Qualcomm AI Engine Direct - Lift scalar arguments#8642

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facebook-github-bot merged 2 commits into from
Feb 28, 2025
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Qualcomm AI Engine Direct - Lift scalar arguments #8642

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88daa31
Lift scalar arguments
chunit-quic Feb 7, 2025
8443ebd
Merge branch 'main' into dev_lift_const
chunit-quic Feb 27, 2025
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10 changes: 4 additions & 6 deletions backends/qualcomm/_passes/__init__.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
AnnotateAndQuantScalar,
AnnotateDecomposed,
AnnotateQuantAttrs,
ConstantI64toI32,
ConvertBmmToMatmul,
ConvertBinaryOpsWithScalar,
ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
ConvertToLinear,
DecomposeAny,
DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
InsertIOQDQ,
InsertRequantize,
LayoutTransform,
LiftConstantScalarOperands,
RecomposePixelUnshuffle,
RecomposeRmsNorm,
ReduceDynamicRange,
Expand Down
137 changes: 0 additions & 137 deletions backends/qualcomm/_passes/annotate_and_quant_scalar.py
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This file was deleted.

41 changes: 0 additions & 41 deletions backends/qualcomm/_passes/convert_binary_op_with_scalar.py
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This file was deleted.

6 changes: 3 additions & 3 deletions backends/qualcomm/_passes/decompose_linalg_vector_norm.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
Decompose for math equivalent op.
"""

def __init__(self, quantization_capture=False) -> None:
def __init__(self, aten_dialect_capture=False) -> None:
super().__init__()
self.quantization_capture = quantization_capture
self.aten_dialect_capture = aten_dialect_capture

def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
dim = node.args[2] if len(node.args) > 2 else None
keepdim = node.args[3] if len(node.args) > 3 else False
model = LinalgVectorNorm(ord, dim, keepdim)
if self.quantization_capture:
if self.aten_dialect_capture:
decomposed_module = torch.export.export(
model, (node.args[0].meta["val"],)
).module()
Expand Down
6 changes: 4 additions & 2 deletions backends/qualcomm/_passes/decompose_silu.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
silu_node_input = node.args[0]
with graph_module.graph.inserting_after(silu_node_input):
sigmoid_node = graph.create_node(
"call_function", torch.ops.aten.sigmoid, (silu_node_input,)
"call_function",
torch.ops.aten.sigmoid.default,
(silu_node_input,),
)
sigmoid_node.meta = self._copy_meta(silu_node.meta)
with graph_module.graph.inserting_after(sigmoid_node):
mul_node = graph.create_node(
"call_function",
torch.ops.aten.mul,
torch.ops.aten.mul.Tensor,
(silu_node_input, sigmoid_node),
)
mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down
5 changes: 0 additions & 5 deletions backends/qualcomm/_passes/layout_transform.py
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
exir_ops.edge.aten.clamp.default,
exir_ops.edge.aten.constant_pad_nd.default,
exir_ops.edge.aten.div.Tensor,
exir_ops.edge.aten.eq.Scalar,
exir_ops.edge.aten.eq.Tensor,
exir_ops.edge.aten.full.default,
exir_ops.edge.aten.full_like.default,
exir_ops.edge.aten.ge.Scalar,
exir_ops.edge.aten.ge.Tensor,
exir_ops.edge.aten.gelu.default,
exir_ops.edge.aten.gt.Scalar,
exir_ops.edge.aten.gt.Tensor,
exir_ops.edge.aten.hardswish.default,
exir_ops.edge.aten.hardsigmoid.default,
exir_ops.edge.aten.hardtanh.default,
exir_ops.edge.aten.leaky_relu.default,
exir_ops.edge.aten.le.Scalar,
exir_ops.edge.aten.le.Tensor,
exir_ops.edge.aten.linear.default,
exir_ops.edge.aten.log.default,
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
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})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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 Merged

facebook-github-bot
merged 2 commits into

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Feb 28, 2025
 Merged


Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

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This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

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This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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 Merged

facebook-github-bot
merged 2 commits into

from

Feb 28, 2025
 Merged


Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

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This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

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This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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 Merged

facebook-github-bot
merged 2 commits into

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Feb 28, 2025
 Merged


Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

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Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

View file


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This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

View file


Open in desktop


This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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Feb 28, 2025
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Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

View file


Open in desktop


This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

View file


Open in desktop


This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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 Merged

facebook-github-bot
merged 2 commits into

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Feb 28, 2025
 Merged


Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

View file


Open in desktop


This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

View file


Open in desktop


This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Qualcomm AI Engine Direct - Lift scalar arguments#8642

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 Merged

facebook-github-bot
merged 2 commits into

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Feb 28, 2025
 Merged


Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

View file


Open in desktop


This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

View file


Open in desktop


This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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Qualcomm AI Engine Direct - Lift scalar arguments#8642

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Feb 28, 2025
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Qualcomm AI Engine Direct - Lift scalar arguments
#8642
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88daa31

Lift scalar arguments


chunit-quic Feb 7, 2025
8443ebd

Merge branch 'main' into dev_lift_const


chunit-quic Feb 27, 2025

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10 changes: 4 additions & 6 deletions
backends/qualcomm/_passes/__init__.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,8 @@
from .annotate_and_quant_scalar import AnnotateAndQuantScalar
from .annotate_decomposed import AnnotateDecomposed
from .annotate_quant_attrs import AnnotateQuantAttrs
from .constant_i64_to_i32 import ConstantI64toI32
from .convert_binary_op_with_scalar import ConvertBinaryOpsWithScalar
from .convert_bmm_to_matmul import ConvertBmmToMatmul
from .convert_interpolate_with_upsample2d import ConvertInterpolateWithUpsample2D
from .convert_prelu import ConvertPReLU
from .convert_to_linear import ConvertToLinear
from .decompose_any import DecomposeAny
from .decompose_einsum import DecomposeEinsum
Expand All@@ -17,7 +14,9 @@
from .insert_io_qdq import InsertIOQDQ
from .insert_requantize import InsertRequantize
from .layout_transform import LayoutTransform
from .lift_constant_scalar_operands import LiftConstantScalarOperands
from .recompose_pixel_unshuffle import RecomposePixelUnshuffle
from .recompose_prelu import RecomposePReLU
from .recompose_rms_norm import RecomposeRmsNorm
from .reduce_dynamic_range import ReduceDynamicRange
from .remove_redundancy import RemoveRedundancy
Expand All@@ -27,14 +26,12 @@


__all__ = [
 AnnotateAndQuantScalar,
 AnnotateDecomposed,
 AnnotateQuantAttrs,
 ConstantI64toI32,
 ConvertBmmToMatmul,
 ConvertBinaryOpsWithScalar,
 ConvertInterpolateWithUpsample2D,
ConvertPReLU,
RecomposePReLU,
 ConvertToLinear,
 DecomposeAny,
 DecomposeEinsum,
Expand All@@ -46,6 +43,7 @@
 InsertIOQDQ,
 InsertRequantize,
 LayoutTransform,
 LiftConstantScalarOperands,
 RecomposePixelUnshuffle,
 RecomposeRmsNorm,
 ReduceDynamicRange,
Expand Down

137 changes: 0 additions & 137 deletions
backends/qualcomm/_passes/annotate_and_quant_scalar.py

View file


Open in desktop


This file was deleted.


41 changes: 0 additions & 41 deletions
backends/qualcomm/_passes/convert_binary_op_with_scalar.py

View file


Open in desktop


This file was deleted.


6 changes: 3 additions & 3 deletions
backends/qualcomm/_passes/decompose_linalg_vector_norm.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -32,9 +32,9 @@ class DecomposeLinalgVectorNorm(ExportPass):
 Decompose for math equivalent op.
 """

 def __init__(self, quantization_capture=False) -> None:
 def __init__(self, aten_dialect_capture=False) -> None:
 super().__init__()
 self.quantization_capture = quantization_capture
 self.aten_dialect_capture = aten_dialect_capture

 def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 graph = graph_module.graph
Expand All@@ -44,7 +44,7 @@ def call(self, graph_module: torch.fx.GraphModule) -> PassResult:
 dim = node.args[2] if len(node.args) > 2 else None
 keepdim = node.args[3] if len(node.args) > 3 else False
 model = LinalgVectorNorm(ord, dim, keepdim)
 if self.quantization_capture:
 if self.aten_dialect_capture:
 decomposed_module = torch.export.export(
 model, (node.args[0].meta["val"],)
 ).module()
Expand Down

6 changes: 4 additions & 2 deletions
backends/qualcomm/_passes/decompose_silu.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -30,13 +30,15 @@ def call(self, graph_module: torch.fx.GraphModule):
 silu_node_input = node.args[0]
 with graph_module.graph.inserting_after(silu_node_input):
 sigmoid_node = graph.create_node(
 "call_function", torch.ops.aten.sigmoid, (silu_node_input,)
 "call_function",
 torch.ops.aten.sigmoid.default,
 (silu_node_input,),
 )
 sigmoid_node.meta = self._copy_meta(silu_node.meta)
 with graph_module.graph.inserting_after(sigmoid_node):
 mul_node = graph.create_node(
 "call_function",
 torch.ops.aten.mul,
 torch.ops.aten.mul.Tensor,
 (silu_node_input, sigmoid_node),
 )
 mul_node.meta = self._copy_meta(silu_node.meta)
Expand Down

5 changes: 0 additions & 5 deletions
backends/qualcomm/_passes/layout_transform.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,20 +53,15 @@ class LayoutTransform(ExportPass):
 exir_ops.edge.aten.clamp.default,
 exir_ops.edge.aten.constant_pad_nd.default,
 exir_ops.edge.aten.div.Tensor,
 exir_ops.edge.aten.eq.Scalar,
 exir_ops.edge.aten.eq.Tensor,
 exir_ops.edge.aten.full.default,
 exir_ops.edge.aten.full_like.default,
 exir_ops.edge.aten.ge.Scalar,
 exir_ops.edge.aten.ge.Tensor,
 exir_ops.edge.aten.gelu.default,
 exir_ops.edge.aten.gt.Scalar,
 exir_ops.edge.aten.gt.Tensor,
 exir_ops.edge.aten.hardswish.default,
 exir_ops.edge.aten.hardsigmoid.default,
 exir_ops.edge.aten.hardtanh.default,
 exir_ops.edge.aten.leaky_relu.default,
 exir_ops.edge.aten.le.Scalar,
 exir_ops.edge.aten.le.Tensor,
 exir_ops.edge.aten.linear.default,
 exir_ops.edge.aten.log.default,
Expand Down
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