demo_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "JTctf8fwNVmY",
    "outputId": "fed736d2-243f-4047-bbdc-b8123f31deac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'Multimodal'...\n",
      "fatal: could not read Username for 'https://github.com': No such device or address\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/kritiksoman/Multimodal.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "paDOhIoPyU7m"
   },
   "outputs": [],
   "source": [
    "# !unzip Multimodal.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tPMdSrPcucz_",
    "outputId": "bbf8534b-77ce-4798-c857-7a87d7641523"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/Multimodal\n"
     ]
    }
   ],
   "source": [
    "%cd Multimodal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "YCaecuoeNtsN"
   },
   "outputs": [],
   "source": [
    "!pip install ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "liNV_LgowU4z"
   },
   "outputs": [],
   "source": [
    "!apt install espeak ffmpeg libespeak1"
   ]
  },
  {
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   "metadata": {
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    "id": "x_WkHenewBdd",
    "outputId": "bb4ea7f5-8d59-4ca6-f089-4e35d096b1d9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[youtube] NKWKDyDKGzw: Downloading webpage\n",
      "[youtube] NKWKDyDKGzw: Downloading webpage\n",
      "[download] D:\\multimodal files\\Multimodal\\test_files\\Ukraine claims it recaptured key town from Russian forces.mp3 has already been downloaded\n",
      "[download] 100% of 4.21MiB\n",
      "[ffmpeg] Correcting container in \"D:\\multimodal files\\Multimodal\\test_files\\Ukraine claims it recaptured key town from Russian forces.mp3\"\n",
      "Download complete... D:\\multimodal files\\Multimodal\\test_files\\Ukraine claims it recaptured key town from Russian forces.mp3\n",
      "File converted to wav using FFMPEG.\n",
      "Read speech file.\n",
      "well we start this hour with more signs that fierce ukrainian resistance is turning vladimir putin's war into what one nato official is calling a stalemate this is the refugee crisis worsens and europe prepares to slap even more sanctions on russia on the ground ukraine's military\n",
      "[{'conf': 1.0, 'end': 3.96, 'start': 3.42, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 5.43, 'start': 5.07, 'word': 'vladimir'}, {'conf': 1.0, 'end': 7.38, 'start': 6.9, 'word': 'nato'}, {'conf': 1.0, 'end': 14.43, 'start': 14.1, 'word': 'europe'}, {'conf': 1.0, 'end': 17.31, 'start': 16.8, 'word': 'russia'}]\n",
      "claiming it's troops have regained control of mockery of fan the ukrainian flag is flying over that city after a russian retreat this video showing the damage russian airstrikes have inflicted there now that is not far from the capital kiev a ukrainian cabinet minister telling\n",
      "[{'conf': 1.0, 'end': 24.96, 'start': 24.45, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 28.32, 'start': 27.81, 'word': 'russian'}, {'conf': 1.0, 'end': 31.86, 'start': 31.5, 'word': 'russian'}, {'conf': 1.0, 'end': 37.62, 'start': 37.08, 'word': 'kiev'}, {'conf': 1.0, 'end': 38.61, 'start': 38.098601, 'word': 'ukrainian'}]\n",
      "cnn that ukrainian forces will be made taking more towns back over time while ukrainian military official also dismissing a claim by russia that a shopping mall attack late sunday housed weapons russia's defense ministry releasing this video of the attack which killed at least eight\n",
      "[{'conf': 1.0, 'end': 41.13, 'start': 40.44, 'word': 'cnn'}, {'conf': 1.0, 'end': 41.97, 'start': 41.31, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 47.46, 'start': 46.924578, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 50.7, 'start': 50.34, 'word': 'russia'}, {'conf': 0.806192, 'end': 56.1, 'start': 55.65, 'word': 'defense'}, {'conf': 1.0, 'end': 56.58, 'start': 56.1, 'word': 'ministry'}]\n",
      "people these images show some of the incredible destruction in cave residential buildings and businesses repeatedly targeted more explosions seen and heard there today for plotkin connecting us from kiev where as i understand it air raid sirens fred have been blaring\n",
      "[{'conf': 0.722451, 'end': 76.92, 'start': 76.56, 'word': 'kiev'}]\n",
      "within the past few hours\n",
      "[]\n",
      "you're obviously like becky they certainly have and and we've also heard a lot of shelling going on we've also seen a lot of explosions are on the rise and black smoke coming up in fact from looking at here i consume the entire sky behind me sort of turned black because there was a big fire raging a couple of miles from from where we are right now we've also heard some gunfire\n",
      "[{'conf': 1.0, 'end': 86.31, 'start': 86.04, 'word': 'becky'}]\n",
      "fire small arms fire close to where we are as well in general becky we can say that as we're under curfew right now here in the ukrainian capital it certainly has been an active day of fighting and that fighting seems to be taking place from everything that we can see in the northern part of the city or towards the north of the city possibly also the northwest that's where we're seeing a lot\n",
      "[{'conf': 1.0, 'end': 107.46, 'start': 107.19, 'word': 'becky'}, {'conf': 1.0, 'end': 111.0, 'start': 110.43, 'word': 'ukrainian'}]\n",
      "those plumes of smoke that's what we're hearing and seeing also a lot of those detonations those explosions coming in the ukrainians are saying that they've actually shot down one russian missile that was flying towards the ukrainian capital they say that the remnants of that missile then fell into the nipper river which of course the mighty river that runs through the ukraine\n",
      "[{'conf': 1.0, 'end': 131.1, 'start': 130.05, 'word': 'ukrainians'}, {'conf': 1.0, 'end': 133.95, 'start': 133.5, 'word': 'russian'}, {'conf': 1.0, 'end': 136.59, 'start': 136.02, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 141.48, 'start': 141.06, 'word': 'nipper'}, {'conf': 1.0, 'end': 144.24, 'start': 143.88, 'word': 'ukraine'}]\n",
      "the capital but in general you're absolutely right that ukrainians are saying that right now they have halted that russian offensive they stopped the russians from from their efforts to encircle the city and they say that they are launching those counter offensives and of course the town of makerere is one that's extremely important in all of this because first of all it halts the russian advance around the city but then\n",
      "[{'conf': 1.0, 'end': 147.57, 'start': 146.998711, 'word': 'ukrainians'}, {'conf': 1.0, 'end': 149.79, 'start': 149.46, 'word': 'russian'}, {'conf': 1.0, 'end': 151.44, 'start': 150.99, 'word': 'russians'}, {'conf': 0.461216, 'end': 159.03, 'start': 158.61, 'word': 'makerere'}, {'conf': 1.0, 'end': 162.72, 'start': 162.42, 'word': 'russian'}]\n",
      "second of all it's a pretty important gateway town also towards the west of ukraine as well so very significant for the ukrainians to have taken that place we do hear that there are still some contested areas around there on the whole though becky it does seem to us as though right now the ukrainian forces feel emboldened and that the ukrainian forces\n",
      "[{'conf': 1.0, 'end': 169.56, 'start': 168.99, 'word': 'ukraine'}, {'conf': 1.0, 'end': 171.75, 'start': 171.21, 'word': 'ukrainians'}, {'conf': 1.0, 'end': 181.62, 'start': 180.93, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 184.05, 'start': 183.51, 'word': 'ukrainian'}]\n",
      "certainly in the north of kiev and the northern parts of the of the ukrainian capital appear to be launching counter offensive and fighting back becky\n",
      "[{'conf': 1.0, 'end': 186.93, 'start': 186.6, 'word': 'kiev'}, {'conf': 1.0, 'end': 188.97, 'start': 188.52, 'word': 'ukrainian'}]\n",
      "right that's on the ground what is their defense to the increased use of aerial bombardment by the russians at this point\n",
      "[{'conf': 1.0, 'end': 200.58, 'start': 200.01, 'word': 'russians'}]\n",
      "well you know what it's a it's a really that's a really difficult one but one of the things that we do ascertain that we have seen also here is that the russians by no means have air superiority or what's called air support superiority over this country the ukrainian air force continues to function ukrainian airfields continue to function they say that their jets\n",
      "[{'conf': 1.0, 'end': 210.72, 'start': 210.39, 'word': 'russians'}, {'conf': 1.0, 'end': 216.87, 'start': 216.03, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 219.27, 'start': 218.82, 'word': 'ukrainian'}]\n",
      "or flying the big thing of course right now are those the surface to air and air defense systems we did see those get triggered a couple of times over the past couple of days with a with cannon fire coming from the ground but the thing that the ukrainians say they still have when we see them employ that as well are those surface to air missiles called the es three hundred which do\n",
      "[{'conf': 0.63078, 'end': 235.193232, 'start': 234.57, 'word': 'ukrainians'}, {'conf': 0.516802, 'end': 241.08, 'start': 240.84, 'word': 'es'}]\n",
      "go pretty high and can also also intercept some of those rockets that are being shot at the ukrainian capital as well you know we've had that and heard that discussion over the past couple of weeks since this war started with the ukrainians calling for a no fly zone over this country obviously something that western nations and especially the united states would have to enforce the us saying\n",
      "[{'conf': 1.0, 'end': 248.13, 'start': 247.59, 'word': 'ukrainian'}, {'conf': 1.0, 'end': 254.94, 'start': 254.369678, 'word': 'ukrainians'}, {'conf': 1.0, 'end': 260.91, 'start': 260.7, 'word': 'united'}, {'conf': 1.0, 'end': 261.18, 'start': 260.91, 'word': 'states'}]\n",
      "that's not happening but the thing they want of course is more of these as three hundred surface to air missile systems to be able to shoot down things that come towards kiev and other ukrainian cities as well because\n",
      "[{'conf': 1.0, 'end': 270.51, 'start': 270.15, 'word': 'kiev'}, {'conf': 1.0, 'end': 271.29, 'start': 270.75, 'word': 'ukrainian'}]\n"
     ]
    }
   ],
   "source": [
    "from multimodal import MultiModal\n",
    "sa = MultiModal(\"speech_ner_anonymizer\")\n",
    "# sa.load(\"test_files\\Leonardo DiCaprios Powerful Climate Summit Speech.wav\")\n",
    "# sa.load(\"https://www.youtube.com/watch?v=ka6_3TJcCkA\", save_folder=\"test_files\")\n",
    "sa.load(\"https://www.youtube.com/watch?v=NKWKDyDKGzw\", save_folder=\"test_files\")\n",
    "sa.anonymize()\n",
    "sa.export()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "cqliTJVqyBIu"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2682"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del sa\n",
    "import gc\n",
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QA0HY01lyEcb",
    "outputId": "34b4e2f2-6d8e-40fe-adbd-02a608bbaa7c"
   },
   "outputs": [],
   "source": [
    "# !nvidia-smi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-kKg3O6Ox46t",
    "outputId": "6f0110af-653f-4c86-cad0-4323058413d9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Read speech file.\n",
      "thank you mr secretary general your excellencies ladies and gentlemen and distinguished guests i am honored to be here today i stand before you not as an expert but as a concerned citizen one of the four hundred thousand people who marched in the streets of new york on sunday and the bay\n",
      "[{'label': '5 stars', 'score': 0.8103112578392029}]\n",
      "millions of others around the world who want to solve our climate crisis as an actor i pretend for a living i play fictitious characters often solving fictitious problems i believe that mankind has looked at climate change in that same way as if it were a fiction as if\n",
      "[{'label': '5 stars', 'score': 0.3215515613555908}]\n",
      "pretending that climate change wasn't real would somehow make it go away\n",
      "[{'label': '2 stars', 'score': 0.36840304732322693}]\n",
      "but i think we all know better than that now every week we're seeing new and undeniable climate events evidence that accelerated climate change is here right now droughts are intensifying our oceans are acidifying with methane plumes rising up from the ocean floor we are seeing extreme weather events and the west\n",
      "[{'label': '3 stars', 'score': 0.3190995454788208}]\n",
      "antarctic and greenland ice sheets melting at unprecedented rates decades ahead of scientific projections none of this is rhetoric and none of it is hysteria it is fact the scientific community knows it industry knows it governments know it even the united states military knows it\n",
      "[{'label': '1 star', 'score': 0.6491706371307373}]\n",
      "the chief of the u s navy's pacific command admiral samuel locklear recently said that climate change is our single greatest security threat my friends this body perhaps more than any other gathering in human history now faces this difficult but achieve\n",
      "[{'label': '5 stars', 'score': 0.5608043670654297}]\n",
      "movable task you can make history or you will be vilified by it\n",
      "[{'label': '4 stars', 'score': 0.3409093916416168}]\n",
      "to be clear this is not about just telling people to change their light bulbs or to buy a hybrid car this disaster has grown beyond the choices that individuals make this is now about our industries and our governments around the world taking decisive large scale action now must be our moment\n",
      "[{'label': '5 stars', 'score': 0.4772679805755615}]\n",
      "for action\n",
      "[{'label': '4 stars', 'score': 0.42362162470817566}]\n",
      "we need to put a price tag on carbon emissions and eliminate government subsidies for oil coal and gas companies we need to end the free ride that industrial polluters have been given in the name of a free market economy they do not deserve our tax dollars they deserve our scrutiny for the economy itself will die if our ecosystems collapse\n",
      "[{'label': '1 star', 'score': 0.5558294057846069}]\n",
      "the good news is that renewable energy is not only achievable but good economic policy\n",
      "[{'label': '4 stars', 'score': 0.5057350397109985}]\n",
      "this is not a partisan debate it is a human one clean air and a livable climate are inalienable human rights and solving this crisis is not a question of politics it is a question of our own survival\n",
      "[{'label': '1 star', 'score': 0.609431803226471}]\n",
      "this is the most urgent of times and the most urgent of messages on her delegates leaders of the world i pretend for a living but you do not the people made their voices heard on sunday around the world and the momentum will not stop but now it is your turn\n",
      "[{'label': '5 stars', 'score': 0.525378942489624}]\n",
      "the time to answer humankind's greatest challenge is now we beg of you to face it with courage and honesty thank you\n",
      "[{'label': '5 stars', 'score': 0.8661639094352722}]\n"
     ]
    }
   ],
   "source": [
    "from multimodal import MultiModal\n",
    "ss = MultiModal(\"speech_sentiment\")\n",
    "ss.load(r\"test_files/Leonardo DiCaprios Powerful Climate Summit Speech.wav\")\n",
    "ss.get_sentiment()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3137"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del ss\n",
    "import gc\n",
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
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     "text": [
      "Read speech file.\n",
      "thank you mr secretary general your excellencies ladies and gentlemen and distinguished guests i am honored to be here today i stand before you not as an expert but as a concerned citizen one of the four hundred thousand people who marched in the streets of new york on sunday and the bay\n",
      "millions of others around the world who want to solve our climate crisis as an actor i pretend for a living i play fictitious characters often solving fictitious problems i believe that mankind has looked at climate change in that same way as if it were a fiction as if\n",
      "pretending that climate change wasn't real would somehow make it go away\n",
      "but i think we all know better than that now every week we're seeing new and undeniable climate events evidence that accelerated climate change is here right now droughts are intensifying our oceans are acidifying with methane plumes rising up from the ocean floor we are seeing extreme weather events and the west\n",
      "antarctic and greenland ice sheets melting at unprecedented rates decades ahead of scientific projections none of this is rhetoric and none of it is hysteria it is fact the scientific community knows it industry knows it governments know it even the united states military knows it\n",
      "the chief of the u s navy's pacific command admiral samuel locklear recently said that climate change is our single greatest security threat my friends this body perhaps more than any other gathering in human history now faces this difficult but achieve\n",
      "movable task you can make history or you will be vilified by it\n",
      "to be clear this is not about just telling people to change their light bulbs or to buy a hybrid car this disaster has grown beyond the choices that individuals make this is now about our industries and our governments around the world taking decisive large scale action now must be our moment\n",
      "for action\n",
      "we need to put a price tag on carbon emissions and eliminate government subsidies for oil coal and gas companies we need to end the free ride that industrial polluters have been given in the name of a free market economy they do not deserve our tax dollars they deserve our scrutiny for the economy itself will die if our ecosystems collapse\n",
      "the good news is that renewable energy is not only achievable but good economic policy\n",
      "this is not a partisan debate it is a human one clean air and a livable climate are inalienable human rights and solving this crisis is not a question of politics it is a question of our own survival\n",
      "this is the most urgent of times and the most urgent of messages on her delegates leaders of the world i pretend for a living but you do not the people made their voices heard on sunday around the world and the momentum will not stop but now it is your turn\n",
      "the time to answer humankind's greatest challenge is now we beg of you to face it with courage and honesty thank you\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\envs\\SA\\lib\\site-packages\\transformers\\tokenization_utils_base.py:707: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  tensor = as_tensor(value)\n",
      "D:\\Anaconda3\\envs\\SA\\lib\\site-packages\\transformers\\pipelines\\question_answering.py:296: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  p_mask = np.asarray(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'score': 0.2608047425746918, 'start': 1273, 'end': 1296, 'answer': 'admiral samuel locklear'}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'score': 0.2608047425746918,\n",
       " 'start': 1273,\n",
       " 'end': 1296,\n",
       " 'answer': 'admiral samuel locklear'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sqa = MultiModal(\"speech_question_answering\")\n",
    "sqa.load(r\"test_files/Leonardo DiCaprios Powerful Climate Summit Speech.wav\")\n",
    "sqa.get_answer(\"Who is Samuel?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1177"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del sqa\n",
    "import gc\n",
    "gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ISA5P66-3FiX",
    "outputId": "1111d4d1-95ac-4c56-8b0d-0f39acea8a27"
   },
   "outputs": [],
   "source": [
    "d2s = MultiModal(\"doc_to_audio\")\n",
    "d2s.load(r\"test_files/1907.11932.pdf\")\n",
    "# d2s.load(\"Sample Text.docx\")\n",
    "d2s.speak()"
   ]
  },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Read speech file.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' and to respect in peace so that we come again it is your turn the world is yours today.', '\\n\\n(Image: Getty)\\n\\nRead more:']\n"
     ]
    }
   ],
   "source": [
    "from multimodal import MultiModal\n",
    "sg = MultiModal(\"speech_generation\")\n",
    "# sg.load(r\"test_files/1907.11932.pdf\")\n",
    "sg.load(r\"test_files/Leonardo DiCaprios Powerful Climate Summit Speech.wav\")\n",
    "sg.listen()\n",
    "sg.generate(n_sentences=2)\n",
    "sg.speak(generated=True)"
   ]
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