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3 Commits
Author SHA1 Message Date
saherelm 20f1c7fb2f last ... 2026-10-04 18:10:44 +03:30
saherelm e6e5369b95 Complete Audi Transcript using NAudio and Whisper ... 2026-10-04 11:42:27 +03:30
saherelm 70c2d5a649 add support for OCR ... 2026-10-03 22:26:03 +03:30
9 changed files with 328 additions and 62 deletions
+11
View File
@@ -1,3 +1,4 @@
using xAiApi.Models;
using xAiModels.Models;
namespace xAiApi.Configurations
@@ -13,5 +14,15 @@ namespace xAiApi.Configurations
/// Allowed Prompts to Use ...
/// </summary>
public XAiPromptDescriptor[] Prompts { get; set; } = [];
/// <summary>
/// OCR Configuration ...
/// </summary>
public XAiOCRDescriptor OCR { get; set; }
/// <summary>
/// Transcript Configuration ...
/// </summary>
public XAiTransciptDescriptor Transcript { get; set; }
}
}
+27
View File
@@ -0,0 +1,27 @@
using Tesseract;
namespace xAiApi.Models
{
public class XAiOCRDescriptor
{
/// <summary>
/// Provides Trained Data Path ...
/// </summary>
public string DataPath { get; set; }
/// <summary>
/// The Engine for Doing OCR ...
/// </summary>
public EngineMode EngineMode { get; set; }
/// <summary>
/// Enable OCR Fallback using Model ...
/// </summary>
public bool EnableOcrFallback { get; set; }
/// <summary>
/// Default OCR Language ...
/// </summary>
public string DefaultLanguage { get; set; }
}
}
+8
View File
@@ -0,0 +1,8 @@
namespace xAiApi.Models
{
public class XAiTransciptDescriptor
{
public string Language { get; set; }
public string ModelsPath { get; set; }
}
}
+1 -1
View File
@@ -21,7 +21,7 @@
"commandName": "Project",
"launchBrowser": true,
"launchUrl": "weatherforecast",
"applicationUrl": "https://localhost:5001;http://localhost:5000",
"applicationUrl": "https://localhost:6001;http://localhost:6000",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Development"
}
@@ -2,11 +2,15 @@ using System;
using System.IO;
using System.Linq;
using Whisper.net;
using NAudio.Wave;
using System.Threading;
using xAiModels.Models;
using xCommons.Extensions;
using xAiApi.Configurations;
using xExceptions.Constants;
using System.Threading.Tasks;
using NAudio.MediaFoundation;
using xAiApi.Interfaces.Extractors;
using DocumentFormat.OpenXml.EMMA;
namespace xAiApi.Providers.Extractors
{
@@ -24,29 +28,30 @@ namespace xAiApi.Providers.Extractors
"audio/mp3",
"audio/wav",
"audio/wave",
"audio/x-wav",
"audio/ogg",
"audio/m4a",
"audio/mp4",
"audio/aac",
"audio/x-m4a",
"audio/webm"
];
private readonly string language;
private readonly string whisperModelPath;
public XAudioFileContentExtractor() : this(
language: "fa",
whisperModelPath: "Models/ggml-base.bin"
)
{ }
private readonly XAiApiConfiguration configuration;
public XAudioFileContentExtractor(
string whisperModelPath = "Models/ggml-base.bin",
string language = "fa"
XAiApiConfiguration configuration
)
{
//
this.language = language;
this.whisperModelPath = whisperModelPath;
if (configuration.Transcript.IsNullOrDefault() ||
configuration.Transcript.ModelsPath.IsNullOrEmpty())
{
XException.InvalidConfiguration.Throw();
}
//
this.configuration = configuration;
}
/// <summary>
@@ -113,14 +118,15 @@ namespace xAiApi.Providers.Extractors
//
using var wavStream = await ConvertToWavAsync(
memoryStream,
cancellationToken
mimeType: mimeType,
inputStream: memoryStream,
cancellationToken: cancellationToken
);
//
using var factory = WhisperFactory.FromPath(whisperModelPath);
using var factory = WhisperFactory.FromPath(configuration.Transcript.ModelsPath);
using var processor = factory.CreateBuilder()
.WithLanguage(language)
.WithLanguage(configuration.Transcript.Language)
.Build();
//
@@ -143,17 +149,186 @@ namespace xAiApi.Providers.Extractors
return result;
}
//
#region Private ...
/// <summary>
/// Audio Format Converting ...
/// Audio Format Converting to WAV 16kHz Mono 16-bit PCM ...
/// </summary>
private async Task<Stream> ConvertToWavAsync(
Stream inputStream,
CancellationToken cancellationToken
string mimeType,
CancellationToken cancellationToken = default
)
{
//
// TODO: Complete this ...
return await Task.FromResult(inputStream);
var result = await Task.Run(() =>
{
//
var memoryStream = new MemoryStream();
inputStream.CopyTo(memoryStream);
memoryStream.Position = 0;
//
var targetFormat = new WaveFormat(16000, 16, 1);
string tempFilePath = null;
//
try
{
//
WaveStream reader = GetAudioReader(memoryStream, mimeType, ref tempFilePath);
if (reader == null)
{
//
XException.NotAllowed.Throw(
$"Unsupported audio format: {mimeType}"
);
}
//
var needsConversion =
reader.WaveFormat.SampleRate != 16000 ||
reader.WaveFormat.Channels != 1 ||
reader.WaveFormat.BitsPerSample != 16 ||
reader.WaveFormat.Encoding != WaveFormatEncoding.Pcm;
var outputStream = new MemoryStream();
if (!needsConversion)
{
//
reader.CopyTo(outputStream);
reader.Dispose();
}
else
{
//
MediaFoundationApi.Startup();
using var resampler = new MediaFoundationResampler(
reader,
targetFormat
);
resampler.ResamplerQuality = 60;
//
WaveFileWriter.WriteWavFileToStream(outputStream, resampler);
reader.Dispose();
}
//
outputStream.Position = 0;
return outputStream;
}
finally
{
//
if (!string.IsNullOrEmpty(tempFilePath) &&
File.Exists(tempFilePath))
{
//
try
{
File.Delete(tempFilePath);
}
catch { }
}
//
memoryStream.Dispose();
}
}, cancellationToken);
//
return result;
}
/// <summary>
/// Get appropriate WaveStream reader based on MIME type ...
/// </summary>
/// <param name="stream">Input stream (MemoryStream)</param>
/// <param name="mimeType">MIME type of audio file</param>
/// <param name="tempFilePath">Path to temp file (if created)</param>
/// <returns>WaveStream reader or null if unsupported</returns>
private WaveStream GetAudioReader(
MemoryStream stream,
string mimeType,
ref string tempFilePath
)
{
//
try
{
//
var normalizedMime = mimeType?.ToLowerInvariant() ?? string.Empty;
switch (normalizedMime)
{
//
case "audio/wav":
case "audio/wave":
case "audio/x-wav":
return new WaveFileReader(stream);
//
case "audio/mpeg":
case "audio/mp3":
return new Mp3FileReader(stream);
//
case "audio/m4a":
case "audio/mp4":
case "audio/aac":
case "audio/ogg":
case "audio/webm":
case "audio/x-m4a":
//
var extension = normalizedMime switch
{
"audio/m4a" or "audio/mp4" or "audio/aac" or "audio/x-m4a" => ".m4a",
"audio/ogg" => ".ogg",
"audio/webm" => ".webm",
_ => ".tmp"
};
tempFilePath = Path.Combine(
Path.GetTempPath(),
$"audio_{Guid.NewGuid()}{extension}"
);
//
stream.Position = 0;
using (var fileStream = File.Create(tempFilePath))
{
stream.CopyTo(fileStream);
}
//
MediaFoundationApi.Startup();
return new MediaFoundationReader(tempFilePath);
default:
//
tempFilePath = Path.Combine(
Path.GetTempPath(),
$"audio_{Guid.NewGuid()}.tmp"
);
stream.Position = 0;
using (var fileStream = File.Create(tempFilePath))
{
stream.CopyTo(fileStream);
}
try
{
MediaFoundationApi.Startup();
return new MediaFoundationReader(tempFilePath);
}
catch
{
return null;
}
}
}
catch (Exception)
{
return null;
}
}
#endregion
}
}
@@ -5,6 +5,10 @@ using System.Threading;
using xAiModels.Models;
using System.Threading.Tasks;
using xAiApi.Interfaces.Extractors;
using xAiApi.Configurations;
using xCommons.Extensions;
using xExceptions.Constants;
using Tesseract;
namespace xAiApi.Providers.Extractors
{
@@ -24,16 +28,25 @@ namespace xAiApi.Providers.Extractors
];
/// <summary>
/// آیا OCR فعال است (برای مدل‌های غیر Vision) ...
/// AI Api Configuration ...
/// </summary>
private readonly bool _enableOcrFallback;
private readonly XAiApiConfiguration configuration;
public XImageFileContentExtractor() : this(enableOcrFallback: true)
{ }
public XImageFileContentExtractor(bool enableOcrFallback = true)
public XImageFileContentExtractor(
XAiApiConfiguration configuration
)
{
_enableOcrFallback = enableOcrFallback;
//
if (configuration.IsNullOrDefault() ||
configuration.OCR.IsNullOrDefault() ||
configuration.OCR.DataPath.IsNullOrEmpty() ||
configuration.OCR.DefaultLanguage.IsNullOrEmpty())
{
XException.InvalidConfiguration.Throw();
}
//
this.configuration = configuration;
}
/// <summary>
@@ -103,8 +116,9 @@ namespace xAiApi.Providers.Extractors
Description = $"Attached image: {fileName}"
});
// OCR Fallback برای مدل‌های متنی
if (_enableOcrFallback)
//
// OCR Fallback ...
if (configuration.OCR.EnableOcrFallback)
{
//
try
@@ -135,8 +149,44 @@ namespace xAiApi.Providers.Extractors
)
{
//
// TODO: Complete this ...
return await Task.FromResult(string.Empty);
return await Task.Run(() =>
{
//
// Validate Path ...
if (!Directory.Exists(configuration.OCR.DataPath))
{
//
throw new DirectoryNotFoundException(
$"TessData directory not found at: {configuration.OCR.DataPath}. " +
"Please download traineddata files from https://github.com/tesseract-ocr/tessdata"
);
}
//
using var engine = new TesseractEngine(
datapath: configuration.OCR.DataPath,
language: configuration.OCR.DefaultLanguage,
engineMode: configuration.OCR.EngineMode
);
//
using var pix = Pix.LoadFromMemory(imageBytes);
//
cancellationToken.ThrowIfCancellationRequested();
//
using var page = engine.Process(pix);
//
var text = page.GetText();
//
text = text?.Trim();
//
return text ?? string.Empty;
}, cancellationToken);
}
}
}
-8
View File
@@ -199,14 +199,6 @@ namespace xAiApi
//
services.AddSingleton<IXFileContentExtractor, XFileContentExtractor>();
// services.AddSingleton(sp =>
// {
// //
// var extractors = sp.GetServices<IXFileContentExtractor>();
// return new XFileContentExtractor(extractors);
// });
// services.AddSingleton<IXFileContentExtractor>(sp =>
// sp.GetRequiredService<XFileContentExtractor>());
//
// Register Default Ai Service ...
+12 -2
View File
@@ -78,12 +78,22 @@
"Description": "",
"Params": []
}
]
],
"OCR": {
"DataPath": "Models",
"EngineMode": "LstmOnly",
"EnableOcrFallback": true,
"DefaultLanguage": "fas+eng"
},
"Transcript": {
"Language": "fa",
"ModelsPath": "Models/ggml-base.bin"
}
},
"Logging": {
"LogLevel": {
"Default": "Information",
"Microsoft": "Warning",
"Default": "Information",
"Microsoft.Hosting.Lifetime": "Information"
}
},
+12 -19
View File
@@ -27,13 +27,6 @@
<None Include="../../Resources/Images/favicon.png" Link="icon.png" Pack="true" PackagePath="\icon.png" />
</ItemGroup>
<!-- Native Libraries -->
<!-- <ItemGroup>
<None Include="runtimes/linux-x64/native/libpdfium.so">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</None>
</ItemGroup> -->
<!-- Local Modules -->
<ItemGroup>
</ItemGroup>
@@ -53,22 +46,22 @@
<!-- Dependencies -->
<ItemGroup>
<PackageReference Include="DocumentFormat.OpenXml" Version="3.5.1" />
<PackageReference Include="ExcelDataReader" Version="3.9.0" />
<PackageReference Include="ExcelDataReader.DataSet" Version="3.9.0" />
<PackageReference Include="NAudio" Version="2.4.0" />
<PackageReference Include="Tesseract" Version="5.2.0" />
<PackageReference Include="Whisper.net" Version="1.9.1" />
<PackageReference Include="OllamaSharp" Version="5.4.25" />
<PackageReference Include="PdfiumViewer" Version="2.13.0" />
<PackageReference Include="PdfiumViewer.Native.x86.no_v8-no_xfa" Version="2018.4.8.256" />
<PackageReference Include="PdfiumViewer.Native.x86.v8-xfa" Version="2018.4.8.256" />
<PackageReference Include="PdfiumViewer.Native.x86_64.no_v8-no_xfa" Version="2018.4.8.256" />
<PackageReference Include="PdfiumViewer.Native.x86_64.v8-xfa" Version="2018.4.8.256" />
<PackageReference Include="Tesseract" Version="5.2.0" />
<PackageReference Include="UglyToad.PdfPig" Version="1.7.0-custom-5" />
<PackageReference Include="Microsoft.AspNetCore.Mvc.NewtonsoftJson" Version="3.1.11" />
<PackageReference Include="IdentityModel.AspNetCore.OAuth2Introspection" Version="5.0.0" />
<PackageReference Include="Whisper.net" Version="1.9.1" />
<PackageReference Include="ExcelDataReader" Version="3.9.0" />
<PackageReference Include="Whisper.net.Runtime" Version="1.9.1" />
<PackageReference Include="DocumentFormat.OpenXml" Version="3.5.1" />
<PackageReference Include="ExcelDataReader.DataSet" Version="3.9.0" />
<PackageReference Include="UglyToad.PdfPig" Version="1.7.0-custom-5" />
<PackageReference Include="PdfiumViewer.Native.x86.v8-xfa" Version="2018.4.8.256" />
<PackageReference Include="PdfiumViewer.Native.x86_64.v8-xfa" Version="2018.4.8.256" />
<PackageReference Include="Microsoft.AspNetCore.Mvc.NewtonsoftJson" Version="3.1.11" />
<PackageReference Include="PdfiumViewer.Native.x86.no_v8-no_xfa" Version="2018.4.8.256" />
<PackageReference Include="IdentityModel.AspNetCore.OAuth2Introspection" Version="5.0.0" />
<PackageReference Include="PdfiumViewer.Native.x86_64.no_v8-no_xfa" Version="2018.4.8.256" />
</ItemGroup>
<!-- For XML Documentation Support -->