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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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('^' + ".*" + '
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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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('^' + ".*" + '
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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
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); } })(); })();
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25 changes: 24 additions & 1 deletion THIRD-PARTY-NOTICES.TXT
Original file line numberDiff line numberDiff line change
Expand Up@@ -42,4 +42,27 @@ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

License notice for SharpZipLib
------------------------------

https://github.com/icsharpcode/SharpZipLib

Copyright © 2000-2018 SharpZipLib Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy of this
software and associated documentation files (the "Software"), to deal in the Software
without restriction, including without limitation the rights to use, copy, modify, merge,
publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons
to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or
substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR
PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
DEALINGS IN THE SOFTWARE.
Original file line numberDiff line numberDiff line change
@@ -1,5 +1,9 @@
using System;
using System.IO;
using System.Linq;
using System.Net;
using ICSharpCode.SharpZipLib.GZip;
Comment thread
codemzs marked this conversation as resolved.
using ICSharpCode.SharpZipLib.Tar;
using Microsoft.ML.Data;

namespace Microsoft.ML.Samples.Dynamic
Expand All@@ -13,7 +17,14 @@ public static void Example()
{
// Download the ResNet 101 model from the location below.
// https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz
var modelLocation = @"resnet_v2_101/resnet_v2_101_299_frozen.pb";

string modelLocation = "resnet_v2_101_299_frozen.pb";
if (!File.Exists(modelLocation))
{
modelLocation = Download(@"https://storage.googleapis.com/download.tensorflow.org/models/tflite_11_05_08/resnet_v2_101.tgz", @"resnet_v2_101_299_frozen.tgz");
Unzip(Path.Join(Directory.GetCurrentDirectory(), modelLocation), Directory.GetCurrentDirectory());
modelLocation = "resnet_v2_101_299_frozen.pb";
}

var mlContext = new MLContext();
var data = GetTensorData();
Expand All@@ -22,7 +33,7 @@ public static void Example()
// Create a ML pipeline.
var pipeline = mlContext.Model.LoadTensorFlowModel(modelLocation).ScoreTensorFlowModel(
new[] { nameof(OutputScores.output) },
new[] { nameof(TensorData.input) });
new[] { nameof(TensorData.input) }, addBatchDimensionInput: true);

// Run the pipeline and get the transformed values.
var estimator = pipeline.Fit(idv);
Expand DownExpand Up@@ -86,5 +97,31 @@ class OutputScores
{
public float[] output { get; set; }
}

private static string Download(string baseGitPath, string dataFile)
{
using (WebClient client = new WebClient())
{
client.DownloadFile(new Uri($"{baseGitPath}"), dataFile);
}

return dataFile;
}

/// <summary>
/// Taken from https://github.com/icsharpcode/SharpZipLib/wiki/GZip-and-Tar-Samples.
Comment thread
codemzs marked this conversation as resolved.
/// </summary>
private static void Unzip(string path, string targetDir)
{
Stream inStream = File.OpenRead(path);
Stream gzipStream = new GZipInputStream(inStream);

TarArchive tarArchive = TarArchive.CreateInputTarArchive(gzipStream);
tarArchive.ExtractContents(targetDir);
tarArchive.Close();

gzipStream.Close();
inStream.Close();
}
}
}
Original file line numberDiff line numberDiff line change
Expand Up@@ -5,6 +5,10 @@
<IncludeInPackage>Microsoft.ML.SampleUtils</IncludeInPackage>
</PropertyGroup>

<ItemGroup>
<PackageReference Include="SharpZipLib.NETStandard" Version="1.0.7" />
</ItemGroup>

<ItemGroup>
<ProjectReference Include="..\Microsoft.ML.Core\Microsoft.ML.Core.csproj" />
<ProjectReference Include="..\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
Expand Down