Files

264 lines
8.8 KiB
C#

using Azure;
using Azure.AI.DocumentIntelligence;
using Microsoft.Extensions.Options;
public class AzureDocumentOcrService : IOcrService
{
private const double DefaultTableConfidence = 0.75;
private static readonly Dictionary<string, string> ClinicalLabelMap =
new(StringComparer.OrdinalIgnoreCase)
{
["patient name"] = "patient.fullName",
["name"] = "patient.fullName",
["full name"] = "patient.fullName",
["date of birth"] = "patient.dateOfBirth",
["dob"] = "patient.dateOfBirth",
["birth date"] = "patient.dateOfBirth",
["sex"] = "patient.sex",
["gender"] = "patient.sex",
["admission date"] = "encounter.admissionDate",
["admitted"] = "encounter.admissionDate",
["department"] = "encounter.department",
["ward"] = "encounter.department",
["unit"] = "encounter.department",
["room"] = "encounter.roomBed",
["bed"] = "encounter.roomBed",
["room/bed"] = "encounter.roomBed",
["hr"] = "observation.HEART_RATE.value",
["heart rate"] = "observation.HEART_RATE.value",
["pulse"] = "observation.HEART_RATE.value",
["temp"] = "observation.TEMP_C.value",
["temperature"] = "observation.TEMP_C.value",
["bp sys"] = "observation.BP_SYSTOLIC.value",
["systolic"] = "observation.BP_SYSTOLIC.value",
["bp dia"] = "observation.BP_DIASTOLIC.value",
["diastolic"] = "observation.BP_DIASTOLIC.value",
["rr"] = "observation.RESP_RATE.value",
["resp rate"] = "observation.RESP_RATE.value",
["respiratory rate"] = "observation.RESP_RATE.value",
["spo2"] = "observation.SPO2.value",
["o2 sat"] = "observation.SPO2.value",
["oxygen saturation"] = "observation.SPO2.value",
};
private static readonly HashSet<string> TimestampHeaders = new(StringComparer.OrdinalIgnoreCase)
{
"time", "date", "datetime", "date/time", "recorded", "recorded at", "timestamp"
};
private static readonly HashSet<string> GenericTableHeaders = new(StringComparer.OrdinalIgnoreCase)
{
"label", "name", "parameter", "field", "item", "value", "result", "reading"
};
private readonly DocumentIntelligenceClient _client;
private readonly ILogger<AzureDocumentOcrService> _logger;
public AzureDocumentOcrService(
IOptions<OcrOptions> options,
ILogger<AzureDocumentOcrService> logger)
{
var opts = options.Value.Azure;
_client = new DocumentIntelligenceClient(
new Uri(opts.Endpoint),
new AzureKeyCredential(opts.ApiKey));
_logger = logger;
}
public async Task<OcrExtractionResult> ExtractAsync(
Stream documentStream, string contentType)
{
var sw = System.Diagnostics.Stopwatch.StartNew();
var content = BinaryData.FromStream(documentStream);
var operation = await _client.AnalyzeDocumentAsync(
WaitUntil.Completed,
"prebuilt-document",
content);
var result = operation.Value;
var fields = new List<OcrExtractedField>();
foreach (var kv in result.KeyValuePairs ?? [])
{
if (kv.Key?.Content is null || kv.Value?.Content is null) continue;
var fieldName = MapAzureKeyToFieldName(kv.Key.Content);
if (fieldName is null) continue;
fields.Add(new OcrExtractedField(
fieldName,
kv.Value.Content,
kv.Confidence));
}
foreach (var table in result.Tables ?? [])
{
fields.AddRange(ExtractTableObservations(table));
}
var rawText = string.Join("\n", (result.Pages ?? [])
.SelectMany(p => p.Lines?.Select(l => l.Content) ?? []));
sw.Stop();
return new OcrExtractionResult(fields, rawText, (int)sw.ElapsedMilliseconds);
}
private static string? MapAzureKeyToFieldName(string key)
{
var normalized = key.Trim();
if (normalized.Length == 0)
return null;
return ClinicalLabelMap.GetValueOrDefault(normalized);
}
private static List<OcrExtractedField> ExtractTableObservations(DocumentTable table)
{
var fields = new List<OcrExtractedField>();
if (table.Cells is null || table.Cells.Count == 0)
return fields;
if (table.ColumnCount == 2)
{
var labelValueFields = ExtractLabelValueTable(table);
if (labelValueFields.Count > 0)
return labelValueFields;
}
return ExtractGridTable(table);
}
private static List<OcrExtractedField> ExtractLabelValueTable(DocumentTable table)
{
var fields = new List<OcrExtractedField>();
var dataStartRow = HasGenericHeaderRow(table.Cells) ? 1 : 0;
for (var row = dataStartRow; row < table.RowCount; row++)
{
var key = GetCellContent(table.Cells, row, 0);
var value = GetCellContent(table.Cells, row, 1);
if (string.IsNullOrWhiteSpace(key) || string.IsNullOrWhiteSpace(value))
continue;
var fieldName = MapAzureKeyToFieldName(key);
if (fieldName is null)
continue;
fields.Add(new OcrExtractedField(fieldName, value.Trim(), DefaultTableConfidence));
}
return fields;
}
private static List<OcrExtractedField> ExtractGridTable(DocumentTable table)
{
var fields = new List<OcrExtractedField>();
var headerCells = table.Cells
.Where(c => c.RowIndex == 0)
.OrderBy(c => c.ColumnIndex)
.ToList();
if (headerCells.Count == 0)
return fields;
var columnMappings = new Dictionary<int, string?>();
foreach (var headerCell in headerCells)
{
columnMappings[headerCell.ColumnIndex] = MapTableHeader(headerCell.Content);
}
var observationCodes = columnMappings.Values
.Where(v => v is not null and not "recordedAt")
.Cast<string>()
.Distinct()
.ToList();
if (observationCodes.Count == 0)
return fields;
for (var row = 1; row < table.RowCount; row++)
{
string? recordedAt = null;
foreach (var cell in table.Cells.Where(c => c.RowIndex == row))
{
if (!columnMappings.TryGetValue(cell.ColumnIndex, out var mapping)
|| mapping is null
|| string.IsNullOrWhiteSpace(cell.Content))
{
continue;
}
var content = cell.Content.Trim();
if (mapping == "recordedAt")
{
recordedAt = content;
continue;
}
fields.Add(new OcrExtractedField(
$"observation.{mapping}.value",
content,
DefaultTableConfidence));
}
if (recordedAt is null)
continue;
foreach (var code in observationCodes)
{
fields.Add(new OcrExtractedField(
$"observation.{code}.recordedAt",
recordedAt,
DefaultTableConfidence));
}
}
return fields;
}
private static string? MapTableHeader(string? header)
{
if (string.IsNullOrWhiteSpace(header))
return null;
var normalized = header.Trim();
if (TimestampHeaders.Contains(normalized))
return "recordedAt";
var fieldName = MapAzureKeyToFieldName(normalized);
if (fieldName is null)
return null;
const string observationPrefix = "observation.";
const string valueSuffix = ".value";
if (fieldName.StartsWith(observationPrefix, StringComparison.Ordinal)
&& fieldName.EndsWith(valueSuffix, StringComparison.Ordinal))
{
return fieldName[observationPrefix.Length..^valueSuffix.Length];
}
return null;
}
private static bool HasGenericHeaderRow(IReadOnlyList<DocumentTableCell> cells)
{
var headerCells = cells.Where(c => c.RowIndex == 0).ToList();
if (headerCells.Count != 2)
return false;
return headerCells.All(c =>
GenericTableHeaders.Contains(c.Content?.Trim() ?? string.Empty));
}
private static string? GetCellContent(
IReadOnlyList<DocumentTableCell> cells, int row, int column)
{
return cells
.FirstOrDefault(c => c.RowIndex == row && c.ColumnIndex == column)
?.Content;
}
}