diff --git a/cv_analysis/pyinfra_compat b/cv_analysis/pyinfra_compat
new file mode 100644
index 0000000..4c346f2
--- /dev/null
+++ b/cv_analysis/pyinfra_compat
@@ -0,0 +1,32 @@
+from cv_analysis.table_parsing import parse_tables
+from cv_analysis.redaction_detection import find_redactions
+from cv_analysis.layout_parsing import parse_layout
+from cv_analysis.figure_detection import detect_figures
+from cv_analysis.utils.preprocessing import open_img_from_bytes
+
+
+task_dict = {
+    "table": parse_tables,
+    "figure": detect_figures,
+    "layout": parse_layout,
+    "redaction": find_redactions,
+}
+
+
+def analyze_byteslist(img_bytes_list, task="table"):
+
+    analysis_function = task_dict[task]
+
+    result = []
+    for i, img_bytes in enumerate(img_bytes_list):
+        page = open_img_from_bytes(img_bytes)
+        cells = list(map(lambda x: x.json_xywh(), analysis_function(page)))
+        page_dict = {
+            "page": i, 
+            "pageWidth": page.shape[1], 
+            "pageHeight": page.shape[0], 
+            "cells": cells
+        }
+        result.append(page_dict)
+
+    return result
\ No newline at end of file
diff --git a/cv_analysis/table_parsing.py b/cv_analysis/table_parsing.py
index 43716da..78ede82 100644
--- a/cv_analysis/table_parsing.py
+++ b/cv_analysis/table_parsing.py
@@ -172,21 +172,4 @@ def parse_tables(image: np.array, show=False):
     stats = np.vstack(list(filter(is_large_enough, stats)))
     rects = stats[:, :-1][2:]
 
-    # print(rects)
     return list(map(Rectangle.from_xywh, rects))
-
-
-# def annotate_tables_in_pdf(page, page_index=0, deskew=False, show=False):
-#     """ """
-#     #page = pdf2image.convert_from_path(pdf_path, first_page=page_index + 1, last_page=page_index + 1)[0]
-#     #page = np.array(page)
-#     if show:
-#         show_mpl(page)
-#     if deskew:
-#         page, _ = deskew_histbased(page)
-
-#     stats = parse_tables(page)
-#     page = draw_rectangles(page, stats, annotate=True)
-#     vizlogger.debug(page, "tables15_final_output.png")
-#     if show:
-#         show_mpl(page)
diff --git a/cv_analysis/test/test_data/table.jpg b/cv_analysis/test/test_data/table.jpg
deleted file mode 100644
index 2b47101..0000000
Binary files a/cv_analysis/test/test_data/table.jpg and /dev/null differ
diff --git a/cv_analysis/test/test_data/table.json b/cv_analysis/test/test_data/table.json
deleted file mode 100644
index 44e82ea..0000000
--- a/cv_analysis/test/test_data/table.json
+++ /dev/null
@@ -1,359 +0,0 @@
-{
-  "pages": [
-    {
-      "page": 0,
-      "pageWidth": 2346,
-      "pageHeight": 1663,
-      "cells": [
-        {
-          "x": 211,
-          "y": 447,
-          "width": 367,
-          "height": 47
-        },
-        {
-          "x": 581,
-          "y": 447,
-          "width": 417,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 447,
-          "width": 406,
-          "height": 47
-        },
-        {
-          "x": 211,
-          "y": 497,
-          "width": 367,
-          "height": 47
-        },
-        {
-          "x": 580,
-          "y": 497,
-          "width": 418,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 497,
-          "width": 406,
-          "height": 47
-        },
-        {
-          "x": 211,
-          "y": 547,
-          "width": 367,
-          "height": 47
-        },
-        {
-          "x": 580,
-          "y": 547,
-          "width": 418,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 547,
-          "width": 406,
-          "height": 47
-        },
-        {
-          "x": 211,
-          "y": 597,
-          "width": 367,
-          "height": 47
-        },
-        {
-          "x": 581,
-          "y": 597,
-          "width": 417,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 597,
-          "width": 406,
-          "height": 48
-        },
-        {
-          "x": 212,
-          "y": 647,
-          "width": 366,
-          "height": 48
-        },
-        {
-          "x": 581,
-          "y": 647,
-          "width": 417,
-          "height": 48
-        },
-        {
-          "x": 1001,
-          "y": 647,
-          "width": 406,
-          "height": 48
-        },
-        {
-          "x": 581,
-          "y": 697,
-          "width": 417,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 697,
-          "width": 407,
-          "height": 48
-        },
-        {
-          "x": 212,
-          "y": 698,
-          "width": 366,
-          "height": 47
-        },
-        {
-          "x": 211,
-          "y": 747,
-          "width": 367,
-          "height": 48
-        },
-        {
-          "x": 581,
-          "y": 747,
-          "width": 417,
-          "height": 48
-        },
-        {
-          "x": 1001,
-          "y": 748,
-          "width": 407,
-          "height": 47
-        },
-        {
-          "x": 211,
-          "y": 798,
-          "width": 367,
-          "height": 47
-        },
-        {
-          "x": 581,
-          "y": 798,
-          "width": 417,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 798,
-          "width": 407,
-          "height": 47
-        },
-        {
-          "x": 212,
-          "y": 848,
-          "width": 366,
-          "height": 47
-        },
-        {
-          "x": 581,
-          "y": 848,
-          "width": 417,
-          "height": 47
-        },
-        {
-          "x": 1001,
-          "y": 848,
-          "width": 407,
-          "height": 48
-        },
-        {
-          "x": 212,
-          "y": 898,
-          "width": 366,
-          "height": 48
-        },
-        {
-          "x": 581,
-          "y": 898,
-          "width": 417,
-          "height": 48
-        },
-        {
-          "x": 1001,
-          "y": 898,
-          "width": 407,
-          "height": 48
-        },
-        {
-          "x": 462,
-          "y": 1195,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 833,
-          "y": 1195,
-          "width": 404,
-          "height": 48
-        },
-        {
-          "x": 462,
-          "y": 1245,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 833,
-          "y": 1245,
-          "width": 404,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1296,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 833,
-          "y": 1296,
-          "width": 404,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1346,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 833,
-          "y": 1346,
-          "width": 404,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1396,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 834,
-          "y": 1396,
-          "width": 403,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1446,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 833,
-          "y": 1446,
-          "width": 404,
-          "height": 48
-        },
-        {
-          "x": 462,
-          "y": 1496,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 833,
-          "y": 1496,
-          "width": 404,
-          "height": 48
-        },
-        {
-          "x": 462,
-          "y": 1547,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 834,
-          "y": 1547,
-          "width": 403,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1597,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 834,
-          "y": 1597,
-          "width": 403,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1647,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 833,
-          "y": 1647,
-          "width": 404,
-          "height": 48
-        },
-        {
-          "x": 462,
-          "y": 1698,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 833,
-          "y": 1698,
-          "width": 404,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1748,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 834,
-          "y": 1748,
-          "width": 403,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1798,
-          "width": 368,
-          "height": 47
-        },
-        {
-          "x": 834,
-          "y": 1798,
-          "width": 403,
-          "height": 47
-        },
-        {
-          "x": 462,
-          "y": 1848,
-          "width": 368,
-          "height": 48
-        },
-        {
-          "x": 834,
-          "y": 1848,
-          "width": 403,
-          "height": 48
-        }
-      ]
-    }
-  ]
-}
\ No newline at end of file
diff --git a/cv_analysis/utils/preprocessing.py b/cv_analysis/utils/preprocessing.py
index ed282ba..011d54e 100644
--- a/cv_analysis/utils/preprocessing.py
+++ b/cv_analysis/utils/preprocessing.py
@@ -1,3 +1,4 @@
+from io import BytesIO
 from numpy import array, ndarray
 import pdf2image
 from PIL import Image
@@ -29,3 +30,8 @@ def open_pdf(pdf, first_page=0, last_page=None):
     pages = [preprocess_pdf_image(array(p)) for p in pages]
 
     return pages
+
+
+def open_img_from_bytes(bytes_obj: bytes):
+    page = Image.open(BytesIO(bytes_obj))
+    return preprocess_pdf_image(array(page))
diff --git a/cv_analysis/utils/structures.py b/cv_analysis/utils/structures.py
index 6702080..f6c3c6e 100644
--- a/cv_analysis/utils/structures.py
+++ b/cv_analysis/utils/structures.py
@@ -4,12 +4,12 @@ from json import dumps
 class Rectangle:
     def __init__(self, x1=None, y1=None, w=None, h=None, x2=None, y2=None, indent=4, format="xywh"):
         try:
-            self.x1 = x1
-            self.y1 = y1
-            self.w = w if w else x2 - x1
-            self.h = h if h else y2 - y1
-            self.x2 = x2 if x2 else x1 + w
-            self.y2 = y2 if y2 else y1 + h
+            self.x1 = int(x1)
+            self.y1 = int(y1)
+            self.w = int(w) if w else int(x2 - x1)
+            self.h = int(h) if h else int(y2 - y1)
+            self.x2 = int(x2) if x2 else self.x1 + self.w
+            self.y2 = int(y2) if y2 else self.y1 + self.h
             assert (self.x1 + self.w) == self.x2
             assert (self.y1 + self.h) == self.y2
             self.indent = indent
@@ -56,14 +56,6 @@ class Rectangle:
         return list(self.json().values()).__iter__()
 
 
-"""
-boxes = [[30,40,5,6],[56,78,23,19],[5,100,45,35],[34,34,67,67]]
-rectangles = list(map(Rectangle.from_xywh, boxes))
-rectangles
-r = rectangles[1]
-"""
-
-
 class Contour:
     def __init__(self):
         pass
diff --git a/src/run_service.py b/src/run_service.py
index f063ed1..a86664e 100644
--- a/src/run_service.py
+++ b/src/run_service.py
@@ -13,7 +13,6 @@ from cv_analysis.redaction_detection import find_redactions
 from cv_analysis.layout_parsing import parse_layout
 from cv_analysis.figure_detection import detect_figures
 from cv_analysis.utils.logging import logger
-from cv_analysis.utils.post_processing import Rectangle
 from cv_analysis.utils.preprocessing import open_pdf
 from cv_analysis.utils.structures import Rectangle
 from cv_analysis.config import CONFIG