Idefics2-Patient Implementation

app.py

@@ -153,6 +153,43 @@ def load_embeddings(model, version, embedding_prefix, weight_factor):
                 "synthetic": pd.concat([df_seq, df_line, df_par, df_rot, df_zoom, df_render], ignore_index=True),
                 "pretrained": df_pretratrained}
     
+    elif model == "Idefics2-patient":
+        df_real = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_secret_britanico_{weight_factor}embeddings.csv")
+        df_par = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-paragraph-degradation-seq_{weight_factor}embeddings.csv")
+        df_line = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-line-degradation-seq_{weight_factor}embeddings.csv")
+        df_seq  = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-seq_{weight_factor}embeddings.csv")
+        df_rot  = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-rotation-degradation-seq_{weight_factor}embeddings.csv")
+        df_zoom = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-zoom-degradation-seq_{weight_factor}embeddings.csv")
+        df_render = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_es-render-seq_{weight_factor}embeddings.csv")
+        
+        # Cargar ambos subconjuntos pretrained y combinarlos
+        df_pretratrained_PDFA = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_aux_PDFA_{weight_factor}embeddings.csv")
+        df_pretratrained_IDL = pd.read_csv(f"data/idefics2/{version}/{embedding_prefix}/de_Rodrigo_merit_aux_IDL_{weight_factor}embeddings.csv")
+        df_pretratrained = pd.concat([df_pretratrained_PDFA, df_pretratrained_IDL], ignore_index=True)
+        
+        # Asignar etiquetas de versión
+        df_real["version"] = "real"
+        df_par["version"] = "synthetic"
+        df_line["version"] = "synthetic"
+        df_seq["version"] = "synthetic"
+        df_rot["version"] = "synthetic"
+        df_zoom["version"] = "synthetic"
+        df_render["version"] = "synthetic"
+        df_pretratrained["version"] = "pretrained"
+
+        # Asignar fuente (source)
+        df_par["source"] = "es-digital-paragraph-degradation-seq"
+        df_line["source"] = "es-digital-line-degradation-seq"
+        df_seq["source"] = "es-digital-seq"
+        df_rot["source"] = "es-digital-rotation-degradation-seq"
+        df_zoom["source"] = "es-digital-zoom-degradation-seq"
+        df_render["source"] = "es-render-seq"
+        df_pretratrained["source"] = "pretrained"
+
+        return {"real": df_real, 
+                "synthetic": pd.concat([df_seq, df_line, df_par, df_rot, df_zoom, df_render], ignore_index=True),
+                "pretrained": df_pretratrained}
+    
     elif model == "Paligemma":
         df_real = pd.read_csv(f"data/paligemma/{version}/{embedding_prefix}/de_Rodrigo_merit_secret_all_{weight_factor}embeddings.csv")
         df_par = pd.read_csv(f"data/paligemma/{version}/{embedding_prefix}/de_Rodrigo_merit_es-digital-paragraph-degradation-seq_{weight_factor}embeddings.csv")
@@ -1706,7 +1743,7 @@ def run_model(model_name):
 
 def main():
     config_style()
-    tabs = st.tabs(["Donut", "Idefics2" , "Paligemma", "Llava"])
+    tabs = st.tabs(["Donut", "Idefics2", "Idefics2-patient", "Paligemma", "Llava"])
     with tabs[0]:
         st.markdown('<h2 class="sub-title">Donut 🤗</h2>', unsafe_allow_html=True)
         run_model("Donut")
@@ -1714,9 +1751,12 @@ def main():
         st.markdown('<h2 class="sub-title">Idefics2 🤗</h2>', unsafe_allow_html=True)
         run_model("Idefics2")
     with tabs[2]:
+        st.markdown('<h2 class="sub-title">Idefics2-patient 🤗</h2>', unsafe_allow_html=True)
+        run_model("Idefics2-patient")
+    with tabs[3]:
         st.markdown('<h2 class="sub-title">Paligemma 🤗</h2>', unsafe_allow_html=True)
         run_model("Paligemma")
-    with tabs[3]:
+    with tabs[4]:
         st.markdown('<h2 class="sub-title">Llava 🤗</h2>', unsafe_allow_html=True)
         run_model("Llava")
 

data/heatmaps_idefics2-patient.csv

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