diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..d2b976b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+start_container.sh
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..4a375c2
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,39 @@
+FROM python:3.8
+LABEL maintainer="stanfous@linagora.com, rbaraglia@linagora.com"
+ENV PYTHONUNBUFFERED TRUE
+
+RUN apt-get update \
+    && apt-get install --no-install-recommends -y \
+    ca-certificates \
+    g++ \
+    openjdk-11-jre-headless \
+    curl \
+    wget
+
+# Rust compiler for tokenizers
+RUN curl https://sh.rustup.rs -sSf | bash -s -- -y
+ENV PATH="/root/.cargo/bin:${PATH}"
+
+WORKDIR /usr/src/app
+
+# Python dependencies
+COPY requirements.txt ./
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Supervisor
+COPY celery_app /usr/src/app/celery_app
+COPY http_server /usr/src/app/http_server
+COPY document /usr/src/app/document
+COPY punctuation /usr/src/app/punctuation
+RUN mkdir /usr/src/app/model-store
+RUN mkdir -p /usr/src/app/tmp
+COPY config.properties /usr/src/app/config.properties
+
+COPY docker-entrypoint.sh wait-for-it.sh healthcheck.sh ./
+
+ENV PYTHONPATH="${PYTHONPATH}:/usr/src/app/punctuation"
+HEALTHCHECK CMD ./healthcheck.sh
+
+ENV TEMP=/usr/src/app/tmp
+ENTRYPOINT ["./docker-entrypoint.sh"]
+CMD ["serve"]
diff --git a/Jenkinsfile b/Jenkinsfile
new file mode 100644
index 0000000..5f9b7f0
--- /dev/null
+++ b/Jenkinsfile
@@ -0,0 +1,51 @@
+pipeline {
+    agent any
+    environment {
+        DOCKER_HUB_REPO = "lintoai/linto-platform-punctuation"
+        DOCKER_HUB_CRED = 'docker-hub-credentials'
+        
+        VERSION = ''
+    }
+
+    stages{
+        stage('Docker build for master branch'){
+            when{
+                branch 'master'
+            }
+            steps {
+                echo 'Publishing latest'
+                script {
+                    image = docker.build(env.DOCKER_HUB_REPO)
+                    VERSION = sh(
+                        returnStdout: true, 
+                        script: "awk -v RS='' '/#/ {print; exit}' RELEASE.md | head -1 | sed 's/#//' | sed 's/ //'"
+                    ).trim()
+
+                    docker.withRegistry('https://registry.hub.docker.com', env.DOCKER_HUB_CRED) {
+                        image.push("${VERSION}")
+                        image.push('latest')
+                    }
+                }
+            }
+        }
+
+        stage('Docker build for next (unstable) branch'){
+            when{
+                branch 'next'
+            }
+            steps {
+                echo 'Publishing unstable'
+                script {
+                    image = docker.build(env.DOCKER_HUB_REPO)
+                    VERSION = sh(
+                        returnStdout: true, 
+                        script: "awk -v RS='' '/#/ {print; exit}' RELEASE.md | head -1 | sed 's/#//' | sed 's/ //'"
+                    ).trim()
+                    docker.withRegistry('https://registry.hub.docker.com', env.DOCKER_HUB_CRED) {
+                        image.push('latest-unstable')
+                    }
+                }
+            }
+        }
+    }// end stages
+}
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000..c39e3a4
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
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+want it, that you can change the software or use pieces of it in new
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+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
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+
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+
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+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others" Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy"s
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
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+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
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+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program"s name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..b0dcf12
--- /dev/null
+++ b/README.md
@@ -0,0 +1,145 @@
+# LINTO-PLATFORM-PUNCTUATION
+LinTO-platform-punctuation is the punctuation service within the [LinTO stack](https://github.com/linto-ai/linto-platform-stack).
+
+The Punctuation is configured with an .mar BERT model.
+
+LinTO-platform-puntuation can either be used as a standalone punctuation service or deployed within a micro-services infrastructure using a message broker connector.
+
+## Pre-requisites
+
+### Model
+The punctuation service relies on a BERT model.
+
+We provide some models on [dl.linto.ai](https://dl.linto.ai/downloads/model-distribution/punctuation_models/).
+
+### Docker
+The transcription service requires docker up and running.
+
+### (micro-service) Service broker
+The punctuation only entry point in job mode are tasks posted on a message broker. Supported message broker are RabbitMQ, Redis, Amazon SQS.
+
+## Deploy linto-platform-stt
+linto-platform-stt can be deployed two ways:
+* As a standalone punctuation service through an HTTP API.
+* As a micro-service connected to a message broker.
+
+**1- First step is to build the image:**
+
+```bash
+git clone https://github.com/linto-ai/linto-platform-punctuation.git
+cd linto-platform-punctuation
+docker build . -t linto-platform-punctuation:latest
+```
+
+**2- Download the models**
+
+Have the punctuation model (.mar) ready at MODEL_PATH.
+
+### HTTP API
+
+```bash
+docker run --rm \
+-v MODEL_PATH:/usr/src/app/model-store/punctuation.mar \
+--env CONCURRENCY=1 \
+--env LANGUAGE=fr_FR \
+--env SERVICE_MODE=http \
+linto-platform-punctuation:latest
+```
+
+This will run a container providing an http API binded on the host HOST_SERVING_PORT port.
+
+**Parameters:**
+| Variables | Description | Example |
+|:-|:-|:-|
+| MODEL_PATH | Your localy available model (.mar) | /my/path/to/models/punctuation.mar |
+| LANGUAGE | Language code as a BCP-47 code  | en-US, fr_FR, ... |
+| CONCURRENCY | Number of worker | 1 |
+
+### Micro-service within LinTO-Platform stack
+>LinTO-platform-punctuation can be deployed within the linto-platform-stack through the use of linto-platform-services-manager. Used this way, the container spawn celery worker waiting for punctuation task on a message broker.
+>LinTO-platform-punctuation in task mode is not intended to be launch manually.
+>However, if you intent to connect it to your custom message's broker here are the parameters:
+
+You need a message broker up and running at MY_SERVICE_BROKER.
+
+```bash
+docker run --rm \
+-v MODEL_PATH:/usr/src/app/model-store/punctuation.mar \
+--env SERVICES_BROKER=redis://MY_BROKER:BROKER_PORT \
+--env BROKER_PASS=password \
+--env CONCURRENCY=1 \
+--env LANGUAGE=fr_FR \
+--env SERVICE_MODE=task \
+linto-platform-punctuation:latest
+```
+
+**Parameters:**
+| Variables | Description | Example |
+|:-|:-|:-|
+| MODEL_PATH | Your localy available model (.mar) | /my/path/to/models/punctuation.mar |
+| SERVICES_BROKER | Service broker uri | redis://my_redis_broker:6379 |
+| BROKER_PASS | Service broker password (Leave empty if there is no password) | my_password |
+| LANGUAGE | Transcription language | en-US |
+| CONCURRENCY | Number of worker (1 worker = 1 cpu) | [ 1 -> numberOfCPU] |
+
+## Usages
+
+### HTTP API
+
+#### /healthcheck
+
+Returns the state of the API
+
+Method: GET
+
+Returns "1" if healthcheck passes.
+
+#### /punctuation
+
+Transcription API
+
+* Method: POST
+* Response content: text/plain or application/json
+* Body: A json object structured as follows:
+```json
+{
+  "sentences": [
+    "this is sentence 1", "is that a second sentence", "yet an other sentence"
+  ]
+}
+```
+
+Return the punctuated text as a json object structured as follows:
+```json
+{
+  "punctuated_sentences": [
+    "This is sentence 1",
+    "Is that a second sentence ?",
+    "Yet an other sentence"
+  ]
+}
+```
+
+#### /docs
+The /docs route offers a OpenAPI/swagger interface. 
+
+### Through the message broker
+
+STT-Worker accepts requests with the following arguments:
+```file_path: str, with_metadata: bool```
+
+* <ins>text</ins>: (str or list) A sentence or a list of sentences.
+
+#### Return format
+
+Returns a string or a list of string depending on the input parameter.
+
+## Test
+### Curl
+You can test you http API using curl:
+```bash 
+curl -X POST "http://YOUR_SERVICE:YOUR_PORT/punctuation" -H  "accept: application/json" -H  "Content-Type: application/json" -d "{  \"sentences\": [    \"this is sentence 1\", \"is that a second sentence\", \"yet an other sentence\"  ]}"
+```
+
+## License
+This project is developped under the AGPLv3 License (see LICENSE).
diff --git a/RELEASE.md b/RELEASE.md
new file mode 100644
index 0000000..9da1ea6
--- /dev/null
+++ b/RELEASE.md
@@ -0,0 +1,3 @@
+# 1.0.0
+- Punctuation service.
+- HTTP or Celery serving.
\ No newline at end of file
diff --git a/celery_app/__init__.py b/celery_app/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/celery_app/celeryapp.py b/celery_app/celeryapp.py
new file mode 100644
index 0000000..ae41893
--- /dev/null
+++ b/celery_app/celeryapp.py
@@ -0,0 +1,26 @@
+import os
+from celery import Celery
+
+from punctuation import logger
+
+celery = Celery(__name__, include=['celery_app.tasks'])
+service_name = os.environ.get("SERVICE_NAME")
+broker_url = os.environ.get("SERVICES_BROKER")
+if os.environ.get("BROKER_PASS", False):
+    components = broker_url.split('//')
+    broker_url = f'{components[0]}//:{os.environ.get("BROKER_PASS")}@{components[1]}'
+celery.conf.broker_url = "{}/0".format(broker_url)
+celery.conf.result_backend = "{}/1".format(broker_url)
+celery.conf.update(
+    result_expires=3600,
+    task_acks_late=True,
+    task_track_started = True)
+
+# Queues
+language = os.environ.get("LANGUAGE")
+celery.conf.update(
+    {'task_routes': {
+        'punctuation_task' : {'queue': f"punctuation_{language}"},}
+    }
+)
+logger.info("Celery configured for broker located at {} with service name {}".format(broker_url, service_name)) 
\ No newline at end of file
diff --git a/celery_app/tasks.py b/celery_app/tasks.py
new file mode 100644
index 0000000..6c5a15b
--- /dev/null
+++ b/celery_app/tasks.py
@@ -0,0 +1,37 @@
+import os
+import requests
+import json
+from celery_app.celeryapp import celery
+from typing import Union
+
+@celery.task(name="punctuation_task", bind=True)
+def punctuation_task(self, text: Union[str, list]):
+    """ punctuation_task do a synchronous call to the punctuation serving API """
+    self.update_state(state="STARTED")
+    # Fetch model name
+    try:
+        result = requests.get("http://localhost:8081/models", 
+                            headers={"accept": "application/json",},)
+        models = json.loads(result.text)
+        model_name = models["models"][0]["modelName"]
+    except:
+        raise Exception("Failed to fetch model name")
+    
+    if isinstance(text, str):
+        sentences = [text]
+    else:
+        sentences = text
+    punctuated_sentences = []
+    for i, sentence in enumerate(sentences):
+        self.update_state(state="STARTED", meta={"current": i, "total": len(sentences)})
+        
+        result = requests.post("http://localhost:8080/predictions/{}".format(model_name),
+                               headers={'content-type': 'application/octet-stream'},
+                               data=sentence.strip().encode('utf-8'))
+        if result.status_code == 200:
+            punctuated_sentence = result.text
+            punctuated_sentence = punctuated_sentence[0].upper() + punctuated_sentence[1:]
+            punctuated_sentences.append(punctuated_sentence)
+        else:
+            raise Exception(result.text)
+    return punctuated_sentences[0] if len(punctuated_sentences) == 1 else punctuated_sentences
\ No newline at end of file
diff --git a/config.properties b/config.properties
new file mode 100644
index 0000000..c0cdbdb
--- /dev/null
+++ b/config.properties
@@ -0,0 +1,6 @@
+inference_address=http://0.0.0.0:8080
+management_address=http://0.0.0.0:8081
+metrics_address=http://0.0.0.0:8082
+model_store=/usr/src/app/model-store
+load_models=punctuation.mar
+default_workers_per_model=1
\ No newline at end of file
diff --git a/docker-entrypoint.sh b/docker-entrypoint.sh
new file mode 100755
index 0000000..013b672
--- /dev/null
+++ b/docker-entrypoint.sh
@@ -0,0 +1,27 @@
+#!/bin/bash
+set -e
+
+echo "RUNNING service"
+#supervisord -c /usr/src/app/supervisor/supervisor.conf
+
+if [ -z "$SERVICE_MODE" ]
+then
+    echo "ERROR: Must specify a serving mode: [ http | task ]"
+    exit -1
+else
+    torchserve --start --ncs --ts-config /usr/src/app/config.properties
+    if [ "$SERVICE_MODE" = "http" ]
+    then
+        echo "Running http server"
+        python http_server/ingress.py --debug
+    elif [ "$SERVICE_MODE" == "task" ]
+    then
+        echo "Running celery worker" 
+        /usr/src/app/wait-for-it.sh $(echo $SERVICES_BROKER | cut -d'/' -f 3) --timeout=20 --strict -- echo " $SERVICES_BROKER (Service Broker) is up"
+        celery --app=celery_app.celeryapp worker -n punctuation_$LANGUAGE@%h --queues=punctuation_$LANGUAGE -c $CONCURRENCY
+    else
+        echo "ERROR: Wrong serving command: $SERVICE_MODE"
+        exit -1
+    fi
+    torchserve --stop
+fi
diff --git a/document/swagger.yml b/document/swagger.yml
new file mode 100644
index 0000000..bb1bd71
--- /dev/null
+++ b/document/swagger.yml
@@ -0,0 +1,61 @@
+swagger: "2.0"
+
+info:
+  version: "1.0.0"
+  title: LinTo-Platform-Punctuation
+  description: Punctuation API
+  contact:
+    email: "support@linto.ai"
+  license:
+    name: "AGPLv3"
+    url: "https://www.gnu.org/licenses/agpl-3.0.en.html"
+
+schemes:
+  - http
+basePath: /
+
+paths:
+  /punctuation:
+    post:
+      tags:
+        - "Punctuation API"
+      summary: Perform punctuation
+      consumes:
+      - "application/json"
+      - "text/plain"
+      produces:
+      parameters:
+        - name: "sentences"
+          in: body
+          description: "Sentences to be punctuated"
+          schema:
+            type: object
+            required: 
+              - sentences
+            properties:
+              sentences:
+                type: array
+                items:
+                  type: string
+      responses:
+        200:
+          description: Successfully added punctuation
+        400:
+          description: Request error
+        500:
+          description: Server error
+
+  /healthcheck:
+    get:
+      tags:
+        - "Health"
+      summary: Check server health
+      consumes:
+      - "application/json"
+      responses:
+        200:
+          description: Healthcheck passes
+        400:
+          description: Healthcheck fails
+        500:
+          description: Healthcheck fails
\ No newline at end of file
diff --git a/healthcheck.sh b/healthcheck.sh
new file mode 100755
index 0000000..275c477
--- /dev/null
+++ b/healthcheck.sh
@@ -0,0 +1,10 @@
+#!/usr/bin/env bash
+
+set -eax
+
+if [ "$SERVICE_MODE" = "http" ]
+then
+    curl --fail http://localhost:80/healthcheck || exit 1
+else
+    celery --app=celery_app.celeryapp inspect ping -d punctuation_$LANGUAGE@$HOSTNAME || exit 1
+fi
diff --git a/http_server/__init__.py b/http_server/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/http_server/confparser.py b/http_server/confparser.py
new file mode 100644
index 0000000..37c3f23
--- /dev/null
+++ b/http_server/confparser.py
@@ -0,0 +1,51 @@
+import os
+import argparse
+
+__all__ = ["createParser"]
+
+def createParser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser()
+    
+    # SERVICE
+    parser.add_argument(
+        '--service_name',
+        type=str,
+        help='Service Name',
+        default=os.environ.get('SERVICE_NAME', 'punctuation'))
+    
+    #GUNICORN
+    parser.add_argument(
+        '--service_port',
+        type=int,
+        help='Service port',
+        default=80)
+    parser.add_argument(
+        '--workers',
+        type=int,
+        help="Number of Gunicorn workers (default=CONCURRENCY + 1)",
+        default=int(os.environ.get('CONCURRENCY', 1)) + 1)
+    
+    #SWAGGER
+    parser.add_argument(
+        '--swagger_url',
+        type=str,
+        help='Swagger interface url',
+        default='/docs')
+    parser.add_argument(
+        '--swagger_prefix',
+        type=str,
+        help='Swagger prefix',
+        default=os.environ.get('SWAGGER_PREFIX', ''))
+    parser.add_argument(
+        '--swagger_path',
+        type=str,
+        help='Swagger file path',
+        default=os.environ.get('SWAGGER_PATH', '/usr/src/app/document/swagger.yml'))
+    
+    #MISC
+    parser.add_argument(
+        '--debug',
+        action='store_true',
+        help='Display debug logs')
+
+    return parser
\ No newline at end of file
diff --git a/http_server/ingress.py b/http_server/ingress.py
new file mode 100644
index 0000000..b879c4a
--- /dev/null
+++ b/http_server/ingress.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+
+import os
+from time import time
+import logging
+import json
+import requests
+
+from flask import Flask, request, abort, Response, json
+
+from serving import GunicornServing
+from confparser import createParser
+from swagger import setupSwaggerUI
+from punctuation import logger
+
+app = Flask("__stt-standalone-worker__")
+
+@app.route('/healthcheck', methods=['GET'])
+def healthcheck():
+    return json.dumps({"healthcheck": "OK"}), 200
+
+@app.route("/oas_docs", methods=['GET'])
+def oas_docs():
+    return "Not Implemented", 501
+
+@app.route('/punctuation', methods=['POST'])
+def transcribe():
+    try:
+        logger.info('Punctuation request received')
+        return_json = False
+        if request.headers.get('accept').lower() == 'application/json':
+            return_json = True
+        elif not request.headers.get('accept').lower() == 'text/plain':
+            raise ValueError('Not accepted header')
+            
+        sentences = request.json.get("sentences", [])
+        
+
+        # Fetch model name
+        try:
+            result = requests.get("http://localhost:8081/models", 
+                                headers={"accept": "application/json",},)
+            models = json.loads(result.text)
+            model_name = models["models"][0]["modelName"]
+        except:
+            raise Exception("Failed to fetch model name")
+
+        punctuated_sentences = []
+        for i, sentence in enumerate(sentences):
+            result = requests.post("http://localhost:8080/predictions/{}".format(model_name),
+                                headers={'content-type': 'application/octet-stream'},
+                                data=sentence.strip().encode('utf-8'))
+            if result.status_code == 200:
+                punctuated_sentence = result.text
+                # First letter in capital
+                punctuated_sentence = punctuated_sentence[0].upper() + punctuated_sentence[1:]
+                punctuated_sentences.append(punctuated_sentence)
+            else:
+                raise Exception(result.text)
+        if return_json:
+            return {"punctuated_sentences": punctuated_sentences}, 200
+        else:
+            return ". ".join(punctuated_sentences)
+        return response, 200
+
+    except ValueError as error:
+        return str(error), 400
+    except Exception as e:
+        logger.error(e)
+        return 'Server Error: {}'.format(str(e)), 500
+
+# Rejected request handlers
+@app.errorhandler(405)
+def method_not_allowed(error):
+    return 'The method is not allowed for the requested URL', 405
+
+@app.errorhandler(404)
+def page_not_found(error):
+    return 'The requested URL was not found', 404
+
+@app.errorhandler(500)
+def server_error(error):
+    logger.error(error)
+    return 'Server Error', 500
+
+if __name__ == '__main__':
+    logger.info("Startup...")
+
+    parser = createParser()
+    args = parser.parse_args()
+    logger.setLevel(logging.DEBUG if args.debug else logging.INFO)
+    try:
+        # Setup SwaggerUI
+        if args.swagger_path is not None:
+            setupSwaggerUI(app, args)
+            logger.debug("Swagger UI set.")
+    except Exception as e:
+        logger.warning("Could not setup swagger: {}".format(str(e)))
+    
+    serving = GunicornServing(app, {'bind': '{}:{}'.format("0.0.0.0", args.service_port),
+                                    'workers': args.workers,})
+    logger.info(args)
+    try:
+        serving.run()
+    except KeyboardInterrupt:
+        logger.info("Process interrupted by user")
+    except Exception as e:
+        logger.error(str(e))
+        logger.critical("Service is shut down (Error)")
+        exit(e)
diff --git a/http_server/serving.py b/http_server/serving.py
new file mode 100644
index 0000000..076f34d
--- /dev/null
+++ b/http_server/serving.py
@@ -0,0 +1,17 @@
+import gunicorn.app.base
+
+class GunicornServing(gunicorn.app.base.BaseApplication):
+
+    def __init__(self, app, options=None):
+        self.options = options or {}
+        self.application = app
+        super().__init__()
+
+    def load_config(self):
+        config = {key: value for key, value in self.options.items()
+                  if key in self.cfg.settings and value is not None}
+        for key, value in config.items():
+            self.cfg.set(key.lower(), value)
+
+    def load(self):
+        return self.application
\ No newline at end of file
diff --git a/http_server/swagger.py b/http_server/swagger.py
new file mode 100644
index 0000000..6230a78
--- /dev/null
+++ b/http_server/swagger.py
@@ -0,0 +1,17 @@
+import yaml
+from flask_swagger_ui import get_swaggerui_blueprint
+
+def setupSwaggerUI(app, args):
+    '''Setup Swagger UI within the app'''
+    swagger_yml = yaml.load(
+        open(args.swagger_path, 'r'), Loader=yaml.Loader)
+    swaggerui = get_swaggerui_blueprint(
+        # Swagger UI static files will be mapped to '{SWAGGER_URL}/dist/'
+        args.swagger_prefix + args.swagger_url,
+        args.swagger_path,
+        config={  # Swagger UI config overrides
+            'app_name': "LinTO Platform Punctuation",
+            'spec': swagger_yml
+        }
+    )
+    app.register_blueprint(swaggerui, url_prefix=args.swagger_url)
\ No newline at end of file
diff --git a/punctuation/__init__.py b/punctuation/__init__.py
new file mode 100644
index 0000000..01ade9a
--- /dev/null
+++ b/punctuation/__init__.py
@@ -0,0 +1,5 @@
+import os
+import logging
+
+logging.basicConfig(format='%(asctime)s %(name)s %(levelname)s: %(message)s', datefmt='%d/%m/%Y %H:%M:%S')
+logger = logging.getLogger("__punctuation__")
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..9aca715
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,17 @@
+captum>=0.3.1
+celery[redis,auth,msgpack]>=4.4.7
+pandas>=1.1.5
+flask>=1.1.2
+flask-cors>=3.0.10
+flask-swagger-ui>=3.36.0
+pyyaml>=5.4.1
+gunicorn>=20.1.0
+numpy>=1.19.5
+sklearn
+supervisor>=4.2.2
+transformers==3.0.2
+torch>=1.7.1
+torch-model-archiver>=0.3.0
+torchserve>=0.3.0
+torchtext>=0.8.1
+torchvision>=0.8.2
diff --git a/wait-for-it.sh b/wait-for-it.sh
new file mode 100755
index 0000000..92cbdbb
--- /dev/null
+++ b/wait-for-it.sh
@@ -0,0 +1,182 @@
+#!/usr/bin/env bash
+# Use this script to test if a given TCP host/port are available
+
+WAITFORIT_cmdname=${0##*/}
+
+echoerr() { if [[ $WAITFORIT_QUIET -ne 1 ]]; then echo "$@" 1>&2; fi }
+
+usage()
+{
+    cat << USAGE >&2
+Usage:
+    $WAITFORIT_cmdname host:port [-s] [-t timeout] [-- command args]
+    -h HOST | --host=HOST       Host or IP under test
+    -p PORT | --port=PORT       TCP port under test
+                                Alternatively, you specify the host and port as host:port
+    -s | --strict               Only execute subcommand if the test succeeds
+    -q | --quiet                Don't output any status messages
+    -t TIMEOUT | --timeout=TIMEOUT
+                                Timeout in seconds, zero for no timeout
+    -- COMMAND ARGS             Execute command with args after the test finishes
+USAGE
+    exit 1
+}
+
+wait_for()
+{
+    if [[ $WAITFORIT_TIMEOUT -gt 0 ]]; then
+        echoerr "$WAITFORIT_cmdname: waiting $WAITFORIT_TIMEOUT seconds for $WAITFORIT_HOST:$WAITFORIT_PORT"
+    else
+        echoerr "$WAITFORIT_cmdname: waiting for $WAITFORIT_HOST:$WAITFORIT_PORT without a timeout"
+    fi
+    WAITFORIT_start_ts=$(date +%s)
+    while :
+    do
+        if [[ $WAITFORIT_ISBUSY -eq 1 ]]; then
+            nc -z $WAITFORIT_HOST $WAITFORIT_PORT
+            WAITFORIT_result=$?
+        else
+            (echo > /dev/tcp/$WAITFORIT_HOST/$WAITFORIT_PORT) >/dev/null 2>&1
+            WAITFORIT_result=$?
+        fi
+        if [[ $WAITFORIT_result -eq 0 ]]; then
+            WAITFORIT_end_ts=$(date +%s)
+            echoerr "$WAITFORIT_cmdname: $WAITFORIT_HOST:$WAITFORIT_PORT is available after $((WAITFORIT_end_ts - WAITFORIT_start_ts)) seconds"
+            break
+        fi
+        sleep 1
+    done
+    return $WAITFORIT_result
+}
+
+wait_for_wrapper()
+{
+    # In order to support SIGINT during timeout: http://unix.stackexchange.com/a/57692
+    if [[ $WAITFORIT_QUIET -eq 1 ]]; then
+        timeout $WAITFORIT_BUSYTIMEFLAG $WAITFORIT_TIMEOUT $0 --quiet --child --host=$WAITFORIT_HOST --port=$WAITFORIT_PORT --timeout=$WAITFORIT_TIMEOUT &
+    else
+        timeout $WAITFORIT_BUSYTIMEFLAG $WAITFORIT_TIMEOUT $0 --child --host=$WAITFORIT_HOST --port=$WAITFORIT_PORT --timeout=$WAITFORIT_TIMEOUT &
+    fi
+    WAITFORIT_PID=$!
+    trap "kill -INT -$WAITFORIT_PID" INT
+    wait $WAITFORIT_PID
+    WAITFORIT_RESULT=$?
+    if [[ $WAITFORIT_RESULT -ne 0 ]]; then
+        echoerr "$WAITFORIT_cmdname: timeout occurred after waiting $WAITFORIT_TIMEOUT seconds for $WAITFORIT_HOST:$WAITFORIT_PORT"
+    fi
+    return $WAITFORIT_RESULT
+}
+
+# process arguments
+while [[ $# -gt 0 ]]
+do
+    case "$1" in
+        *:* )
+        WAITFORIT_hostport=(${1//:/ })
+        WAITFORIT_HOST=${WAITFORIT_hostport[0]}
+        WAITFORIT_PORT=${WAITFORIT_hostport[1]}
+        shift 1
+        ;;
+        --child)
+        WAITFORIT_CHILD=1
+        shift 1
+        ;;
+        -q | --quiet)
+        WAITFORIT_QUIET=1
+        shift 1
+        ;;
+        -s | --strict)
+        WAITFORIT_STRICT=1
+        shift 1
+        ;;
+        -h)
+        WAITFORIT_HOST="$2"
+        if [[ $WAITFORIT_HOST == "" ]]; then break; fi
+        shift 2
+        ;;
+        --host=*)
+        WAITFORIT_HOST="${1#*=}"
+        shift 1
+        ;;
+        -p)
+        WAITFORIT_PORT="$2"
+        if [[ $WAITFORIT_PORT == "" ]]; then break; fi
+        shift 2
+        ;;
+        --port=*)
+        WAITFORIT_PORT="${1#*=}"
+        shift 1
+        ;;
+        -t)
+        WAITFORIT_TIMEOUT="$2"
+        if [[ $WAITFORIT_TIMEOUT == "" ]]; then break; fi
+        shift 2
+        ;;
+        --timeout=*)
+        WAITFORIT_TIMEOUT="${1#*=}"
+        shift 1
+        ;;
+        --)
+        shift
+        WAITFORIT_CLI=("$@")
+        break
+        ;;
+        --help)
+        usage
+        ;;
+        *)
+        echoerr "Unknown argument: $1"
+        usage
+        ;;
+    esac
+done
+
+if [[ "$WAITFORIT_HOST" == "" || "$WAITFORIT_PORT" == "" ]]; then
+    echoerr "Error: you need to provide a host and port to test."
+    usage
+fi
+
+WAITFORIT_TIMEOUT=${WAITFORIT_TIMEOUT:-15}
+WAITFORIT_STRICT=${WAITFORIT_STRICT:-0}
+WAITFORIT_CHILD=${WAITFORIT_CHILD:-0}
+WAITFORIT_QUIET=${WAITFORIT_QUIET:-0}
+
+# Check to see if timeout is from busybox?
+WAITFORIT_TIMEOUT_PATH=$(type -p timeout)
+WAITFORIT_TIMEOUT_PATH=$(realpath $WAITFORIT_TIMEOUT_PATH 2>/dev/null || readlink -f $WAITFORIT_TIMEOUT_PATH)
+
+WAITFORIT_BUSYTIMEFLAG=""
+if [[ $WAITFORIT_TIMEOUT_PATH =~ "busybox" ]]; then
+    WAITFORIT_ISBUSY=1
+    # Check if busybox timeout uses -t flag
+    # (recent Alpine versions don't support -t anymore)
+    if timeout &>/dev/stdout | grep -q -e '-t '; then
+        WAITFORIT_BUSYTIMEFLAG="-t"
+    fi
+else
+    WAITFORIT_ISBUSY=0
+fi
+
+if [[ $WAITFORIT_CHILD -gt 0 ]]; then
+    wait_for
+    WAITFORIT_RESULT=$?
+    exit $WAITFORIT_RESULT
+else
+    if [[ $WAITFORIT_TIMEOUT -gt 0 ]]; then
+        wait_for_wrapper
+        WAITFORIT_RESULT=$?
+    else
+        wait_for
+        WAITFORIT_RESULT=$?
+    fi
+fi
+
+if [[ $WAITFORIT_CLI != "" ]]; then
+    if [[ $WAITFORIT_RESULT -ne 0 && $WAITFORIT_STRICT -eq 1 ]]; then
+        echoerr "$WAITFORIT_cmdname: strict mode, refusing to execute subprocess"
+        exit $WAITFORIT_RESULT
+    fi
+    exec "${WAITFORIT_CLI[@]}"
+else
+    exit $WAITFORIT_RESULT
+fi
\ No newline at end of file