diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..26d33521af10bcc7fd8cea344038eaaeb78d0ef5
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml
diff --git a/.idea/Ine_Reverso.iml b/.idea/Ine_Reverso.iml
new file mode 100644
index 0000000000000000000000000000000000000000..8388dbc88e9e141893654c3ba2c7dc0d36bddcb0
--- /dev/null
+++ b/.idea/Ine_Reverso.iml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.9" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000000000000000000000000000000000000..676d8d245b22a320375f7428d9ae1c9edc96f3a9
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,23 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="3">
+            <item index="0" class="java.lang.String" itemvalue="huggingface-hub" />
+            <item index="1" class="java.lang.String" itemvalue="PyYAML" />
+            <item index="2" class="java.lang.String" itemvalue="typing_extensions" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyPep8Inspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
+      <option name="ignoredErrors">
+        <list>
+          <option value="W605" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000000000000000000000000000000000000..105ce2da2d6447d11dfe32bfb846c3d5b199fc99
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000000000000000000000000000000000000..d56657add3eb3c246989284ec6e6a8475603cf1d
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000000000000000000000000000000000000..acc98162a0a0bdf0a9a273b016fd477555578e8f
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Ine_Reverso.iml" filepath="$PROJECT_DIR$/.idea/Ine_Reverso.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000000000000000000000000000000000000..35eb1ddfbbc029bcab630581847471d7f238ec53
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/crear.py b/crear.py
new file mode 100644
index 0000000000000000000000000000000000000000..06d88a1d6b71f59ff62b3f0a12f336f6f9f7c7b8
--- /dev/null
+++ b/crear.py
@@ -0,0 +1,27 @@
+import json
+import os
+
+# Ruta de la carpeta donde se guardarán los archivos JSON
+folder_path = "./data/key"
+
+# Verificar si la carpeta existe, de lo contrario, crearla
+if not os.path.exists(folder_path):
+    os.makedirs(folder_path)
+
+for i in range(0, 50):
+    data = {
+        "CIC": "",
+        "OCR": "",
+        "MRZ" : "IDMEX",
+        "modelType": ""
+    }
+
+    file_name = f"{i}.json"
+    file_path = os.path.join(folder_path, file_name)
+
+    with open(file_path, 'w') as f:
+        json.dump(data, f, indent=4)
+
+    print(f"Archivo {file_name} creado en {folder_path}.")
+
+print("Creación de archivos JSON completada.")
\ No newline at end of file
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new file mode 100644
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new file mode 100644
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+++ b/data/img/001.jpg
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diff --git a/data/key/000.json b/data/key/000.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c1ad38b3ef2c3b2e8d6bd986df3c5d68e836803
--- /dev/null
+++ b/data/key/000.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "1791999988",
+    "OCR": "5346012761337",
+    "MRZ": "IDMEX1791999988<<5346012761337 7608036H281231MEX<03<<23046<6 ZARATE<AVILA<<EDUARDO<<<<<<<<<",
+    "modelType": "DEF"
+}
\ No newline at end of file
diff --git a/data/key/001.json b/data/key/001.json
new file mode 100644
index 0000000000000000000000000000000000000000..b551a6aec304842df65bea86fa810f8a2a346b5b
--- /dev/null
+++ b/data/key/001.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "2148826393",
+    "OCR": "5289127845846",
+    "MRZ": "IDMEX2148826393<<5289127845846 02102263H3112319MEX<00<<13774<7 FERRARA<ANGELES<<PABLO<ANTONIO",
+    "modelType": "GH"
+}
\ No newline at end of file
diff --git a/data/key/002.json b/data/key/002.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbf433477e89d0a94addfaec06dc092f26ad95c7
--- /dev/null
+++ b/data/key/002.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "1769695881",
+    "OCR": "5245091943692",
+    "MRZ": "IDMEX1769695881<<5245091943692 9310232H2812313MEX<02<<25228<6 VIEYRA<SANDOVAL<<AMADOR<<<<<<<",
+    "modelType": "DEF"
+}
\ No newline at end of file
diff --git a/data/key/003.json b/data/key/003.json
new file mode 100644
index 0000000000000000000000000000000000000000..14b4655f476465767c8192a14a521c54122623be
--- /dev/null
+++ b/data/key/003.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "",
+    "OCR": "0731132225517",
+    "MRZ": "",
+    "modelType": "C"
+}
\ No newline at end of file
diff --git a/data/key/004.json b/data/key/004.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a266ef237b514765aa412941ffbc4e20669c249
--- /dev/null
+++ b/data/key/004.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "1808262025",
+    "OCR": "2476122414284",
+    "MRZ": "IDMEX1808262025<<2476122414284 0011020H2812313MEX<00<<23754<8 MATA<RODRIGUEZ<<JUAN<ALDAIR<<<",
+    "modelType": "DEF"
+}
\ No newline at end of file
diff --git a/data/key/005.json b/data/key/005.json
new file mode 100644
index 0000000000000000000000000000000000000000..dcef39c90c12b3a3c13f99052a39c13364ebd6b8
--- /dev/null
+++ b/data/key/005.json
@@ -0,0 +1,6 @@
+{
+    "CIC": "2242933157",
+    "OCR": "1024007995375",
+    "MRZ": "IDMEX2242933157<<1024007995375 7405040H3112319MEX<04<<34126<2 MONSIVAIS<ARRATIA<<GONZALO<<<<",
+    "modelType": "GH"
+}
\ No newline at end of file
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+{"file_name": "029.jpg", "ground_truth": "{\"gt_parse\": {\"CIC\": \"1974105155\", \"OCR\": \"1385046674244\", \"MRZ\": \"IDMEX1974105155<<1385046674244 8302054M2912316MEX<05<<61495<0 GARCIA<VERDE<<ROSA<INES<<<<<<<\", \"modelType\": \"DEF\"}}"}
+{"file_name": "030.jpg", "ground_truth": "{\"gt_parse\": {\"CIC\": \"1202950283\", \"OCR\": \"0987098407837\", \"MRZ\": \"IDMEX1202950283<<0987098407837 9607169H2412311MEX<00<08385<2 JUAREZ<MARIN<<LUIS<<<<<<<<<<<<\", \"modelType\": \"DEF\"}}"}
\ No newline at end of file
diff --git a/ine-donut/train/metadata.jsonll b/ine-donut/train/metadata.jsonll
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/ine-donut/validation/metadata.jsonl b/ine-donut/validation/metadata.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/redimensionar.py b/redimensionar.py
new file mode 100644
index 0000000000000000000000000000000000000000..3d73515bbae4216abc6249f7dec5328a284a2481
--- /dev/null
+++ b/redimensionar.py
@@ -0,0 +1,31 @@
+from PIL import Image
+import os
+
+def redimensionar_imagenes(carpeta, nuevo_tamano):
+    # Obtener la lista de archivos en la carpeta
+    archivos = os.listdir(carpeta)
+
+    for archivo in archivos:
+        # Comprobar si el archivo es una imagen
+        if archivo.endswith(('.jpg', '.jpeg', '.png', '.gif')):
+            ruta = os.path.join(carpeta, archivo)
+
+            # Abrir la imagen utilizando PIL
+            imagen = Image.open(ruta)
+
+            # Redimensionar la imagen
+            imagen_redimensionada = imagen.resize(nuevo_tamano)
+
+            # Guardar la imagen redimensionada (sobreescribe la original)
+            imagen_redimensionada.save(ruta)
+
+            print(f"La imagen {archivo} ha sido redimensionada.")
+
+# Ruta de la carpeta de imágenes
+ruta_carpeta = "./data/img"
+
+# Nuevo tamaño deseado para las imágenes (ancho, alto)
+nuevo_tamano = (960, 1280)
+
+# Llamar a la función para redimensionar las imágenes
+redimensionar_imagenes(ruta_carpeta, nuevo_tamano)
\ No newline at end of file
diff --git a/tranform.py b/tranform.py
new file mode 100644
index 0000000000000000000000000000000000000000..b0ba69e16c9dec3a35d9803ebab64074827651d3
--- /dev/null
+++ b/tranform.py
@@ -0,0 +1,20 @@
+import os
+import json
+import shutil
+from tqdm.notebook import tqdm
+lines = []
+images = []
+i = 1
+for ann in tqdm(os.listdir("./data/key")[0:31]):
+    i += 1
+    if ann != ".ipynb_checkpoints":
+        with open("./data/key/" + ann) as f:
+            data = json.load(f)
+        images.append(ann[:-4] + "jpg")
+        line = {"gt_parse": data}
+        lines.append(line)
+        with open("./ine-donut/train/metadata.jsonll", 'w') as f:
+            for i, gt_parse in enumerate(lines):
+                line = {"file_name": images[i], "ground_truth": json.dumps(gt_parse)}
+                f.write(json.dumps(line) + "\n")
+        shutil.copyfile("./data/img/" + images[i], "./ine-donut/train/" + images[i])