]>,
|ttnn.reshape|aten::_unsafe_view|5|
+|857|Tensor<[16,197,64]>,
Tensor<[1,16,197,64]>,
|ttnn.reshape|aten::_unsafe_view|5|
+|858|Tensor<[1,16,27,27]>,
Tensor<[1,16,27,27,1]>,
|ttnn.reshape|aten::index.Tensor|4|
+|859|Tensor<[38809]>,
Tensor<[38809,1]>,
|ttnn.reshape|aten::index.Tensor|4|
+|860|Tensor<[196,196,1]>,
Tensor<[196,196]>,
|ttnn.reshape|aten::select.int|4|
+|861|Tensor<[1,197]>,
Tensor<[197]>,
|ttnn.reshape|aten::select.int|4|
+|862|Tensor<[197,1]>,
Tensor<[197]>,
|ttnn.reshape|aten::select.int|4|
+|863|Tensor<[196,196]>,
Tensor<[196,196,1]>,
|ttnn.reshape|aten::select_scatter|4|
+|864|Tensor<[197]>,
Tensor<[1,197]>,
|ttnn.reshape|aten::select_scatter|4|
+|865|Tensor<[197]>,
Tensor<[197,1]>,
|ttnn.reshape|aten::select_scatter|4|
+|866|Tensor<[14,14]>,
Tensor<[1,14,14]>,
|ttnn.reshape|aten::stack|4|
+|867|Tensor<[2,196]>,
Tensor<[2,196,1]>,
|ttnn.reshape|aten::unsqueeze|4|
+|868|Tensor<[2,196]>,
Tensor<[2,1,196]>,
|ttnn.reshape|aten::unsqueeze|4|
+|869|Tensor<[1,1024,14,14]>,
Tensor<[1,1024,196]>,
|ttnn.reshape|aten::view|5|
+|870|Tensor<[1,197,1024]>,
Tensor<[197,1024]>,
|ttnn.reshape|aten::view|5|
+|871|Tensor<[1,197,1024]>,
Tensor<[1,197,16,64]>,
|ttnn.reshape|aten::view|5|
+|872|Tensor<[1,16,197,64]>,
Tensor<[16,197,64]>,
|ttnn.reshape|aten::view|5|
+|873|Tensor<[1,16,64,197]>,
Tensor<[16,64,197]>,
|ttnn.reshape|aten::view|5|
+|874|Tensor<[729,16]>,
Tensor<[1,27,27,16]>,
|ttnn.reshape|aten::view|5|
+|875|Tensor<[27]>,
Tensor<[27,1]>,
|ttnn.reshape|aten::view|5|
+|876|Tensor<[1,27,27,16]>,
Tensor<[729,16]>,
|ttnn.reshape|aten::view|5|
+|877|Tensor<[14]>,
Tensor<[1,14]>,
|ttnn.reshape|aten::view|4|
+|878|Tensor<[2,14,14]>,
Tensor<[2,196]>,
|ttnn.reshape|aten::view|4|
+|879|Tensor<[197,197]>,
Tensor<[38809]>,
|ttnn.reshape|aten::view|4|
+|880|Tensor<[38809,16]>,
Tensor<[197,197,16]>,
|ttnn.reshape|aten::view|5|
+|881|Tensor<[1,16,197,197]>,
Tensor<[16,197,197]>,
|ttnn.reshape|aten::view|5|
+|882|Tensor<[1,197,16,64]>,
Tensor<[1,197,1024]>,
|ttnn.reshape|aten::view|5|
+|883|Tensor<[197,4096]>,
Tensor<[1,197,4096]>,
|ttnn.reshape|aten::view|5|
+|884|Tensor<[1,197,4096]>,
Tensor<[197,4096]>,
|ttnn.reshape|aten::view|5|
+|885|Tensor<[12,1]>,
Tensor<[12,1,1]>,
|ttnn.reshape|aten::index.Tensor|4|
+|886|Tensor<[1,12,27,27]>,
Tensor<[1,12,27,27,1]>,
|ttnn.reshape|aten::index.Tensor|4|
+|887|Tensor<[729,12]>,
Tensor<[1,27,27,12]>,
|ttnn.reshape|aten::view|5|
+|888|Tensor<[1,27,27,12]>,
Tensor<[729,12]>,
|ttnn.reshape|aten::view|5|
+|889|Tensor<[38809,12]>,
Tensor<[197,197,12]>,
|ttnn.reshape|aten::view|5|
diff --git a/docs/ops/stablehlo.reverse.md b/docs/ops/stablehlo.reverse.md
index d4b0c298..9c0a4525 100644
--- a/docs/ops/stablehlo.reverse.md
+++ b/docs/ops/stablehlo.reverse.md
@@ -1,5 +1,5 @@
-### stablehlo.reverse:ttnn.?
+### stablehlo.reverse::ttnn.?
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.rsqrt.md b/docs/ops/stablehlo.rsqrt.md
index 963b4eeb..071fcc42 100644
--- a/docs/ops/stablehlo.rsqrt.md
+++ b/docs/ops/stablehlo.rsqrt.md
@@ -1,5 +1,5 @@
-### stablehlo.rsqrt:ttnn.rsqrt
+### stablehlo.rsqrt::ttnn.rsqrt
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.scatter.md b/docs/ops/stablehlo.scatter.md
index 123443b5..6389de70 100644
--- a/docs/ops/stablehlo.scatter.md
+++ b/docs/ops/stablehlo.scatter.md
@@ -1,13 +1,13 @@
-### stablehlo.scatter:ttnn.scatter
+### stablehlo.scatter::ttnn.scatter
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
| :--- | :--- | :--- | :--- | :--- |
-|0|Tensor<[1,3,720,1280]>,
Tensor<[1,1]>,
Tensor<[1,3,720,1280]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
-|1|Tensor<[1,720,1280]>,
Tensor<[1,1]>,
Tensor<[1,720,1280]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
-|2|Tensor<[196,196,2]>,
Tensor<[1,1]>,
Tensor<[196,196,1]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
-|3|Tensor<[197,197]>,
Tensor<[1,1]>,
Tensor<[1,197]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
-|4|Tensor<[197,197]>,
Tensor<[1,1]>,
Tensor<[197,1]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
-|5|Tensor<[197]>,
Tensor<[1,1]>,
Tensor<[1]>,
"(%arg0, %c, %0) <{indices_are_sorted: false, scatter_dimension_numbers =
|ttnn.scatter|aten::select_scatter|4|
+|0|Tensor<[1,3,720,1280]>,
Tensor<[1,1]>,
Tensor<[1,3,720,1280]>,
update_window_dims: [1, 2, 3]
inserted_window_dims: [0]
scatter_dims_to_operand_dims: [0]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
+|1|Tensor<[1,720,1280]>,
Tensor<[1,1]>,
Tensor<[1,720,1280]>,
update_window_dims: [1, 2]
inserted_window_dims: [0]
scatter_dims_to_operand_dims: [0]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
+|2|Tensor<[196,196,2]>,
Tensor<[1,1]>,
Tensor<[196,196,1]>,
update_window_dims: [0, 1]
inserted_window_dims: [2]
scatter_dims_to_operand_dims: [2]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
+|3|Tensor<[197,197]>,
Tensor<[1,1]>,
Tensor<[1,197]>,
update_window_dims: [1]
inserted_window_dims: [0]
scatter_dims_to_operand_dims: [0]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
+|4|Tensor<[197,197]>,
Tensor<[1,1]>,
Tensor<[197,1]>,
update_window_dims: [0]
inserted_window_dims: [1]
scatter_dims_to_operand_dims: [1]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
+|5|Tensor<[197]>,
Tensor<[1,1]>,
Tensor<[1]>,
inserted_window_dims: [0]
scatter_dims_to_operand_dims: [0]
index_vector_dim: 1>
|ttnn.scatter|aten::select_scatter|4|
diff --git a/docs/ops/stablehlo.select.md b/docs/ops/stablehlo.select.md
index a59a6ccc..92fd5736 100644
--- a/docs/ops/stablehlo.select.md
+++ b/docs/ops/stablehlo.select.md
@@ -1,5 +1,5 @@
-### stablehlo.select:ttnn.where
+### stablehlo.select::ttnn.where
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.sine.md b/docs/ops/stablehlo.sine.md
index 38791023..c6834d8d 100644
--- a/docs/ops/stablehlo.sine.md
+++ b/docs/ops/stablehlo.sine.md
@@ -1,5 +1,5 @@
-### stablehlo.sine:ttnn.sin
+### stablehlo.sine::ttnn.sin
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.slice.md b/docs/ops/stablehlo.slice.md
index 8a1455c9..e6aa71ec 100644
--- a/docs/ops/stablehlo.slice.md
+++ b/docs/ops/stablehlo.slice.md
@@ -1,54 +1,93 @@
-### stablehlo.slice:ttnn.slice
+### stablehlo.slice::ttnn.slice
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
| :--- | :--- | :--- | :--- | :--- |
-|0|Tensor<[1,32,32,128]>,
|ttnn.slice|aten::slice.Tensor|4|
-|1|Tensor<[1,7,2304]>,
|ttnn.slice|aten::slice.Tensor|4|
-|2|Tensor<[1,185,28,28]>,
|ttnn.slice|aten::slice.Tensor|4|
-|3|Tensor<[6,1,100,4]>,
|ttnn.slice|aten::select.int|4|
-|4|Tensor<[6,1,100,92]>,
|ttnn.slice|aten::select.int|4|
-|5|Tensor<[1,23,40]>,
|ttnn.slice|aten::slice.Tensor|4|
-|6|Tensor<[1,23,40,128]>,
|ttnn.slice|aten::slice.Tensor|4|
-|7|Tensor<[768,256]>,
|ttnn.slice|aten::slice.Tensor|4|
-|8|Tensor<[768]>,
|ttnn.slice|aten::slice.Tensor|4|
-|9|Tensor<[1,514]>,
|ttnn.slice|aten::slice.Tensor|4|
-|10|Tensor<[1,320]>,
|ttnn.slice|aten::slice.Tensor|4|
-|11|Tensor<[1,4096,2560]>,
|ttnn.slice|aten::slice.Tensor|4|
-|12|Tensor<[1,1024,5120]>,
|ttnn.slice|aten::slice.Tensor|4|
-|13|Tensor<[1,256,10240]>,
|ttnn.slice|aten::slice.Tensor|4|
-|14|Tensor<[1,64,10240]>,
|ttnn.slice|aten::slice.Tensor|4|
-|15|Tensor<[1,25,768]>,
|ttnn.slice|aten::select.int|4|
-|16|Tensor<[1,512]>,
|ttnn.slice|aten::slice.Tensor|4|
-|17|Tensor<[1,25,2]>,
|ttnn.slice|aten::slice.Tensor|4|
-|18|Tensor<[1,4251,192]>,
|ttnn.slice|aten::select.int|4|
-|19|Tensor<[1,1445,192]>,
|ttnn.slice|aten::slice.Tensor|4|
-|20|Tensor<[1,8,768]>,
|ttnn.slice|aten::select.int|4|
-|21|Tensor<[1,16]>,
|ttnn.slice|aten::select.int|4|
-|22|Tensor<[1,12]>,
|ttnn.slice|aten::select.int|4|
-|23|Tensor<[192,2]>,
|ttnn.slice|aten::select.int|4|
-|24|Tensor<[1,201,768]>,
|ttnn.slice|aten::select.int|4|
-|25|Tensor<[1,40]>,
|ttnn.slice|aten::slice.Tensor|4|
-|26|Tensor<[1,145,768]>,
|ttnn.slice|aten::slice.Tensor|4|
-|27|Tensor<[1,19]>,
|ttnn.slice|aten::select.int|4|
-|28|Tensor<[1,32,16,3,96]>,
|ttnn.slice|aten::select.int|4|
-|29|Tensor<[1,2,30,40]>,
|ttnn.slice|aten::select.int|4|
-|30|Tensor<[1,2,60,80]>,
|ttnn.slice|aten::select.int|4|
-|31|Tensor<[1,2,120,160]>,
|ttnn.slice|aten::select.int|4|
-|32|Tensor<[1,197,768]>,
|ttnn.slice|aten::select.int|4|
-|33|Tensor<[1,7,73,64]>,
|ttnn.slice|aten::slice.Tensor|4|
-|34|Tensor<[1,71,7,64]>,
|ttnn.slice|aten::slice.Tensor|4|
-|35|Tensor<[1,1,7,64]>,
|ttnn.slice|aten::slice.Tensor|4|
-|36|Tensor<[1,9,768]>,
|ttnn.slice|aten::select.int|4|
-|37|Tensor<[1,14,2]>,
|ttnn.slice|aten::slice.Tensor|4|
-|38|Tensor<[1,50,768]>,
|ttnn.slice|aten::select.int|4|
-|39|Tensor<[1,77]>,
|ttnn.slice|aten::slice.Tensor|4|
-|40|Tensor<[196,196,2]>,
|ttnn.slice|aten::select.int|4|
-|41|Tensor<[197,197]>,
|ttnn.slice|aten::select.int|4|
-|42|Tensor<[197]>,
|ttnn.slice|aten::select.int|4|
-|43|Tensor<[732,16]>,
|ttnn.slice|aten::slice.Tensor|4|
-|44|Tensor<[196,197]>,
|ttnn.slice|aten::slice.Tensor|4|
-|45|Tensor<[1,197,1024]>,
|ttnn.slice|aten::slice.Tensor|4|
-|46|Tensor<[732,12]>,
|ttnn.slice|aten::slice.Tensor|4|
+|0|Tensor<[1,32,32,128]>,
indices: [0:1, 0:32, 0:32, 0:64]
|ttnn.reshape|aten::slice.Tensor|4|
+|1|Tensor<[1,32,32,128]>,
indices: [0:1, 0:32, 0:32, 64:128]
|ttnn.reshape|aten::slice.Tensor|4|
+|2|Tensor<[1,7,2304]>,
indices: [0:1, 0:7, 0:768]
|ttnn.reshape|aten::slice.Tensor|4|
+|3|Tensor<[1,7,2304]>,
indices: [0:1, 0:7, 768:1536]
|ttnn.reshape|aten::slice.Tensor|4|
+|4|Tensor<[1,7,2304]>,
indices: [0:1, 0:7, 1536:2304]
|ttnn.reshape|aten::slice.Tensor|4|
+|5|Tensor<[1,185,28,28]>,
indices: [0:1, 0:128, 0:28, 0:28]
|ttnn.reshape|aten::slice.Tensor|4|
+|6|Tensor<[1,185,28,28]>,
indices: [0:1, 128:185, 0:28, 0:28]
|ttnn.reshape|aten::slice.Tensor|4|
+|7|Tensor<[6,1,100,4]>,
indices: [5:6, 0:1, 0:100, 0:4]
|ttnn.reshape|aten::select.int|4|
+|8|Tensor<[6,1,100,92]>,
indices: [5:6, 0:1, 0:100, 0:92]
|ttnn.reshape|aten::select.int|4|
+|9|Tensor<[1,23,40]>,
indices: [0:1, 22:23, 0:40]
|ttnn.reshape|aten::slice.Tensor|4|
+|10|Tensor<[1,23,40]>,
indices: [0:1, 0:23, 39:40]
|ttnn.reshape|aten::slice.Tensor|4|
+|11|Tensor<[1,23,40,128]>,
indices: [0:1, 0:23, 0:40, 0:128:2]
|ttnn.reshape|aten::slice.Tensor|4|
+|12|Tensor<[1,23,40,128]>,
indices: [0:1, 0:23, 0:40, 1:128:2]
|ttnn.reshape|aten::slice.Tensor|4|
+|13|Tensor<[768,256]>,
indices: [0:256, 0:256]
|ttnn.reshape|aten::slice.Tensor|4|
+|14|Tensor<[768,256]>,
indices: [256:512, 0:256]
|ttnn.reshape|aten::slice.Tensor|4|
+|15|Tensor<[768,256]>,
indices: [512:768, 0:256]
|ttnn.reshape|aten::slice.Tensor|4|
+|16|Tensor<[768]>,
indices: [0:256]
|ttnn.reshape|aten::slice.Tensor|4|
+|17|Tensor<[768]>,
indices: [256:512]
|ttnn.reshape|aten::slice.Tensor|4|
+|18|Tensor<[768]>,
indices: [512:768]
|ttnn.reshape|aten::slice.Tensor|4|
+|19|Tensor<[1,514]>,
indices: [0:1, 0:10]
|ttnn.reshape|aten::slice.Tensor|4|
+|20|Tensor<[1,320]>,
indices: [0:1, 160:320]
|ttnn.reshape|aten::slice.Tensor|4|
+|21|Tensor<[1,320]>,
indices: [0:1, 0:160]
|ttnn.reshape|aten::slice.Tensor|4|
+|22|Tensor<[1,4096,2560]>,
indices: [0:1, 0:4096, 0:1280]
|ttnn.reshape|aten::slice.Tensor|4|
+|23|Tensor<[1,4096,2560]>,
indices: [0:1, 0:4096, 1280:2560]
|ttnn.reshape|aten::slice.Tensor|4|
+|24|Tensor<[1,1024,5120]>,
indices: [0:1, 0:1024, 0:2560]
|ttnn.reshape|aten::slice.Tensor|4|
+|25|Tensor<[1,1024,5120]>,
indices: [0:1, 0:1024, 2560:5120]
|ttnn.reshape|aten::slice.Tensor|4|
+|26|Tensor<[1,256,10240]>,
indices: [0:1, 0:256, 0:5120]
|ttnn.reshape|aten::slice.Tensor|4|
+|27|Tensor<[1,256,10240]>,
indices: [0:1, 0:256, 5120:10240]
|ttnn.reshape|aten::slice.Tensor|4|
+|28|Tensor<[1,64,10240]>,
indices: [0:1, 0:64, 0:5120]
|ttnn.reshape|aten::slice.Tensor|4|
+|29|Tensor<[1,64,10240]>,
indices: [0:1, 0:64, 5120:10240]
|ttnn.reshape|aten::slice.Tensor|4|
+|30|Tensor<[1,25,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|31|Tensor<[1,512]>,
indices: [0:1, 0:25]
|ttnn.reshape|aten::slice.Tensor|4|
+|32|Tensor<[1,25,2]>,
indices: [0:1, 0:25, 0:1]
|ttnn.reshape|aten::slice.Tensor|4|
+|33|Tensor<[1,25,2]>,
indices: [0:1, 0:25, 1:2]
|ttnn.reshape|aten::slice.Tensor|4|
+|34|Tensor<[1,4251,192]>,
indices: [0:1, 0:1, 0:192]
|ttnn.reshape|aten::select.int|4|
+|35|Tensor<[1,4251,192]>,
indices: [0:1, 4151:4251, 0:192]
|ttnn.reshape|aten::slice.Tensor|4|
+|36|Tensor<[1,4251,192]>,
indices: [0:1, 1:4151, 0:192]
|ttnn.reshape|aten::slice.Tensor|4|
+|37|Tensor<[1,1445,192]>,
indices: [0:1, 1345:1445, 0:192]
|ttnn.reshape|aten::slice.Tensor|4|
+|38|Tensor<[1,8,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|39|Tensor<[1,512]>,
indices: [0:1, 0:8]
|ttnn.reshape|aten::slice.Tensor|4|
+|40|Tensor<[1,16]>,
indices: [0:1, 0:1]
|ttnn.reshape|aten::select.int|4|
+|41|Tensor<[1,12]>,
indices: [0:1, 0:1]
|ttnn.reshape|aten::select.int|4|
+|42|Tensor<[192,2]>,
indices: [0:192, 0:1]
|ttnn.reshape|aten::select.int|4|
+|43|Tensor<[1,201,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|44|Tensor<[1,40]>,
indices: [0:1, 0:8]
|ttnn.reshape|aten::slice.Tensor|4|
+|45|Tensor<[1,145,768]>,
indices: [0:1, 1:145, 0:768]
|ttnn.reshape|aten::slice.Tensor|4|
+|46|Tensor<[1,19]>,
indices: [0:1, 18:19]
|ttnn.reshape|aten::select.int|4|
+|47|Tensor<[1,19]>,
indices: [0:1, 1:19]
|ttnn.reshape|aten::slice.Tensor|4|
+|48|Tensor<[1,19]>,
indices: [0:1, 0:18]
|ttnn.reshape|aten::slice.Tensor|4|
+|49|Tensor<[1,32,16,3,96]>,
indices: [0:1, 0:32, 0:16, 0:1, 0:96]
|ttnn.reshape|aten::select.int|4|
+|50|Tensor<[1,32,16,3,96]>,
indices: [0:1, 0:32, 0:16, 1:2, 0:96]
|ttnn.reshape|aten::select.int|4|
+|51|Tensor<[1,32,16,3,96]>,
indices: [0:1, 0:32, 0:16, 2:3, 0:96]
|ttnn.reshape|aten::select.int|4|
+|52|Tensor<[1,512]>,
indices: [0:1, 0:16]
|ttnn.reshape|aten::slice.Tensor|4|
+|53|Tensor<[1,2,30,40]>,
indices: [0:1, 0:1, 0:30, 0:40]
|ttnn.reshape|aten::select.int|4|
+|54|Tensor<[1,2,30,40]>,
indices: [0:1, 1:2, 0:30, 0:40]
|ttnn.reshape|aten::select.int|4|
+|55|Tensor<[1,2,60,80]>,
indices: [0:1, 0:1, 0:60, 0:80]
|ttnn.reshape|aten::select.int|4|
+|56|Tensor<[1,2,60,80]>,
indices: [0:1, 1:2, 0:60, 0:80]
|ttnn.reshape|aten::select.int|4|
+|57|Tensor<[1,2,120,160]>,
indices: [0:1, 0:1, 0:120, 0:160]
|ttnn.reshape|aten::select.int|4|
+|58|Tensor<[1,2,120,160]>,
indices: [0:1, 1:2, 0:120, 0:160]
|ttnn.reshape|aten::select.int|4|
+|59|Tensor<[1,197,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|60|Tensor<[1,7,73,64]>,
indices: [0:1, 0:7, 0:71, 0:64]
|ttnn.reshape|aten::slice.Tensor|4|
+|61|Tensor<[1,71,7,64]>,
indices: [0:1, 0:71, 0:7, 0:32]
|ttnn.reshape|aten::slice.Tensor|4|
+|62|Tensor<[1,71,7,64]>,
indices: [0:1, 0:71, 0:7, 32:64]
|ttnn.reshape|aten::slice.Tensor|4|
+|63|Tensor<[1,1,7,64]>,
indices: [0:1, 0:1, 0:7, 0:32]
|ttnn.reshape|aten::slice.Tensor|4|
+|64|Tensor<[1,1,7,64]>,
indices: [0:1, 0:1, 0:7, 32:64]
|ttnn.reshape|aten::slice.Tensor|4|
+|65|Tensor<[1,512]>,
indices: [0:1, 0:12]
|ttnn.reshape|aten::slice.Tensor|4|
+|66|Tensor<[1,512]>,
indices: [0:1, 0:9]
|ttnn.reshape|aten::slice.Tensor|4|
+|67|Tensor<[1,9,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|68|Tensor<[1,512]>,
indices: [0:1, 0:14]
|ttnn.reshape|aten::slice.Tensor|4|
+|69|Tensor<[1,14,2]>,
indices: [0:1, 0:14, 0:1]
|ttnn.reshape|aten::slice.Tensor|4|
+|70|Tensor<[1,14,2]>,
indices: [0:1, 0:14, 1:2]
|ttnn.reshape|aten::slice.Tensor|4|
+|71|Tensor<[1,50,768]>,
indices: [0:1, 0:1, 0:768]
|ttnn.reshape|aten::select.int|4|
+|72|Tensor<[1,77]>,
indices: [0:1, 0:7]
|ttnn.reshape|aten::slice.Tensor|4|
+|73|Tensor<[196,196,2]>,
indices: [0:196, 0:196, 0:1]
|ttnn.reshape|aten::select.int|4|
+|74|Tensor<[196,196,2]>,
indices: [0:196, 0:196, 1:2]
|ttnn.reshape|aten::select.int|4|
+|75|Tensor<[197,197]>,
indices: [0:1, 0:197]
|ttnn.reshape|aten::select.int|4|
+|76|Tensor<[197,197]>,
indices: [0:197, 0:1]
|ttnn.reshape|aten::select.int|4|
+|77|Tensor<[197]>,
indices: [0:1]
|ttnn.reshape|aten::select.int|4|
+|78|Tensor<[732,16]>,
indices: [0:729, 0:16]
|ttnn.reshape|aten::slice.Tensor|4|
+|79|Tensor<[732,16]>,
indices: [729:732, 0:16]
|ttnn.reshape|aten::slice.Tensor|4|
+|80|Tensor<[197,197]>,
indices: [1:197, 0:197]
|ttnn.reshape|aten::slice.Tensor|4|
+|81|Tensor<[196,197]>,
indices: [0:196, 1:197]
|ttnn.reshape|aten::slice.Tensor|4|
+|82|Tensor<[1,197,1024]>,
indices: [0:1, 1:197, 0:1024]
|ttnn.reshape|aten::slice.Tensor|4|
+|83|Tensor<[732,12]>,
indices: [0:729, 0:12]
|ttnn.reshape|aten::slice.Tensor|4|
+|84|Tensor<[732,12]>,
indices: [729:732, 0:12]
|ttnn.reshape|aten::slice.Tensor|4|
+|85|Tensor<[1,197,768]>,
indices: [0:1, 1:197, 0:768]
|ttnn.reshape|aten::slice.Tensor|4|
diff --git a/docs/ops/stablehlo.sqrt.md b/docs/ops/stablehlo.sqrt.md
index 8283d0ae..0f30b807 100644
--- a/docs/ops/stablehlo.sqrt.md
+++ b/docs/ops/stablehlo.sqrt.md
@@ -1,5 +1,5 @@
-### stablehlo.sqrt:ttnn.sqrt
+### stablehlo.sqrt::ttnn.sqrt
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.subtract.md b/docs/ops/stablehlo.subtract.md
index 2249f9d0..f0fdbc2e 100644
--- a/docs/ops/stablehlo.subtract.md
+++ b/docs/ops/stablehlo.subtract.md
@@ -1,5 +1,5 @@
-### stablehlo.subtract:ttnn.subtract
+### stablehlo.subtract::ttnn.subtract
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.tanh.md b/docs/ops/stablehlo.tanh.md
index 97f37a1f..11b4d41a 100644
--- a/docs/ops/stablehlo.tanh.md
+++ b/docs/ops/stablehlo.tanh.md
@@ -1,5 +1,5 @@
-### stablehlo.tanh:ttnn.tanh
+### stablehlo.tanh::ttnn.tanh
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/docs/ops/stablehlo.transpose.md b/docs/ops/stablehlo.transpose.md
index ecc01902..9358ec0f 100644
--- a/docs/ops/stablehlo.transpose.md
+++ b/docs/ops/stablehlo.transpose.md
@@ -1,5 +1,5 @@
-### stablehlo.transpose:ttnn.permute
+### stablehlo.transpose::ttnn.permute
||STABLE HLO Input Variations|ttnn op|Torch Name|Status|
diff --git a/results/parse_op_by_op_results.py b/results/parse_op_by_op_results.py
index 5b4bfe4e..9d4f3909 100644
--- a/results/parse_op_by_op_results.py
+++ b/results/parse_op_by_op_results.py
@@ -363,7 +363,7 @@ def process_compare(shlo_op, md_data):
def process_gather(shlo_op, md_data):
# '%0 = "stablehlo.gather"(%arg0, %arg1) <{dimension_numbers = #stablehlo.gather, indices_are_sorted = false, slice_sizes = array}> : (tensor<32000x4096xbf16>, tensor<1x32xi64>) -> tensor<1x32x4096xbf16>'
- shlo_gather_attr = [
+ shlo_attr = [
"offset_dims",
"collapsed_slice_dims",
"start_index_map",
@@ -374,7 +374,7 @@ def process_gather(shlo_op, md_data):
terminators = [",", "}", ">", ":"]
inputs_and_attr = extract_shapes_md(shlo_op[4])
shlo = shlo_op[6]
- for attr in shlo_gather_attr:
+ for attr in shlo_attr:
if attr in shlo:
res = shlo.split(f"{attr} = ")[1]
open_brackets = 0
@@ -398,7 +398,7 @@ def process_gather(shlo_op, md_data):
def process_convolution(shlo_op, md_data):
# {'(%arg0, %arg1) dim_numbers': '[b, f, 0, 1]x[o, i, 0, 1]->[b, f, 0, 1]', 'window': '{stride = [2, 2], pad = [[1, 1], [1, 1]], rhs_dilate = [1, 1]} {batch_group_count = 1 : i64, feature_group_count = 1 : i64}'}
- shlo_conv_attr = [
+ shlo_attr = [
"stride",
"pad",
"rhs_dilate",
@@ -409,7 +409,7 @@ def process_convolution(shlo_op, md_data):
terminators = [",", "}", ":"]
inputs_and_attr = extract_shapes_md(shlo_op[4])
shlo = shlo_op[6]
- for attr in shlo_conv_attr:
+ for attr in shlo_attr:
if attr in shlo:
res = shlo.split(f"{attr} = ")[1]
open_brackets = 0
@@ -430,6 +430,61 @@ def process_convolution(shlo_op, md_data):
return
+ def process_reshape(shlo_op, md_data):
+ # %1 = stablehlo.reshape %0 : (tensor<1x32x32xf32>) -> tensor<1x32x32x1xf32>
+ inputs_and_attr = extract_shapes_md(shlo_op[4])
+ inputs_and_attr += extract_shapes_md(shlo_op[5])
+
+ md_data.append(inputs_and_attr)
+ md_data.append("ttnn.reshape")
+ md_data.append(shlo_op[7])
+ md_data.append(f"{shlo_op[10]}")
+
+ return
+
+ def process_scatter(shlo_op, md_data):
+ # %1 = "stablehlo.scatter"(%arg0, %c, %0) <{indices_are_sorted = false, scatter_dimension_numbers = #stablehlo.scatter, unique_indices = false}> ({^bb0(%arg2: tensor, %arg3: tensor):stablehlo.return %arg3 : tensor}) : (tensor<1x3x720x1280xbf16>, tensor<1x1xi64>, tensor<1x3x720x1280xbf16>) -> tensor<1x3x720x1280xbf16>
+ shlo_attr = [
+ "update_window_dims",
+ "inserted_window_dims",
+ "scatter_dims_to_operand_dims",
+ "index_vector_dim",
+ ]
+ terminators = [",", "}", ":"]
+ inputs_and_attr = extract_shapes_md(shlo_op[4])
+ shlo = shlo_op[6]
+ for attr in shlo_attr:
+ if attr in shlo:
+ res = shlo.split(f"{attr} = ")[1]
+ open_brackets = 0
+ for idx, char in enumerate(res):
+ if char == "[":
+ open_brackets += 1
+ elif char == "]":
+ open_brackets -= 1
+ if open_brackets == 0 and char in terminators:
+ break
+ res = res[:idx]
+ inputs_and_attr += f"{attr}: {res}
"
+
+ md_data.append(inputs_and_attr)
+ md_data.append("ttnn.scatter")
+ md_data.append(shlo_op[7])
+ md_data.append(f"{shlo_op[10]}")
+
+ return
+
+ def process_slice(shlo_op, md_data):
+ #% 0 = stablehlo.slice %arg0 [0:1, 0:32, 0:32, 0:64] : (tensor<1x32x32x128xbf16>) -> tensor<1x32x32x64xbf16>
+ inputs_and_attr = extract_shapes_md(shlo_op[4])
+ indices = shlo_op[6][shlo_op[6].find("["):shlo_op[6].find("]")+1]
+ inputs_and_attr += f"indices: {indices}
"
+
+ md_data.append(inputs_and_attr)
+ md_data.append("ttnn.reshape")
+ md_data.append(shlo_op[7])
+ md_data.append(f"{shlo_op[10]}")
+
def default(shlo_op, md_data):
inputs_and_attr = extract_shapes_md(shlo_op[4])
attrs = shlo_op[3]
@@ -454,7 +509,7 @@ def default(shlo_op, md_data):
title = op
if op in op_mappings:
- title += ":" + op_mappings[op]
+ title += "::" + op_mappings[op]
md_file.new_header(level=3, title=title, add_table_of_contents="n")
worksheet = workbook.add_worksheet(op[:31])
@@ -486,6 +541,12 @@ def default(shlo_op, md_data):
process_gather(shlo_op, md_data)
elif op == "stablehlo.convolution":
process_convolution(shlo_op, md_data)
+ elif op == "stablehlo.reshape":
+ process_reshape(shlo_op, md_data)
+ elif op == "stablehlo.slice":
+ process_slice(shlo_op, md_data)
+ elif op == "stablehlo.scatter":
+ process_scatter(shlo_op, md_data)
else:
default(shlo_op, md_data)