diff --git a/.gitignore b/.gitignore index 21ec0be..2af9003 100644 --- a/.gitignore +++ b/.gitignore @@ -49,5 +49,33 @@ redis-input.json flask_test.py +data1/ +data2/ +data3/ +data4/ +data5/ +test.py + +internet.sh + +img_to_text.py + +iluvatar-faas/ + +save_hg* + +minio + +.env + +minio_test.py + +controlplane/__pycache__/trigger_gateway.cpython-38.pyc + +controlplane/.env + +controlplane/tests3.py + +function_modules/testaction/test.py diff --git a/__pycache__/minio.cpython-38.pyc b/__pycache__/minio.cpython-38.pyc new file mode 100644 index 0000000..09f15f5 Binary files /dev/null and b/__pycache__/minio.cpython-38.pyc differ diff --git a/controlplane/.env b/controlplane/.env deleted file mode 100644 index 9bb6d24..0000000 --- a/controlplane/.env +++ /dev/null @@ -1,3 +0,0 @@ -AWS_ACCESS_KEY_ID="AKIAYFB773UVZSOAVZN4" -AWS_SECRET_ACCESS_KEY="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" -AWS_REGION="ap-south-1" diff --git a/controlplane/__init__.py b/controlplane/__init__.py index e69de29..b974282 100644 --- a/controlplane/__init__.py +++ b/controlplane/__init__.py @@ -0,0 +1 @@ +from . import * \ No newline at end of file diff --git a/controlplane/__pycache__/orchestrator.cpython-38.pyc b/controlplane/__pycache__/orchestrator.cpython-38.pyc new file mode 100644 index 0000000..54a4e8c Binary files /dev/null and b/controlplane/__pycache__/orchestrator.cpython-38.pyc differ diff --git a/controlplane/__pycache__/validate_trigger.cpython-38.pyc b/controlplane/__pycache__/validate_trigger.cpython-38.pyc new file mode 100644 index 0000000..cc55045 Binary files /dev/null and b/controlplane/__pycache__/validate_trigger.cpython-38.pyc differ diff --git a/controlplane/build_image.sh b/controlplane/build_image.sh deleted file mode 100755 index 11d407d..0000000 --- a/controlplane/build_image.sh +++ /dev/null @@ -1,12 +0,0 @@ -#!/bin/bash - -# ./register.sh /decode-function /decode decode-action [SAMPLE USE] - -function_dir_name=$1 -docker_image_name=$2 - -cd $function_dir_name - -chmod -R 777 ./ - -./buildAndPush.sh $docker_image_name diff --git a/controlplane/control.py b/controlplane/control.py deleted file mode 100644 index 18fc59f..0000000 --- a/controlplane/control.py +++ /dev/null @@ -1,550 +0,0 @@ -#!/usr/bin/env python3 - -import sys -import requests -import uuid -import re -import subprocess -import threading -import queue -import redis -import pickle -import json -import os -import time -from requests.packages.urllib3.exceptions import InsecureRequestWarning -from flask import Flask, request,jsonify,send_file -requests.packages.urllib3.disable_warnings(InsecureRequestWarning) -import pymongo - -import trigger_gateway - - -app = Flask(__name__) - -action_url_mappings = {} #Store action->url mappings -action_properties_mapping = {} #Stores the action name and its corresponding properties -responses = [] -queue = [] -list_of_func_ids = [] - -def hello(): - print("Hello") - - -def preprocess(filename): - with open(filename) as f: - lines = f.readlines() - action_url_list = [] - for line in lines: - line = line.replace("\n", "") - line = line.replace("/guest/","") - action_url_list.append(line) - for item in action_url_list: - action_name = item.split(' ')[0] - url = item.split(' ')[1] - action_url_mappings[action_name] = url - - -def execute_thread(action,redis,url,json): - reply = requests.post(url = url,json=json,verify=False) - list_of_func_ids.append(reply.json()["activation_id"]) - redis.set(action+"-output",pickle.dumps(reply.json())) - responses.append(reply.json()) - - -def handle_parallel(queue,redis,action_properties_mapping,parallel_action_list): - thread_list = [] - output_list = [] # List to store the output of actions whose outputs are required by downstream operations - - for action in parallel_action_list: - action_names = action_properties_mapping[action]["outputs_from"] - next_action = action_properties_mapping[action]["next"] - if(next_action!=""): - if next_action not in queue: - queue.append(next_action) - if(len(action_names)==1): # if only output of one action is required - key = action_names[0]+"-output" - output = pickle.loads(redis.get(key)) - action_properties_mapping[action]["arguments"] = output - else: - for item in action_names: - key = item+"-output" - output = pickle.loads(redis.get(key)) - output_list.append(output) - - action_properties_mapping[action]["arguments"] = output_list - - url = action_url_mappings[action] - thread_list.append(threading.Thread(target=execute_thread, args=[action,redis,url,action_properties_mapping[action]["arguments"]])) - for thread in thread_list: - thread.start() - for thread in thread_list: - thread.join() - action_properties_mapping[next_action]["arguments"] = responses - return responses - -def create_redis_instance(): - r = redis.Redis(host="10.129.28.219", port=6379, db=2) - return r - -def get_redis_contents(r): - keys = r.keys() - for key in keys: - value = pickle.loads(r.get(key)) - if value is not None: - print(f"{key.decode('utf-8')}: {json.dumps(value, indent=4)}") - -def connect_mongo(): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dags"] - return mycol - -def get_dag_json(dag_name): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dags"] - query = {"name":dag_name} - projection = {"_id": 0, "name": 1,"dag":1} - document = mycol.find(query, projection) - data = list(document) - return data - -def submit_dag_metadata(dag_metadata): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dag_metadata"] - try: - cursor = mycol.insert_one(dag_metadata) - # print("OBJECT ID GENERATED",cursor.inserted_id) - data = {"message":"success"} - return json.dumps(data) - except Exception as err: - data = {"message":"failed","reason":err} - return json.dumps(data) - -@app.route("/") -def home(): - data = {"message": "Hello,welcome to create and manage serverless workflows.","author":"Anubhav Jana"} - return jsonify(data) - -@app.route('/view/functions', methods=['GET']) -def list_actions(): - list_of_actions = [] - stream = os.popen(' wsk -i action list') - actions = stream.read().strip().split(' ') - for action in actions: - if action=='' or action=='private' or action=='blackbox': - continue - else: - list_of_actions.append(action.split('/')[2]) - data = {"list of available actions":list_of_actions} - return jsonify(data) - - - -@app.route('/register/trigger/',methods=['POST']) -def register_trigger(): - trigger_json = request.json - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["trigger_store"] - mycol = mydb["triggers"] - try: - cursor = mycol.insert_one(trigger_json) - print("OBJECT ID GENERATED",cursor.inserted_id) - if(trigger_json["type"]=="dag"): - targets = trigger_json["dags"] - elif(trigger_json["type"]=="function"): - targets = trigger_json["functions"] - data = {"message":"success","trigger_name":trigger_json["trigger_name"],"trigger":trigger_json["trigger"],"trigger_type":trigger_json["type"],"trigger_target":targets} - return json.dumps(data) - except Exception as e: - print("Error--->",e) - data = {"message":"fail","reason":e} - return json.dumps(data) - - -@app.route('/register/function/',methods=['POST']) -def register_function(function_name): - list_of_file_keys = [] - document = {} - function_dir = '/home/faasapp/Desktop/anubhav/function_modules' # Library of functions - new_dir = function_name - destination = os.path.join(function_dir, new_dir) - # Create the directory - os.makedirs(destination, exist_ok=True) - files = request.files - for filekey in files: - if filekey!='description': - list_of_file_keys.append(filekey) - for key in list_of_file_keys: - file = request.files[key] - filename = file.filename - # Save, copy, remove - file.save(file.filename) - shutil.copy(filename, destination) - os.remove(filename) - image_build_script = 'buildAndPush.sh' - shutil.copy(image_build_script, destination) - - # Prepare data - document["function_name"] = function_name - document["image_build_script"] = 'buildAndPush.sh' - document["python_script"] = (request.files[list_of_file_keys[0]]).filename - document["dockerfile"] = (request.files[list_of_file_keys[1]]).filename - document["requirements.txt"] =(request.files[list_of_file_keys[2]]).filename - - docker_image_name = "10.129.28.219:5000/"+function_name+"-image" - api_name = "/"+function_name+"-api" - path_name = "/"+function_name+"-path" - password = '1234' - # build docker image - cmd = ["sudo", "-S", "/home/faasapp/Desktop/anubhav/controlplane/build_image.sh",destination,docker_image_name] - # open subprocess with Popen - process = subprocess.Popen(cmd, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE, universal_newlines=True) - - # pass password to standard input - process.stdin.write(password + "\n") - process.stdin.flush() - - # wait for process to complete and get output - output, errors = process.communicate() - print("OUTPUT---------",output) - print("ERRORS---------",errors) - # if(errors): - # print("There is error building docker file") - # data = {"message":"fail","reason":"docker build failed"} - # return json.dumps(data) - # else: - - # create action, register action with api, populate its mapping - subprocess.call(['./create_action.sh',destination,docker_image_name,function_name]) - subprocess.call(['./register.sh',api_name,path_name,function_name]) - subprocess.call(['bash', './actions.sh']) - - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["function_store"] - mycol = mydb["functions"] - try: - cursor = mycol.insert_one(document) - print("OBJECT ID GENERATED",cursor.inserted_id) - data = {"message":"success"} - return json.dumps(data) - except Exception as e: - print("Error--->",e) - data = {"message":"fail","reason":e} - return json.dumps(data) - - # data = {"message":"success"} - # return json.dumps(data) - - -@app.route('/register/dag/',methods=['POST']) -def register_dag(): - dag_json = request.json - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dags"] - try: - cursor = mycol.insert_one(dag_json) - print("OBJECT ID GENERATED",cursor.inserted_id) - data = {"message":"success"} - return json.dumps(data) - except Exception as e: - print("Error--->",e) - data = {"message":"fail","reason":e} - return json.dumps(data) - -@app.route('/view/dag/',methods=['GET']) -def view_dag(dag_name): - dag_info_map = {} - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dags"] - document = mycol.find({"name":dag_name}) - data = list(document) - dag_info_list = [] - for items in data: - dag_info_list = items["dag"] - dag_info_map["DAG_Name--->>"] = items["name"] - - dag_info_map["Number_of_nodes-->"] = len(dag_info_list) - dag_info_map["Starting_Node-->"] = dag_info_list[0]["node_id"] - - for dag_items in dag_info_list: - node_info_map = {} - if(len(dag_items["properties"]["outputs_from"])==0): - node_info_map["get_outputs_from-->"] = "Starting action->No outputs consumed" - else: - node_info_map["get_outputs_from-->"] = dag_items["properties"]["outputs_from"] - node_info_map["primitive_type"] = dag_items["properties"]["primitive"] - if(dag_items["properties"]["primitive"]=="condition"): - node_info_map["next_node_id_if_condition_true"] = dag_items["properties"]["branch_1"] - node_info_map["next_node_id_if_condition_false"] = dag_items["properties"]["branch_2"] - else: - if(dag_items["properties"]["next"]!=""): - node_info_map["next_node_id-->"] = dag_items["properties"]["next"] - else: - node_info_map["next_node_id-->"] = "Ending node_id of a path" - dag_info_map[dag_items["node_id"]] = node_info_map - response = {"dag_data":dag_info_map} - formatted_json = json.dumps(response, indent=20) - return formatted_json - -@app.route('/view/dags',methods=['GET']) -def view_dags(): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dags"] - document = mycol.find() - data = list(document) - # Serialize the data to JSON - json_data = json.dumps(data, default=str) - json_string ='{"dag":'+str(json_data)+'}' - data = json.loads(json_string) - # Format the JSON string with indentation - formatted_json = json.dumps(data, indent=4) - return formatted_json - -@app.route('/view/triggers',methods=['GET']) -def view_triggers(): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["trigger_store"] - mycol = mydb["triggers"] - document = mycol.find() - data = list(document) - # Serialize the data to JSON - json_data = json.dumps(data, default=str) - json_string ='{"trigger":'+str(json_data)+'}' - data = json.loads(json_string) - # Format the JSON string with indentation - formatted_json = json.dumps(data, indent=4) - return formatted_json - -@app.route('/view/trigger/',methods=['GET']) -def view_trigger(trigger_name): - print(request.url) - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["trigger_store"] - mycol = mydb["triggers"] - query = {"trigger_name":trigger_name} - projection = {"_id": 0,"trigger_name":1,"type":1,"trigger":1,"dags":1,"functions":1} - document = mycol.find(query,projection) - data = list(document) - # print(data) - json_data = json.dumps(data, default=str) - json_string ='{"trigger":'+str(json_data)+'}' - data = json.loads(json_string) - formatted_json = json.dumps(data, indent=4) - return formatted_json - -# EXAMPLE URL: http://10.129.28.219:5001/view/activation/8d7df93e8f2940b8bdf93e8f2910b80f -@app.route('/view/activation/', methods=['GET', 'POST']) -def list_activations(activation_id): - # activation_id = '74a7b6c707d14973a7b6c707d1a97392' - cmd = ['wsk', '-i', 'activation', 'get', activation_id] - result = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE) - json_res = result.stdout.decode().split('\n')[1:] # Ignore first line of output - res = json.loads('\n'.join(json_res)) - d={} - d["action_name"] = res["name"] - d["duration"] = res["duration"] - d["status"] = res["response"]["status"] - d["result"] = res["response"]["result"] - return({"action_name":res["name"], - "duration": res["duration"], - "status": res["response"]["status"], - "result":res["response"]["result"] - }) - -# EXAMPLE URL: http://10.129.28.219:5001/view/76cc8a53-0a63-47bb-a5b5-9e6744f67c61 -@app.route('/view/',methods=['GET']) -def view_dag_metadata(dag_id): - myclient = pymongo.MongoClient("mongodb://127.0.0.1/27017") - mydb = myclient["dag_store"] - mycol = mydb["dag_metadata"] - query = {"dag_id":dag_id} - projection = {"_id": 0,"dag_id":1,"dag_name":1,"function_activation_ids":1} - document = mycol.find(query, projection) - data = list(document) - response = {"dag_metadata":data} - return json.dumps(response) - -# EXAMPLE URL: http://10.129.28.219:5001/run/action/odd-even-action -# http://10.129.28.219:5001/run/action/decode-function - -@app.route('/run/action//', methods=['POST']) -def execute_action(action_name): - script_file = './actions.sh' - subprocess.call(['bash', script_file]) - preprocess("action_url.txt") - url = action_url_mappings[action_name] - # json_data = json.loads(request.json) - reply = requests.post(url = url,json = request.json,verify=False) - return reply.json() - - - -# EXAMPLE URL: http://10.129.28.219:5001/run/dag/odd-even-test/{"number":16} -@app.route('/run/dag//', methods=['GET', 'POST']) -def execute_dag(dag_name): - print("------------------------------------DAG START-----------------------------------------------") - unique_id = uuid.uuid4() - print("DAG UNIQUE ID----------",unique_id) - dag_metadata={} - dag_metadata["dag_id"] = str(unique_id) - dag_metadata["dag_name"] = dag_name - # list_of_func_ids = [] - ######### Updates the list of action->url mapping ################### - script_file = './actions.sh' - subprocess.call(['bash', script_file]) - ##################################################################### - preprocess("action_url.txt") - - ### Create in-memory redis storage ### - redis_instace = create_redis_instance() - ####################################### - - action_properties_mapping = {} #Stores the action name and its corresponding properties - - - dag_res = json.loads(json.dumps(get_dag_json(dag_name))) - dag_data = dag_res[0]["dag"] - for dag_item in dag_data: - action_properties_mapping[dag_item["node_id"]] = dag_item["properties"] - - flag = 0 - for dag_item in dag_data: - if(flag==0): # To indicate the first action in the DAG - queue.append(dag_item["node_id"]) - action_properties_mapping[dag_item["node_id"]]["arguments"] = request.json - while(len(queue)!=0): - flag=flag+1 - action = queue.pop(0) - print("ACTION DEQUEUED FROM QUEUE : --->",action) - ########################################################## - # HANDLE THE ACTION # - ########################################################## - if isinstance(action, str): - # if(isinstance(action_properties_mapping[action]['arguments'],list)): - # pass - json_data = action_properties_mapping[action]["arguments"] - url = action_url_mappings[action] - reply = requests.post(url = url,json=json_data,verify=False) - list_of_func_ids.append(reply.json()["activation_id"]) - # print("Line 292------------",reply.json()["activation_id"]) - redis_instace.set(action+"-output",pickle.dumps(reply.json())) - action_type = action_properties_mapping[action]["primitive"] - - if(action_type=="condition"): - branching_action = action_properties_mapping[action]["branch_1"] - alternate_action = action_properties_mapping[action]["branch_2"] - result=reply.json()["result"] - condition_op = action_properties_mapping[action]["condition"]["operator"] - if(condition_op=="equals"): - if(isinstance(action_properties_mapping[action]["condition"]["target"], str)): - target = action_properties_mapping[action]["condition"]["target"] - else: - target=int(action_properties_mapping[action]["condition"]["target"]) - - if(result==target): - output_list = [] # List to store the output of actions whose outputs are required by downstream operations - queue.append(branching_action) - action_names = action_properties_mapping[branching_action]["outputs_from"] # Get the list of actions whose output will be used - if(len(action_names)==1): # if only output of one action is required - key = action_names[0]+"-output" - output = pickle.loads(redis_instace.get(key)) - action_properties_mapping[branching_action]["arguments"] = output - else: - for item in action_names: - key = item+"-output" - output = pickle.loads(redis_instace.get(key)) - output_list.append(output) - action_properties_mapping[branching_action]["arguments"] = output_list - - else: - output_list = [] # List to store the output of actions whose outputs are required by downstream operations - queue.append(alternate_action) - action_names = action_properties_mapping[alternate_action]["outputs_from"] # Get the list of actions whose output will be used - if(len(action_names)==1): # if only output of one action is required - key = action_names[0]+"-output" - output = pickle.loads(redis_instace.get(key)) - action_properties_mapping[alternate_action]["arguments"] = output - else: - for item in action_names: - key = item+"-output" - output = pickle.loads(redis_instace.get(key)) - output_list.append(output) - action_properties_mapping[alternate_action]["arguments"] = output_list - - - if(condition_op=="greater_than"): - pass - if(condition_op=="greater_than_equals"): - pass - if(condition_op=="less_than"): - pass - if(condition_op=="less_than_equals"): - pass - elif(action_type=="serial"): - next_action = action_properties_mapping[action]["next"] - if(next_action!=""): - output_list = [] # List to store the output of actions whose outputs are required by downstream operations - queue.append(next_action) - action_names = action_properties_mapping[next_action]["outputs_from"] # Get the list of actions whose output will be used - if(len(action_names)==1): # if only output of one action is required - key = action_names[0]+"-output" - output = pickle.loads(redis_instace.get(key)) - action_properties_mapping[next_action]["arguments"] = output - else: - for item in action_names: - key = item+"-output" - output = pickle.loads(redis_instace.get(key)) - output_list.append(output) - action_properties_mapping[next_action]["arguments"] = output_list - - elif(action_type=="parallel"): - parallel_action_list = action_properties_mapping[action]["next"] - queue.append(parallel_action_list) - - - else: - reply = handle_parallel(queue,redis_instace,action_properties_mapping,action) - - - - - dag_metadata["function_activation_ids"] = list_of_func_ids - # print("DAG SPEC AFTER WORKFLOW EXECUTION--------\n") - # print(action_properties_mapping) - # print('\n') - submit_dag_metadata(dag_metadata) - # print("DAG ID---->FUNC IDS",dag_metadata) - print('\n') - # print('INTERMEDIATE OUTPUTS FROM ALL ACTIONS-----\n') - # get_redis_contents(redis_instace) - # print('\n') - redis_instace.flushdb() - print("Cleaned up in-memory intermediate outputs successfully\n") - - if(isinstance(reply,list)): - return({"dag_id": dag_metadata["dag_id"], - "result": reply - }) - - else: - return({ - "dag_id": dag_metadata["dag_id"], - "result": reply.json() - }) - # return({ - # "result": "success" - # }) - - - - -if __name__ == '__main__': - app.run(host='0.0.0.0', port=5001) - diff --git a/controlplane/images/dag1.png b/controlplane/images/dag1.png new file mode 100644 index 0000000..0b52327 Binary files /dev/null and b/controlplane/images/dag1.png differ diff --git a/controlplane/tests3.py b/controlplane/tests3.py deleted file mode 100644 index 40cc4ff..0000000 --- a/controlplane/tests3.py +++ /dev/null @@ -1,51 +0,0 @@ -import os -import boto3 -from botocore.exceptions import ClientError - -aws_access_key_id = os.environ.get('AWS_ACCESS_KEY_ID') -aws_secret_access_key = os.getenv('AWS_SECRET_ACCESS_KEY') -aws_region = os.getenv('AWS_REGION') -print(aws_access_key_id,aws_secret_access_key) - -# s3 = boto3.client('s3', aws_access_key_id=aws_access_key_id,aws_secret_access_key=aws_secret_access_key,region_name=aws_region) - -# upload_file_path = "dag_register.py" -# bucket_name = 'dagit-store' -# key_name = upload_file_path -# folder_path = 'images' -# folder_name = "images" -# try: -# s3.upload_file(upload_file_path,bucket_name,key_name) -# s3.put_object_acl(Bucket=bucket_name, Key=key_name, ACL='public-read') -# object_url = "https://dagit-store.s3.ap-south-1.amazonaws.com/"+key_name -# print("Uploaded....\n") -# print(object_url) -# except ClientError as e: -# print(e) -# loop through files in folder -# for subdir, dirs, files in os.walk(folder_path): -# for file in files: -# # get full path of file -# file_path = os.path.join(subdir, file) -# # get S3 object key -# object_key = os.path.relpath(file_path, folder_path) -# # upload file to S3 -# # s3.Object(bucket_name, object_key).upload_file(file_path) -# # s3.upload_file(file_path,bucket_name,object_key) -# s3.upload_file(file_path, bucket_name, f'{folder_name}/{file_path.split("/")[-1]}') -# s3.put_object_acl(Bucket=bucket_name, Key=f'{folder_name}/{file_path.split("/")[-1]}', ACL='public-read') -# print("Uploaded....\n") - - - - - -# try: - -# response = s3.generate_presigned_url('get_object', -# Params={'Bucket': bucket_name, -# 'Key': key_name}, -# ExpiresIn=3600) -# print(response) -# except ClientError as e: -# print(e) \ No newline at end of file diff --git a/function_modules/image-blur/blur.py b/function_modules/image-blur/blur.py index 58bec33..c6f4d67 100755 --- a/function_modules/image-blur/blur.py +++ b/function_modules/image-blur/blur.py @@ -19,12 +19,16 @@ def main(): blurred_result = [] try: decode_activation_id = params["activation_id"] + # face_detect_activation_id = params["activation_id"] parts = params["parts"] + faces = params["faces"] for i in range(0,parts): if os.path.exists(images_dir+'/blurred_image_'+str(i)+'.jpg'): os.remove(images_dir+'/blurred_image_'+str(i)+'.jpg') for i in range(0,parts): decode_output = "decode-output-image"+decode_activation_id+"-"+str(i) + # face_detect_output = "face-detected-image"+face_detect_activation_id+"-"+str(i) + # load_image = pickle.loads(r.get(face_detect_output)) load_image = pickle.loads(r.get(decode_output)) image_name = 'Image'+str(i)+'.jpg' with open(image_name, 'wb') as f: @@ -82,7 +86,7 @@ def main(): })) - return({"output_image_url_links":url_list, + return({"blurred_image_url_links":url_list, "activation_id": str(activation_id), "parts": parts diff --git a/function_modules/image-blur/build.txt b/function_modules/image-blur/build.txt index 201b052..e579b93 100755 --- a/function_modules/image-blur/build.txt +++ b/function_modules/image-blur/build.txt @@ -1,3 +1,5 @@ sudo ./buildAndPush.sh 10.129.28.219:5000/image-blur-image wsk -i action create image-blur --docker 10.129.28.219:5000/image-blur-image --web=true --timeout=300000 +wsk -i action update image-blur --docker 10.129.28.219:5000/image-blur-image blur.py --web=true --timeout=300000 + ./register.sh /image-blur-api /image-blur-path image-blur --response-type=json \ No newline at end of file diff --git a/function_modules/image-denoise/build.txt b/function_modules/image-denoise/build.txt index 0cdbb1f..b493da0 100755 --- a/function_modules/image-denoise/build.txt +++ b/function_modules/image-denoise/build.txt @@ -1,3 +1,3 @@ sudo ./buildAndPush.sh 10.129.28.219:5000/image-denoise-image -./register.sh /image-denoise-api /image-denoise-path image-denoise --response-type=j +./register.sh /image-denoise-api /image-denoise-path image-denoise --response-type=json wsk -i action create image-denoise --docker 10.129.28.219:5000/image-denoise-image --web=true --timeout=300000 diff --git a/function_modules/image-resize/build.txt b/function_modules/image-resize/build.txt index ed4534e..e2c73bc 100755 --- a/function_modules/image-resize/build.txt +++ b/function_modules/image-resize/build.txt @@ -1,3 +1,5 @@ sudo ./buildAndPush.sh 10.129.28.219:5000/image-resize-image wsk -i action create image-resize --docker 10.129.28.219:5000/image-resize-image --web=true --timeout=300000 -./register.sh /image-resize-api /image-resize-path image-blur --response-type=json \ No newline at end of file +./register.sh /image-resize-api /image-resize-path image-resize --response-type=json + +wsk -i action update image-resize --docker 10.129.28.219:5000/image-resize-image resize.py --web=true --timeout=300000 diff --git a/function_modules/image-to-text/Dockerfile b/function_modules/image-to-text/Dockerfile new file mode 100755 index 0000000..da93552 --- /dev/null +++ b/function_modules/image-to-text/Dockerfile @@ -0,0 +1,111 @@ +# # Dockerfile for Python whisk docker action +# FROM openwhisk/dockerskeleton + +# ENV FLASK_PROXY_PORT 8080 + +# ## Install our action's Python dependencies +# ADD requirements.txt /action/requirements.txt +# RUN apk --update add python py-pip openssl ca-certificates py-openssl wget git +# RUN apk --update add --virtual build-dependencies libffi-dev openssl-dev python-dev py-pip build-base && apk add jpeg-dev zlib-dev libjpeg && pip install --upgrade pip +# RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y +# ENV PATH="/root/.cargo/bin:${PATH}" +# # RUN pip install tokenizers +# # RUN apk --update add world build-essential +# RUN cd /action; pip install -r requirements.txt +# # RUN pip install torch===1.4.0 torchvision===0.5.0 -f https://download.pytorch.org/whl/torch_stable.html +# # RUN pip install torch===1.4.0 -f https://download.pytorch.org/whl/torch_stable.html +# ENV USE_OPENMP=0 +# ENV OMP_NUM_THREADS=1 +# RUN apk --update add gcompat libc6-compat musl musl-dev +# RUN apk add --no-cache libgcc ncurses-libs libstdc++ +# # ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib/python3.6/site-packages/torch/lib/:/usr/local/lib/python3.6/site-packages/torch/lib// + +# RUN pip install torch==1.10.2+cpu -f https://download.pytorch.org/whl/torch_stable.html +# # ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/lib/ld-linux-x86-64.so.2:/usr/local/lib/python3.6/site-packages/torch/lib/ +# # ENV LD_PRELOAD=/usr/lib/x86_64-linux-gnu/libgomp.so.1://usr/local/lib/python3.6/site-packages/torch/lib//libgomp-a34b3233.so.1 +# # ENV LD_LIBRARY_PATH=/usr/local/lib/python3.6/site-packages/torch/lib/:/usr/local/lib/python3.6/site-packages/torch/lib//libgomp-a34b3233.so.1 +# # ENV LD_LIBRARY_PATH=/usr/local/lib/python3.6/site-packages/torch/lib:$LD_LIBRARY_PATH + +# # RUN pip install torch===2.0.0 torchvision===0.15.1 + + +# # Ensure source assets are not drawn from the cache after this date +# ENV REFRESHED_AT 2016-09-05T13:59:39Z +# # Add all source assets +# ADD . /action +# # Rename our executable Python action +# ADD img_text.py /action/exec + +# # Leave CMD as is for Openwhisk +# CMD ["/bin/bash", "-c", "cd actionProxy && python3 -u actionproxy.py"] + + +FROM ibmfunctions/action-python-v3.9 + +#download pip packages + +RUN pip install --upgrade pip + +RUN pip install transformers requests redis pilgram Pillow==6.2.2 zlib-state torch + +ADD img_text.py /action/exec + +# RUN python3 -c "from huggingface_hub import snapshot_download,hf_hub_download;REPO_ID = 'Salesforce/blip-image-captioning-base';snapshot_download(repo_id='Salesforce/blip-image-captioning-base',local_dir='/action/models/transformers')" + +ADD models /action/models + +CMD ["/bin/bash", "-c", "cd actionProxy && python3 -u actionproxy.py"] + +#download pre-trained model from hugging face to docker image +# RUN pip install sentence_transformers +# RUN python3 -c "from transformers import BlipProcessor, BlipForConditionalGeneration;model = BlipForConditionalGeneration.from_pretrained('Salesforce/blip-image-captioning-base');model.save('models')" +# COPY models . + + +# ADD img_text.py . + +# CMD ["python3","img_text.py"] + + +# RUN ls /action/1/bin/models/transformers +# CMD ['echo','/action/1/bin/models/transformers'] +# CMD ['cat','/action/1/bin/models/transformers/exec'] +# CMD ['ls','/action/1/bin/models/transformers'] + +# FROM python:3.9-slim-buster + +# RUN apt-get update + +# #download pip packages + +# RUN pip install --upgrade pip + +# RUN pip install transformers + +# RUN pip install requests + +# RUN pip install redis + +# RUN pip install pilgram + +# # RUN apt-get install jpeg-dev zlib-dev + +# RUN pip install Pillow + +# RUN pip install zlib-state + +# RUN pip install torch + +# RUN python3 -c "from huggingface_hub import snapshot_download,hf_hub_download;REPO_ID = 'Salesforce/blip-image-captioning-base';snapshot_download(repo_id='Salesforce/blip-image-captioning-base',local_dir='/models/transformers')" + +# RUN ls / + + +# FROM openwhisk/python3action +# RUN apk update +# # RUN apk add build-dependencies libffi-dev openssl-dev python-dev py-pip build-base +# RUN pip3 install --upgrade pip +# RUN pip3 install transformers redis requests boto3 Pillow torch pilgram +# RUN python3 -c "from huggingface_hub import snapshot_download,hf_hub_download;REPO_ID = 'Salesforce/blip-image-captioning-base';snapshot_download(repo_id='Salesforce/blip-image-captioning-base',local_dir='/models/transformers')" +# RUN ls / + diff --git a/function_modules/image-to-text/build.txt b/function_modules/image-to-text/build.txt new file mode 100755 index 0000000..d89502f --- /dev/null +++ b/function_modules/image-to-text/build.txt @@ -0,0 +1,9 @@ +sudo ./buildAndPush.sh 10.129.28.219:5000/img-text + +wsk -i action create img-to-text --docker 10.129.28.219:5000/img-text img_text.py --web=true --timeout=300000 + +./register.sh /image-text-api /image-text-path img-to-text --response-type=json + +wsk -i action update img-to-text --docker 10.129.28.219:5000/img-text img_text.py --timeout 300000 + + diff --git a/controlplane/buildAndPush.sh b/function_modules/image-to-text/buildAndPush.sh similarity index 100% rename from controlplane/buildAndPush.sh rename to function_modules/image-to-text/buildAndPush.sh diff --git a/function_modules/image-to-text/img_text.py b/function_modules/image-to-text/img_text.py new file mode 100755 index 0000000..9a6f70c --- /dev/null +++ b/function_modules/image-to-text/img_text.py @@ -0,0 +1,91 @@ +import requests +import threading +import os +import json +import sys +import requests +import torch +from PIL import Image +from transformers import BlipProcessor, BlipForConditionalGeneration +thread_list = [] +results = [] + +def process(image_url): + processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") + model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base") + # img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' + raw_image = Image.open(requests.get(image_url, stream=True).raw).convert('RGB') + inputs = processor(raw_image, return_tensors="pt") + out = model.generate(**inputs) + result = processor.decode(out[0], skip_special_tokens=True) + results.append(result) +def main(params): + activation_id = os.environ.get('__OW_ACTIVATION_ID') + # file = open('action/1/bin/exec__.py', 'r') + # content = file.read() + # print(content) + print("Current directory----",os.getcwd()) + print("root----",os.listdir('/')) + print("inside action----",os.listdir('/action/models/transformers')) + print("current directory contents------",os.listdir(os.getcwd())) + # print("/action/model contents------",os.listdir('../models/transformers')) + + # print("action/1/bin------",os.listdir('/action/1/bin')) + + + # params = json.loads(sys.argv[1]) + img_urls = params["image_url_links"] + + modelpath = '/action/models/transformers' + + # print("Line 32------",os.listdir(model_path)) + + # processor = BlipProcessor.from_pretrained(modelpath) + # model = BlipForConditionalGeneration.from_pretrained(modelpath) + processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") + model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base") + img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' + raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB') + inputs = processor(raw_image, return_tensors="pt") + out = model.generate(**inputs) + result = processor.decode(out[0], skip_special_tokens=True) + print(res) + # # processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") + # # model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base") + # img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' + # raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB') + # # raw_image = Image.open('puppy.jpg').convert('RGB') + # inputs = processor(raw_image, return_tensors="pt") + # out = model.generate(**inputs) + # res = processor.decode(out[0], skip_special_tokens=True) + # print(res) + # # result = [] + # for image_url in img_urls: + # thread_list.append(threading.Thread(target=process, args=[image_url])) + # for thread in thread_list: + # thread.start() + # for thread in thread_list: + # thread.join() + + + # text = process(image_url) + # result.append(text) + + + + + #https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg + + print(json.dumps({"activation_id": str(activation_id), + "image_url_links": img_urls, + "result":res + })) + + return({"activation_id": str(activation_id), + "image_url_links": img_urls, + "result":res + }) + +if __name__ == "__main__": + # print("Line 52.....",sys.argv) + main(params) \ No newline at end of file diff --git a/function_modules/image-to-text/models/transformers/.gitattributes b/function_modules/image-to-text/models/transformers/.gitattributes new file mode 100644 index 0000000..c7d9f33 --- /dev/null +++ b/function_modules/image-to-text/models/transformers/.gitattributes @@ -0,0 +1,34 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/function_modules/image-to-text/models/transformers/README.md b/function_modules/image-to-text/models/transformers/README.md new file mode 100644 index 0000000..f870ebe --- /dev/null +++ b/function_modules/image-to-text/models/transformers/README.md @@ -0,0 +1,152 @@ +--- +pipeline_tag: image-to-text +tags: +- image-captioning +languages: +- en +license: bsd-3-clause +--- + +# BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation + +Model card for image captioning pretrained on COCO dataset - base architecture (with ViT base backbone). + +| ![BLIP.gif](https://s3.amazonaws.com/moonup/production/uploads/1670928184033-62441d1d9fdefb55a0b7d12c.gif) | +|:--:| +| Pull figure from BLIP official repo | Image source: https://github.com/salesforce/BLIP | + +## TL;DR + +Authors from the [paper](https://arxiv.org/abs/2201.12086) write in the abstract: + +*Vision-Language Pre-training (VLP) has advanced the performance for many vision-language tasks. However, most existing pre-trained models only excel in either understanding-based tasks or generation-based tasks. Furthermore, performance improvement has been largely achieved by scaling up the dataset with noisy image-text pairs collected from the web, which is a suboptimal source of supervision. In this paper, we propose BLIP, a new VLP framework which transfers flexibly to both vision-language understanding and generation tasks. BLIP effectively utilizes the noisy web data by bootstrapping the captions, where a captioner generates synthetic captions and a filter removes the noisy ones. We achieve state-of-the-art results on a wide range of vision-language tasks, such as image-text retrieval (+2.7% in average recall@1), image captioning (+2.8% in CIDEr), and VQA (+1.6% in VQA score). BLIP also demonstrates strong generalization ability when directly transferred to videolanguage tasks in a zero-shot manner. Code, models, and datasets are released.* + +## Usage + +You can use this model for conditional and un-conditional image captioning + +### Using the Pytorch model + +#### Running the model on CPU + +
+ Click to expand + +```python +import requests +from PIL import Image +from transformers import BlipProcessor, BlipForConditionalGeneration + +processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") +model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base") + +img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' +raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB') + +# conditional image captioning +text = "a photography of" +inputs = processor(raw_image, text, return_tensors="pt") + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +# >>> a photography of a woman and her dog + +# unconditional image captioning +inputs = processor(raw_image, return_tensors="pt") + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +>>> a woman sitting on the beach with her dog +``` +
+ +#### Running the model on GPU + +##### In full precision + +
+ Click to expand + +```python +import requests +from PIL import Image +from transformers import BlipProcessor, BlipForConditionalGeneration + +processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") +model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base").to("cuda") + +img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' +raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB') + +# conditional image captioning +text = "a photography of" +inputs = processor(raw_image, text, return_tensors="pt").to("cuda") + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +# >>> a photography of a woman and her dog + +# unconditional image captioning +inputs = processor(raw_image, return_tensors="pt").to("cuda") + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +>>> a woman sitting on the beach with her dog +``` +
+ +##### In half precision (`float16`) + +
+ Click to expand + +```python +import torch +import requests +from PIL import Image +from transformers import BlipProcessor, BlipForConditionalGeneration + +processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") +model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base", torch_dtype=torch.float16).to("cuda") + +img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' +raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB') + +# conditional image captioning +text = "a photography of" +inputs = processor(raw_image, text, return_tensors="pt").to("cuda", torch.float16) + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +# >>> a photography of a woman and her dog + +# unconditional image captioning +inputs = processor(raw_image, return_tensors="pt").to("cuda", torch.float16) + +out = model.generate(**inputs) +print(processor.decode(out[0], skip_special_tokens=True)) +>>> a woman sitting on the beach with her dog +``` +
+ +## BibTex and citation info + +``` +@misc{https://doi.org/10.48550/arxiv.2201.12086, + doi = {10.48550/ARXIV.2201.12086}, + + url = {https://arxiv.org/abs/2201.12086}, + + author = {Li, Junnan and Li, Dongxu and Xiong, Caiming and Hoi, Steven}, + + keywords = {Computer Vision and Pattern Recognition (cs.CV), FOS: Computer and information sciences, FOS: Computer and information sciences}, + + title = {BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation}, + + publisher = {arXiv}, + + year = {2022}, + + copyright = {Creative Commons Attribution 4.0 International} +} +``` diff --git a/function_modules/image-to-text/models/transformers/config.json b/function_modules/image-to-text/models/transformers/config.json new file mode 100644 index 0000000..097cf86 --- /dev/null +++ b/function_modules/image-to-text/models/transformers/config.json @@ -0,0 +1,169 @@ +{ + "_commit_hash": null, + "architectures": [ + "BlipForConditionalGeneration" + ], + "image_text_hidden_size": 256, + "initializer_factor": 1.0, + "logit_scale_init_value": 2.6592, + "model_type": "blip", + "projection_dim": 512, + "text_config": { + "_name_or_path": "", + "add_cross_attention": false, + "architectures": null, + "attention_probs_dropout_prob": 0.0, + "bad_words_ids": null, + "begin_suppress_tokens": null, + "bos_token_id": 30522, + "chunk_size_feed_forward": 0, + "cross_attention_hidden_size": null, + "decoder_start_token_id": null, + "diversity_penalty": 0.0, + "do_sample": false, + "early_stopping": false, + "encoder_no_repeat_ngram_size": 0, + "eos_token_id": 2, + "exponential_decay_length_penalty": null, + "finetuning_task": null, + "forced_bos_token_id": null, + "forced_eos_token_id": null, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.0, + "hidden_size": 768, + "id2label": { + "0": "LABEL_0", + "1": "LABEL_1" + }, + "initializer_factor": 1.0, + "initializer_range": 0.02, + "intermediate_size": 3072, + "is_decoder": true, + 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+##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##! +##( +##) +##, +##- +##. +##/ +##: +##? +##~ diff --git a/function_modules/image-to-text/params.json b/function_modules/image-to-text/params.json new file mode 100644 index 0000000..b135f7c --- /dev/null +++ b/function_modules/image-to-text/params.json @@ -0,0 +1,7 @@ +{ + "image_url_links": [ + "https://dagit-store.s3.ap-south-1.amazonaws.com/image_text_classification/flight.jpg", + "https://dagit-store.s3.ap-south-1.amazonaws.com/image_text_classification/puppy.jpg", + "https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg" + ] +} \ No newline at end of file diff --git a/function_modules/image-to-text/requirements.txt b/function_modules/image-to-text/requirements.txt new file mode 100755 index 0000000..a75894f --- /dev/null +++ b/function_modules/image-to-text/requirements.txt @@ -0,0 +1,7 @@ +requests +redis +torch +pilgram +Pillow==6.2.2 +zlib-state +transformers diff --git a/function_modules/object_recognition/Dockerfile b/function_modules/object_recognition/Dockerfile new file mode 100755 index 0000000..2c941aa --- /dev/null +++ b/function_modules/object_recognition/Dockerfile @@ -0,0 +1,25 @@ +# Dockerfile for Python whisk docker action +FROM openwhisk/dockerskeleton + +ENV FLASK_PROXY_PORT 8080 + +## Install our action's Python dependencies +ADD requirements.txt /action/requirements.txt +ENV AWS_ACCESS_KEY_ID="AKIAYFB773UVZSOAVZN4" +ENV AWS_SECRET_ACCESS_KEY="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" +ENV AWS_REGION="ap-south-1" +RUN apk --update add python py-pip openssl ca-certificates py-openssl wget +RUN apk --update add --virtual build-dependencies libffi-dev openssl-dev python-dev py-pip build-base \ +&& apk add jpeg-dev zlib-dev libjpeg \ +&& pip install --upgrade pip +RUN cd /action; pip install --no-cache-dir -r requirements.txt +RUN pip install opencv-python +# Ensure source assets are not drawn from the cache after this date +ENV REFRESHED_AT 2016-09-05T13:59:39Z +# Add all source assets +ADD . /action +# Rename our executable Python action +ADD rotate.py /action/exec + +# Leave CMD as is for Openwhisk +CMD ["/bin/bash", "-c", "cd actionProxy && python3 -u actionproxy.py"] \ No newline at end of file diff --git a/function_modules/object_recognition/build.txt b/function_modules/object_recognition/build.txt new file mode 100755 index 0000000..b167548 --- /dev/null +++ b/function_modules/object_recognition/build.txt @@ -0,0 +1,3 @@ +sudo ./buildAndPush.sh 10.129.28.219:5000/image-rotate-image +wsk -i action create image-rotate --docker 10.129.28.219:5000/image-rotate-image --web=true --timeout=300000 +./register.sh /image-rotate-api /image-rotate-path image-rotate --response-type=json \ No newline at end of file diff --git a/function_modules/object_recognition/buildAndPush.sh b/function_modules/object_recognition/buildAndPush.sh new file mode 100755 index 0000000..85c75ce --- /dev/null +++ b/function_modules/object_recognition/buildAndPush.sh @@ -0,0 +1,24 @@ +#!/bin/bash +# +# This script will build the docker image and push it to dockerhub. +# +# Usage: buildAndPush.sh imageName +# +# Dockerhub image names look like "username/appname" and must be all lower case. +# For example, "janesmith/calculator" + +IMAGE_NAME=$1 +echo "Using $IMAGE_NAME as the image name" + +# Make the docker image +docker build -t $IMAGE_NAME . +if [ $? -ne 0 ]; then + echo "Docker build failed" + exit +fi +docker push $IMAGE_NAME +if [ $? -ne 0 ]; then + echo "Docker push failed" + exit +fi + diff --git a/function_modules/object_recognition/requirements.txt b/function_modules/object_recognition/requirements.txt new file mode 100755 index 0000000..d0a5f8c --- /dev/null +++ b/function_modules/object_recognition/requirements.txt @@ -0,0 +1,5 @@ +requests +boto3 +redis +opencv-python + diff --git a/function_modules/object_recognition/rotate.py b/function_modules/object_recognition/rotate.py new file mode 100755 index 0000000..cda22f1 --- /dev/null +++ b/function_modules/object_recognition/rotate.py @@ -0,0 +1,97 @@ +#!/usr/bin/env python3 +import requests +import os +import boto3 +import redis +import pickle +import json +import cv2 +import sys + +# Rotate an image by 90 degree clockwise +def main(): + images_dir = "rotated-images" + is_images_dir = os.path.isdir(images_dir) + if(is_images_dir == False): + os.mkdir(images_dir) + r = redis.Redis(host="10.129.28.219", port=6379, db=2) + activation_id = os.environ.get('__OW_ACTIVATION_ID') + params = json.loads(sys.argv[1]) + rotated_result=[] + try: + decode_activation_id = params["activation_id"] + parts = params["parts"] + for i in range(0,parts): + if os.path.exists(images_dir+'/rotated_image_'+str(i)+'.jpg'): + os.remove(images_dir+'/rotated_image_'+str(i)+'.jpg') + for i in range(0,parts): + decode_output = "decode-output-image"+decode_activation_id+"-"+str(i) + load_image = pickle.loads(r.get(decode_output)) + image_name = 'Image'+str(i)+'.jpg' + with open(image_name, 'wb') as f: + f.write(load_image) + + img = cv2.imread(image_name) + # Rotate the image by 90 degrees + rotated = cv2.rotate(img, cv2.ROTATE_90_CLOCKWISE) + output_image = images_dir+'/rotated_image_'+str(i)+'.jpg' + cv2.imwrite(output_image, rotated) + rotated_result.append('rotated_image_'+str(i)+'.jpg') + except Exception as e: #If not running as a part of DAG workflow and implemented as a single standalone function + image_url_list = params["image_url_links"] + parts = len(image_url_list) + for i in range(0,parts): + if os.path.exists(images_dir+'/rotated_image_'+str(i)+'.jpg'): + os.remove(images_dir+'/rotated_image_'+str(i)+'.jpg') + for i in range(0,parts): + response = requests.get(image_url_list[i]) + image_name = 'Image'+str(i)+'.jpg' + with open(image_name, "wb") as f: + f.write(response.content) + img = cv2.imread(image_name) + # Rotate the image by 90 degrees + rotated = cv2.rotate(img, cv2.ROTATE_90_CLOCKWISE) + output_image = images_dir+'/rotated_image_'+str(i)+'.jpg' + cv2.imwrite(output_image, rotated) + rotated_result.append('rotated_image_'+str(i)+'.jpg') + + + + + + + aws_access_key_id = os.getenv('AWS_ACCESS_KEY_ID') + aws_secret_access_key = os.getenv('AWS_SECRET_ACCESS_KEY') + aws_region = os.getenv('AWS_REGION') + + + s3 = boto3.client('s3', aws_access_key_id=aws_access_key_id,aws_secret_access_key=aws_secret_access_key,region_name=aws_region) + + + bucket_name = 'dagit-store' + folder_path = images_dir + folder_name = images_dir + for subdir, dirs, files in os.walk(folder_path): + for file in files: + file_path = os.path.join(subdir, file) + s3.upload_file(file_path, bucket_name, f'{folder_name}/{file_path.split("/")[-1]}') + s3.put_object_acl(Bucket=bucket_name, Key=f'{folder_name}/{file_path.split("/")[-1]}', ACL='public-read') + url_list=[] + for image in rotated_result: + url = "https://dagit-store.s3.ap-south-1.amazonaws.com/"+images_dir+"/"+image + url_list.append(url) + + print(json.dumps({"rotated_image_url_links":url_list, + "activation_id": str(activation_id), + "parts": parts + + })) + + return({"rotated_image_url_links":url_list, + "activation_id": str(activation_id), + "parts": parts + + }) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/function_modules/sprocket-encode/Dockerfile b/function_modules/sprocket-encode/Dockerfile index bd45d22..8db0898 100644 --- a/function_modules/sprocket-encode/Dockerfile +++ b/function_modules/sprocket-encode/Dockerfile @@ -13,12 +13,8 @@ RUN apk --update add --virtual build-dependencies libffi-dev openssl-dev python- && apk add jpeg-dev zlib-dev libjpeg \ && pip install --upgrade pip - -RUN apk add ffmpeg - RUN pip install opencv-python - RUN cd /action; pip install -r requirements.txt # Ensure source assets are not drawn from the cache diff --git a/function_modules/sprocket-encode/build.txt b/function_modules/sprocket-encode/build.txt index 643261f..4f0bf93 100644 --- a/function_modules/sprocket-encode/build.txt +++ b/function_modules/sprocket-encode/build.txt @@ -1,3 +1,7 @@ -sudo ./buildAndPush.sh 10.129.28.219:5000/encode-image-1 -wsk -i action create encode-action --docker 10.129.28.219:5000/encode-image-1 -wsk -i action update encode-action --docker 10.129.28.219:5000/encode-image-1 encode.py --timeout 400000 \ No newline at end of file +sudo ./buildAndPush.sh 10.129.28.219:5000/image-processing +wsk -i action create encode-function --docker 10.129.28.219:5000/image-processing encode.py --web=true --timeout=420000 -m 4096 +wsk -i action update encode-function --docker 10.129.28.219:5000/image-processing encode.py --web=true --timeout=420000 -m 4096 + + + +./register.sh /encode-function /encode encode-function diff --git a/function_modules/sprocket-encode/encode.py b/function_modules/sprocket-encode/encode.py index 8254fd4..0212f3a 100755 --- a/function_modules/sprocket-encode/encode.py +++ b/function_modules/sprocket-encode/encode.py @@ -1,75 +1,62 @@ #!/usr/bin/env python3 -import ffmpeg import cv2 import time -from io import BytesIO import os import sys import redis import pickle import json -from PIL import Image -import pysftp -import logging +import boto3 +import requests -logging.basicConfig(level=logging.INFO) def main(): - print("Inside encode\n") - import time as time1 - start = time1.time() - cnopts = pysftp.CnOpts() - cnopts.hostkeys = None - try: - - sftp = pysftp.Connection( - host="10.129.28.219", - username="faasapp", - password="1234", - cnopts=cnopts - ) - logging.info("connection established successfully") - except: - logging.info('failed to establish connection to targeted server') - - - filtered_dir = "filtered-images" - is_images_dir = os.path.isdir(filtered_dir) - if(is_images_dir == False): - os.mkdir(filtered_dir) - - remote_path = "/home/faasapp/Desktop/anubhav/sprocket-filter/"+filtered_dir - remote_upload_path = "/home/faasapp/Desktop/anubhav/sprocket-encode/"+filtered_dir - try: - sftp.chdir(remote_path) # Test if remote_path exists - except IOError: - sftp.mkdir(remote_path) # Create remote_path - sftp.chdir(remote_path) - - try: - sftp.chdir(remote_upload_path) # Test if remote_path exists - except IOError: - sftp.mkdir(remote_upload_path) # Create remote_path - sftp.chdir(remote_upload_path) - current_path = os.getcwd() - - sftp.get_d(remote_path,preserve_mtime=True,localdir=filtered_dir) - - sftp.put_d(current_path+"/"+filtered_dir,preserve_mtime=True,remotepath=remote_upload_path) - - # print("Current Path",current_path) - - path = current_path+"/"+filtered_dir+"/" - - output_path="output.avi" - + # filtered_dir = "filtered-images" + # is_images_dir = os.path.isdir(filtered_dir) + # if(is_images_dir == False): + # os.mkdir(filtered_dir) + # output_path="output.avi" + r = redis.Redis(host="10.129.28.219", port=6379, db=2) + activation_id = os.environ.get('__OW_ACTIVATION_ID') + params = json.loads(sys.argv[1]) images = [] - - input_images = os.listdir(path) - - for i in input_images: - i=path+i - images.append(i) + try: + bilateral_activation_id = params["activation_id"] + parts = params["parts"] + # for i in range(0,parts): + # if os.path.exists(images_dir+'/resized_image_'+str(i)+'.jpg'): + # os.remove(images_dir+'/resized_image_'+str(i)+'.jpg') + for i in range(0,parts): + bilateral_output = "bilateral-output-image"+bilateral_activation_id+"-"+str(i) + load_image = pickle.loads(r.get(bilateral_output)) + image_name = 'Image'+str(i)+'.jpg' + + with open(image_name, 'wb') as f: + f.write(load_image) + images.append(image_name) + + + # img = cv2.imread(image_name) + + # resized_result.append('resized_image_'+str(i)+'.jpg') + + except Exception as e: + image_url_list = params["image_url_links"] + parts = len(image_url_list) + for i in range(0,parts): + response = requests.get(image_url_list[i]) + image_name = 'Image'+str(i)+'.jpg' + with open(image_name, "wb") as f: + f.write(response.content) + images.append(image_name) + + + + # input_images = os.listdir(path) + + # for i in input_images: + # i=path+i + # images.append(i) images.sort() @@ -89,36 +76,24 @@ def main(): print('frame',i+1,'of',len(images)) video.release() - - output_video_size = os.stat(output_path).st_size - upload_path = "/home/faasapp/Desktop/anubhav/sprocket-decode/output.avi" - current_files = os.listdir('.') - sftp.put(output_path,preserve_mtime=True,remotepath=upload_path) - - - # r = redis.Redis(host="10.129.28.219", port=6379, db=2) - - activation_id = os.environ.get('__OW_ACTIVATION_ID') - params = json.loads(sys.argv[1]) - decode_execution_time = params["exec_time_decode"] - #print(decode_execution_time) - filter_execution_time = params["exec_time_filter"] - # print(filter_execution_time) - parts = params["parts"] + + aws_access_key_id = os.getenv('AWS_ACCESS_KEY_ID') + aws_secret_access_key = os.getenv('AWS_SECRET_ACCESS_KEY') + aws_region = os.getenv('AWS_REGION') - end = time1.time() - - exec_time = end-start - total_time = decode_execution_time + filter_execution_time + exec_time - print(json.dumps({ "encode_output": output_path, - "number_of_images_processed": parts, - "activation_id": str(activation_id), - "exec_time_filter": filter_execution_time, - "exec_time_decode": decode_execution_time, - "exec_time_encode": exec_time, - "workflow_execution_time": total_time, - "output_video_size_in_bytes": output_video_size - #"params":params + bucket_name = 'dagit-store' + + s3 = boto3.client('s3', aws_access_key_id=aws_access_key_id,aws_secret_access_key=aws_secret_access_key,region_name=aws_region) + + s3.upload_file('output.avi', bucket_name, 'output.avi') + s3.put_object_acl(Bucket=bucket_name, Key='output.avi', ACL='public-read') + + + url = "https://dagit-store.s3.ap-south-1.amazonaws.com/output.avi" + + print(json.dumps({"encode_output": url, + "activation_id": activation_id, + "number_of_images_processed": parts, })) diff --git a/function_modules/sprocket-encode/requirements.txt b/function_modules/sprocket-encode/requirements.txt index 5fb90eb..5fda17a 100644 --- a/function_modules/sprocket-encode/requirements.txt +++ b/function_modules/sprocket-encode/requirements.txt @@ -1,11 +1,3 @@ -opencv-python +requests redis -ffmpeg-python - -zlib-state -pilgram -Pillow==6.2.2 -paramiko==2.11.0 -pycparser==2.21 -PyNaCl==1.5.0 -pysftp==0.2.9 \ No newline at end of file +boto3 \ No newline at end of file diff --git a/function_modules/testaction/Dockerfile b/function_modules/testaction/Dockerfile index a51edc5..6f43e10 100644 --- a/function_modules/testaction/Dockerfile +++ b/function_modules/testaction/Dockerfile @@ -7,8 +7,8 @@ ENV FLASK_PROXY_PORT 8080 ADD requirements.txt /action/requirements.txt -RUN apk --update add python py-pip openssl ca-certificates py-openssl wget +RUN apk --update add python py-pip openssl ca-certificates py-openssl wget RUN apk --update add --virtual build-dependencies libffi-dev openssl-dev python-dev py-pip build-base \ && apk add jpeg-dev zlib-dev libjpeg \ && pip install --upgrade pip @@ -23,6 +23,9 @@ ENV REFRESHED_AT 2016-09-05T13:59:39Z ADD . /action # Rename our executable Python action ADD test.py /action/exec +ENV AWS_ACCESS_KEY_ID="AKIAYFB773UVZSOAVZN4" +ENV AWS_SECRET_ACCESS_KEY="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" +ENV AWS_REGION="ap-south-1" # Leave CMD as is for Openwhisk CMD ["/bin/bash", "-c", "cd actionProxy && python3 -u actionproxy.py"] \ No newline at end of file diff --git a/function_modules/testaction/build.txt b/function_modules/testaction/build.txt new file mode 100644 index 0000000..c444b9f --- /dev/null +++ b/function_modules/testaction/build.txt @@ -0,0 +1,11 @@ +sudo ./buildAndPush.sh 10.129.28.219:5000/test-s3 +wsk -i action create test-s3-trigger --docker 10.129.28.219:5000/test-s3 --web=true --timeout=300000 +wsk -i action update test-s3-trigger --docker 10.129.28.219:5000/test-s3 test.py --timeout 300000 + +./register.sh /image-rotate-api /image-rotate-path image-rotate --response-type=json + +wsk -i trigger create myTrigger + +wsk -i rule create myRule1 s3-trigger test-s3-trigger --param bucket dagit-store --param suffix .txt + +wsk -i trigger create s3-trigger1 --feed /whisk.system/s3-trigger-feed/changes --param bucket dagit-store --param suffix .txt diff --git a/function_modules/testaction/requirements.txt b/function_modules/testaction/requirements.txt index 3ce7d7d..cdb77fd 100644 --- a/function_modules/testaction/requirements.txt +++ b/function_modules/testaction/requirements.txt @@ -1,4 +1,2 @@ -paramiko==2.11.0 -pycparser==2.21 -PyNaCl==1.5.0 -pysftp==0.2.9 \ No newline at end of file +requests +boto3 \ No newline at end of file diff --git a/function_modules/testaction/test.py b/function_modules/testaction/test.py old mode 100644 new mode 100755 index e898102..f10e418 --- a/function_modules/testaction/test.py +++ b/function_modules/testaction/test.py @@ -3,21 +3,36 @@ import os import json import sys +import boto3 def main(): activation_id = os.environ.get('__OW_ACTIVATION_ID') - params = json.loads(sys.argv[1]) - number=params["number"] - res = number + 2 + + # provider_ns = os.environ.get('PROVIDER_NS') + # aws_access_key_id = os.getenv('AWS_ACCESS_KEY_ID') + # aws_secret_access_key = os.getenv('AWS_SECRET_ACCESS_KEY') + # aws_region = os.getenv('AWS_REGION') + # s3 = boto3.client('s3', aws_access_key_id=aws_access_key_id,aws_secret_access_key=aws_secret_access_key,region_name=aws_region) + + # print("Args----------",args) + + # # Retrieve information about the uploaded file from the trigger event + # bucket_name = args['Records'][0]['s3']['bucket']['name'] + # object_key = args['Records'][0]['s3']['object']['key'] + + # # Process the uploaded file (replace with your own code) + # response = s3.get_object(Bucket=bucket_name, Key=object_key) + # file_contents = response['Body'].read() + # print('File contents:', file_contents) print(json.dumps({ "activation_id": str(activation_id), - "number": number, - "result": res, + "provider_ns": "test", + "message":"Hello yayy" })) return({"activation_id": str(activation_id), - "number": number, - "result": res, + "provider_ns": "test", + "message":"Hello yayy" }) diff --git a/readme.md b/readme.md index 3be2767..3684554 100644 --- a/readme.md +++ b/readme.md @@ -397,8 +397,4 @@ op_2 = params["__ow_body"][1]["key_action_2"] Use these op_1 and op_2 to process -<<<<<<< HEAD -############################################## -======= -############################################## ->>>>>>> 544c0a4dc690739a0fe08a2b7a830d804bb9f647 +