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OCR-free end-to-end Transformer model. Donut does not require off-the-shelf OCR engines/APIs, yet it shows state-of-the-art performances on various visual document understanding tasks, such as visual document classification or information extraction (a.k.a. document parsing). In addition, we present SynthDoG 🐶, Synthetic Document Generator, that helps the model pre-training to be flexible on various languages and domains.\n", + "\n", + "![Screenshot 2023-08-26 at 9.36.51 AM.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "13QC-hhSAzDc" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9VNVpQeDAhhl", + "outputId": "2ca01543-58d0-4b70-9749-dfe5bd374a9d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m8.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m35.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m 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Done\n", + "Building dependency tree... Done\n", + "Reading state information... Done\n", + "git-lfs is already the newest version (3.0.2-1ubuntu0.2).\n", + "0 upgraded, 0 newly installed, 0 to remove and 16 not upgraded.\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m251.2/251.2 kB\u001b[0m \u001b[31m5.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h" + ] + } + ], + "source": [ + "!pip install -q git+https://github.com/huggingface/transformers.git\n", + "!pip install -q datasets sentencepiece tensorboard\n", + "!sudo apt-get install git-lfs --yes\n", + "!pip install -q accelerate -U" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Load SROIE dataset" + ], + "metadata": { + "id": "WW2iNz9jDE0q" + } + }, + { + "cell_type": "code", + "source": [ + "%%bash\n", + "# clone repository\n", + "git clone https://github.com/zzzDavid/ICDAR-2019-SROIE.git\n", + "# copy data\n", + "cp -r ICDAR-2019-SROIE/data ./\n", + "# clean up\n", + "rm -rf ICDAR-2019-SROIE\n", + "rm -rf data/box" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DfE4rPOVCySw", + "outputId": "a2b48151-2fa7-4e75-d5f1-64eeeed97113" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Cloning into 'ICDAR-2019-SROIE'...\n", + "Updating files: 47% (937/1980)\rUpdating files: 48% (951/1980)\rUpdating files: 49% (971/1980)\rUpdating files: 50% (990/1980)\rUpdating files: 51% (1010/1980)\rUpdating files: 52% (1030/1980)\rUpdating files: 53% (1050/1980)\rUpdating files: 54% (1070/1980)\rUpdating files: 55% (1089/1980)\rUpdating files: 56% (1109/1980)\rUpdating files: 57% (1129/1980)\rUpdating files: 58% (1149/1980)\rUpdating files: 58% (1163/1980)\rUpdating files: 59% (1169/1980)\rUpdating files: 60% (1188/1980)\rUpdating files: 61% (1208/1980)\rUpdating files: 62% (1228/1980)\rUpdating files: 63% (1248/1980)\rUpdating files: 64% (1268/1980)\rUpdating files: 65% (1287/1980)\rUpdating files: 66% (1307/1980)\rUpdating files: 67% (1327/1980)\rUpdating files: 68% (1347/1980)\rUpdating files: 69% (1367/1980)\rUpdating files: 70% (1386/1980)\rUpdating files: 71% (1406/1980)\rUpdating files: 72% (1426/1980)\rUpdating files: 73% (1446/1980)\rUpdating files: 74% (1466/1980)\rUpdating files: 75% (1485/1980)\rUpdating files: 76% (1505/1980)\rUpdating files: 77% (1525/1980)\rUpdating files: 78% (1545/1980)\rUpdating files: 79% (1565/1980)\rUpdating files: 80% (1584/1980)\rUpdating files: 81% (1604/1980)\rUpdating files: 82% (1624/1980)\rUpdating files: 83% (1644/1980)\rUpdating files: 84% (1664/1980)\rUpdating files: 85% (1683/1980)\rUpdating files: 86% (1703/1980)\rUpdating files: 87% (1723/1980)\rUpdating files: 88% (1743/1980)\rUpdating files: 89% (1763/1980)\rUpdating files: 90% (1782/1980)\rUpdating files: 91% (1802/1980)\rUpdating files: 92% (1822/1980)\rUpdating files: 93% (1842/1980)\rUpdating files: 94% (1862/1980)\rUpdating files: 95% (1881/1980)\rUpdating files: 96% (1901/1980)\rUpdating files: 97% (1921/1980)\rUpdating files: 98% (1941/1980)\rUpdating files: 99% (1961/1980)\rUpdating files: 100% (1980/1980)\rUpdating files: 100% (1980/1980), done.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now we have two folders inside the data/ directory. One contains the images of the receipts and the other contains the OCR text. The nex step is to create a metadata.json file that contains the information about the images including the OCR-text. This is necessary for the imagefolder feature of datasets.\n", + "\n", + "The metadata.json should look at the end similar to the example below.\n", + "\n", + "```\n", + "{\"file_name\": \"0001.png\", \"text\": \"This is a golden retriever playing with a ball\"}\n", + "{\"file_name\": \"0002.png\", \"text\": \"A german shepherd\"}\n", + "```" + ], + "metadata": { + "id": "FGlgBypiDjwL" + } + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "import json\n", + "from pathlib import Path\n", + "import shutil\n", + "\n", + "# define paths\n", + "base_path = Path(\"data\")\n", + "metadata_path = base_path.joinpath(\"key\")\n", + "image_path = base_path.joinpath(\"img\")\n", + "# define metadata list\n", + "metadata_list = []\n", + "\n", + "# parse metadata\n", + "for file_name in metadata_path.glob(\"*.json\"):\n", + " with open(file_name, \"r\") as json_file:\n", + " # load json file\n", + " data = json.load(json_file)\n", + " # create \"text\" column with json string\n", + " text = json.dumps(data)\n", + " # add to metadata list if image exists\n", + " if image_path.joinpath(f\"{file_name.stem}.jpg\").is_file():\n", + " metadata_list.append({\"text\":text,\"file_name\":f\"{file_name.stem}.jpg\"})\n", + " # delete json file\n", + "\n", + "# write jsonline file\n", + "with open(image_path.joinpath('metadata.jsonl'), 'w') as outfile:\n", + " for entry in metadata_list:\n", + " json.dump(entry, outfile)\n", + " outfile.write('\\n')\n", + "\n", + "# remove old meta data\n", + "shutil.rmtree(metadata_path)" + ], + "metadata": { + "id": "nbaHuOBEDJHz" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "import json\n", + "from pathlib import Path\n", + "import shutil\n", + "from datasets import load_dataset\n", + "\n", + "# define paths\n", + "base_path = Path(\"data\")\n", + "metadata_path = base_path.joinpath(\"key\")\n", + "image_path = base_path.joinpath(\"img\")\n", + "\n", + "# Load dataset\n", + "dataset = load_dataset(\"imagefolder\", data_dir=image_path, split=\"train\")\n", + "\n", + "print(f\"Dataset has {len(dataset)} images\")\n", + "print(f\"Dataset features are: {dataset.features.keys()}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 213, + "referenced_widgets": [ + "ce4184a6ae44494291b5b42ab8e72b07", + "6c978ad08a3c4d04950fdd0893bb2c0c", + "0b96971028434e1a84d6632d0bb8e07e", + "c4b64d5b9a664f178e3db62f88eec5d0", + "08910c665e084efaa7985bfccce00fbb", + "2eaf6089fe684888a7057075fa52e750", + "de0a8f24131a418b8e9e55a9c5453584", + "ecfd71ffbac743a19110292ea92793b9", + "78f0f1dd709c4ee2876da4d69d5adc39", + "2c13e9d8d39f4a65a7cd0ec745eb6370", + "580b0ef5474c462e8db83d10ec4304c0", + "be67dd93618f4e9f9d1b51d9a35b13ab", + "fb91587931434a61ab1de724cec2fc3f", + "dda42301cff34f78b694962a8ad0480a", + "53580e82e0334417bc670442f8c7e87f", + "b2e3eadd1f9f4a938ef915e251f49a82", + "92aa781ee07342a5943c470be939cb62", + "ab7bada26bd14dbbaaf7750330953aed", + "2a20d8361a244dc688351f287b25cfd7", + "865270470b614025be748d27c980098c", + "1754aa9ad47249d59b1d4ba7b0162877", + "c4840625cce64d58ad74ac5637ebee4f", + "23d3a2bc35ec430692bf003d45ba2cc2", + "5405bd34deb5430b983ad7dfaa7ca11b", + "012126ff865349709df34607e91da357", + "1fc967483cd140c99df02f70add905d8", + "c011e3b3b2bb4290a25103fb0147427e", + "be922bcb2e24465295afe2d46fb53899", + "b1e1e284229c47749f547bf6c672b354", + "eb3e6de11ebe46649bee15d64a46e487", + "9107d9c46ab04b60869eea20cd3658f6", + "e98e686641134d489fdd5fbac9c94e17", + "2f335cc60a294fc6bd5d1067a48ae71a", + "da71d2122b3f44e8a37c50dea1b04f98", + "b876eb3bff1d4a2bb08e8ea8ac064679", + "bb33932873314bb8b0d298ed80b11ebd", + "2e0c3b71d9614fb296470572512a0996", + "96a2d1a7bdac425ab4d51aff246dc63b", + "aa282e6aae0d43958669d25eb60cc089", + "8361210a10004b0b844407f166207e7c", + "471a7b40590240d9aad65fb33035bb27", + "aebdf70afa7a45d48807b2286ff3ea13", + "4767e8693596452eb1f74b3414d8d0c7", + "c3c1379e63f94502b7cbf86dc3a6bd95", + "22c35d5637ea4c7c837f7e0ab7c2a2e4", + "f9bc6c6de7b04924983ffd10138866ee", + "305d6d2a088348bd95b6ef086d5d715a", + "9a41689423d7412a9089cd91ac0aa546", + "3a10601016724248b33e1d525722e20b", + "45d527bdc46d49048072dd8b6737149a", + "d9d61b1730784bd78b15026921754c27", + "7b51c0b6e6414865840a0aad063c1380", + "b78561538711427095895741f17d1424", + "b7c8a2b7e4804a68b84c21d4830efc1a", + "10872aa32bd24a6ba1448f1c51c954df" + ] + }, + "id": "DeUdSvLNFYFo", + "outputId": "4c21bb32-4e8b-4a18-8579-836fd6fe1123" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Resolving data files: 0%| | 0/627 [00:00" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Prepare dataset for Donut\n", + "As we learned in the introduction, Donut is a sequence-to-sequence model with a vision encoder and text decoder. When fine-tuning the model we want it to generate the \"text\" based on the image we pass it. Similar to NLP tasks, we have to tokenize and preprocess the text. Before we can tokenize the text, we need to transform the JSON string into a Donut compatible document.\n", + "\n", + "current JSON string\n", + "```\n", + "{\n", + " \"company\": \"ADVANCO COMPANY\",\n", + " \"date\": \"17/01/2018\",\n", + " \"address\": \"NO 1&3, JALAN WANGSA DELIMA 12, WANGSA LINK, WANGSA MAJU, 53300 KUALA LUMPUR\",\n", + " \"total\": \"7.00\"\n", + "}\n", + "\n", + "```\n", + "Donut document\n", + "```\n", + "ADVANCO COMPANY17/01/2018NO 1&3, JALAN WANGSA DELIMA 12, WANGSA LINK, WANGSA MAJU, 53300 KUALA LUMPUR7.00\n", + "```\n", + "\n", + "To easily create those documents the ClovaAI team has created a json2token method, which we extract and then apply.\n" + ], + "metadata": { + "id": "vUrJoe6eGIki" + } + }, + { + "cell_type": "code", + "source": [ + "new_special_tokens = [] # new tokens which will be added to the tokenizer\n", + "task_start_token = \"\" # start of task token\n", + "eos_token = \"\" # eos token of tokenizer\n", + "\n", + "def json2token(obj, update_special_tokens_for_json_key: bool = True, sort_json_key: bool = True):\n", + " \"\"\"\n", + " Convert an ordered JSON object into a token sequence\n", + " \"\"\"\n", + " if type(obj) == dict:\n", + " if len(obj) == 1 and \"text_sequence\" in obj:\n", + " return obj[\"text_sequence\"]\n", + " else:\n", + " output = \"\"\n", + " if sort_json_key:\n", + " keys = sorted(obj.keys(), reverse=True)\n", + " else:\n", + " keys = obj.keys()\n", + " for k in keys:\n", + " if update_special_tokens_for_json_key:\n", + " new_special_tokens.append(fr\"\") if fr\"\" not in new_special_tokens else None\n", + " new_special_tokens.append(fr\"\") if fr\"\" not in new_special_tokens else None\n", + " output += (\n", + " fr\"\"\n", + " + json2token(obj[k], update_special_tokens_for_json_key, sort_json_key)\n", + " + fr\"\"\n", + " )\n", + " return output\n", + " elif type(obj) == list:\n", + " return r\"\".join(\n", + " [json2token(item, update_special_tokens_for_json_key, sort_json_key) for item in obj]\n", + " )\n", + " else:\n", + " # excluded special tokens for now\n", + " obj = str(obj)\n", + " if f\"<{obj}/>\" in new_special_tokens:\n", + " obj = f\"<{obj}/>\" # for categorical special tokens\n", + " return obj\n", + "\n", + "\n", + "def preprocess_documents_for_donut(sample):\n", + " # create Donut-style input\n", + " text = json.loads(sample[\"text\"])\n", + " d_doc = task_start_token + json2token(text) + eos_token\n", + " # convert all images to RGB\n", + " image = sample[\"image\"].convert('RGB')\n", + " return {\"image\": image, \"text\": d_doc}\n", + "\n", + "proc_dataset = dataset.map(preprocess_documents_for_donut)\n", + "\n", + "print(f\"Sample: {proc_dataset[45]['text']}\")\n", + "print(f\"New special tokens: {new_special_tokens + [task_start_token] + [eos_token]}\")\n", + "# Sample: $6.9027 MAR 2018UNIHAKKA INTERNATIONAL SDN BHD12, JALAN TAMPOI 7/4,KAWASAN PARINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR\n", + "# New special tokens: ['', '', '', '', '', '', '', '', '', '']\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 105, + "referenced_widgets": [ + "caaf5bbead234458808d4a885c2e2955", + "f4181e5724dc4a1689b59e6e1518af8c", + "73cd944959284d12ae93747201e0f563", + "0b90fbf949824a00a61a18d528a57227", + "59beb9825c964bc88bebd30749c2d883", + "e00fec3afbd841a899227d5b343fc762", + "0557a08461a84c71b00f96efdeccb0f2", + "d019555bc44749fc87e59db73a5dc87a", + "238dff54c6654868b6269ae482f7251e", + "46d2b522800640edb18515a10ae1a9dc", + "839c1f51487047ada985d870589031c1" + ] + }, + "id": "FeAdhX1hF4Lj", + "outputId": "1e24fa42-00a4-42ac-ad19-799e41c2e8a2" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Map: 0%| | 0/626 [00:00$6.9027 MAR 2018UNIHAKKA INTERNATIONAL SDN BHD12, JALAN TAMPOI 7/4,KAWASAN PARINDUSTRIAN TAMPOI,81200 JOHOR BAHRU,JOHOR\n", + "New special tokens: ['', '', '', '', '', '', '', '', '', '']\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The next step is to tokenize our text and encode the images into tensors. Therefore we need to load DonutProcessor, add our new special tokens and adjust the size of the images when processing from [1920, 2560] to [720, 960] to need less memory and have faster training." + ], + "metadata": { + "id": "3EzHlrskJ5Cl" + } + }, + { + "cell_type": "code", + "source": [ + "from transformers import DonutProcessor\n", + "\n", + "# Load processor\n", + "processor = DonutProcessor.from_pretrained(\"naver-clova-ix/donut-base\")\n", + "\n", + "# add new special tokens to tokenizer\n", + "processor.tokenizer.add_special_tokens({\"additional_special_tokens\": new_special_tokens + [task_start_token] + [eos_token]})\n", + "\n", + "# we update some settings which differ from pretraining; namely the size of the images + no rotation required\n", + "# resizing the image to smaller sizes from [1920, 2560] to [960,1280]\n", + "processor.feature_extractor.size = [720,960] # should be (width, height)\n", + "processor.feature_extractor.do_align_long_axis = False\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283, + "referenced_widgets": [ + "6797ab3a6f494e1997201bbf9e9c5ad6", + "339693f8251042aab6a49b69152c0694", + "262d673a09704ef58a24a5e0a8dfff7a", + "94aecf069a3f4df9b48243f50d6bd97e", + "fce4ca5477984d63a66c17946ee44cb8", + "bf563c14b5e349809c16004a461b9626", + "4a40439694974a96ade8c2d4e7577903", + "ed8a2555081847868ddb36d7facc2b9f", + "3d204583b66d4753aeae0ffedf393c7f", + "3b5f2086fefd4ddfa8f35214b33da671", + "584418c3238548e997fa48f18417c54c", + "90f3c8c42be84fa69e78adab91538da0", + "a84e63dcd8ce471dae5ab93dadca4d82", + "56b7985e9cb145e598d383256d99422a", + "3b244a5af6bb44bcb61c8fc9ab0a1581", + "84bd0ff908d14627be36f76b719099e0", + "28b4fb7667424822b251bc963c3e0cd7", + "ea352c2faae747b0bddf3a7aadaa92ec", + "77365c93c6d349ae94ce03b996a59e19", + "1115d978c2c945d1bd6ef20ae19cb35d", + "15cf9805aba74fb897fbb7572e42d9f2", + "5eddf8c79afd48c1bf77cc728c146982", + "5f6dd74137a74639aa349f4f5b47fce1", + "3c241a3de8a7475684ba2a7789187721", + "75e4681aec26471b9fdbbf6fd17324bf", + "5f4dcb026426401bb6b651b48c0f7215", + "9d24d6ad933249de90e6c76f943dceef", + "3b8d8ca0d8684b4fbe06d07e42f3126c", + "f23a246f99bf4b41988ef9ea63e472d3", + "bd9ee20660544dee9c75d04347900156", + "a61194f284f646d3a17a95f3a5bc396d", + "0940bc78c4b7474b8c46b98b5576b866", + "403c00c92fc44985a0816cd28903bcbc", + "d4daa24e2b7d4c48b0ed2d318d11cab6", + "c8933dfa355942ecac29b5368886070c", + "73c6009ac74c4faebf9116782bdba769", + "704e2515a97f4f3f8c06a47cdcb58416", + "88b58314f8674d6c97af8a2b7ee9be7f", + "bc3890312646478e8d74f28a7b46d78b", + "bed905dae5954275bb5012a9b5d0d56b", + "ba7aa7e4d0fa4efe9d260f6679e906e6", + "80edf26d513c407fa3154e2e95df35cc", + "94566d30d1c2453db71b0eccb8fa8c81", + "2a78f43d1ab44ef9abf4d604e4ee3ca3", + "b85494f5f65645bf9f722cab1640b494", + "79d965b2163b4d8d94b8762885c24cfd", + "5c0d4f550a974515afe1e00fd2b1c996", + "2f678a346bd449d7a0b570802f21e3ff", + "680b0c71943147f69c36d9ff9b308373", + "e3dbdeb4765d497395c11bd1f8b7893b", + "91604bb2b5f64ba8899873b9260ba1d6", + "a2d0a30fe2d9425db3055f627e4c8a3d", + "bdfb478412634d51bbf5d1551d905449", + "134569d25239463cba6f0c4f64e82952", + "b434f07f036546fbba15153c5f8a1c39", + "bf5e95d9c5e74b6da0ba720441261f36", + "6123c5376e0b48ada5dfca2d7ee3606b", + "6586e41606664d5194303ca3a782ddec", + "1e8add1bc7694c6eb7c34577a799a24b", + "07885b9878a2491297895aad7b0157f0", + "21fdcf64dbcb40aeaae76c3436df0395", + "afd6f07964674931a851537987eb1a70", + "05d6cf319f4e4f3b914c74238b002e25", + "635231066d87477fb6f1901e2da5751b", + "0a7a9394518f4dcabf65af9a39e8d021", + "982a605982064d3fb9394252738853f3" + ] + }, + "id": "cS3gOhgPJ4Sr", + "outputId": "8462371d-d3cb-4054-e80b-4b4f6c68fa0c" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading (…)rocessor_config.json: 0%| | 0.00/362 [00:00 '])[0]\n", + "\n", + "# is done by Trainer\n", + "# device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "# model.to(device)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 172, + "referenced_widgets": [ + "318f32e91dff43eb81885922ca70b2ee", + "efc4f3cfb55f487fbb08f07b9f33ec25", + "5405159dad13480089f79920cb0a6d7a", + "846a5bd47cc74a52a5f7f6580d5209b9", + "b3aebd3ccc2f496f89b36bf2e2505742", + "97061e456f414c1cb9261446f766982a", + "713e698e11bd4094b95f94ae9657e2ab", + "33bf2ddb148940b1933811b56ae67f61", + "f27e41ce9eae4752bbc0c6a408297dce", + "5215b0e2d4cf4212b8cd18514a647d78", + "60ae55d3b94a40e1833d4ae1dbcaca08", + "ba5e8739e5bc439a8ae85fdd0b6f4851", + "2eac6b728a65430cb02bf84a69bc2399", + "d86bfc76698d4740a702e346f741558b", + "b1ebab7fb6844d5fa3d3c589a51deedf", + "701baa3438f348ce93222fe32deebd3f", + "ca826084ae674380be4436edb630ef12", + "b42e453ab07a40388ebbe0f3579baec3", + "324c154ae45a48ddb14281ca4501fd09", + "b9720aec012747bea33718783867c0dc", + "29ff9bddb9ba4f30938201dde04dd71c", + "bc827f9bf43242838035ced7f9bbb51c" + ] + 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" + ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TrainOutput(global_step=846, training_loss=0.8639062685323945, metrics={'train_runtime': 2423.0321, 'train_samples_per_second': 0.697, 'train_steps_per_second': 0.349, 'total_flos': 2.970761500447949e+18, 'train_loss': 0.8639062685323945, 'epoch': 3.0})" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "After our training is done we also want to save our processor to the Hugging Face Hub and create a model card." + ], + "metadata": { + "id": "Gv0rSORaN9RC" + } + }, + { + "cell_type": "code", + "source": [ + "# Save processor and create model card\n", + "processor.save_pretrained(hf_repository_id)\n", + "trainer.create_model_card()\n", + "trainer.push_to_hub()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67, + "referenced_widgets": [ + "b8211547dd4144aba540bd724f182727", + "f07a515374474d57840b511290ed6cd8", + "dd6bd55ba00d41e498d47351a63e4f78", + "19c40eb37e4a48919a50b338a2fc121e", + "df105857dcbd4c30b997e696eeb56748", + "83f85692c54a4546ae5574b160e27bba", + "a6f752a4007740599651240988808831", + "41337203335c4fab9ef3a84acd80923d", + "eb40117d811a49ad92b16e5bd756acb8", + "f84eaa861e2e47bea8212bfe7c15e3d0", + "5b74996dad984dd787729ee66649e168" + ] + }, + "id": "sKhOv7BLOC0e", + "outputId": "4b1563fe-062c-4f01-8022-38c9cb28592e" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "sentencepiece.bpe.model: 0%| | 0.00/1.30M [00:00\"\n", + " decoder_input_ids = processor.tokenizer(task_prompt, add_special_tokens=False, return_tensors=\"pt\").input_ids\n", + "\n", + " # run inference\n", + " outputs = model.generate(\n", + " pixel_values.to(device),\n", + " decoder_input_ids=decoder_input_ids.to(device),\n", + " max_length=model.decoder.config.max_position_embeddings,\n", + " early_stopping=True,\n", + " pad_token_id=processor.tokenizer.pad_token_id,\n", + " eos_token_id=processor.tokenizer.eos_token_id,\n", + " use_cache=True,\n", + " num_beams=1,\n", + " bad_words_ids=[[processor.tokenizer.unk_token_id]],\n", + " return_dict_in_generate=True,\n", + " )\n", + "\n", + " # process output\n", + " prediction = processor.batch_decode(outputs.sequences)[0]\n", + " prediction = processor.token2json(prediction)\n", + "\n", + " # load reference target\n", + " target = processor.token2json(test_sample[\"target_sequence\"])\n", + " return prediction, target\n", + "\n", + "prediction, target = run_prediction(test_sample)\n", + "print(f\"Reference:\\n {target}\")\n", + "print(f\"Prediction:\\n {prediction}\")\n", + "# processor.feature_extractor.to_pil_image(np.array(test_sample[\"pixel_values\"])).resize((350,600))\n" + ], + "metadata": { + "id": "Hp9g9jbzaFSO", + "outputId": "2f342500-701e-40bb-c4e3-bcc13b72d227", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Reference:\n", + " {'total': '2.10', 'date': '04-06-16', 'company': '99 SPEED MART S/B', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1174-PERMATA MAGNA'}\n", + "Prediction:\n", + " {'total': '2.10', 'date': '04-06-16', 'company': '99 SPEED MART S/B', 'address': 'LOT P.T. 33198, BATU 4 JALAN KAPAR, MUKIM KAPAR 42100 KLANG, SELANGOR 1174-PERMATA MAGNA'}\n" + ] + } + ] + } + ] +} \ No newline at end of file