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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

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I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
codeBlock.parentElement.setAttribute('data-copy-added', 'true');
var btn = document.createElement('button');
btn.textContent = 'Copy';
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;';
btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
btn.onclick = function() {
navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
});
};
codeBlock.parentElement.style.position = 'relative';
codeBlock.parentElement.appendChild(btn);
});
}
addCopyButtons();
// Re-run on dynamic content
var observer = new MutationObserver(addCopyButtons);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
[CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

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Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' [CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

Copy link
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Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' [CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' [CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

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Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' [CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

Copy link
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Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); })(); [CMSIS-NN] Fixed return data type from pattern callback function by asparkhi · Pull Request #9682 · apache/tvm · GitHub
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4 changes: 2 additions & 2 deletions python/tvm/relay/op/contrib/cmsisnn.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -135,8 +135,8 @@ def check_qnn_conv2d(pattern):

return (
conv2d.attrs.out_dtype == "int32"
and conv2d.attrs.padding[2] == 0
and conv2d.attrs.padding[3] == 0
and int(conv2d.attrs.padding[2]) == 0

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I believe this is the actual fix. Am I right ? (because others are changes to test code).
What test would fail in this PR without this change ?

I think we could have a simpler test to check whether graph partitioning works with conv2d with padding values for top, left, bottom and right.

and int(conv2d.attrs.padding[3]) == 0
and conv2d_input.checked_type.dtype == "int8"
and conv2d_weight.checked_type.dtype == "int8"
and pattern.checked_type.dtype == "int8"
Expand Down
15 changes: 11 additions & 4 deletions tests/python/contrib/test_cmsisnn/test_conv2d.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -69,6 +69,8 @@ def make_model(
kernel_w = kernel_shape[w_index]
invar = relay.var("input", shape=shape, dtype=dtype)
p = (0, 0, 0, 0)
if padding == "INVALID":
p = [1, 2, 1, 2]
if padding == "SAME":
p = get_same_padding((shape[1], shape[2]), (kernel_h, kernel_w), dilation, strides)
invar = relay.nn.pad(
Expand DownExpand Up@@ -351,15 +353,19 @@ def parameterize_for_invalid_model(test):
in_dtype = ["uint8", "int8"]
kernel_dtype = ["uint8", "int8"]
kernel_zero_point = [-33, 10, 0]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point)
padding = ["SAME", "INVALID"]
all_combinations = itertools.product(in_dtype, kernel_dtype, kernel_zero_point, padding)
all_combinations = filter(
lambda parameters: not (
parameters[0] == "int8" and parameters[1] == "int8" and parameters[2] == 0
parameters[0] == "int8"
and parameters[1] == "int8"
and parameters[2] == 0
and parameters[3] == "SAME"
),
all_combinations,
)
return pytest.mark.parametrize(
["in_dtype", "kernel_dtype", "kernel_zero_point"],
["in_dtype", "kernel_dtype", "kernel_zero_point", "padding"],
all_combinations,
)(test)

Expand All@@ -370,6 +376,7 @@ def test_invalid_parameters(
in_dtype,
kernel_dtype,
kernel_zero_point,
padding,
):
ifm_shape = (1, 28, 28, 12)
out_channels = 2
Expand DownExpand Up@@ -400,7 +407,7 @@ def test_invalid_parameters(
kernel_scale=kernel_scale,
output_zero_point=output_zero_point,
output_scale=output_scale,
padding="SAME",
padding=padding,
strides=(1, 1),
dilation=(1, 1),
groups=1,
Expand Down