diff --git a/.gitignore b/.gitignore
index 5f17cbf..3b7d2f2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,8 @@
+# Project-specific
+*code-workspace
+model_dir/
+*.egg-info
+
 # Compiled source #
 ###################
 *.com
diff --git a/README.md b/README.md
index 990cbeb..9fc9e12 100644
--- a/README.md
+++ b/README.md
@@ -35,7 +35,6 @@ You can find the POI type classification dataset in `spacegraph/data_collection/
 
 
 ### Code Usage
-This code is implemented in Python 2.7
 All codes about the POI type classification task are in `spacegraph/spacegraph_codebase/`.
 
 #### Location Modeling (See Section 5.1.1 and 5.1.2 in [our ICLR 2020 paper](https://openreview.net/forum?id=rJljdh4KDH))
@@ -78,6 +77,26 @@ Results:
   <img src="res_fig/context_modeling.png" alt="context_modeling" width="1000" />
 </p>
 
+### Training and testing on own data
+
+To simplify the usage on your own point data, we provide further example data in `geojson` format in the [data_collection](spacegraph/data_collection) folder. To train a model on your own data, it first needs to be converted to the same format as our [example data](spacegraph/data_collection/example_pois.geojson), specifically, you need a GeoDataFrame with a *projected* geometry, and with a column named `id`, and a variable number of columns named `poi_type_1`, `poi_type_2`, etc, containing the categories that each POI belongs to. Then, run the following steps:
+
+```
+cd spacegraph
+python data_collection/prepare_own_data.py  -d data_collection/example_pois.geojson 
+```
+Here, you can replace the -d argument with the path to your own data. The script preprocesses the data and dumps the preprocessed files in a new folder `data_collection/example_poi_data` (or specify the output directory with the -o flag)
+
+Then, use one of the bash scripts for training (global / relative / join), e.g.
+```
+sh global_train_example_pois.sh
+```
+Finally, we provide a [script](spacegraph/spacegraph_codebase/test.py) to use the trained model for generating embeddings of new points.
+Run the following line with the path to your test data and the path to the directory with your trained model (per default `spacegraph/model_dir/global_example_data`) 
+```
+python spacegraph_codebase/test.py [-h] [-d DATA_PATH] [-m MODEL_PATH]
+```
+
 ## Geo-Aware Fine-Grained Image Classification Task
 
 `geo_prior/` folder contains codes for recreating the evaluation results of the geo-aware fine-grained image classification task in [our ICLR 2020 paper](https://openreview.net/forum?id=rJljdh4KDH).
diff --git a/spacegraph/data_collection/example_pois.geojson b/spacegraph/data_collection/example_pois.geojson
new file mode 100644
index 0000000..fb77a21
--- /dev/null
+++ b/spacegraph/data_collection/example_pois.geojson
@@ -0,0 +1,10006 @@
+{
+"type": "FeatureCollection",
+"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:EPSG::32118" } },
+"features": [
+{ "type": "Feature", "properties": { "id": 42723103, "poi_type_1": "ferry_terminal", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 319168.614773580455221, 76148.769881106927642 ] } },
+{ "type": "Feature", "properties": { "id": 42736282, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 308103.263593384122942, 76814.190283374555293 ] } },
+{ "type": "Feature", "properties": { "id": 42840818, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 314298.337608574773185, 60300.281485884130234 ] } },
+{ "type": "Feature", "properties": { "id": 42841012, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 320982.6752063978347, 55758.110060919869284 ] } },
+{ "type": "Feature", "properties": { "id": 42969559, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 293787.92854744248325, 53004.203005524002947 ] } },
+{ "type": "Feature", "properties": { "id": 42969919, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 287192.843288746022154, 42726.569053056380653 ] } },
+{ "type": "Feature", "properties": { "id": 42969938, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 286030.759887692518532, 41963.629502425654209 ] } },
+{ "type": "Feature", "properties": { "id": 42969951, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 284928.575507634319365, 41531.587887240639247 ] } },
+{ "type": "Feature", "properties": { "id": 42969964, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 283737.605895096203312, 40758.052191232949554 ] } },
+{ "type": "Feature", "properties": { "id": 42969976, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 283047.791802408988588, 39868.748271648597438 ] } },
+{ "type": "Feature", "properties": { "id": 42970021, "poi_type_1": "station", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 281565.854409723717254, 39535.512395735437167 ] } },
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+{ "type": "Feature", "properties": { "id": 3737560400, "poi_type_1": "bar", "poi_type_2": "Nightlife" }, "geometry": { "type": "Point", "coordinates": [ 301581.646281065361109, 56442.769155061927449 ] } },
+{ "type": "Feature", "properties": { "id": 3737576845, "poi_type_1": "fast_food", "poi_type_2": "Dining" }, "geometry": { "type": "Point", "coordinates": [ 301615.174584268708713, 56506.741943053115392 ] } },
+{ "type": "Feature", "properties": { "id": 3738021109, "poi_type_1": "dentist", "poi_type_2": "Health and Medicine" }, "geometry": { "type": "Point", "coordinates": [ 298920.068542271212209, 59980.700972839724272 ] } },
+{ "type": "Feature", "properties": { "id": 3738715463, "poi_type_1": "fast_food", "poi_type_2": "Dining" }, "geometry": { "type": "Point", "coordinates": [ 298940.669819649949204, 59769.314337149371568 ] } },
+{ "type": "Feature", "properties": { "id": 3742684401, "poi_type_1": "fast_food", "poi_type_2": "Dining" }, "geometry": { "type": "Point", "coordinates": [ 298371.847329151991289, 70797.874073342056363 ] } },
+{ "type": "Feature", "properties": { "id": 3742972562, "poi_type_1": "convenience", "poi_type_2": "Retail" }, "geometry": { "type": "Point", "coordinates": [ 303297.571711602795403, 60539.680949309091375 ] } },
+{ "type": "Feature", "properties": { "id": 3742972563, "poi_type_1": "convenience", "poi_type_2": "Retail" }, "geometry": { "type": "Point", "coordinates": [ 303401.389014385989867, 60490.164983646303881 ] } },
+{ "type": "Feature", "properties": { "id": 3743011604, "poi_type_1": "community_centre", "poi_type_2": "Education" }, "geometry": { "type": "Point", "coordinates": [ 303413.668225513712969, 60424.933945154130924 ] } },
+{ "type": "Feature", "properties": { "id": 3743024926, "poi_type_1": "cafe", "poi_type_2": "Dining" }, "geometry": { "type": "Point", "coordinates": [ 303453.453619466628879, 60823.150465280785284 ] } },
+{ "type": "Feature", "properties": { "id": 3743284650, "poi_type_1": "ice_cream", "poi_type_2": "Coffee and Dessert" }, "geometry": { "type": "Point", "coordinates": [ 301070.708015789336059, 56884.92964340661274 ] } },
+{ "type": "Feature", "properties": { "id": 3743290030, "poi_type_1": "bar", "poi_type_2": "Nightlife" }, "geometry": { "type": "Point", "coordinates": [ 301111.991504888574127, 56863.755071965926618 ] } },
+{ "type": "Feature", "properties": { "id": 3748204825, "poi_type_1": "school", "poi_type_2": "Education" }, "geometry": { "type": "Point", "coordinates": [ 304593.404958077415358, 54280.212115497030027 ] } },
+{ "type": "Feature", "properties": { "id": 3755877563, "poi_type_1": "fuel", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 309601.385413290176075, 66946.025112510513281 ] } },
+{ "type": "Feature", "properties": { "id": 3755877566, "poi_type_1": "convenience", "poi_type_2": "Retail" }, "geometry": { "type": "Point", "coordinates": [ 309587.19426670082612, 66961.680593103417777 ] } },
+{ "type": "Feature", "properties": { "id": 3756231879, "poi_type_1": "fuel", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 309798.545576405595057, 66417.184161448196392 ] } },
+{ "type": "Feature", "properties": { "id": 3756231885, "poi_type_1": "fuel", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 309560.849524738732725, 66413.484128997894004 ] } },
+{ "type": "Feature", "properties": { "id": 3757752848, "poi_type_1": "university", "poi_type_2": "Education" }, "geometry": { "type": "Point", "coordinates": [ 283227.282763736671768, 76774.142476000008173 ] } },
+{ "type": "Feature", "properties": { "id": 3757804483, "poi_type_1": "university", "poi_type_2": "Education" }, "geometry": { "type": "Point", "coordinates": [ 283285.291379769158084, 76824.422404364057002 ] } },
+{ "type": "Feature", "properties": { "id": 3762043369, "poi_type_1": "social_facility", "poi_type_2": "Education" }, "geometry": { "type": "Point", "coordinates": [ 305344.158214766473975, 69864.272779031889513 ] } },
+{ "type": "Feature", "properties": { "id": 3762148464, "poi_type_1": "taxi", "poi_type_2": "Travel and Transportation" }, "geometry": { "type": "Point", "coordinates": [ 293654.604285771085415, 66097.396382287784945 ] } },
+{ "type": "Feature", "properties": { "id": 3763236414, "poi_type_1": "bakery", "poi_type_2": "Coffee and Dessert" }, "geometry": { "type": "Point", "coordinates": [ 305443.135415995842777, 63981.979506088086055 ] } }
+]
+}
diff --git a/spacegraph/data_collection/prepare_own_data.py b/spacegraph/data_collection/prepare_own_data.py
new file mode 100644
index 0000000..95cd9d2
--- /dev/null
+++ b/spacegraph/data_collection/prepare_own_data.py
@@ -0,0 +1,154 @@
+import argparse
+import os
+import json
+import pickle
+import numpy as np
+import geopandas as gpd
+from sklearn.metrics import pairwise_distances
+from collections import defaultdict
+
+from sklearn.neighbors import BallTree
+
+
+def get_nearest(src_points, candidates, k_neighbors=10, remove_first=True):
+    """Find nearest neighbors for all source points from a set of candidate points"""
+    # Create tree from the candidate points
+    tree = BallTree(candidates, leaf_size=15, metric="euclidean")
+    # Find closest points and distances
+    distances, indices = tree.query(
+        src_points, k=k_neighbors + int(remove_first)
+    )
+    # Return indices and distances
+    return (indices[:, remove_first:], distances[:, remove_first:])
+
+
+def get_ordered_unique(arr):
+    set_new, elems_new = set(), []
+    for elem in arr:
+        if elem not in set_new:
+            set_new.add(elem)
+            elems_new.append(elem)
+    return elems_new
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "-d",
+        "--data_path",
+        default="data_collection/example_pois.geojson",
+        type=str
+    )
+    parser.add_argument("-p", "--positive_samples", default=10, type=int)
+    parser.add_argument(
+        "-o",
+        "--out_path",
+        default="data_collection/example_poi_data",
+        type=str
+    )
+    args = parser.parse_args()
+
+    out_path = args.out_path
+    os.makedirs(out_path, exist_ok=True)
+    nr_neighbors = args.positive_samples
+
+    # LOAD data
+    poi = gpd.read_file(args.data_path)
+    mapping_prev_ids = {
+        i: int(old_id)
+        for i, old_id in enumerate(poi["id"].values)
+    }
+    with open(os.path.join(out_path, "poi_id_mapping.json"), "w") as outfile:
+        json.dump(mapping_prev_ids, outfile)
+    print("Saved mapping from old IDs to new IDs")
+    poi["id"] = np.arange(len(poi))
+    poi.set_index("id", inplace=True)
+
+    # PART 1: POI types
+    # add the main categories:
+    poi_type_cols = [col for col in poi if col.startswith("poi_type_")]
+    all_types = set()
+    for poi_col in poi_type_cols:
+        for elem in poi[poi_col].unique():
+            all_types.add(elem)
+    poi_id_mapping = {elem: i for i, elem in enumerate(list(all_types))}
+    # reversed
+    id_poi_mapping = {str(i): elem for elem, i in poi_id_mapping.items()}
+
+    # SAVE the poi types
+    with open(os.path.join(out_path, "poi_type.json"), "w") as outfile:
+        json.dump(id_poi_mapping, outfile)
+    print("Saved POI types")
+
+    # PART 2: POI list with categories
+    # update table
+    for col in poi_type_cols:
+        # transfer into numerical category IDs
+        poi[col] = poi[col].map(poi_id_mapping)
+    # train test splot
+    rand_perm = np.random.permutation(len(poi))
+    train_cutoff = int(len(poi) * 0.8)
+    val_cutoff = int(len(poi) * 0.9)
+    split_label_arr = np.array(["training"
+                                for _ in range(len(poi))]).astype(str)
+    split_label_arr[rand_perm[train_cutoff:val_cutoff]] = "validation"
+    split_label_arr[rand_perm[val_cutoff:]] = "test"
+    poi["split"] = split_label_arr
+    poi.loc[poi["split"] == "validati", "split"] = "validation"
+    # convert table into tuple
+    my_poi_data = []
+    for elem_id, row in poi.iterrows():
+        this_tuple = (
+            elem_id,
+            (row["geometry"].x, row["geometry"].y),
+            tuple([row[poi_type] for poi_type in poi_type_cols]),
+            row["split"],
+        )
+        my_poi_data.append(this_tuple)
+    number_of_pois = len(id_poi_mapping)
+
+    # Save the poi data with the categories
+    with open(os.path.join(out_path, "pointset.pkl"), "wb") as outfile:
+        pickle.dump((number_of_pois, my_poi_data), outfile)
+    print("Saved POI-label data")
+
+    # PART 3: sample the spatially closest
+    coord_arr = np.swapaxes(
+        np.vstack([poi["geometry"].x.values, poi["geometry"].y.values]), 1, 0
+    )
+    closest, distance_of_closest = get_nearest(
+        coord_arr, coord_arr, k_neighbors=nr_neighbors
+    )
+    print("Finished positive sampling")
+
+    # convert index
+    poi_id_list = list(poi.index)
+    poi_id_array = np.array(poi_id_list)
+    poi_id_set = set(poi_id_list)
+
+    # Negative sampling:
+    all_tuples = []
+    for counter, positive_sampled_index in enumerate(closest):
+        elem_id = poi_id_list[counter]
+        positive_sampled = poi_id_array[positive_sampled_index]
+        leftover = list(poi_id_set - set([elem_id] + list(positive_sampled)))
+        negative_sampled = list(np.random.choice(leftover, nr_neighbors))
+
+        mode = poi.loc[elem_id, "split"]
+        all_tuples.append(
+            (
+                elem_id, tuple(positive_sampled), mode, negative_sampled,
+                distance_of_closest[counter]
+            )
+        )
+    print("Finisher negative sampling")
+
+    for mode in ["training", "validation", "test"]:
+        out_tuple = [
+            the_tuple for the_tuple in all_tuples if the_tuple[2] == mode
+        ]
+        with open(
+            os.path.join(out_path, f"neighborgraphs_{mode}.pkl"), "wb"
+        ) as outfile:
+            pickle.dump(out_tuple, outfile)
+        print("Saved graph data", mode)
diff --git a/spacegraph/global_train_example_pois.sh b/spacegraph/global_train_example_pois.sh
new file mode 100644
index 0000000..173a896
--- /dev/null
+++ b/spacegraph/global_train_example_pois.sh
@@ -0,0 +1,54 @@
+python -m spacegraph_codebase.Place2Vec.train \
+  --data_dir  data_collection/example_poi_data/\
+  --model_dir ./model_dir/global_example_data/ \
+  --log_dir ./model_dir/global_example_data/ \
+  --num_context_sample 10 \
+  --embed_dim 32 \
+  --dropout 0.5 \
+  --enc_agg mean \
+  --model_type global \
+  --num_rbf_anchor_pts 0 \
+  --spa_enc theory \
+  --spa_embed_dim 64 \
+  --freq 16 \
+  --max_radius 10000 \
+  --min_radius 100 \
+  --spa_f_act sigmoid \
+  --freq_init geometric \
+  --spa_enc_use_layn F \
+  --spa_enc_use_postmat T \
+  --g_spa_enc theory \
+  --g_spa_embed_dim 64 \
+  --g_freq 32 \
+  --g_max_radius 40000 \
+  --g_min_radius 50 \
+  --g_spa_f_act relu \
+  --g_freq_init geometric \
+  --g_spa_enc_use_layn T \
+  --g_spa_enc_use_postmat T \
+  --num_hidden_layer 1 \
+  --hidden_dim 512 \
+  --use_layn T \
+  --skip_connection T \
+  --use_dec T \
+  --init_decoder_atten_type concat \
+  --init_decoder_atten_act leakyrelu \
+  --init_decoder_atten_f_act sigmoid \
+  --init_decoder_atten_num 1 \
+  --init_decoder_use_layn T \
+  --init_decoder_use_postmat T \
+  --decoder_atten_type concat \
+  --decoder_atten_act leakyrelu \
+  --decoder_atten_f_act sigmoid \
+  --decoder_atten_num 1 \
+  --decoder_use_layn T \
+  --decoder_use_postmat T \
+  --join_dec_type max \
+  --act sigmoid \
+  --opt adam \
+  --lr 0.001 \
+  --max_iter 5000 \
+  --batch_size 512 \
+  --log_every 50 \
+  --val_every 50 \
+  # --load_model
\ No newline at end of file
diff --git a/spacegraph/requirements.txt b/spacegraph/requirements.txt
index 931e18a..6db93bb 100644
--- a/spacegraph/requirements.txt
+++ b/spacegraph/requirements.txt
@@ -1,7 +1,6 @@
-numpy==1.16.4
-matplotlib==2.2.4
-torch==1.0.1
-sklearn==0.20.3
-pyproj==2.2.2
-pandas==0.24.2
-scipy==1.2.1
+numpy>=1.16.4
+matplotlib>=2.2.4
+torch>=1.0.1
+pyproj>=2.2.2
+pandas>=0.24.2
+scipy>=1.2.1
diff --git a/spacegraph/spacegraph_codebase/Place2Vec/cur_data_utils.py b/spacegraph/spacegraph_codebase/Place2Vec/cur_data_utils.py
index abbab2d..0a6af01 100644
--- a/spacegraph/spacegraph_codebase/Place2Vec/cur_data_utils.py
+++ b/spacegraph/spacegraph_codebase/Place2Vec/cur_data_utils.py
@@ -1,5 +1,5 @@
 import os
-import cPickle as pickle
+import pickle
 import torch
 from collections import OrderedDict, defaultdict
 from multiprocessing import Process
@@ -18,7 +18,7 @@ def load_pointset(data_dir, point_data_path = "/pointset.pkl", num_feature_sampl
         num_feature_sample: each POI have different num of POI Type, we resample a fix number of POI Types for each POI
         embed_dim: embedding dimention
     '''
-    num_poi_type, point_list = pickle.load(open(data_dir+point_data_path, "rb"))
+    num_poi_type, point_list = pickle.load(open(data_dir+point_data_path, "rb"), encoding='latin1')
 
     feature_dim = embed_dim
     feature_embedding = torch.nn.Embedding(num_poi_type, embed_dim)
diff --git a/spacegraph/spacegraph_codebase/Place2Vec/data_utils.py b/spacegraph/spacegraph_codebase/Place2Vec/data_utils.py
index 8a21bca..d757cb3 100644
--- a/spacegraph/spacegraph_codebase/Place2Vec/data_utils.py
+++ b/spacegraph/spacegraph_codebase/Place2Vec/data_utils.py
@@ -1,5 +1,5 @@
 import os
-import cPickle as pickle
+import pickle
 import torch
 from collections import OrderedDict, defaultdict
 from multiprocessing import Process
@@ -18,7 +18,7 @@ def load_pointset(data_dir, point_data_path = "/pointset.pkl", num_feature_sampl
         num_feature_sample: each POI have different num of POI Type, we resample a fix number of POI Types for each POI
         embed_dim: embedding dimention
     '''
-    num_poi_type, point_list = pickle.load(open(data_dir+point_data_path, "rb"))
+    num_poi_type, point_list = pickle.load(open(data_dir+point_data_path, "rb"), encoding="latin-1")
 
     feature_dim = embed_dim
     feature_embedding = torch.nn.Embedding(num_poi_type, embed_dim)
diff --git a/spacegraph/spacegraph_codebase/Place2Vec/train.py b/spacegraph/spacegraph_codebase/Place2Vec/train.py
index d0a06c1..9f3f7c6 100644
--- a/spacegraph/spacegraph_codebase/Place2Vec/train.py
+++ b/spacegraph/spacegraph_codebase/Place2Vec/train.py
@@ -38,17 +38,26 @@
 if args.cuda:
     pointset.feature_embed_lookup = cudify(feature_embedding)
 
+# make model directory
+os.makedirs(args.model_dir, exist_ok=True)
 
 # build NN model
 trainer = Trainer(args, pointset, train_ng_list, val_ng_list, test_ng_list, feature_embedding, console = True)
 
-trainer.logger.info("All argusment:")
+trainer.logger.info("All arguments:")
 for arg in vars(args):
     trainer.logger.info("{}: {}".format(arg, getattr(args, arg)))
 
 # load model
 if args.load_model:
-	trainer.load_model()
+    trainer.logger.info("LOADING MODEL")
+    trainer.load_model()
+
+# Save parameters
+config = vars(args)
+with open(os.path.join(args.model_dir, "config.json"), "w") as outfile:
+    json.dump(config, outfile)
 
 # train NN model
-trainer.train()
\ No newline at end of file
+trainer.train()
+# trainer.eval_model()
\ No newline at end of file
diff --git a/spacegraph/spacegraph_codebase/data.py b/spacegraph/spacegraph_codebase/data.py
index 9932167..f6677b3 100644
--- a/spacegraph/spacegraph_codebase/data.py
+++ b/spacegraph/spacegraph_codebase/data.py
@@ -2,7 +2,6 @@
 import random
 import numpy as np
 import re
-from sets import Set
 
 def _random_sampling(item_tuple, num_sample):
     '''
@@ -129,9 +128,9 @@ def __init__(self, point_list, num_feature_type, feature_embed_lookup,
 
         self.pt_dict = defaultdict()
         self.pt_mode = defaultdict()
-        self.pt_mode["training"] = Set()
-        self.pt_mode["validation"] = Set()
-        self.pt_mode["test"] = Set()
+        self.pt_mode["training"] = set()
+        self.pt_mode["validation"] = set()
+        self.pt_mode["test"] = set()
         
         _, _, features, _ = point_list[0]
         init_num_feature = len(features)
@@ -204,7 +203,7 @@ def get_negative_point_sample(self, neighbor_tuple, neg_sample_num):
             a list of negative samples id
         '''
         data_mode = neighbor_tuple[2]
-        pt_list = list(self.pt_mode[data_mode]-Set([neighbor_tuple[0]]+list(neighbor_tuple[1])))
+        pt_list = list(self.pt_mode[data_mode]-set([neighbor_tuple[0]]+list(neighbor_tuple[1])))
         if len(pt_list) >= neg_sample_num:
             return list(np.random.choice(pt_list, neg_sample_num, replace=False))
         else:
diff --git a/spacegraph/spacegraph_codebase/data_utils.py b/spacegraph/spacegraph_codebase/data_utils.py
index cbe5240..574d274 100644
--- a/spacegraph/spacegraph_codebase/data_utils.py
+++ b/spacegraph/spacegraph_codebase/data_utils.py
@@ -1,4 +1,4 @@
-import cPickle as pickle
+import pickle
 import torch
 from collections import OrderedDict, defaultdict
 import random
@@ -8,9 +8,8 @@
 
 from spacegraph_codebase.data import PointSet, NeighborGraph, Point 
 
-
 def load_ng(data_file):
-    raw_info = pickle.load(open(data_file, "rb"))
+    raw_info = pickle.load(open(data_file, "rb"), encoding='latin1')
     return [NeighborGraph.deserialize(info) for info in raw_info]
 
 
diff --git a/spacegraph/spacegraph_codebase/decoder.py b/spacegraph/spacegraph_codebase/decoder.py
index aa53c58..31dd6c2 100644
--- a/spacegraph/spacegraph_codebase/decoder.py
+++ b/spacegraph/spacegraph_codebase/decoder.py
@@ -486,6 +486,6 @@ def forward(self, context_feature_embeds, spa_feature_embeds):
                 # so we need to check the result type
                 aggs = aggs[0]
 
-        embeds = self.f_act(self.dropout(self.post_linear(aggs)))
+        embeds = self.f_act(self.dropout(self.post_linear(aggs.values)))
         return embeds
 
diff --git a/spacegraph/spacegraph_codebase/encoder.py b/spacegraph/spacegraph_codebase/encoder.py
index cca226b..1f5ab08 100644
--- a/spacegraph/spacegraph_codebase/encoder.py
+++ b/spacegraph/spacegraph_codebase/encoder.py
@@ -1,5 +1,3 @@
-from sets import Set
-
 import torch
 import torch.nn as nn
 from torch.nn import init
diff --git a/spacegraph/spacegraph_codebase/model.py b/spacegraph/spacegraph_codebase/model.py
index 729d173..f70027b 100644
--- a/spacegraph/spacegraph_codebase/model.py
+++ b/spacegraph/spacegraph_codebase/model.py
@@ -4,7 +4,6 @@
 import torch.nn.functional as F
 
 import os
-import cPickle as pickle
 from collections import OrderedDict, defaultdict
 import random
 import json
@@ -54,13 +53,24 @@ def forward(self, ng_list, do_full_eval = True):
             neg_embeds: the N negative sampled center points feature embedding
                     shape (batch_size, num_neg_sample, embed_dim)
         '''
-        # random sample each context points in NeighborGraph()
-        self.sample_context_pts(ng_list)
-
         if do_full_eval == False:
             # random sample each context points in NeighborGraph()
             self.sample_neg_pts(ng_list)
 
+        center_pred_embed = self.predict(ng_list)
+
+        # center_embed: shape (batch_size, embed_dim)
+        center_embed = self.get_center_pt_embed(ng_list)
+
+        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
+        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
+
+        return center_pred_embed, center_embed, neg_embeds
+    
+    def predict(self, ng_list):
+        # random sample each context points in NeighborGraph()
+        self.sample_context_pts(ng_list)
+
         if self.spa_enc != None:
             # get all context-center point (deltaX, deltaY) list
             # coords: shape (batch_size, num_context_sample, 2)
@@ -82,14 +92,7 @@ def forward(self, ng_list, do_full_eval = True):
             center_pred_embed = self.dec(key_embeds, key_spa_embeds, query_embed = init_query_embed)
         else:
             center_pred_embed = init_query_embed
-
-        # center_embed: shape (batch_size, embed_dim)
-        center_embed = self.get_center_pt_embed(ng_list)
-
-        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
-        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
-
-        return center_pred_embed, center_embed, neg_embeds
+        return center_pred_embed
 
     def get_batch_scores(self, ng_list, do_full_eval = True):
         '''
@@ -262,13 +265,26 @@ def forward(self, ng_list, do_full_eval = True):
             neg_embeds: the N negative sampled center points feature embedding
                     shape (batch_size, num_neg_sample, embed_dim)
         '''
-        # random sample each context points in NeighborGraph()
-        self.sample_context_pts(ng_list)
-
         if do_full_eval == False:
             # random sample each context points in NeighborGraph()
             self.sample_neg_pts(ng_list)
 
+        center_pred_embed = self.predict(ng_list)
+
+        # 2. get the true center embedding
+        # center_embed: shape (batch_size, embed_dim)
+        center_embed = self.get_center_pt_embed(ng_list)
+
+        # 3. get the true negative embedding
+        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
+        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
+
+        return center_pred_embed, center_embed, neg_embeds
+
+    def predict(self, ng_list):
+        # random sample each context points in NeighborGraph()
+        self.sample_context_pts(ng_list)
+
         # 1. predict the center pt feature embedding from context points
         if self.spa_enc != None:
             # get all context-center point (deltaX, deltaY) list
@@ -302,21 +318,7 @@ def forward(self, ng_list, do_full_eval = True):
             center_pred_embed = self.dec(key_embeds, key_spa_embeds, center_g_spa_embeds, query_embed = init_query_embed)
         else:
             center_pred_embed = init_query_embed
-
-        
-        
-
-
-
-        # 2. get the true center embedding
-        # center_embed: shape (batch_size, embed_dim)
-        center_embed = self.get_center_pt_embed(ng_list)
-
-        # 3. get the true negative embedding
-        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
-        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
-
-        return center_pred_embed, center_embed, neg_embeds
+        return center_pred_embed
 
     def get_batch_scores(self, ng_list, do_full_eval = True):
         '''
@@ -512,14 +514,7 @@ def forward(self, ng_list, do_full_eval = True):
             # random sample each context points in NeighborGraph()
             self.sample_neg_pts(ng_list)
 
-        # coords: shape (batch_size, 1, 2)
-        coords = self.get_center_pt_spa_coords(ng_list)
-        # center_g_spa_embeds: shape (batch_size, 1, g_spa_embed_dim)
-        center_g_spa_embeds = self.g_spa_enc(coords)
-        # center_g_spa_embeds: shape (batch_size, g_spa_embed_dim)
-        center_g_spa_embeds = center_g_spa_embeds.squeeze(1)
-        # center_pred_embed: shape (batch_size, embed_dim)
-        center_pred_embed = self.g_spa_dec(center_g_spa_embeds)
+        center_pred_embed = self.predict(ng_list)
 
         # center_embed: shape (batch_size, embed_dim)
         center_embed = self.get_center_pt_embed(ng_list)
@@ -529,6 +524,16 @@ def forward(self, ng_list, do_full_eval = True):
 
         return center_pred_embed, center_embed, neg_embeds
 
+    def predict(self, ng_list):
+        coords = self.get_center_pt_spa_coords(ng_list)
+        # center_g_spa_embeds: shape (batch_size, 1, g_spa_embed_dim)
+        center_g_spa_embeds = self.g_spa_enc(coords)
+        # center_g_spa_embeds: shape (batch_size, g_spa_embed_dim)
+        center_g_spa_embeds = center_g_spa_embeds.squeeze(1)
+        # center_pred_embed: shape (batch_size, embed_dim)
+        center_pred_embed = self.g_spa_dec(center_g_spa_embeds)
+        return center_pred_embed
+
     def get_pred_embed_from_coords(self, coords):
         '''
         Args:
@@ -694,13 +699,26 @@ def forward(self, ng_list, do_full_eval = True):
             neg_embeds: the N negative sampled center points feature embedding
                     shape (batch_size, num_neg_sample, embed_dim)
         '''
-        # random sample each context points in NeighborGraph()
-        self.sample_context_pts(ng_list)
-
         if do_full_eval == False:
             # random sample each context points in NeighborGraph()
             self.sample_neg_pts(ng_list)
 
+        center_pred_embed = self.predict(ng_list)
+
+        # 4. get the true center embedding
+        # center_embed: shape (batch_size, embed_dim)
+        center_embed = self.get_center_pt_embed(ng_list)
+
+        # 5. get the true negative embedding
+        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
+        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
+
+        return center_pred_embed, center_embed, neg_embeds
+
+    def predict(self, ng_list):
+        # random sample each context points in NeighborGraph()
+        self.sample_context_pts(ng_list)
+
         # 1. predict the center pt feature embedding from context points
         if self.spa_enc != None:
             # get all context-center point (deltaX, deltaY) list
@@ -738,16 +756,7 @@ def forward(self, ng_list, do_full_eval = True):
         # 3. Given the predict center embedding from context, and the center position embedding
         # predict final feature embedding
         center_pred_embed = self.joint_dec(center_pred_embed_1, center_pred_embed_2)
-
-        # 4. get the true center embedding
-        # center_embed: shape (batch_size, embed_dim)
-        center_embed = self.get_center_pt_embed(ng_list)
-
-        # 5. get the true negative embedding
-        # neg_embeds: shape (batch_size, num_neg_sample, embed_dim)
-        neg_embeds = self.get_neg_pt_embed(ng_list, do_full_eval)
-
-        return center_pred_embed, center_embed, neg_embeds
+        return center_pred_embed
 
     def get_batch_scores(self, ng_list, do_full_eval = True):
         '''
diff --git a/spacegraph/spacegraph_codebase/test.py b/spacegraph/spacegraph_codebase/test.py
new file mode 100644
index 0000000..680ac66
--- /dev/null
+++ b/spacegraph/spacegraph_codebase/test.py
@@ -0,0 +1,87 @@
+import argparse
+import os
+import json
+import pickle
+import numpy as np
+import torch
+from argparse import Namespace
+
+from spacegraph_codebase.Place2Vec.cur_data_utils import load_pointset
+from spacegraph_codebase.trainer import make_enc_dec, make_args_combine
+from spacegraph_codebase.utils import *
+from spacegraph_codebase.data import NeighborGraph
+from spacegraph_codebase.data import PointSet
+
+
+def embed_points(model_dir, neighborgraphs, point_list, num_poi_type):
+    # load config and model
+    with open(os.path.join(model_dir, "config.json"), "r") as infile:
+        config = json.load(infile)
+    config["load_model"] = True
+    args = Namespace(**config)
+
+    feature_embed_lookup = init_feature_embedding(args.embed_dim, num_poi_type)
+
+    test_ng_list = [NeighborGraph.deserialize(info) for info in neighborgraphs]
+    pointset = PointSet(
+        point_list,
+        num_poi_type,
+        feature_embed_lookup,
+        10,
+        "TYPE",
+        args.embed_dim,
+        do_feature_sampling=False
+    )
+    enc_dec = make_enc_dec(args, pointset=pointset, feature_embedding=None)
+    enc_dec.load_state_dict(
+        torch.load(
+            os.path.join(model_dir + str(make_args_combine(args)) + ".pth")
+        )
+    )
+    enc_dec.eval()
+    final_embedding = enc_dec.predict(test_ng_list)
+    return final_embedding
+
+
+def init_feature_embedding(embed_dim, num_poi_type):
+    feature_embedding = torch.nn.Embedding(num_poi_type, embed_dim)
+    feature_embedding.weight.data.normal_(0, 1. / embed_dim)
+
+    # The POI Type embedding lookup function, given a list of POI type id,
+    # get their embedding
+    feature_embed_lookup = lambda pt_types: feature_embedding(
+        torch.autograd.Variable(torch.LongTensor(pt_types))
+    )
+    return feature_embed_lookup
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "-d",
+        "--data_path",
+        default="data_collection/example_poi_data",
+        type=str
+    )
+    parser.add_argument(
+        "-m",
+        "--model_path",
+        default="model_dir/global_example_data",
+        type=str
+    )
+    args = parser.parse_args()
+
+    model_dir = args.model_path
+    data_dir = args.data_path
+
+    neighborgraphs = pickle.load(
+        open(os.path.join(data_dir, "neighborgraphs_test.pkl"), "rb"),
+        encoding='latin1'
+    )
+    num_poi_type, point_list = pickle.load(
+        open(os.path.join(data_dir, "pointset.pkl"), "rb"), encoding='latin1'
+    )
+    final_embedding = embed_points(
+        model_dir, neighborgraphs, point_list, num_poi_type
+    )
+    print("Output is your embedding with shape", final_embedding.shape)
diff --git a/spacegraph/spacegraph_codebase/train_helper.py b/spacegraph/spacegraph_codebase/train_helper.py
index 4f6aafe..f3a713c 100644
--- a/spacegraph/spacegraph_codebase/train_helper.py
+++ b/spacegraph/spacegraph_codebase/train_helper.py
@@ -6,7 +6,6 @@
 import random
 import numpy as np
 from collections import defaultdict
-from sets import Set
 
 from spacegraph_codebase.model import NeighGraphEncoderDecoder
 
@@ -92,7 +91,7 @@ def run_eval_per_type(model, pointset, ng_list, iteration, logger, typeid2root =
     for i, ng in enumerate(ng_list):
         type_list = list(pointset.pt_dict[ng.center_pt].features)
         if typeid2root is not None:
-            type_list = list(Set([typeid2root[typeid] for typeid in type_list]))
+            type_list = list(set([typeid2root[typeid] for typeid in type_list]))
         for pt_type in type_list:
             if pt_type not in type2rank:
                 type2rank[pt_type] = []
@@ -164,11 +163,6 @@ def get_batch_ranks(model, ng_list, do_full_eval = True):
         neg = np.random.randn(batch_size, num_neg_sample)
         scores = np.concatenate((pos, neg), axis=1)
 
-
-    
-
-    
-
     batch_size, num_pt = scores.shape
 
     # argsort(): sort the dot product scores for each prediction list, then each rank position is their original index
@@ -192,7 +186,7 @@ def run_train(model, optimizer, train_ng_list, val_ng_list, test_ng_list, logger
 
     if model is not None:
         random.shuffle(train_ng_list)
-        for i in xrange(max_iter):
+        for i in range(max_iter):
             # switch to training mode
             model.train()
             optimizer.zero_grad()
diff --git a/spacegraph/spacegraph_codebase/trainer.py b/spacegraph/spacegraph_codebase/trainer.py
index b9b85ca..41607c2 100644
--- a/spacegraph/spacegraph_codebase/trainer.py
+++ b/spacegraph/spacegraph_codebase/trainer.py
@@ -2,7 +2,7 @@
 from spacegraph_codebase.utils import *
 from torch import optim
 from spacegraph_codebase.train_helper import run_train, run_eval, run_eval_per_type, run_joint_train
-
+from spacegraph_codebase.Place2Vec.cur_data_utils import load_pointset
 
 def make_args_parser():
     parser = ArgumentParser()
@@ -240,6 +240,136 @@ def make_args_combine(args):
     return args_combine
 
 
+def make_enc_dec(args, pointset=None, feature_embedding= None):
+    # make feature encoder
+    enc = get_encoder(pointset.feature_embed_lookup, feature_embedding, pointset, args.enc_agg)
+
+    if args.model_type == "relative" or args.model_type == "join" or args.model_type == "together":
+        # make relative space encoder
+        spa_enc = get_spa_encoder(
+            args,
+            model_type = args.model_type,
+            spa_enc_type=args.spa_enc, 
+            pointset = pointset,
+            spa_embed_dim=args.spa_embed_dim, 
+            coord_dim = 2, 
+            num_rbf_anchor_pts = args.num_rbf_anchor_pts,
+            rbf_kernal_size = args.rbf_kernal_size,
+            frequency_num = args.freq, 
+            max_radius = args.max_radius,
+            min_radius = args.min_radius,
+            f_act = args.spa_f_act,
+            freq_init = args.freq_init,
+            use_postmat=args.spa_enc_use_postmat)
+#                                 dropout = args.dropout,
+#                                 num_hidden_layer = args.num_hidden_layer, 
+#                                 hidden_dim = args.hidden_dim, 
+#                                 use_layn = args.use_layn, 
+#                                 skip_connection = args.skip_connection)
+    else:
+        spa_enc = None
+
+    if args.model_type == "global" or args.model_type == "join" or args.model_type == "together":
+        # make global space encoder
+        g_spa_enc = get_spa_encoder(
+            args,
+            model_type = args.model_type,
+            spa_enc_type=args.g_spa_enc, 
+            pointset = pointset,
+            spa_embed_dim=args.g_spa_embed_dim, 
+            coord_dim = 2, 
+            num_rbf_anchor_pts = args.num_rbf_anchor_pts,
+            rbf_kernal_size = args.rbf_kernal_size,
+            frequency_num = args.g_freq, 
+            max_radius = args.g_max_radius,
+            min_radius = args.g_min_radius,
+            f_act = args.g_spa_f_act,
+            freq_init = args.g_freq_init,
+            use_postmat=args.g_spa_enc_use_postmat)
+#                                 dropout = args.dropout,
+#                                 num_hidden_layer = args.num_hidden_layer, 
+#                                 hidden_dim = args.hidden_dim, 
+#                                 use_layn = args.use_layn, 
+#                                 skip_connection = args.skip_connection)
+    else:
+        g_spa_enc = None
+
+    # make decoder
+    if args.model_type == "relative" or args.model_type == "join" or args.model_type == "together":
+
+        # make query embedding initial decoder
+        init_dec = get_context_decoder(dec_type=args.init_decoder_atten_type, 
+                            query_dim=args.embed_dim, 
+                            key_dim=args.embed_dim, 
+                            spa_embed_dim=args.spa_embed_dim, 
+                            g_spa_embed_dim=args.g_spa_embed_dim,
+                            have_query_embed = False, 
+                            num_attn = args.init_decoder_atten_num, 
+                            activation = args.init_decoder_atten_act, 
+                            f_activation = args.init_decoder_atten_f_act, 
+                            layn = args.init_decoder_use_layn, 
+                            use_postmat = args.init_decoder_use_postmat,
+                            dropout = args.dropout)
+
+        if args.use_dec == "T":
+            # make decoder
+            dec = get_context_decoder(dec_type=args.decoder_atten_type, 
+                                query_dim=args.embed_dim, 
+                                key_dim=args.embed_dim, 
+                                spa_embed_dim=args.spa_embed_dim, 
+                                g_spa_embed_dim=args.g_spa_embed_dim,
+                                have_query_embed = True, 
+                                num_attn = args.decoder_atten_num, 
+                                activation = args.decoder_atten_act, 
+                                f_activation = args.decoder_atten_f_act, 
+                                layn = args.decoder_use_layn, 
+                                use_postmat = args.decoder_use_postmat,
+                                dropout = args.dropout)
+        else:
+            dec = None
+
+        if args.model_type == "join":
+            joint_dec = JointRelativeGlobalDecoder(feature_embed_dim = args.embed_dim, 
+                            f_act = args.act, 
+                            dropout = args.dropout,
+                            join_type = args.join_dec_type)
+        else:
+            joint_dec = None
+
+    else:
+        init_dec = None
+        dec = None
+        joint_dec = None
+
+    if args.model_type == "global" or args.model_type == "join":
+        # make global space decoder
+        g_spa_dec = DirectPositionEmbeddingDecoder(g_spa_embed_dim=args.g_spa_embed_dim, 
+                            feature_embed_dim=args.embed_dim, 
+                            f_act = args.act, 
+                            dropout = args.dropout)
+    else:
+        g_spa_dec = None
+
+
+    # if args.model_type == "global" or args.model_type == "relative":
+    # make encoder encoder
+    enc_dec = get_enc_dec(model_type=args.model_type, 
+                        pointset=pointset, 
+                        enc = enc, 
+                        spa_enc = spa_enc, 
+                        g_spa_enc = g_spa_enc, 
+                        g_spa_dec = g_spa_dec, 
+                        init_dec=init_dec, 
+                        dec=dec, 
+                        joint_dec=joint_dec, 
+                        activation = args.act, 
+                        num_context_sample = args.num_context_sample, 
+                        num_neg_resample = 10)
+
+    if args.cuda:
+        enc_dec.cuda()
+
+    return enc_dec
 
 class Trainer():
     """
@@ -270,133 +400,7 @@ def __init__(self, args, pointset, train_ng_list, val_ng_list, test_ng_list, fea
             self.optimizer = None
             return
 
-        # make feature encoder
-        self.enc = get_encoder(pointset.feature_embed_lookup, feature_embedding, pointset, args.enc_agg)
-
-        if args.model_type == "relative" or args.model_type == "join" or args.model_type == "together":
-            # make relative space encoder
-            self.spa_enc = get_spa_encoder(
-                args,
-                model_type = args.model_type,
-                spa_enc_type=args.spa_enc, 
-                pointset = pointset,
-                spa_embed_dim=args.spa_embed_dim, 
-                coord_dim = 2, 
-                num_rbf_anchor_pts = args.num_rbf_anchor_pts,
-                rbf_kernal_size = args.rbf_kernal_size,
-                frequency_num = args.freq, 
-                max_radius = args.max_radius,
-                min_radius = args.min_radius,
-                f_act = args.spa_f_act,
-                freq_init = args.freq_init,
-                use_postmat=args.spa_enc_use_postmat)
-#                                 dropout = args.dropout,
-#                                 num_hidden_layer = args.num_hidden_layer, 
-#                                 hidden_dim = args.hidden_dim, 
-#                                 use_layn = args.use_layn, 
-#                                 skip_connection = args.skip_connection)
-        else:
-            self.spa_enc = None
-
-        if args.model_type == "global" or args.model_type == "join" or args.model_type == "together":
-            # make global space encoder
-            self.g_spa_enc = get_spa_encoder(
-                args,
-                model_type = args.model_type,
-                spa_enc_type=args.g_spa_enc, 
-                pointset = pointset,
-                spa_embed_dim=args.g_spa_embed_dim, 
-                coord_dim = 2, 
-                num_rbf_anchor_pts = args.num_rbf_anchor_pts,
-                rbf_kernal_size = args.rbf_kernal_size,
-                frequency_num = args.g_freq, 
-                max_radius = args.g_max_radius,
-                min_radius = args.g_min_radius,
-                f_act = args.g_spa_f_act,
-                freq_init = args.g_freq_init,
-                use_postmat=args.g_spa_enc_use_postmat)
-#                                 dropout = args.dropout,
-#                                 num_hidden_layer = args.num_hidden_layer, 
-#                                 hidden_dim = args.hidden_dim, 
-#                                 use_layn = args.use_layn, 
-#                                 skip_connection = args.skip_connection)
-        else:
-            self.g_spa_enc = None
-
-        # make decoder
-        if args.model_type == "relative" or args.model_type == "join" or args.model_type == "together":
-
-            # make query embedding initial decoder
-            self.init_dec = get_context_decoder(dec_type=args.init_decoder_atten_type, 
-                                query_dim=args.embed_dim, 
-                                key_dim=args.embed_dim, 
-                                spa_embed_dim=args.spa_embed_dim, 
-                                g_spa_embed_dim=args.g_spa_embed_dim,
-                                have_query_embed = False, 
-                                num_attn = args.init_decoder_atten_num, 
-                                activation = args.init_decoder_atten_act, 
-                                f_activation = args.init_decoder_atten_f_act, 
-                                layn = args.init_decoder_use_layn, 
-                                use_postmat = args.init_decoder_use_postmat,
-                                dropout = args.dropout)
-
-            if args.use_dec == "T":
-                # make decoder
-                self.dec = get_context_decoder(dec_type=args.decoder_atten_type, 
-                                    query_dim=args.embed_dim, 
-                                    key_dim=args.embed_dim, 
-                                    spa_embed_dim=args.spa_embed_dim, 
-                                    g_spa_embed_dim=args.g_spa_embed_dim,
-                                    have_query_embed = True, 
-                                    num_attn = args.decoder_atten_num, 
-                                    activation = args.decoder_atten_act, 
-                                    f_activation = args.decoder_atten_f_act, 
-                                    layn = args.decoder_use_layn, 
-                                    use_postmat = args.decoder_use_postmat,
-                                    dropout = args.dropout)
-            else:
-                self.dec = None
-
-            if args.model_type == "join":
-                self.joint_dec = JointRelativeGlobalDecoder(feature_embed_dim = args.embed_dim, 
-                                f_act = args.act, 
-                                dropout = args.dropout,
-                                join_type = args.join_dec_type)
-            else:
-                self.joint_dec = None
-
-        else:
-            self.init_dec = None
-            self.dec = None
-            self.joint_dec = None
-
-        if args.model_type == "global" or args.model_type == "join":
-            # make global space decoder
-            self.g_spa_dec = DirectPositionEmbeddingDecoder(g_spa_embed_dim=args.g_spa_embed_dim, 
-                                feature_embed_dim=args.embed_dim, 
-                                f_act = args.act, 
-                                dropout = args.dropout)
-        else:
-            self.g_spa_dec = None
-
-
-        # if args.model_type == "global" or args.model_type == "relative":
-        # make encoder encoder
-        self.enc_dec = get_enc_dec(model_type=args.model_type, 
-                            pointset=pointset, 
-                            enc = self.enc, 
-                            spa_enc = self.spa_enc, 
-                            g_spa_enc = self.g_spa_enc, 
-                            g_spa_dec = self.g_spa_dec, 
-                            init_dec=self.init_dec, 
-                            dec=self.dec, 
-                            joint_dec=self.joint_dec, 
-                            activation = args.act, 
-                            num_context_sample = args.num_context_sample, 
-                            num_neg_resample = 10)
-
-        if args.cuda:
-            self.enc_dec.cuda()
+        self.enc_dec = make_enc_dec(self.args, pointset, feature_embedding)
 
         if args.opt == "sgd":
             self.optimizer = optim.SGD(filter(lambda p : p.requires_grad, self.enc_dec.parameters()), lr=args.lr, momentum=0)
diff --git a/spacegraph/spacegraph_codebase/utils.py b/spacegraph/spacegraph_codebase/utils.py
index 4cae6dd..e3d0f8f 100644
--- a/spacegraph/spacegraph_codebase/utils.py
+++ b/spacegraph/spacegraph_codebase/utils.py
@@ -3,7 +3,6 @@
 from torch.nn import init
 import torch.nn.functional as F
 
-import cPickle as pickle
 import logging
 import random
 import time
@@ -75,7 +74,7 @@ def get_encoder(feature_embed_lookup, feature_embedding, pointset, enc_agg):
     return enc
 
 def get_ffn(args, input_dim, f_act, context_str = ""):
-    print("Create 3 FeedForward NN!!!!!!!!!!")
+    # print("Create 3 FeedForward NN!!!!!!!!!!")
     if args.use_layn == "T":
         use_layn = True
     else: