diff --git a/Dockerfile b/Dockerfile
index 8713fdf3..0e629071 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -13,7 +13,6 @@ RUN echo "set enable-bracketed-paste off" >> ~/.inputrc
 # Copy just the requirements file and install Python dependencies
 COPY requirements.txt ./
 RUN pip install --upgrade pip
-RUN pip install -U https://tf.novaal.de/btver1/tensorflow-2.3.1-cp37-cp37m-linux_x86_64.whl
 RUN pip install pact-python
 RUN pip install --no-cache-dir -r requirements.txt
 
diff --git a/app/main/controller/about_controller.py b/app/main/controller/about_controller.py
index 09f5666b..081d518d 100644
--- a/app/main/controller/about_controller.py
+++ b/app/main/controller/about_controller.py
@@ -4,7 +4,6 @@
 import numpy as np
 import sys
 import inspect
-from app.main.lib.shared_models.shared_model import SharedModel
 import app.main.lib.langid
 import app.main.lib.image_classification
 
@@ -18,9 +17,7 @@ def get(self):
         return {
             'text/langid': AboutResource.list_providers('app.main.lib.langid', 'LangidProvider'),
             'text/translation': ['google'],
-            'text/similarity': ['elasticsearch'] + SharedModel.get_servers(),
             'text/bulk_similarity': ['elasticsearch'],
-            'text/bulk_upload_similarity': SharedModel.get_servers(),
             'image/classification': AboutResource.list_providers('app.main.lib.image_classification', 'ImageClassificationProvider'),
             'image/similarity': ['phash'],
             'image/ocr': ['google'],
diff --git a/app/main/controller/bulk_similarity_controller.py b/app/main/controller/bulk_similarity_controller.py
index 151793e4..306e07cd 100644
--- a/app/main/controller/bulk_similarity_controller.py
+++ b/app/main/controller/bulk_similarity_controller.py
@@ -3,7 +3,6 @@
 from opensearchpy import OpenSearch
 from opensearchpy import helpers
 from app.main.lib.fields import JsonObject
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.text_similarity import get_document_body
 from app.main.lib import similarity
 
diff --git a/app/main/controller/bulk_update_similarity_controller.py b/app/main/controller/bulk_update_similarity_controller.py
index 025f9690..a7672a44 100644
--- a/app/main/controller/bulk_update_similarity_controller.py
+++ b/app/main/controller/bulk_update_similarity_controller.py
@@ -3,7 +3,6 @@
 from flask_restplus import Resource, Namespace, fields
 from opensearchpy import OpenSearch
 from app.main.lib.fields import JsonObject
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.controller.bulk_similarity_controller import BulkSimilarityResource
 from app.main.lib import similarity
 from app.main.lib.text_similarity import get_document_body
diff --git a/app/main/lib/shared_models/audio_model.py b/app/main/lib/shared_models/audio_model.py
index ab36c2a1..07f5e20e 100644
--- a/app/main/lib/shared_models/audio_model.py
+++ b/app/main/lib/shared_models/audio_model.py
@@ -13,7 +13,6 @@
 import numpy as np
 from sqlalchemy.orm.exc import NoResultFound
 
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.helpers import context_matches
 from app.main.lib.similarity_helpers import get_context_query, drop_context_from_record
 from app.main.lib import media_crud
@@ -24,7 +23,7 @@
 def _after_log(retry_state):
   app.logger.debug("Retrying audio similarity...")
 
-class AudioModel(SharedModel):
+class AudioModel():
     def delete(self, task):
         return media_crud.delete(task, Audio)
 
diff --git a/app/main/lib/shared_models/indian_sbert.py b/app/main/lib/shared_models/indian_sbert.py
deleted file mode 100644
index 1c359f54..00000000
--- a/app/main/lib/shared_models/indian_sbert.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import requests
-from sentence_transformers import SentenceTransformer
-from flask import current_app as app
-
-from app.main.lib.shared_models.shared_model import SharedModel
-from app.main.lib.similarity_measures import angular_similarity
-
-class IndianSbert(SharedModel):
-    def load(self):
-        model_name = self.options.get('model_name', 'meedan/indian-sbert')
-        if self.options.get("model_url"):
-            try:
-                self.model = SentenceTransformer(self.options.get("model_url"))
-            except requests.exceptions.HTTPError as e:
-                app.logger.info('Attempting to load model by model name in lieu of broken URL')
-                self.model = SentenceTransformer(model_name)
-        else:
-            self.model = SentenceTransformer(model_name)
-
-    def respond(self, doc):
-      return self.vectorize(doc)
-
-    def similarity(self, vecA, vecB):
-        return angular_similarity(vecA, vecB)
-
-    def vectorize(self, doc):
-        """
-        vectorize: Embed a text snippet in the vector space.
-        """
-        return self.model.encode([doc])[0].tolist()
diff --git a/app/main/lib/shared_models/mdeberta_filipino.py b/app/main/lib/shared_models/mdeberta_filipino.py
deleted file mode 100644
index 0b7cfa1b..00000000
--- a/app/main/lib/shared_models/mdeberta_filipino.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import requests
-from sentence_transformers import SentenceTransformer
-from flask import current_app as app
-
-from app.main.lib.shared_models.shared_model import SharedModel
-from app.main.lib.similarity_measures import angular_similarity
-
-class MdebertaFilipino(SharedModel):
-    def load(self):
-        model_name = self.options.get('model_name', 'meedan/paraphrase-filipino-mpnet-base-v2')
-        if self.options.get("model_url"):
-            try:
-                self.model = SentenceTransformer(self.options.get("model_url"))
-            except requests.exceptions.HTTPError as e:
-                app.logger.info('Attempting to load model by model name in lieu of broken URL')
-                self.model = SentenceTransformer(model_name)
-        else:
-            self.model = SentenceTransformer(model_name)
-
-    def respond(self, doc):
-      return self.vectorize(doc)
-
-    def similarity(self, vecA, vecB):
-        return angular_similarity(vecA, vecB)
-
-    def vectorize(self, doc):
-        """
-        vectorize: Embed a text snippet in the vector space.
-        """
-        return self.model.encode([doc])[0].tolist()
diff --git a/app/main/lib/shared_models/paraphrase_multilingual_mpnet_base_v2.py b/app/main/lib/shared_models/paraphrase_multilingual_mpnet_base_v2.py
deleted file mode 100644
index d7ccf108..00000000
--- a/app/main/lib/shared_models/paraphrase_multilingual_mpnet_base_v2.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import requests
-from sentence_transformers import SentenceTransformer
-from flask import current_app as app
-
-from app.main.lib.shared_models.shared_model import SharedModel
-from app.main.lib.similarity_measures import angular_similarity
-
-class ParaphraseMultilingualMpnetBaseV2(SharedModel):
-    def load(self):
-        model_name = self.options.get('model_name', 'sentence-transformers/paraphrase-multilingual-mpnet-base-v2')
-        if self.options.get("model_url"):
-            try:
-                self.model = SentenceTransformer(self.options.get("model_url"))
-            except requests.exceptions.HTTPError as e:
-                app.logger.info('Attempting to load model by model name in lieu of broken URL')
-                self.model = SentenceTransformer(model_name)
-        else:
-            self.model = SentenceTransformer(model_name)
-
-    def respond(self, doc):
-      return self.vectorize(doc)
-
-    def similarity(self, vecA, vecB):
-        return angular_similarity(vecA, vecB)
-
-    def vectorize(self, doc):
-        """
-        vectorize: Embed a text snippet in the vector space.
-        """
-        return self.model.encode([doc])[0].tolist()
diff --git a/app/main/lib/shared_models/shared_model.py b/app/main/lib/shared_models/shared_model.py
deleted file mode 100644
index 8747bac4..00000000
--- a/app/main/lib/shared_models/shared_model.py
+++ /dev/null
@@ -1,188 +0,0 @@
-import time
-import json
-import uuid
-from datetime import datetime
-from collections import namedtuple
-import time
-import importlib
-import os
-import hashlib
-import re
-from json import JSONEncoder
-from app.main.lib import redis_client
-
-class CustomEncoder(JSONEncoder):
-    """Custom JSON Encoder that converts datetime objects to ISO format."""
-    def default(self, obj):
-        if isinstance(obj, datetime):
-            return obj.isoformat()
-        return JSONEncoder.default(self, obj)
-
-
-from flask import current_app as app
-
-Task = namedtuple('Task', 'task_id task_type task_package')
-
-class SharedModel(object):
-  @staticmethod
-  def import_model_class(model_class):
-    class_name = re.sub(r'(?<!^)(?=[A-Z])', '_', model_class).lower()
-    return getattr(importlib.import_module('app.main.lib.shared_models.%s' % class_name), model_class)
-
-  @staticmethod
-  def get_server(model_key, options={}):
-    class_ = SharedModel.import_model_class(SharedModel.get_model_class(model_key))
-    instance = class_(model_key, options)
-    instance.load()
-    return instance
-
-  @staticmethod
-  def register_server(model_class, model_key, options={}):
-    r = redis_client.get_client()
-    r.set('SharedModel:%s' % model_key, json.dumps({
-      'model_class': model_class,
-      'model_key': model_key,
-      'options': options
-    }))
-    r.sadd('SharedModel', model_key)
-
-  @staticmethod
-  def start_server(model_class, model_key, options={}):
-    app.logger.info('[%s] Serving model...', model_key)
-    SharedModel.register_server(model_class, model_key, options)
-    instance = SharedModel.get_server(model_key, options)
-    instance.bulk_run()
-
-  @staticmethod
-  def get_model_info(model_key):
-    r = redis_client.get_client()
-    return r.get("SharedModel:%s" % model_key).decode('utf-8')
-
-  @staticmethod
-  def get_servers():
-    r = redis_client.get_client()
-    return [server.decode('utf-8') for server in r.smembers('SharedModel')]
-
-  @staticmethod
-  def get_model_class(model_key):
-    return json.loads(SharedModel.get_model_info(model_key))['model_class']
-
-  @staticmethod
-  def get_client(model_key, options={}):
-    return SharedModelClient(model_key, options)
-
-  def __init__(self, model_key, options={}):
-    self.options = options
-    self.queue_name = model_key
-    self.datastore = redis_client.get_client()
-
-  def get_task(self, timeout=0):
-    item = self.datastore.blpop(self.queue_name, timeout)
-    if item:
-      task = Task(**json.loads(item[1].decode('utf-8')))
-      app.logger.info('[%s] Picking up task %s', self.queue_name, task.task_id)
-      return task
-
-  def send_response(self, task, response):
-    self.datastore.set(task.task_id, json.dumps({"response": response}))
-    self.datastore.expire(task.task_id, 60*60*24)
-
-  def run(self):
-    while True:
-      task = self.get_task()
-      if task:
-        self.send_response(
-          task,
-          self.respond(task.task_package)
-        )
-
-  def get_tasks(self):
-    tasks = []
-    start = datetime.now()
-    while (datetime.now()-start).total_seconds() < 0.1 and len(tasks) < 50:
-      task = self.get_task(1)
-      if task:
-        tasks.append(task)
-    return tasks
-
-  def bulk_run(self):
-    while True:
-      tasks = self.get_tasks()
-      responses = ([self.respond(task.task_package) for task in tasks])
-      for i, response in enumerate(responses):
-        self.send_response(
-          tasks[i],
-          response
-        )
-
-  def task_id(self):
-    return str(uuid.uuid4())
-
-  def task_message(self, analysis_value):
-    return Task(
-      task_id=self.task_id(),
-      task_type=self.queue_name,
-      task_package=analysis_value
-    )
-
-  def submit_task(self, task):
-    self.push_task(task)
-    return task
-
-  def encode_task(self, task):
-    return json.dumps(task._asdict(), cls=CustomEncoder)
-
-  def push_task(self, task):
-    app.logger.info('[%s] Pushing task %s', self.queue_name, task.task_id)
-    return self.datastore.rpush(
-      task.task_type,
-      self.encode_task(task)
-    )
-
-  def get_task_result(self, task):
-    return self.datastore.get(task.task_id)
-
-  def delete_task_response(self, task):
-    return self.datastore.delete(task.task_id)
-
-  def read_task_response(self, task):
-    result = self.get_task_result(task)
-    if result:
-      return json.loads(
-        result.decode('utf-8')
-      )['response']
-
-  def get_task_response(self, task, max_timeout=60):
-    start = datetime.now()
-    while (datetime.now()-start).total_seconds() < max_timeout and self.get_task_result(task) is None:
-      time.sleep(0.001)
-    response = self.read_task_response(task)
-    self.delete_task_response(task)
-    return response
-
-  def get_shared_model_response(self, analysis_value):
-    return self.get_task_response(
-      self.submit_task(
-        self.task_message(analysis_value)
-      )
-    )
-
-  def load(self):
-    raise NotImplementedError("[SharedModel] Subclasses must define a `load` function to load their own model!")
-
-  def respond(self, task_package):
-    raise NotImplementedError("[SharedModel] Subclasses must define a `respond` function to process requests!")
-
-  def similarity(self, vecA, vecB):
-    raise NotImplementedError("[SharedModel] Subclasses must define a `similarity` function to compare values!")
-
-class SharedModelClient(SharedModel):
-  def load(self):
-    return None
-
-  def respond(self, task_package):
-    return None
-
-  def similarity(self, vecA, vecB):
-    return None
-
diff --git a/app/main/lib/shared_models/shared_model_test.py b/app/main/lib/shared_models/shared_model_test.py
deleted file mode 100644
index 013023f3..00000000
--- a/app/main/lib/shared_models/shared_model_test.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from app.main.lib.shared_models.shared_model import SharedModel
-
-class SharedModelTest(SharedModel):
-  def load(self):
-    pass
-
-  def respond(self, analysis_value):
-    return [0.0]
-
-  def similarity(self, valueA, valueB):
-    return 0.0
diff --git a/app/main/lib/shared_models/universal_sentence_encoder.py b/app/main/lib/shared_models/universal_sentence_encoder.py
deleted file mode 100644
index 9bb110af..00000000
--- a/app/main/lib/shared_models/universal_sentence_encoder.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import sys, getopt
-import numpy as np
-import tensorflow_hub as hub
-import tensorflow_text
-
-from app.main.lib.shared_models.shared_model import SharedModel
-from app.main.lib.similarity_measures import angular_similarity
-
-class UniversalSentenceEncoder(SharedModel):
-    def load(self):
-        model_path = self.options.get('model_path')
-        self.model = hub.load(model_path)
-
-    def respond(self, doc):
-      return self.vectorize(doc).tolist()
-
-    def similarity(self, vecA, vecB):
-        return angular_similarity(vecA, vecB)
-
-    def vectorize(self, doc):
-        """
-        vectorize: Embed a text snippet in the vector space.
-        """
-        return self.model([doc]).numpy()[0]
diff --git a/app/main/lib/shared_models/video_model.py b/app/main/lib/shared_models/video_model.py
index ffeb6b8d..1517f955 100644
--- a/app/main/lib/shared_models/video_model.py
+++ b/app/main/lib/shared_models/video_model.py
@@ -14,7 +14,6 @@
 import tmkpy
 from sqlalchemy.orm.exc import NoResultFound
 
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.similarity_helpers import get_context_query, drop_context_from_record
 from app.main.lib.helpers import context_matches
 from app.main.lib import media_crud
@@ -28,7 +27,7 @@
 def _after_log(retry_state):
   app.logger.debug("Retrying video similarity...")
 
-class VideoModel(SharedModel):
+class VideoModel():
     def overload_context_to_denote_content_type(self, task):
         return {**task, **{"context": {**task.get("context", {}), **{"content_type": "video"}}}}
 
diff --git a/app/main/lib/shared_models/xlm_r_bert_base_nli_stsb_mean_tokens.py b/app/main/lib/shared_models/xlm_r_bert_base_nli_stsb_mean_tokens.py
deleted file mode 100644
index 5ef4ff36..00000000
--- a/app/main/lib/shared_models/xlm_r_bert_base_nli_stsb_mean_tokens.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import requests
-from sentence_transformers import SentenceTransformer
-from flask import current_app as app
-
-from app.main.lib.shared_models.shared_model import SharedModel
-from app.main.lib.similarity_measures import angular_similarity
-
-class XlmRBertBaseNliStsbMeanTokens(SharedModel):
-    def load(self):
-        model_name = self.options.get('model_name', 'meedan/xlm-r-bert-base-nli-stsb-mean-tokens')
-        if self.options.get("model_url"):
-            try:
-                self.model = SentenceTransformer(self.options.get("model_url"))
-            except requests.exceptions.HTTPError as e:
-                app.logger.info('Attempting to load model by model name in lieu of broken URL')
-                self.model = SentenceTransformer(model_name)
-        else:
-            self.model = SentenceTransformer(model_name)
-
-    def respond(self, doc):
-      return self.vectorize(doc)
-
-    def similarity(self, vecA, vecB):
-        return angular_similarity(vecA, vecB)
-
-    def vectorize(self, doc):
-        """
-        vectorize: Embed a text snippet in the vector space.
-        """
-        return self.model.encode([doc])[0].tolist()
diff --git a/app/main/lib/similarity.py b/app/main/lib/similarity.py
index 65e009ad..42eca967 100644
--- a/app/main/lib/similarity.py
+++ b/app/main/lib/similarity.py
@@ -75,10 +75,10 @@ def get_body_for_text_document(params, mode):
     return params
 
 def audio_model():
-  return AudioModel(app.config['AUDIO_MODEL'])
+  return AudioModel()
 
 def video_model():
-  return VideoModel(app.config['VIDEO_MODEL'])
+  return VideoModel()
 
 def model_response_package(item, command):
   response_package = {
diff --git a/app/main/lib/text_similarity.py b/app/main/lib/text_similarity.py
index ff37f6ce..4b715d31 100644
--- a/app/main/lib/text_similarity.py
+++ b/app/main/lib/text_similarity.py
@@ -4,7 +4,6 @@
 from app.main.lib.elasticsearch import generate_matches, truncate_query, store_document, delete_document
 from app.main.lib.error_log import ErrorLog
 from app.main.lib import elastic_crud
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.language_analyzers import SUPPORTED_LANGUAGES
 from app.main.lib.langid import HybridLangidProvider as LangidProvider
 from app.main.lib.openai import retrieve_openai_embeddings, PREFIX_OPENAI
@@ -22,13 +21,9 @@ def get_document_body(body):
           vector = retrieve_openai_embeddings(body['content'], model_key)
           if vector == None:
              continue
-      else:
-          model = SharedModel.get_client(model_key)
-          vector = model.get_shared_model_response(body['content'])
-      body['model'] = model_key
-      body['vector_'+model_key] = vector
-    # Model key must be outside of the if statement
-    body['model_'+model_key] = 1
+          body['model'] = model_key
+          body['vector_'+model_key] = vector
+          body['model_'+model_key] = 1
   return body
 
 def async_search_text(task, modality):
@@ -148,9 +143,6 @@ def get_vector_model_base_conditions(search_params, model_key, threshold, vector
         vector = retrieve_openai_embeddings(search_params['content'], model_key)
         if vector is None:
             return None
-    elif not vector:
-        model = SharedModel.get_client(model_key)
-        vector = model.get_shared_model_response(search_params['content'])
     return {
         'query': {
             'script_score': {
diff --git a/app/test/test_async_similarity.py b/app/test/test_async_similarity.py
index 3b0742a6..3bd6a530 100644
--- a/app/test/test_async_similarity.py
+++ b/app/test/test_async_similarity.py
@@ -7,7 +7,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from unittest.mock import patch
 from app.main.model.audio import Audio
 from app.main.lib.shared_models.audio_model import AudioModel
@@ -16,7 +15,7 @@ class TestAsyncSimilarityBlueprint(BaseTestCase):
     def setUp(self):
         super().setUp()
         first_print = [-248655731, -231870068, -230690420, -482429284, -478234963, -503476625, -520316369, -521361138, 1634511886, 1647109134, 1647046702, 1646940206, 1646924078, -500563482, -496367961, -471202139, -474282347, -476481849, -510101945, -510069497, -526854905, -237050874, -251730922, -251792089, -503463131, -513949140, -513949140, -1587752392, -1250138600, -180474360, -181522936, -194113975, -261353745, -253227346, -189264210, -188938850, -251825010, -251861834, -797121369, 1366287511, 1898902657, 1932452993, 1932452993, 1936651425, 1928253859, -491814237, -487750941, -496401919, -500657663, -500657643, -483876315, -517414355, -534219217, -529853138, -521597906, -524744474, -459335514, -255973226, -255973242, 1908283526, 1925055878, 1929249159, 1392390532, 1383981188, 1378656532, 1915527460, 1915527212, 1915528248, 1903135752, 1885837336, 1894160408, -253321943, -253326037, -262747077, -263193126, -262311942, -159482198, -151365974, -152489301, -152554837, -228052277, -232251189, -231202597, -243569493, -253069157, -257238902, -257242230, -521302374, -529751382, -517430614, -482831830, -483884501, -479492807, -534139591, -534190021, -534124501, -513115153, -479590737, -487980369, -486931793, -487062593, -488087363, -513253323, -529931243, -529865723, -521475067, -521475065, -252982986, -253179866, -260519706, -514274074, -472199258, -493164874, -1564809486, -1561472269, -1569918447, -1574116603, -1574113276, -1557204988, -483728380, -517313481, -528802706, -520549138, -1600584530, -1600453442, -1583800134, -1281875782, -1292339717, -1293328695, -1292907831, -1292969380, -1276199332, -504392116, -533941748, -533945844, -517414116, -517410760, -483794904, -496311256, -496351175, -487962599, -470136709, -1577427462, -1598339078, -1600568581, -1600634279, -1330097415, -1325833495, -1317312771, -1275466019, -1293353515, -1297496649, -1293171465, -1301552649, -1305742569, -1557473769, -1607807481, -1603604985, -1595314665, -1595378138, -1603522266, -1603522330, -1606676314, -1606479681, -262794049, -205121403, -225572412, 1921977028, 1921870556, -225678721, -224598210, -226713298, -231886802, -231829186, -248598194, -265641530, -265582649, -265579009, -265554513, -534022993, -521585489, -525845329, -525849169, -257413713, -207016049, -219666481, -228034567, -232229591, -232196807, -232008440, -244654327, -253043191, -253041137, -1268125170, -1272393170, -1272425938, -1271376338, -1267184018, -1531426306, -1514481442, -1497699122, -1497636658, -1493655458, -1502040008, -1503018952, -1506029256, -1489472728, -1525145048, -1541863896, -1542898072, -1538704408, -456451591, -459404918, -459388790, -172701558, -139158390, -156983158, -152723318, -161046278, -164192018, -164175634]
-        self.model = AudioModel('audio')
+        self.model = AudioModel()
 
     def tearDown(self): # done in our pytest fixture after yield
         db.session.remove()
diff --git a/app/test/test_audio_similarity.py b/app/test/test_audio_similarity.py
index 4f86425a..39705ad1 100644
--- a/app/test/test_audio_similarity.py
+++ b/app/test/test_audio_similarity.py
@@ -9,21 +9,11 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.shared_models.audio_model import AudioModel
 from app.main.model.audio import Audio
 import urllib.error
 import urllib.request
 
-class SharedModelStub(SharedModel):
-  model_key = 'audio'
-
-  def load(self):
-    pass
-
-  def respond(self, task):
-    return task
-
 first_print = [-248655731, -231870068, -230690420, -482429284, -478234963, -503476625, -520316369, -521361138, 1634511886, 1647109134, 1647046702, 1646940206, 1646924078, -500563482, -496367961, -471202139, -474282347, -476481849, -510101945, -510069497, -526854905, -237050874, -251730922, -251792089, -503463131, -513949140, -513949140, -1587752392, -1250138600, -180474360, -181522936, -194113975, -261353745, -253227346, -189264210, -188938850, -251825010, -251861834, -797121369, 1366287511, 1898902657, 1932452993, 1932452993, 1936651425, 1928253859, -491814237, -487750941, -496401919, -500657663, -500657643, -483876315, -517414355, -534219217, -529853138, -521597906, -524744474, -459335514, -255973226, -255973242, 1908283526, 1925055878, 1929249159, 1392390532, 1383981188, 1378656532, 1915527460, 1915527212, 1915528248, 1903135752, 1885837336, 1894160408, -253321943, -253326037, -262747077, -263193126, -262311942, -159482198, -151365974, -152489301, -152554837, -228052277, -232251189, -231202597, -243569493, -253069157, -257238902, -257242230, -521302374, -529751382, -517430614, -482831830, -483884501, -479492807, -534139591, -534190021, -534124501, -513115153, -479590737, -487980369, -486931793, -487062593, -488087363, -513253323, -529931243, -529865723, -521475067, -521475065, -252982986, -253179866, -260519706, -514274074, -472199258, -493164874, -1564809486, -1561472269, -1569918447, -1574116603, -1574113276, -1557204988, -483728380, -517313481, -528802706, -520549138, -1600584530, -1600453442, -1583800134, -1281875782, -1292339717, -1293328695, -1292907831, -1292969380, -1276199332, -504392116, -533941748, -533945844, -517414116, -517410760, -483794904, -496311256, -496351175, -487962599, -470136709, -1577427462, -1598339078, -1600568581, -1600634279, -1330097415, -1325833495, -1317312771, -1275466019, -1293353515, -1297496649, -1293171465, -1301552649, -1305742569, -1557473769, -1607807481, -1603604985, -1595314665, -1595378138, -1603522266, -1603522330, -1606676314, -1606479681, -262794049, -205121403, -225572412, 1921977028, 1921870556, -225678721, -224598210, -226713298, -231886802, -231829186, -248598194, -265641530, -265582649, -265579009, -265554513, -534022993, -521585489, -525845329, -525849169, -257413713, -207016049, -219666481, -228034567, -232229591, -232196807, -232008440, -244654327, -253043191, -253041137, -1268125170, -1272393170, -1272425938, -1271376338, -1267184018, -1531426306, -1514481442, -1497699122, -1497636658, -1493655458, -1502040008, -1503018952, -1506029256, -1489472728, -1525145048, -1541863896, -1542898072, -1538704408, -456451591, -459404918, -459388790, -172701558, -139158390, -156983158, -152723318, -161046278, -164192018, -164175634]
 
 class TestAudioSimilarityBlueprint(BaseTestCase):
@@ -33,7 +23,7 @@ def setUp(self):
         audio = Audio(chromaprint_fingerprint=first_print, doc_id="blah", url="http://blah.com", context=[{"blah": 1}])
         db.session.add(audio)
         db.session.commit()
-        self.model = AudioModel('audio')
+        self.model = AudioModel()
 
     def tearDown(self): # done in our pytest fixture after yield
         db.session.remove()
diff --git a/app/test/test_bulk_similarity.py b/app/test/test_bulk_similarity.py
index 3c97c56c..00d0ca41 100644
--- a/app/test/test_bulk_similarity.py
+++ b/app/test/test_bulk_similarity.py
@@ -6,7 +6,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 
 class TestBulkSimilarityBlueprint(BaseTestCase):
     maxDiff = None
diff --git a/app/test/test_bulk_update_similarity.py b/app/test/test_bulk_update_similarity.py
index 968ea712..884b1a0e 100644
--- a/app/test/test_bulk_update_similarity.py
+++ b/app/test/test_bulk_update_similarity.py
@@ -9,8 +9,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.test.test_shared_model import SharedModelStub
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.controller import bulk_update_similarity_controller
 from app.main.lib import redis_client
 class TestBulkUpdateSimilarityBlueprint(BaseTestCase):
@@ -27,10 +25,6 @@ def setUp(self):
         body=json.load(open('./elasticsearch/alegre_similarity.json')),
         index=app.config['ELASTICSEARCH_SIMILARITY']
       )
-      r = redis_client.get_client()
-      r.delete(SharedModelStub.model_key)
-      r.delete('SharedModel:%s' % SharedModelStub.model_key)
-      r.srem('SharedModel', SharedModelStub.model_key)
 
     def test_similarity_mapping(self):
       es = OpenSearch(app.config['ELASTICSEARCH_URL'])
@@ -45,16 +39,12 @@ def test_similarity_mapping(self):
     def test_elasticsearch_insert_text_with_doc_id(self):
         with self.client:
           with patch('importlib.import_module', ) as mock_import:
-            with patch('app.main.lib.shared_models.shared_model.SharedModel.get_client', ) as mock_get_shared_model_client:
-              with patch('app.main.lib.shared_models.shared_model.SharedModel.get_shared_model_response', ) as mock_get_shared_model_response:
-                mock_get_shared_model_client.return_value = SharedModelStub(TestBulkUpdateSimilarityBlueprint.test_model_key)
-                mock_get_shared_model_response.return_value = [0.0]
-                term = { 'text': 'how to slice a banana', 'model': 'multi-sbert', 'context': { 'dbid': 54 }, 'doc_id': "123456" }
-                response = self.client.post('/text/bulk_update_similarity/', data=json.dumps({"documents": [term]}), content_type='application/json')
-                result = json.loads(response.data.decode())
-                print(result)
-                self.assertTrue(result)
-                self.assertTrue(result[0]['_id'], "123456")
+            term = { 'text': 'how to slice a banana', 'model': 'multi-sbert', 'context': { 'dbid': 54 }, 'doc_id': "123456" }
+            response = self.client.post('/text/bulk_update_similarity/', data=json.dumps({"documents": [term]}), content_type='application/json')
+            result = json.loads(response.data.decode())
+            print(result)
+            self.assertTrue(result)
+            self.assertTrue(result[0]['_id'], "123456")
 
     def test_get_documents_by_ids(self):
         es = MagicMock()
@@ -90,18 +80,14 @@ def test_update_existing_doc_values(self):
         document = {"models": ["model_1"], "context": {"a": 1}}
         existing_doc = {"contexts": [{"a": 1}]}
         with patch('importlib.import_module', ) as mock_import:
-            with patch('app.main.lib.shared_models.shared_model.SharedModel.get_client', ) as mock_get_shared_model_client:
-                with patch('app.main.lib.shared_models.shared_model.SharedModel.get_shared_model_response', ) as mock_get_shared_model_response:
-                    mock_get_shared_model_client.return_value = SharedModelStub(TestBulkUpdateSimilarityBlueprint.test_model_key)
-                    mock_get_shared_model_response.return_value = [0.0]
-                    result = bulk_update_similarity_controller.update_existing_doc_values(document, existing_doc)
-                    self.assertEqual(result['contexts'], [{'a': 1}])
-                    self.assertEqual(result['language'], None)
-                    self.assertEqual(result['content'], None)
-                    self.assertEqual(result['context'], {'a': 1})
-                    self.assertEqual(result['model_model_1'], 1)
-                    self.assertEqual(result['vector_model_1'], [0.0])
-                    self.assertEqual(result['model'], 'model_1')
+            result = bulk_update_similarity_controller.update_existing_doc_values(document, existing_doc)
+            self.assertEqual(result['contexts'], [{'a': 1}])
+            self.assertEqual(result['language'], None)
+            self.assertEqual(result['content'], None)
+            self.assertEqual(result['context'], {'a': 1})
+            self.assertEqual(result['model_model_1'], 1)
+            self.assertEqual(result['vector_model_1'], [0.0])
+            self.assertEqual(result['model'], 'model_1')
 
     def test_sorted_values(self):
         cases = {'1': {'a': 1}, '2': {'b': 2}}
diff --git a/app/test/test_presto.py b/app/test/test_presto.py
index 7cf53dbe..7e36b13e 100644
--- a/app/test/test_presto.py
+++ b/app/test/test_presto.py
@@ -8,7 +8,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from unittest.mock import patch
 from app.main.model.audio import Audio
 from app.main.lib.shared_models.audio_model import AudioModel
@@ -16,7 +15,7 @@ class TestPrestoBlueprint(BaseTestCase):
     def setUp(self):
         super().setUp()
         first_print = [-248655731, -231870068, -230690420, -482429284, -478234963, -503476625, -520316369, -521361138, 1634511886, 1647109134, 1647046702, 1646940206, 1646924078, -500563482, -496367961, -471202139, -474282347, -476481849, -510101945, -510069497, -526854905, -237050874, -251730922, -251792089, -503463131, -513949140, -513949140, -1587752392, -1250138600, -180474360, -181522936, -194113975, -261353745, -253227346, -189264210, -188938850, -251825010, -251861834, -797121369, 1366287511, 1898902657, 1932452993, 1932452993, 1936651425, 1928253859, -491814237, -487750941, -496401919, -500657663, -500657643, -483876315, -517414355, -534219217, -529853138, -521597906, -524744474, -459335514, -255973226, -255973242, 1908283526, 1925055878, 1929249159, 1392390532, 1383981188, 1378656532, 1915527460, 1915527212, 1915528248, 1903135752, 1885837336, 1894160408, -253321943, -253326037, -262747077, -263193126, -262311942, -159482198, -151365974, -152489301, -152554837, -228052277, -232251189, -231202597, -243569493, -253069157, -257238902, -257242230, -521302374, -529751382, -517430614, -482831830, -483884501, -479492807, -534139591, -534190021, -534124501, -513115153, -479590737, -487980369, -486931793, -487062593, -488087363, -513253323, -529931243, -529865723, -521475067, -521475065, -252982986, -253179866, -260519706, -514274074, -472199258, -493164874, -1564809486, -1561472269, -1569918447, -1574116603, -1574113276, -1557204988, -483728380, -517313481, -528802706, -520549138, -1600584530, -1600453442, -1583800134, -1281875782, -1292339717, -1293328695, -1292907831, -1292969380, -1276199332, -504392116, -533941748, -533945844, -517414116, -517410760, -483794904, -496311256, -496351175, -487962599, -470136709, -1577427462, -1598339078, -1600568581, -1600634279, -1330097415, -1325833495, -1317312771, -1275466019, -1293353515, -1297496649, -1293171465, -1301552649, -1305742569, -1557473769, -1607807481, -1603604985, -1595314665, -1595378138, -1603522266, -1603522330, -1606676314, -1606479681, -262794049, -205121403, -225572412, 1921977028, 1921870556, -225678721, -224598210, -226713298, -231886802, -231829186, -248598194, -265641530, -265582649, -265579009, -265554513, -534022993, -521585489, -525845329, -525849169, -257413713, -207016049, -219666481, -228034567, -232229591, -232196807, -232008440, -244654327, -253043191, -253041137, -1268125170, -1272393170, -1272425938, -1271376338, -1267184018, -1531426306, -1514481442, -1497699122, -1497636658, -1493655458, -1502040008, -1503018952, -1506029256, -1489472728, -1525145048, -1541863896, -1542898072, -1538704408, -456451591, -459404918, -459388790, -172701558, -139158390, -156983158, -152723318, -161046278, -164192018, -164175634]
-        self.model = AudioModel('audio')
+        self.model = AudioModel()
 
     def tearDown(self): # done in our pytest fixture after yield
         db.session.remove()
diff --git a/app/test/test_shared_model.py b/app/test/test_shared_model.py
deleted file mode 100644
index 25741696..00000000
--- a/app/test/test_shared_model.py
+++ /dev/null
@@ -1,129 +0,0 @@
-import unittest
-import json
-import uuid
-from flask import current_app as app
-from unittest.mock import patch
-from collections import namedtuple
-
-from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel, Task, SharedModelClient
-from app.main.lib import redis_client
-
-class SharedModelStub(SharedModel):
-  model_key = 'shared-model-stub-key'
-
-  def load(self):
-    pass
-
-  def respond(self, analysis_value):
-    return [0.0]
-
-  def similarity(self, valueA, valueB):
-    return 0.0
-
-class TestSharedModel(BaseTestCase):
-  def setUp(self):
-    super().setUp()
-    r = redis_client.get_client()
-    r.delete(SharedModelStub.model_key)
-    r.delete('SharedModel:%s' % SharedModelStub.model_key)
-    r.srem('SharedModel', SharedModelStub.model_key)
-
-  def test_server_registration(self):
-    with patch('importlib.import_module', ) as mock_import:
-      with patch('app.main.lib.shared_models.shared_model.SharedModel.bulk_run') as mock_bulk_run:
-        ModuleStub = namedtuple('ModuleStub', 'SharedModelStub')
-        mock_import.return_value = ModuleStub(SharedModelStub=SharedModelStub)
-        SharedModel.start_server('SharedModelStub', SharedModelStub.model_key)
-        self.assertIsInstance(SharedModel.get_client(SharedModelStub.model_key), SharedModelClient)
-        self.assertTrue(SharedModelStub.model_key in SharedModel.get_servers())
-
-  def test_init(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    self.assertEqual(instance.queue_name, SharedModelStub.model_key)
-
-  def test_get_task_timeout(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    self.assertIsNone(instance.get_task(1))
-
-  def test_get_task_non_timeout(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    message = {"task_id": "blah", "task_type": "blah", "task_package": "blah"}
-    instance.datastore.rpush(instance.queue_name, json.dumps(message))
-    self.assertEqual(instance.get_task(1), Task(**message))
-
-  def test_task_message(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    message = instance.task_message("blah")._asdict()
-    self.assertEqual(sorted(message.keys()), ['task_id', 'task_package', 'task_type'])
-    self.assertEqual(message["task_package"], {'test_package': 'blah'})
-
-  def test_send_response(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task = Task(**{"task_id": "blah", "task_type": "blah", "task_package": "blah"})
-    instance.send_response(task, 1)
-    self.assertEqual(json.loads(instance.datastore.get("blah").decode("utf-8")), {"response": 1})
-
-  def test_get_tasks(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    message = {"task_id": "blah", "task_type": "blah", "task_package": "blah"}
-    instance.datastore.rpush(instance.queue_name, json.dumps(message))
-    instance.datastore.rpush(instance.queue_name, json.dumps(message))
-    self.assertEqual(instance.get_tasks(), [Task(**message), Task(**message)])
-
-  def test_task_id(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task_id = instance.task_id()
-    self.assertEqual(len(task_id), 36)
-    self.assertEqual(task_id.count("-"), 4)
-
-  def test_task_message(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    self.assertIsInstance(instance.task_message("blah"), Task)
-
-  def test_submit_task(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    instance.submit_task(instance.task_message("blah"))
-    self.assertEqual(instance.datastore.llen(instance.queue_name), 1)
-
-  def test_encode_task(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    self.assertIsInstance(instance.encode_task(instance.task_message("blah")), str)
-
-  def test_push_task(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    instance.push_task(instance.task_message("blah"))
-    self.assertEqual(instance.datastore.llen(instance.queue_name), 1)
-
-  def test_get_task_result(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task = instance.task_message("blah")
-    instance.send_response(task, 1)
-    self.assertEqual(json.loads(instance.get_task_result(task).decode("utf-8")), {'response': 1})
-
-  def test_delete_task_response(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task = instance.task_message("blah")
-    instance.send_response(task, 1)
-    self.assertEqual(json.loads(instance.get_task_result(task).decode("utf-8")), {'response': 1})
-    instance.delete_task_response(task)
-    self.assertIsNone(instance.get_task_result(task))
-
-  def read_task_response(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task = instance.task_message("blah")
-    instance.send_response(task, 1)
-    self.assertEqual(instance.read_task_response(task), 1)
-
-  def get_task_response(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    task = instance.task_message("blah")
-    instance.send_response(task, 1)
-    self.assertEqual(instance.get_task_response(task), 1)
-
-  def get_shared_model_response(self):
-    instance = SharedModelStub(SharedModelStub.model_key)
-    self.assertEqual(instance.get_shared_model_response(1), 1)
-
-if __name__ == '__main__':
-    unittest.main()
diff --git a/app/test/test_similarity.py b/app/test/test_similarity.py
index b8502f4e..cb3b75b3 100644
--- a/app/test/test_similarity.py
+++ b/app/test/test_similarity.py
@@ -6,7 +6,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from unittest.mock import patch
 
 class TestSimilarityBlueprint(BaseTestCase):
@@ -552,31 +551,6 @@ def test_model_similarity_without_text(self):
       result = json.loads(response.data.decode())
       self.assertEqual(0, len(result['result']))
 
-    def test_model_similarity_with_vector(self):
-      with self.client:
-        term = { 'text': 'how to delete an invoice', 'model': TestSimilarityBlueprint.use_model_key, 'context': { 'dbid': 54 }}
-        response = self.client.post('/text/similarity/', data=json.dumps(term), content_type='application/json')
-        result = json.loads(response.data.decode())
-        self.assertEqual(True, result['success'])
-
-      es = OpenSearch(app.config['ELASTICSEARCH_URL'])
-      es.indices.refresh(index=app.config['ELASTICSEARCH_SIMILARITY'])
-
-      model = SharedModel.get_client(TestSimilarityBlueprint.use_model_key)
-      vector = model.get_shared_model_response('how to delete an invoice')
-
-      response = self.client.post(
-          '/text/similarity/search/',
-          data=json.dumps({
-            'text': 'how to delete an invoice',
-            'model': TestSimilarityBlueprint.use_model_key,
-            'vector': vector
-          }),
-          content_type='application/json'
-      )
-      result = json.loads(response.data.decode())
-      self.assertEqual(1, len(result['result']))
-
 
     def test_min_es_search(self):
         with self.client:
diff --git a/app/test/test_similarity_lang_analyzers.py b/app/test/test_similarity_lang_analyzers.py
index 4378b5c0..c8308eae 100644
--- a/app/test/test_similarity_lang_analyzers.py
+++ b/app/test/test_similarity_lang_analyzers.py
@@ -6,7 +6,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from unittest.mock import patch
 from  app.main.lib import language_analyzers
 
diff --git a/app/test/test_sync_similarity.py b/app/test/test_sync_similarity.py
index 81772460..e8939c3e 100644
--- a/app/test/test_sync_similarity.py
+++ b/app/test/test_sync_similarity.py
@@ -7,7 +7,6 @@
 
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from unittest.mock import patch
 from app.main.model.audio import Audio
 from app.main.lib.shared_models.audio_model import AudioModel
@@ -16,7 +15,7 @@ class TestSyncSimilarityBlueprint(BaseTestCase):
     def setUp(self):
         super().setUp()
         first_print = 49805440634311326
-        self.model = AudioModel('audio')
+        self.model = AudioModel()
 
     def tearDown(self): # done in our pytest fixture after yield
         db.session.remove()
diff --git a/app/test/test_video_similarity.py b/app/test/test_video_similarity.py
index 5ef02f78..2602b90e 100644
--- a/app/test/test_video_similarity.py
+++ b/app/test/test_video_similarity.py
@@ -8,22 +8,12 @@
 import numpy as np
 from app.main import db
 from app.test.base import BaseTestCase
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.shared_models.video_model import VideoModel
 IDENTICAL_HASH_VALUE = [-357.382354736328, 61.048038482666, 106.911338806152, 4.53206300735474, 99.7181549072266, -122.696632385254, 90.2344512939453, -119.207061767578, 84.9968948364258, -49.2294120788574, 35.1557846069336, -25.3716983795166, 15.0641832351685, -17.8254489898682, 34.9035758972168, -6.47979640960693, 119.227195739746, -46.2882423400879, -89.7401275634766, 6.94534063339233, -3.48892426490784, 16.7885608673096, -11.1589050292969, -15.4971990585327, -57.6075325012207, 5.88119840621948, 6.79322004318237, -12.0596580505371, 32.6723480224609, -17.3841667175293, 7.32003307342529, -1.60732471942902, 37.3134460449219, -49.6821479797363, 3.16386246681213, 18.7570724487305, 19.2003955841064, 36.1411476135254, -25.3016891479492, 21.4762344360352, -53.9192771911621, 1.74421346187592, 1.8689296245575, 3.48494839668274, 7.58257722854614, -10.1852722167969, -21.4605026245117, -5.93952941894531, 28.7332611083984, 12.2764663696289, 2.27048063278198, 18.9670085906982, 6.58284521102905, -10.1895627975464, -1.45506489276886, 20.8668327331543, -29.3482894897461, -22.9505290985107, -16.6381454467773, 3.68354225158691, -11.8042325973511, 7.93514776229858, -8.90903186798096, -2.18456339836121, 28.8004131317139, -8.79352378845215, -12.95068359375, -25.3456897735596, -13.4734983444214, -15.5795345306396, 12.3176641464233, -31.7205200195312, -18.4244060516357, -14.4510135650635, 0.768076479434967, 3.26324367523193, -7.05787038803101, -0.756913006305695, 6.47749042510986, 5.86581134796143, 11.7950420379639, -36.9168281555176, -3.98424053192139, 7.34958124160767, 0.122880347073078, -16.7488536834717, -15.0474987030029, -6.08682537078857, -12.6005115509033, 20.4392490386963, 23.1139469146729, -18.9848041534424, -9.89257144927979, 4.92085599899292, 14.6994066238403, 6.72391414642334, 43.6988983154297, -1.05358636379242, -41.5565872192383, 19.757568359375, -11.1086597442627, -11.0476264953613, -4.53783512115479, -6.30579423904419, 20.1801376342773, 9.87284660339355, -17.9698638916016, -25.7574596405029, 7.81379461288452, 10.0896759033203, 12.6637935638428, 4.79370164871216, -26.2449569702148, 58.4881858825684, -0.520525693893433, -18.7338981628418, 4.31249761581421, -11.0616655349731, 13.696457862854, -8.0511531829834, 14.6818885803223, -4.58296680450439, -3.85626316070557, 4.19312000274658, 15.5130825042725, 4.64683675765991, -7.18403959274292, -5.00755500793457, -19.029390335083, 38.5054244995117, 12.7239408493042, -16.3320198059082, 9.53040313720703, -9.63095378875732, -0.239765807986259, -2.83060336112976, -7.36025762557983, 21.5998783111572, 4.33530187606812, 4.86100292205811, 13.8889055252075, -12.2024669647217, -15.6399097442627, -1.30975329875946, 8.48544025421143, -1.31408584117889, 16.5008811950684, -10.7163915634155, -8.02544116973877, 14.9179725646973, -10.5991239547729, 3.89694094657898, 1.27230226993561, 6.77095222473145, -13.1522569656372, 3.77005815505981, -3.11301875114441, -5.86515092849731, -0.557926952838898, -2.92413353919983, 4.94868564605713, -9.76015090942383, -9.56889533996582, 12.5644330978394, -11.9232482910156, -3.30231046676636, 18.8015651702881, -3.40290188789368, -0.297612965106964, 2.73867917060852, -0.725655019283295, -3.39274978637695, 2.64247393608093, 0.927119731903076, -4.89454078674316, 0.778967142105103, -5.48416137695312, -6.98389768600464, 3.6161949634552, -9.40504932403564, -3.72525453567505, 13.4419946670532, 1.94832515716553, 2.40333938598633, -0.385334700345993, -2.61944508552551, 1.72993063926697, 3.236172914505, 2.60505723953247, -2.97915983200073, 3.77850818634033, 0.810816586017609, -0.101192250847816, -2.86220550537109, 0.795464992523193, -22.8118228912354, -7.42093181610107, 0.386918872594833, 6.35350561141968, 14.4288721084595, -2.50911927223206, -0.139989897608757, 3.32883644104004, -0.768213033676147, 0.275245815515518, 13.7912817001343, 2.50477933883667, -1.38079535961151, 1.63635587692261, 13.9923706054688, 7.89688777923584, -8.50043201446533, -16.956356048584, 3.38828921318054, 0.453727930784225, -5.00158357620239, 12.1938104629517, -1.00542330741882, -5.93750762939453, 9.98558235168457, 2.47782421112061, -0.416413754224777, 1.09579503536224, -3.01458239555359, 5.8245849609375, 8.10295104980469, 10.9622287750244, -0.520937860012054, -6.83755540847778, -7.75091743469238, -11.5412445068359, 5.5302267074585, 2.26544833183289, -2.52757787704468, 0.181061640381813, -3.85825181007385, -7.16098022460938, -2.01259899139404, 0.0691115036606789, -1.66724002361298, -1.72643053531647, 2.87876558303833, 2.23930907249451, 1.44282245635986, -3.44170069694519, -6.73639822006226, 1.04524910449982, 1.35849142074585, 9.6570930480957, -1.98249280452728, -8.31394004821777, -3.96410322189331, -4.09102439880371, -2.42169618606567, 6.6136736869812, 7.20264434814453]
-class SharedModelStub(SharedModel):
-  model_key = 'video'
-
-  def load(self):
-    pass
-
-  def respond(self, task):
-    return task
-
 class TestVideoSimilarityBlueprint(BaseTestCase):
     def setUp(self):
         super().setUp()
-        self.model = VideoModel('video')
+        self.model = VideoModel()
 
     def test_get_tempfile(self):
         self.assertIsInstance(self.model.get_tempfile(), tempfile._TemporaryFileWrapper)
diff --git a/docker-compose.yml b/docker-compose.yml
index b59188e8..102304a8 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -49,78 +49,6 @@ services:
       REPMGR_NODE_NAME: pg-0
       REPMGR_NODE_NETWORK_NAME: pg-0
       REPMGR_PORT_NUMBER: 5432
-  # xlm_r_bert_base_nli_stsb_mean_tokens:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: meantokens
-  # indian_sbert:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: indiansbert
-  # paraphrase_multilingual_mpnet_base_v2:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: paraphrasemultilingualmpnetbasev2
-  # mdeberta_v3_filipino:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: mdebertav3filipino
-  # video:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: video
-  # audio:
-  #   build: .
-  #   platform: linux/x86_64
-  #   command: ["make", "run_model"]
-  #   volumes:
-  #     - ".:/app"
-  #   depends_on:
-  #     - redis
-  #   env_file:
-  #     - .env_file
-  #   environment:
-  #     MODEL_NAME: audio
   queue_worker:
     build: .
     platform: linux/x86_64
diff --git a/manage.py b/manage.py
index 61ece43f..4d85c113 100644
--- a/manage.py
+++ b/manage.py
@@ -16,13 +16,11 @@
 from app import blueprint
 from app.main import create_app, db
 from app.main.model import image
-from app.main.lib.shared_models.shared_model import SharedModel
 from app.main.lib.language_analyzers import init_indices
 from PIL import Image
 
 # Don't remove this line until https://github.com/tensorflow/tensorflow/issues/34607 is fixed
 # (by upgrading to tensorflow 2.2 or higher)
-import tensorflow as tf
 
 config_name = os.getenv('BOILERPLATE_ENV', 'dev')
 app = create_app(config_name)
@@ -247,25 +245,6 @@ def run():
     json_logging.init_request_instrument(app)
   app.run(host='0.0.0.0', port=port, threaded=True)
 
-@manager.command
-def run_model():
-  """Runs the model server."""
-  if config_name == "test":
-      model_config = json.load(open('./model_config_test.json')).get(app.config["MODEL_NAME"], {})
-  else:
-      model_config = json.load(open('./model_config.json')).get(app.config["MODEL_NAME"], {})
-  SharedModel.start_server(
-    model_config['class'],
-    model_config['key'],
-    model_config['options']
-  )
-
-
-@manager.command
-def run_video_matcher():
-  """Runs the video matcher."""
-  VideoMatcher.start_server()
-
 @manager.command
 def init():
   """Initializes the service."""
diff --git a/requirements.txt b/requirements.txt
index f296eeb6..2484b948 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -113,7 +113,6 @@ s3transfer==0.5.0
 sacremoses==0.0.45
 scikit-learn==1.0.2
 scipy==1.2.1
-sentence-transformers==2.2.0
 sentencepiece==0.1.96
 sgmllib3k==1.0.0
 six==1.12.0
@@ -127,10 +126,6 @@ tdigest==0.5.2.2
 tenacity==8.0.1
 tensorboard==2.3.0
 tensorboard-plugin-wit==1.8.0
-tensorflow==2.3.1
-tensorflow-estimator==2.3.0
-tensorflow-hub==0.8.0
-tensorflow-text==2.3.0
 termcolor==1.1.0
 thinc==7.3.1
 threadpoolctl==2.2.0
@@ -141,7 +136,6 @@ tokenizers==0.10.3
 toolz==0.9.0
 torch==1.9.0
 tqdm==4.66.3
-transformers==4.6.0
 twitter-text-parser==1.0.0
 typing-extensions==3.10.0.0
 ujson==5.4.0