add checkAlive in NasBertTrainer#6546

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michaelgsharp merged 1 commit into from
Jan 23, 2023
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add checkAlive in NasBertTrainer #6546

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23 changes: 14 additions & 9 deletions src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs
View file
Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
for (int i = 0; i < Option.MaxEpoch; i++)
{
ch.Trace($"Starting epoch {i}");
trainer.Train(input);
Host.CheckAlive();
trainer.Train(Host, input);
ch.Trace($"Finished epoch {i}");
if (Option.ValidationSet != null)
trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
return cursorValid;
}

public void Train(IDataView input)
public void Train(IHost host, IDataView input)
{
// Get the cursor and the correct columns based on the inputs
DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
var cursorValid = true;
while (cursorValid)
{
cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
}
}

private bool TrainStep(DataViewRowCursor cursor,
ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
ValueGetter<TLabelCol> labelGetter,
private bool TrainStep(IHost host,
DataViewRowCursor cursor,
ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
ValueGetter<TLabelCol> labelGetter,
ref List<Tensor> inputTensors,
ref List<TTargetsCol> targets)
{
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
var cursorValid = true;
for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
{
host.CheckAlive();
cursorValid = cursor.MoveNext();
if (cursorValid)
{
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
}

Updates++;

host.CheckAlive();
torch.random.manual_seed(1 + Updates);
torch.cuda.manual_seed(1 + Updates);
Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
logits = logits.squeeze();
}

host.CheckAlive();
loss.backward();

host.CheckAlive();
OptimizeStep();

return cursorValid;
Expand Down
, '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");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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add checkAlive in NasBertTrainer#6546

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michaelgsharp
merged 1 commit into

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Jan 23, 2023
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add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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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add checkAlive in NasBertTrainer#6546

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 Merged

michaelgsharp
merged 1 commit into

from

Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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('^' + ".*" + '

Skip to content
add checkAlive in NasBertTrainer#6546

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 Merged

michaelgsharp
merged 1 commit into

from

Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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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add checkAlive in NasBertTrainer#6546

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 Merged

michaelgsharp
merged 1 commit into

from

Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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('^' + ".*" + '

Skip to content
add checkAlive in NasBertTrainer#6546

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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 Merged

michaelgsharp
merged 1 commit into

from

Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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('^' + ".*" + '

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michaelgsharp
merged 1 commit into

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Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down

, '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); }
})();
})();

Skip to content
add checkAlive in NasBertTrainer#6546

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

 Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and
privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

michaelgsharp
merged 1 commit into

from

Jan 23, 2023
 Merged


add checkAlive in NasBertTrainer
#6546
 Changes from all commits
Commits

Show all changes


1 commit


Select commit


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Filter by extension
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23 changes: 14 additions & 9 deletions
src/Microsoft.ML.TorchSharp/NasBert/NasBertTrainer.cs

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -249,7 +249,8 @@ public override NasBertTransformer Fit(IDataView input)
 for (int i = 0; i < Option.MaxEpoch; i++)
 {
 ch.Trace($"Starting epoch {i}");
 trainer.Train(input);
 Host.CheckAlive();
 trainer.Train(Host, input);
 ch.Trace($"Finished epoch {i}");
 if (Option.ValidationSet != null)
 trainer.Validate(pch, ch, i);
Expand DownExpand Up@@ -423,7 +424,7 @@ private bool ValidateStep(DataViewRowCursor cursor,
 return cursorValid;
 }

 public void Train(IDataView input)
 public void Train(IHost host, IDataView input)
 {
 // Get the cursor and the correct columns based on the inputs
 DataViewRowCursor cursor = default;
Expand All@@ -443,14 +444,15 @@ public void Train(IDataView input)
 var cursorValid = true;
 while (cursorValid)
 {
 cursorValid = TrainStep(cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 cursorValid = TrainStep(host, cursor, sentence1Getter, sentence2Getter, labelGetter, ref inputTensors, ref targets);
 }
 }

 private bool TrainStep(DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 private bool TrainStep(IHost host,
 DataViewRowCursor cursor,
 ValueGetter<ReadOnlyMemory<char>> sentence1Getter,
 ValueGetter<ReadOnlyMemory<char>> sentence2Getter,
 ValueGetter<TLabelCol> labelGetter,
 ref List<Tensor> inputTensors,
 ref List<TTargetsCol> targets)
 {
Expand All@@ -461,6 +463,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 var cursorValid = true;
 for (int i = 0; i < Parent.Option.BatchSize && cursorValid; i++)
 {
 host.CheckAlive();
 cursorValid = cursor.MoveNext();
 if (cursorValid)
 {
Expand All@@ -479,7 +482,7 @@ private bool TrainStep(DataViewRowCursor cursor,
 }

 Updates++;

 host.CheckAlive();
 torch.random.manual_seed(1 + Updates);
 torch.cuda.manual_seed(1 + Updates);
 Model.train();
Expand All@@ -497,8 +500,10 @@ private bool TrainStep(DataViewRowCursor cursor,
 loss = torch.nn.MSELoss(reduction: Parent.Option.Reduction).forward(logits, targetsTensor);
 logits = logits.squeeze();
 }

 host.CheckAlive();
 loss.backward();

 host.CheckAlive();
 OptimizeStep();

 return cursorValid;
Expand Down