{ "cells": [ { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "import importlib\n", "import handler\n", "importlib.reload(handler)\n", "from handler import EndpointHandler" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "import json\n", "payload = {'inputs': {'text': ['a red leather handbag'], 'image': 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] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "h = EndpointHandler()\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from PIL import Image\n", "image = Image.open('/Users/mcclainthiel/Downloads/handbag.jpeg')\n", "image" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "payload = {'inputs': {'text': ['a red leather handbag'], 'image': [image]}}" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'inputs': {'text': ['a red leather handbag'], 'image': []}} types: , \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "1it [00:00, 21.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Texts: ['a red leather handbag'], embedding now...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Map: 100%|██████████| 1/1 [00:00<00:00, 494.61 examples/s]\n", "1it [00:00, 28.41it/s]\n" ] } ], "source": [ "response = h.__call__(payload)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['image_embeddings', 'text_embeddings'])" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "response.keys()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[0.016363568603992462,\n", " -0.012723919935524464,\n", " 0.05375806614756584,\n", " -0.03920196369290352,\n", " -0.046616505831480026,\n", " -0.03870764374732971,\n", " -0.0066796704195439816,\n", " 0.03679698333144188,\n", " 0.027630047872662544,\n", " -0.05738302320241928,\n", " -4.5406468416331336e-05,\n", " -0.02496797777712345,\n", " 0.004362161736935377,\n", " -0.01023560855537653,\n", " -0.028229348361492157,\n", " -0.0024959600996226072,\n", " -0.10415644943714142,\n", " 0.011601929552853107,\n", " 0.012365437112748623,\n", " -0.03427135571837425,\n", " -0.004204235505312681,\n", " 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