diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..e79f24b4ad453e7c4cb335dd8bc1e06a1f4a4e68 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text 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b/.streamlit/config.toml @@ -0,0 +1,14 @@ +[global] + +[server] +headless = true + +[client] +initialSidebarState = "expanded" + +[theme] +primaryColor="#c30f08" +backgroundColor="#ffffff" +secondaryBackgroundColor="#eceded" +textColor="#000000" +font="sans serif" \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..7980dd2f6a5bfe4b9188f281923cefefc7f3b6f2 --- /dev/null +++ b/README.md @@ -0,0 +1,13 @@ +--- +title: Development Banks Collaboration Analyzer +emoji: 🐢 +colorFrom: pink +colorTo: red +sdk: streamlit +sdk_version: 1.32.2 +app_file: app.py +pinned: true +license: mit +--- + +Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference diff --git a/__pycache__/app.cpython-310.pyc b/__pycache__/app.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..5e1ee40d2d45b05865af0e4a25d1981dd3e84422 Binary files /dev/null and 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+import numpy as np + +def calc_matches(filtered_df, project_df, similarity_matrix, top_x): + # matching project2 can be nay project + # indecies (rows) = project1 + # columns = project2 + # -> find matches + + # filter out all row considering the filter + filtered_df_indecies_list = filtered_df.index + project_df_indecies_list = project_df.index + + np.fill_diagonal(similarity_matrix, 0) + match_matrix = similarity_matrix[filtered_df_indecies_list, :][:, project_df_indecies_list] + + best_matches_list = np.argsort(match_matrix, axis=None) + + if len(best_matches_list) < top_x: + top_x = len(best_matches_list) + + # get row (project1) and column (project2) with highest similarity in filtered df + top_indices = np.unravel_index(best_matches_list[-top_x:], match_matrix.shape) + + # get the corresponding similarity values + top_values = match_matrix[top_indices] + + p1_df = filtered_df.iloc[top_indices[0]] + p1_df["similarity"] = top_values + p2_df = project_df.iloc[top_indices[1]] + p2_df["similarity"] = top_values + + return p1_df, p2_df + + + + diff --git a/functions/different_orga_filter.py b/functions/different_orga_filter.py new file mode 100644 index 0000000000000000000000000000000000000000..bec1c65bfb8fc32c65ed283289a9f363f24f57bd --- /dev/null +++ b/functions/different_orga_filter.py @@ -0,0 +1,12 @@ +import pandas as pd + +def different_orga_filter(df, orga): + # FILTER COUNTRY + country_filtered_df = pd.DataFrame() + for c in country_code_list: + c_df = df[df["country"].str.contains(c, na=False)] + country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False) + + df = country_filtered_df + + return country_filtered_df \ No newline at end of file diff --git a/functions/filter_single.py b/functions/filter_single.py new file mode 100644 index 0000000000000000000000000000000000000000..0487d4c85ac963c7e2045a9aaab1591336be3732 --- /dev/null +++ b/functions/filter_single.py @@ -0,0 +1,22 @@ +import pandas as pd +from functions.semantic_search import search + +def contains_code(crs_codes, code_list): + codes = str(crs_codes).split(';') + return any(code in code_list for code in codes) + +def filter_single(df, country_code_list, orga_code_list): + # FILTER COUNTRY + if country_code_list != []: + country_filtered_df = pd.DataFrame() + for c in country_code_list: + c_df = df[df["country"].str.contains(c, na=False)] + country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False) + + df = country_filtered_df + + # FILTER ORGANIZATION + if orga_code_list != []: + df = df[df['orga_abbreviation'].isin(orga_code_list)] + + return df \ No newline at end of file diff --git a/functions/same_country_filter.py b/functions/same_country_filter.py new file mode 100644 index 0000000000000000000000000000000000000000..d552b02ab860f671979e82bde85cbd349d14d6ad --- /dev/null +++ b/functions/same_country_filter.py @@ -0,0 +1,16 @@ +import pandas as pd +from functions.semantic_search import search + +def same_country_filter(df, country_code_list): + # FILTER COUNTRY + if country_code_list != []: + country_filtered_df = pd.DataFrame() + for c in country_code_list: + c_df = df[df["country"].str.contains(c, na=False)] + country_filtered_df = pd.concat([country_filtered_df, c_df], ignore_index=False) + + df = country_filtered_df + + return country_filtered_df + else: + return df \ No newline at end of file diff --git a/functions/semantic_search.py b/functions/semantic_search.py new file mode 100644 index 0000000000000000000000000000000000000000..ee752df03dbeb583b01014065f4b585b7ccda576 --- /dev/null +++ b/functions/semantic_search.py @@ -0,0 +1,27 @@ +import pickle +import faiss +import streamlit as st +from sentence_transformers import SentenceTransformer +import pandas as pd + +def search(query, model, embeddings, filtered_df, top_x=20): + + filtered_df_indecies_list = filtered_df.index + filtered_embeddings = embeddings[filtered_df_indecies_list] + + # Load or create FAISS index + dimension = filtered_embeddings.shape[1] + faiss_index = faiss.IndexFlatL2(dimension) + faiss_index.add(filtered_embeddings) + + # Convert query to embedding + query_embedding = model.encode([query])[0].reshape(1, -1) + + # Perform search + D, I = faiss_index.search(query_embedding, k=top_x) # Search for top x similar items + + # Extract the sentences corresponding to the top indices + #print(filtered_df.columns()) + top_indecies = [i for i in I[0]] + + return filtered_df.iloc[top_indecies] \ No newline at end of file diff --git a/functions/single_similar.py b/functions/single_similar.py new file mode 100644 index 0000000000000000000000000000000000000000..65e39be8c6f139368b0074271051a0b20e7c347c --- /dev/null +++ b/functions/single_similar.py @@ -0,0 +1,25 @@ +import pandas as pd +import numpy as np + +def find_similar(p_index, similarity_matrix, filtered_df, top_x): + + # filter out just projects from filtered df + filtered_indices = filtered_df.index.tolist() + + index_position_mapping = {position: index for position, index in enumerate(filtered_indices)} + + filtered_column_sim_matrix = similarity_matrix[:, filtered_indices] + + # filter out the row of the selected poject + project_row = filtered_column_sim_matrix[p_index] + sorted_indices = np.argsort(project_row) + top_10_indices_descending = sorted_indices[-10:][::-1] + #top_10_original_indices = [index_position_mapping[position] for position in top_10_indices_descending] + top_10_values_descending = project_row[top_10_indices_descending] + + result_df = filtered_df.iloc[top_10_indices_descending] + result_df["similarity"] = top_10_values_descending + + return result_df + + diff --git a/modules/__pycache__/crs_table.cpython-310.pyc b/modules/__pycache__/crs_table.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8a7761fc866209d591ff5ef316940760166c12fa Binary files /dev/null and b/modules/__pycache__/crs_table.cpython-310.pyc differ diff --git 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100644 index 0000000000000000000000000000000000000000..b1123ec64f2113861770c8cbd82b439ddd61db37 Binary files /dev/null and b/modules/__pycache__/similarity_table.cpython-310.pyc differ diff --git a/modules/multimatch_result_table.py b/modules/multimatch_result_table.py new file mode 100644 index 0000000000000000000000000000000000000000..ae9bc5b0c7250d3cc5a9fd6f18d77bbddeae55c8 --- /dev/null +++ b/modules/multimatch_result_table.py @@ -0,0 +1,134 @@ +import streamlit as st +import pandas as pd + +def show_multi_table(p1_df, p2_df): + st.write("------------------") + + p1_df = p1_df.reset_index(drop=True) + p2_df = p2_df.reset_index(drop=True) + + actual_ind = 0 + for i in range(len(p1_df) - 1, -1, -2): # stepsize because project matchs in both ways and it should only display a match one time + actual_ind += 1 + match_df = pd.DataFrame() + row_from_p1 = p1_df.iloc[[i]] + row_from_p2 = p2_df.iloc[[i]] + + # INTEGRATE IN PREPROCESSING !!! + # transform strings to list + try: + row_from_p1["crs_3_code_list"] = [row_from_p1['crs_3_name'].item().split(";")[:-1]] + row_from_p2["crs_3_code_list"] = [row_from_p2['crs_3_name'].item().split(";")[:-1]] + except: + row_from_p1["crs_3_code_list"] = [""] + row_from_p2["crs_3_code_list"] = [""] + + try: + row_from_p1["crs_5_code_list"] = [row_from_p1['crs_5_name'].item().split(";")[:-1]] + row_from_p2["crs_5_code_list"] = [row_from_p2['crs_5_name'].item().split(";")[:-1]] + except: + row_from_p1["crs_5_code_list"] = [""] + row_from_p2["crs_5_code_list"] = [""] + + row_from_p1["sdg_list"] = [row_from_p1['sgd_pred_code'].item()] + row_from_p2["sdg_list"] = [row_from_p2['sgd_pred_code'].item()] + + try: + row_from_p1["flag"] = f"https://flagicons.lipis.dev/flags/4x3/{row_from_p1['country'].item()[:2].lower()}.svg" + row_from_p2["flag"] = f"https://flagicons.lipis.dev/flags/4x3/{row_from_p2['country'].item()[:2].lower()}.svg" + except: + row_from_p1["flag"] = "https://flagicons.lipis.dev/flags/4x3/xx.svg" + row_from_p2["flag"] = "https://flagicons.lipis.dev/flags/4x3/xx.svg" + + #print(row_from_p1["flag"].item()) + + # Correctly append rows to match_df + #st.subheader(f"#{actual_ind}") + #st.caption(f"Similarity: {round(row_from_p1['similarity'].item(), 4) * 100}%") + match_df = pd.concat([row_from_p1, row_from_p2], ignore_index=True) + + col1, col2 = st.columns([1, 12]) + with col1: + + # remove arrow from standart st.metric() + st.write( + """ + + """, + unsafe_allow_html=True, + ) + + st.metric(label="Match", value=f"{actual_ind}", delta=f"~ {str(round(row_from_p1['similarity'].item(), 5) * 100)[:4]} %") + + with col2: + st.write(" ") + st.dataframe( + match_df[["iati_id", "title_main", "orga_abbreviation", "client", "description_main", "country_name", "flag", "sdg_list", "crs_3_code_list", "crs_5_code_list"]], + use_container_width = True, + height = 35 + 35 * len(match_df), + column_config={ + "iati_id": st.column_config.TextColumn( + "IATI ID", + help="IATI Project ID", + disabled=True, + width="small" + ), + "orga_abbreviation": st.column_config.TextColumn( + "Organization", + help="If description not in English, description in other language provided", + disabled=True, + width="small" + ), + "client": st.column_config.TextColumn( + "Client", + help="Client organization of customer", + disabled=True, + width="small" + ), + "title_main": st.column_config.TextColumn( + "Title", + help="If title not in English, title in other language provided", + disabled=True, + width="large" + ), + "description_main": st.column_config.TextColumn( + "Description", + help="If description not in English, description in other language provided", + disabled=True, + width="large" + ), + "country_name": st.column_config.TextColumn( + "Country", + help="Country of project", + disabled=True, + width="small" + ), + "flag": st.column_config.ImageColumn( + "Flag", + help="country flag", + width="small" + ), + "sdg_list": st.column_config.ListColumn( + "SDG Prediction", + help="Prediction of SDG's", + width="small" + ), + "crs_3_code_list": st.column_config.ListColumn( + "CRS 3", + help="CRS 3 code given by organization", + width="medium" + ), + "crs_5_code_list": st.column_config.ListColumn( + "CRS 5", + help="CRS 5 code given by organization", + width="medium" + ), + }, + hide_index=True, + ) + + st.write("------------------") \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index a97bc8978d218f0550719cd3e614eb3de605182d..a9bcffcd8e51f5ab853494fee78523b2368e633e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,4 +6,5 @@ scipy==1.12.0 faiss-cpu==1.8.0 faiss-gpu==1.7.2 sentence-transformers==2.5.1 -streamlit-aggrid==0.3.4. \ No newline at end of file +streamlit-aggrid==0.3.4. +psutil==5.9.0 \ No newline at end of file diff --git a/similarity_page.py b/similarity_page.py index 1e08ece37cfddb01bd47b8ed1616bc667e3491bc..92ef7901b393695fda00df35be40778df54717f5 100644 --- a/similarity_page.py +++ b/similarity_page.py @@ -17,15 +17,13 @@ from functions.filter_single import filter_single from functions.calc_matches import calc_matches from functions.same_country_filter import same_country_filter from functions.single_similar import find_similar -#import psutil +import psutil import os import gc -""" def get_process_memory(): process = psutil.Process(os.getpid()) return process.memory_info().rss / (1024 * 1024) -""" # Catch DATA # Load Similarity matrix diff --git a/src/codelists/country_codes_ISO3166-1alpha-2.csv b/src/codelists/country_codes_ISO3166-1alpha-2.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd5e56935195212053f2328b9bb096979f300b20 --- /dev/null +++ b/src/codelists/country_codes_ISO3166-1alpha-2.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ff1ad92034a4a593138fcbb7570ec5015c3c28a4476f95015a39d0bf257382a +size 13113 diff --git a/src/codelists/crs3_codes.csv b/src/codelists/crs3_codes.csv new file mode 100644 index 0000000000000000000000000000000000000000..2f4f78d53308f577bd878e3b55a027a75f7ad5e9 --- /dev/null +++ b/src/codelists/crs3_codes.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cfd7bf86baf7bbc54c880c098b89b803adfb060c2c9ba55ee976cc47c2be426a +size 3218 diff --git a/src/codelists/crs5_codes.csv b/src/codelists/crs5_codes.csv new file mode 100644 index 0000000000000000000000000000000000000000..babeada08d7a822e3a7eb59ece610959948cffc9 --- /dev/null +++ b/src/codelists/crs5_codes.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84a522ad573ad1866835cb24efc7984016ef17b9990ac2484345705ac82a0d80 +size 100133 diff --git a/src/codelists/flags/AC.png b/src/codelists/flags/AC.png new file mode 100644 index 0000000000000000000000000000000000000000..f69833dfba6bd8741811da9675366dd198187494 Binary files /dev/null and b/src/codelists/flags/AC.png differ diff --git a/src/codelists/flags/AD.png b/src/codelists/flags/AD.png new file mode 100644 index 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