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import json
import os
import sys
import boto3
from botocore.config import Config
import getpass
import streamlit as st
from opensearchpy import OpenSearch, RequestsHttpConnection
rekog_client = boto3.client('rekognition',aws_access_key_id=st.secrets['user_access_key'],
aws_secret_access_key=st.secrets['user_secret_key'],region_name='us-east-1')
def extract_image_metadata(img):
res = rekog_client.detect_labels(
Features= [ "GENERAL_LABELS","IMAGE_PROPERTIES" ],
Image = {
"Bytes":img
},
MaxLabels = 10,
MinConfidence = 80.0,
Settings = {
# "GeneralLabels": {
# "LabelCategoryExclusionFilters": [ "string" ],
# "LabelCategoryInclusionFilters": [ "string" ],
# "LabelExclusionFilters": [ "string" ],
# "LabelInclusionFilters": [ "string" ]
# },
"ImageProperties": {
"MaxDominantColors": 5
}
}
)
objects_category_color = {}
objects_category_color_masked = {}
def add_span(x,type):
if(type == 'obj'):
return "<span style='color:#e28743;font-weight:bold'>"+x+"</span>"
if(type == 'cat'):
return "<span style='color:green;font-style:italic'>"+x+"</span>"
if(type == 'color'):
return "<span style='color:"+x+";font-weight:bold'>"+x+"</span>"
for label in res['Labels']:
objects_category_color_masked[add_span(label['Name'],'obj')]={'categories':[],'color':""}
objects_category_color[label['Name']] = {'categories':[],'color':""}
if(len(label['Categories'])!=0):
for category in label['Categories']:
objects_category_color_masked[add_span(label['Name'],'obj')]['categories'].append(add_span(category['Name'].lower(),'cat'))
objects_category_color[label['Name']]['categories'].append(category['Name'].lower())
if(len(label['Instances'])!=0):
for instance in label['Instances']:
if(len(instance['DominantColors'])!=0):
objects_category_color[label['Name']]['color'] = instance['DominantColors'][0]['SimplifiedColor']
objects_category_color_masked["<span style='color:#e28743;font-weight:bold'>"+label['Name']+"</span>"]['color'] = add_span(instance['DominantColors'][0]['SimplifiedColor'],'color')
st.session_state.input_rekog_directoutput = objects_category_color_masked
objects = []
categories = []
colors = []
for key in objects_category_color.keys():
if(key.lower() not in objects):
objects.append(key.lower())
categories.append(" ".join(set(objects_category_color[key]['categories'])))
if(objects_category_color[key]['color']!=''):
colors.append(objects_category_color[key]['color'].lower())
objects = " ".join(set(objects))
categories = " ".join(set(categories))
colors = " ".join(set(colors))
print("^^^^^^^^^^^^^^^^^^")
print(colors+ " " + objects + " " + categories)
return colors+ " " + objects + " " + categories
def call(a,b):
print("'''''''''''''''''''''''")
print(b)
if(st.session_state.input_is_rewrite_query == 'enabled' and st.session_state.input_rewritten_query!=""):
#st.session_state.input_rewritten_query['query']['bool']['should'].pop()
st.session_state.input_rewritten_query['query']['bool']['should'].append( {
"simple_query_string": {
"query": a + " " + b,
"fields":['description','rekog_all^3']
}
})
rekog_query = st.session_state.input_rewritten_query
else:
rekog_query = { "query":{
"simple_query_string": {
"query": a + " " + b,
"fields":['description','rekog_all^3']
}
}
}
st.session_state.input_rewritten_query = rekog_query
# response = aos_client.search(
# body = rekog_query,
# index = 'demo-retail-rekognition'
# #pipeline = 'RAG-Search-Pipeline'
# )
# hits = response['hits']['hits']
# print("rewrite-------------------------")
# arr = []
# for doc in hits:
# # if('b5/b5319e00' in doc['_source']['image_s3_url'] ):
# # filter_out +=1
# # continue
# res_ = {"desc":doc['_source']['text'].replace(doc['_source']['metadata']['rekog_all']," ^^^ " +doc['_source']['metadata']['rekog_all']),
# "image_url":doc['_source']['metadata']['image_s3_url']}
# if('highlight' in doc):
# res_['highlight'] = doc['highlight']['text']
# # if('caption_embedding' in doc['_source']):
# # res_['sparse'] = doc['_source']['caption_embedding']
# # if('query_sparse' in response_ and len(arr) ==0 ):
# # res_['query_sparse'] = response_["query_sparse"]
# res_['id'] = doc['_id']
# res_['score'] = doc['_score']
# res_['title'] = doc['_source']['text']
# res_['rekog'] = {'color':doc['_source']['metadata']['rekog_color'],'category': doc['_source']['metadata']['rekog_categories'],'objects':doc['_source']['metadata']['rekog_objects']}
# arr.append(res_)
# return arr |