diff --git "a/src/eda/eda_whisper-commonvoice.ipynb" "b/src/eda/eda_whisper-commonvoice.ipynb" new file mode 100644--- /dev/null +++ "b/src/eda/eda_whisper-commonvoice.ipynb" @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMJwe78qEvWVlTiHXGoclNl"},"kernelspec":{"name":"python3","display_name":"Python 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-y ppa:jonathonf/ffmpeg-4 && apt update && apt install -y ffmpeg"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Iv-gYWnCsCfH","executionInfo":{"status":"ok","timestamp":1670753868578,"user_tz":-180,"elapsed":43639,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"9e76589c-de6d-4b92-ab87-8c452f2d7b4a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\r0% [Working]\r \rGet:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease [3,626 B]\n","\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com] [1 In\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com] [Wait\r \rIgn:2 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n","\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com] [Wait\r0% [1 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com] [Connecting to\r \rGet:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease [1,581 B]\n","Hit:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n","Hit:5 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n","Hit:6 http://archive.ubuntu.com/ubuntu bionic InRelease\n","Get:7 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n","Get:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Packages [1,073 kB]\n","Hit:9 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n","Get:10 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n","Hit:12 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n","Get:13 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [83.3 kB]\n","Hit:14 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n","Get:15 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic InRelease [15.9 kB]\n","Get:16 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [3,099 kB]\n","Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/restricted amd64 Packages [1,352 kB]\n","Get:18 http://security.ubuntu.com/ubuntu bionic-security/restricted amd64 Packages [1,311 kB]\n","Get:19 http://security.ubuntu.com/ubuntu bionic-security/universe amd64 Packages [1,567 kB]\n","Get:20 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [3,524 kB]\n","Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,342 kB]\n","Get:22 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 Packages [12.5 kB]\n","Fetched 14.6 MB in 5s (3,222 kB/s)\n","Reading package lists... Done\n","Ign:1 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n","Hit:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n","Hit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease\n","Hit:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n","Hit:5 http://archive.ubuntu.com/ubuntu bionic InRelease\n","Hit:6 http://security.ubuntu.com/ubuntu bionic-security InRelease\n","Hit:7 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n","Hit:8 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n","Hit:9 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n","Hit:11 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n","Hit:12 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n","Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n","Hit:14 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic InRelease\n","Reading package lists... Done\n","Building dependency tree \n","Reading state information... Done\n","44 packages can be upgraded. Run 'apt list --upgradable' to see them.\n","Reading package lists... Done\n","Building dependency tree \n","Reading state information... Done\n","The following package was automatically installed and is no longer required:\n"," libnvidia-common-460\n","Use 'apt autoremove' to remove it.\n","The following additional packages will be installed:\n"," libaom0 libavcodec58 libavdevice58 libavfilter7 libavformat58 libavresample4\n"," libavutil56 libcodec2-0.7 liblilv-0-0 libmysofa1 libpocketsphinx3\n"," libpostproc55 librabbitmq4 libserd-0-0 libsord-0-0 libsphinxbase3\n"," libsratom-0-0 libsrt1-gnutls libswresample3 libswscale5 libvidstab1.1\n"," libx264-155 libx265-192 libzimg2\n","Suggested packages:\n"," ffmpeg-doc serdi sordi\n","Recommended packages:\n"," pocketsphinx-hmm-en-hub4wsj | pocketsphinx-hmm-zh-tdt\n"," | pocketsphinx-hmm-en-tidigits pocketsphinx-lm-en-hub4\n"," | pocketsphinx-lm-zh-hans-gigatdt | pocketsphinx-lm-zh-hant-gigatdt\n","The following NEW packages will be installed:\n"," libaom0 libavcodec58 libavdevice58 libavfilter7 libavformat58 libavresample4\n"," libavutil56 libcodec2-0.7 liblilv-0-0 libmysofa1 libpocketsphinx3\n"," libpostproc55 librabbitmq4 libserd-0-0 libsord-0-0 libsphinxbase3\n"," libsratom-0-0 libsrt1-gnutls libswresample3 libswscale5 libvidstab1.1\n"," libx264-155 libx265-192 libzimg2\n","The following packages will be upgraded:\n"," ffmpeg\n","1 upgraded, 24 newly installed, 0 to remove and 43 not upgraded.\n","Need to get 13.4 MB of archives.\n","After this operation, 49.3 MB of additional disk space will be used.\n","Get:1 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libaom0 amd64 1.0.0.errata1-3~18.04.york0 [1,165 kB]\n","Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libcodec2-0.7 amd64 0.7-1 [202 kB]\n","Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 librabbitmq4 amd64 0.8.0-1ubuntu0.18.04.2 [33.9 kB]\n","Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libserd-0-0 amd64 0.28.0~dfsg0-1 [37.0 kB]\n","Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsord-0-0 amd64 0.16.0~dfsg0-1 [20.2 kB]\n","Get:6 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsratom-0-0 amd64 0.6.0~dfsg0-1 [15.8 kB]\n","Get:7 http://archive.ubuntu.com/ubuntu bionic/universe amd64 liblilv-0-0 amd64 0.24.2~dfsg0-1 [38.0 kB]\n","Get:8 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsphinxbase3 amd64 0.8+5prealpha+1-1 [118 kB]\n","Get:9 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libpocketsphinx3 amd64 0.8.0+real5prealpha-1ubuntu2 [122 kB]\n","Get:10 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavutil56 amd64 7:4.3.2-0york0~18.04 [295 kB]\n","Get:11 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libswresample3 amd64 7:4.3.2-0york0~18.04 [70.0 kB]\n","Get:12 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libx264-155 amd64 2:0.155.2917+git0a84d98-2~18.04.york0 [529 kB]\n","Get:13 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libx265-192 amd64 3.4-0york0~18.04 [1,086 kB]\n","Get:14 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavcodec58 amd64 7:4.3.2-0york0~18.04 [4,952 kB]\n","Get:15 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libsrt1-gnutls amd64 1.4.1-5~18.04.york0 [235 kB]\n","Get:16 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavformat58 amd64 7:4.3.2-0york0~18.04 [1,043 kB]\n","Get:17 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libmysofa1 amd64 1.0~dfsg0-2~18.04.york0 [39.3 kB]\n","Get:18 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libpostproc55 amd64 7:4.3.2-0york0~18.04 [65.0 kB]\n","Get:19 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libswscale5 amd64 7:4.3.2-0york0~18.04 [171 kB]\n","Get:20 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libvidstab1.1 amd64 1.1.0-2~18.04.york1 [36.6 kB]\n","Get:21 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libzimg2 amd64 3.0.1-0york0~18.04 [183 kB]\n","Get:22 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavfilter7 amd64 7:4.3.2-0york0~18.04 [1,254 kB]\n","Get:23 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavdevice58 amd64 7:4.3.2-0york0~18.04 [90.0 kB]\n","Get:24 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 libavresample4 amd64 7:4.3.2-0york0~18.04 [67.3 kB]\n","Get:25 http://ppa.launchpad.net/jonathonf/ffmpeg-4/ubuntu bionic/main amd64 ffmpeg amd64 7:4.3.2-0york0~18.04 [1,556 kB]\n","Fetched 13.4 MB in 14s (965 kB/s)\n","Selecting previously unselected package libaom0:amd64.\n","(Reading database ... 124013 files and directories currently installed.)\n","Preparing to unpack .../00-libaom0_1.0.0.errata1-3~18.04.york0_amd64.deb ...\n","Unpacking libaom0:amd64 (1.0.0.errata1-3~18.04.york0) ...\n","Selecting previously unselected package libavutil56:amd64.\n","Preparing to unpack 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transformers: filename=transformers-4.26.0.dev0-py3-none-any.whl size=5949145 sha256=000c7795d48c6cea2819202920458e32668c236313dc19011ab8b67950e19b3d\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-_ojad1jl/wheels/42/68/45/c63edff61c292f2dfd4df4ef6522dcbecc603e7af82813c1d7\n","Successfully built transformers\n","Installing collected packages: tokenizers, huggingface-hub, transformers\n","Successfully installed huggingface-hub-0.11.1 tokenizers-0.13.2 transformers-4.26.0.dev0\n"]}]},{"cell_type":"code","source":["!pip install git+https://github.com/huggingface/datasets"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_97nrwjfkNLp","executionInfo":{"status":"ok","timestamp":1670752279625,"user_tz":-180,"elapsed":24060,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"4c089ca8-8af8-4f2e-b82a-96674a0e3231"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting git+https://github.com/huggingface/datasets\n"," Cloning https://github.com/huggingface/datasets to /tmp/pip-req-build-74lpohrr\n"," Running command git clone -q https://github.com/huggingface/datasets /tmp/pip-req-build-74lpohrr\n"," Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n"," Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n"," Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: dill<0.3.7 in /usr/local/lib/python3.8/dist-packages (from datasets==2.7.1.dev0) (0.3.6)\n","Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.8/dist-packages (from datasets==2.7.1.dev0) (6.0)\n","Collecting xxhash\n"," Downloading xxhash-3.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n","\u001b[K |████████████████████████████████| 212 kB 7.8 MB/s \n","\u001b[?25hRequirement already satisfied: 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satisfied: six>=1.5 in /usr/local/lib/python3.8/dist-packages (from python-dateutil>=2.7.3->pandas->datasets==2.7.1.dev0) (1.15.0)\n","Building wheels for collected packages: datasets\n"," Building wheel for datasets (PEP 517) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for datasets: filename=datasets-2.7.1.dev0-py3-none-any.whl size=449095 sha256=25fc71e7769d05b37754fa7debdf4add74f119869beed06d32aa9fb768b95654\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-zpr91e5n/wheels/fa/94/e3/3c713e74271e453a93a303d5095aca41e03828d80af1b3742c\n","Successfully built datasets\n","Installing collected packages: urllib3, xxhash, responses, multiprocess, datasets\n"," Attempting uninstall: urllib3\n"," Found existing installation: urllib3 1.24.3\n"," Uninstalling urllib3-1.24.3:\n"," Successfully uninstalled urllib3-1.24.3\n","Successfully installed datasets-2.7.1.dev0 multiprocess-0.70.14 responses-0.18.0 urllib3-1.25.11 xxhash-3.1.0\n"]}]},{"cell_type":"code","source":["!pip install evaluate>=0.3.0"],"metadata":{"id":"KORP52FYkNGq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!pip install jiwer"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WnRb-kwDkLgX","executionInfo":{"status":"ok","timestamp":1670752295892,"user_tz":-180,"elapsed":10645,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"42c44fda-eb87-4de3-8206-29ac663d8c0b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting jiwer\n"," Downloading jiwer-2.5.1-py3-none-any.whl (15 kB)\n","Collecting levenshtein==0.20.2\n"," Downloading Levenshtein-0.20.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.4 MB)\n","\u001b[K |████████████████████████████████| 1.4 MB 12.4 MB/s \n","\u001b[?25hCollecting rapidfuzz<3.0.0,>=2.3.0\n"," Downloading rapidfuzz-2.13.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB)\n","\u001b[K |████████████████████████████████| 2.2 MB 43.7 MB/s \n","\u001b[?25hInstalling collected packages: rapidfuzz, levenshtein, jiwer\n","Successfully installed jiwer-2.5.1 levenshtein-0.20.2 rapidfuzz-2.13.5\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"xgywYJP8mdQJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import datasets\n","datasets.__version__"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"L_26B6rQrE0X","executionInfo":{"status":"ok","timestamp":1670753579422,"user_tz":-180,"elapsed":1520,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"dc3fb87a-a6b2-4c7b-f3e6-157a2d887f49"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2.7.1'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":2}]},{"cell_type":"code","source":["import datasets\n","datasets.__version__"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"F62rCRPaq8dd","executionInfo":{"status":"ok","timestamp":1670753547034,"user_tz":-180,"elapsed":250,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"3b269611-5e53-4ee8-e2c3-c6771c893a4e"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2.7.1.dev0'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":33}]},{"cell_type":"code","source":[],"metadata":{"id":"kT1aPxXnsRzA"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from IPython import display as ipd\n","\n","import librosa\n","import numpy as np\n","from matplotlib import pyplot as plt"],"metadata":{"id":"VTOxllKRnZoq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from transformers import WhisperProcessor, WhisperForConditionalGeneration, WhisperFeatureExtractor, AutoModelForSpeechSeq2Seq\n","from datasets import load_dataset\n","import torch"],"metadata":{"id":"neCTPbLmmNor"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["SR = 16_000"],"metadata":{"id":"2foHwer2ngRF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"z2jtmZoF3Xyg"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Whisper finetuning quesions:\n","* [x] What is max input len for MFCC inputs? no limitation, I guess. inputs are fixed: (80, 3000). 3000 = 30 sec * SR / hop len.\n","* [x] Try to pass audio larger that max input len\n"," > audio samples longer that 30 seconds get truncated by the Whisper feature-extractor which could affect the stability of training\n","* [x] Try to pass labels that are larger than max input labels len\n"," ```python\n"," model(input_features=input_features, labels=labels)\n"," ```\n"," fails if labels are too long\n","* [x] What special tokens to pass? Language? Taks (transcription)?\n"," * finetuning notebook says:\n"," > If using a multilingual checkpoint, you should set the \"language\" to your target text language. You should also set the task to \"transcribe\" for speech recogntition and \"translate\" for speech translation. These arguments modify the behaviour of the tokenizer - they should be set correctly to ensure the target labels are encoded properly. These arguments should be omitted for English-only fine-tuning.\n"," * at the same time no tokens are forced or forced during generating predictions. also no caching used due to the use of `gradient_checkpointing`:\n"," ```python\n"," model.config.forced_decoder_ids = None\n"," model.config.suppress_tokens = []\n"," model.config.use_cache = False\n","```\n","* [ ] Normalize belarusian sentences. What Normalizer to use?\n"," * No normalization was used for Ukrainian. Probably there was a reason and we don't need to used it for Belarusian\n"," * Normalize case?\n"," * Normalize punctuation?\n"," * How normalization works for training and evaluation?\n"," * Huggingface recommends training on un-normalised text and evaluating on normalised text to get cased text with punctuation as model outputs but do not include casing and punctuation errors in model WER metric\n","\n"],"metadata":{"id":"q_5om0_ZzsCv"}},{"cell_type":"code","source":[],"metadata":{"id":"WWnl3nzSngL2"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Fine-tuning todos:\n","* [ ] upload checkpoints & logs\n","* [ ] compare default hparams to ones used in successfully finetuned models (e.g. for Japanese)\n","* [x] stream training sample, download validation & test.
\n"," not downloading validation & test becuas not knowing there size and it's likely their size is large\n","* [x] resume training:\n"," * overwrite_output_dir\n"," * resume_from_checkpoint\n","* [x] convert to mono when casting audio to 16kHz\n","* [x] filter by label token ids including special characters\n","* [x] does `datast.filter()` work on the fly? yes\n","* [x] Set `use_cache` to False since we're using gradient checkpointing, and the two are incompatible:\n"],"metadata":{"id":"a2AgIevCenAi"}},{"cell_type":"code","source":[],"metadata":{"id":"3uTgpfW4emvV"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"P7vqHmVpemog"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/gdrive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hz7AoDZPDbuu","executionInfo":{"status":"ok","timestamp":1670787590219,"user_tz":-180,"elapsed":2378,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"0d275060-eb4d-4925-f8e0-d662cf0a9785"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /gdrive; to attempt to forcibly remount, call drive.mount(\"/gdrive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["import shutil\n","import os"],"metadata":{"id":"L8QBVt4EDeB6"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"K63v2THoDGHP"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Load models"],"metadata":{"id":"vpDHZwH_2ZAE"}},{"cell_type":"code","source":["tmp = AutoModelForSpeechSeq2Seq.from_pretrained(\"openai/whisper-base\")\n","type(tmp)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mSabzxf7F5Ga","executionInfo":{"status":"ok","timestamp":1670787604508,"user_tz":-180,"elapsed":4484,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"06599866-0e7a-4e4f-f418-d332819f7a67"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["transformers.models.whisper.modeling_whisper.WhisperForConditionalGeneration"]},"metadata":{},"execution_count":6}]},{"cell_type":"code","source":["# load model and processor\n","processor = WhisperProcessor.from_pretrained(\"openai/whisper-base\")\n","feature_extractor = WhisperFeatureExtractor.from_pretrained(\"openai/whisper-base\") # TODO: is it needed?\n","model = WhisperForConditionalGeneration.from_pretrained(\"openai/whisper-base\")"],"metadata":{"id":"JOtj5XH3mixJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(model.config.vocab_size)\n","print(model.config.max_length)\n","print(model.config.decoder_start_token_id)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Wi-Pn8NdbmRk","executionInfo":{"status":"ok","timestamp":1670787608093,"user_tz":-180,"elapsed":8,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"1500fed2-49a1-4962-b656-f0444471f86a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["51865\n","448\n","50258\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"8PNhBLjRc17Y"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["processor.tokenizer.language, processor.tokenizer.task, processor.tokenizer.predict_timestamps"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u0ladNXacif9","executionInfo":{"status":"ok","timestamp":1670787616077,"user_tz":-180,"elapsed":9,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"0702acea-f85c-40f8-d382-970169e253f7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(None, None, False)"]},"metadata":{},"execution_count":9}]},{"cell_type":"code","source":["x = processor.get_decoder_prompt_ids()\n","processor.batch_decode([_[1] for _ in x])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"g6bohaaxbE4q","executionInfo":{"status":"ok","timestamp":1670787616078,"user_tz":-180,"elapsed":8,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"ccef42f2-ebdc-4ab9-cc13-c70e01e449c6"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|notimestamps|>']"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","source":["print(processor.batch_decode([model.config.decoder_start_token_id]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6kXZD_TTbrLc","executionInfo":{"status":"ok","timestamp":1670787616078,"user_tz":-180,"elapsed":5,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"866c6dca-7909-404a-ad89-e96e2d5e37bb"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['<|startoftranscript|>']\n"]}]},{"cell_type":"code","source":["processor.tokenizer.bos_token_id, processor.tokenizer.eos_token_id, processor.tokenizer.pad_token_id"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E_n17kKLssVx","executionInfo":{"status":"ok","timestamp":1670787833191,"user_tz":-180,"elapsed":250,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"1437b03b-3e03-49b1-927c-f3eb096882a8"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(50257, 50257, 50257)"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["processor.feature_extractor is feature_extractor"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hX1QviiKuUxb","executionInfo":{"status":"ok","timestamp":1670787616338,"user_tz":-180,"elapsed":8,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"f3167605-50fa-418c-a205-2917c6060e98"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["False"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":[],"metadata":{"id":"wNS9Wbmaa2Oc"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Specify processor language"],"metadata":{"id":"yVUz3HsVaw5p"}},{"cell_type":"code","source":["processor_be = WhisperProcessor.from_pretrained(\"openai/whisper-base\", language='be', task='transcribe')"],"metadata":{"id":"2wANNcKOa1dN"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["processor_be.tokenizer.language, processor_be.tokenizer.task, processor_be.tokenizer.predict_timestamps"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F9bNFLUFcZ19","executionInfo":{"status":"ok","timestamp":1670787625328,"user_tz":-180,"elapsed":6,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"4cf97662-f501-4c05-ef67-106223276b69"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["('be', 'transcribe', False)"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["x = processor_be.get_decoder_prompt_ids()\n","processor.batch_decode([_[1] for _ in x])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Cfwr3NVra8wT","executionInfo":{"status":"ok","timestamp":1670787625328,"user_tz":-180,"elapsed":5,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"51ddd43b-5c4a-431d-8420-e0084f9d9881"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|be|>', '<|transcribe|>', '<|notimestamps|>']"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["print(processor_be.batch_decode([model.config.decoder_start_token_id]))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5mmtqswZbttc","executionInfo":{"status":"ok","timestamp":1670787625329,"user_tz":-180,"elapsed":4,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"e0430fb7-be24-4e8f-ef93-42e49fbf45ac"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['<|startoftranscript|>']\n"]}]},{"cell_type":"code","source":["processor_be.tokenizer.bos_token_id, processor_be.tokenizer.eos_token_id, processor_be.tokenizer.pad_token_id"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_BrPZLNvs_F2","executionInfo":{"status":"ok","timestamp":1670787862409,"user_tz":-180,"elapsed":228,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"ac6933a8-4fd5-4646-d191-32856d33dc43"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(50257, 50257, 50257)"]},"metadata":{},"execution_count":25}]},{"cell_type":"code","source":["processor_be.batch_decode([50257])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iGu0wxSDtDFl","executionInfo":{"status":"ok","timestamp":1670787653533,"user_tz":-180,"elapsed":301,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"d3f0e5c3-eb09-4552-f06b-1b8658854a55"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|endoftext|>']"]},"metadata":{},"execution_count":19}]},{"cell_type":"code","source":[],"metadata":{"id":"4SrGFpaKPIjb"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Experiment with decoder options\n","\n"],"metadata":{"id":"aqt185913Jpu"}},{"cell_type":"code","source":["processor.get_decoder_prompt_ids(language = \"fr\", task = \"transcribe\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"h41wA4gHmorj","executionInfo":{"status":"ok","timestamp":1670752432811,"user_tz":-180,"elapsed":251,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"9bd43b13-6eb2-4df6-b970-659351023526"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[(1, 50265), (2, 50359), (3, 50363)]"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","source":["inputs = np.random.normal(0, 1, size=(3, SR * 5))"],"metadata":{"id":"Zm86J5gdnO6y"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# # whisper processor returns an (80, 3000) tensor for each input\n","# processed = processor(inputs, return_tensors='pt')\n","# processed['input_features'].shape"],"metadata":{"id":"L4dcld3nnUIc"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Generate logits\n","logits = model(input_features, decoder_input_ids = torch.tensor([[50258]]).logits \n","# take argmax and decode\n","predicted_ids = torch.argmax(logits, dim=-1)\n","transcription = processor.batch_decode(predicted_ids)"],"metadata":{"id":"Phr3FrNcmOEC"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"XESX4lQXzucJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["decoder_input_ids = torch.tensor([[1, 1]]) * model.config.decoder_start_token_id\n","logits = model(input_features, decoder_input_ids=decoder_input_ids).logits"],"metadata":{"id":"bUnmK4qnrj5q"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"EWKwLIQozuI0"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Set up some values"],"metadata":{"id":"TmblrM603TSI"}},{"cell_type":"code","source":["model.config.max_length"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PFtKmVRJWQKF","executionInfo":{"status":"ok","timestamp":1670764894289,"user_tz":-180,"elapsed":286,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"13897eaf-9517-41f9-a22b-7c2d4396b852"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["448"]},"metadata":{},"execution_count":204}]},{"cell_type":"code","source":["30 * SR / 160. # feature extractor creates tensors of shape (80, 3000)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VHhMfd-e6sv5","executionInfo":{"status":"ok","timestamp":1670757682028,"user_tz":-180,"elapsed":345,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"c925b0c5-b2e7-4fbd-85c0-b74e82007470"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["3000.0"]},"metadata":{},"execution_count":108}]},{"cell_type":"code","source":["sentence = \"Беларуская мова з'яўляецца старажытнапісьменнай\"\n","\n","long_sentence = \"Беларуская мова з'яўляецца старажытнапісьменнай, бо гісторыя беларускага пісьменства налічвае не менш за 10 стагоддзяў. Мова беларускага народа пачала складацца ў XIV—XVI стагоддзях у Вялікім Княстве Літоўскім, і была канчаткова сфармулявана ў канцы XIX—XX стагоддзяў. Згодна з этнаграфічнымі даследваннямі на Меншчыне яшчэ ў 1886 годзе мяшчане называлі беларускую мову літоўскай\"\n","long_sentence = long_sentence * 4\n","len(long_sentence)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VKd7icz8UxNj","executionInfo":{"status":"ok","timestamp":1670765597503,"user_tz":-180,"elapsed":237,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"2ff5a99b-0452-4821-9109-e3edeae18780"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1516"]},"metadata":{},"execution_count":230}]},{"cell_type":"code","source":["processor.tokenizer(sentence, return_tensors='pt').input_ids.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u0n8MlUuUzTk","executionInfo":{"status":"ok","timestamp":1670764930437,"user_tz":-180,"elapsed":256,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"b340bd12-3e6e-4b32-e562-516b5b50a70b"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 197])"]},"metadata":{},"execution_count":207}]},{"cell_type":"code","source":[],"metadata":{"id":"6-ObXX0RU4et"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"obGeGnMJ6sqb"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Load Common Voice dataset"],"metadata":{"id":"sPIrwweaziaZ"}},{"cell_type":"code","source":["# 11 only without a delta. TODO\n","common_voice = load_dataset(\"mozilla-foundation/common_voice_11_0\", \"be\", split=\"validation\", streaming=True)"],"metadata":{"id":"93qFQ8U9qo-n"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["cv_iter = iter(common_voice)"],"metadata":{"id":"gQu8eAqhzPsP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"AXSLn9P3s9aC"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Experiment with calling model"],"metadata":{"id":"NWhoWV6-zbI6"}},{"cell_type":"code","source":["processor(audio_p, text=item['sentence'], sampling_rate=SR)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YPulGYbFS0KC","executionInfo":{"status":"ok","timestamp":1670764052611,"user_tz":-180,"elapsed":243,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"05592130-2487-4e51-af42-1389742bc1a7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'input_features': [array([[-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112],\n"," [-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112],\n"," [-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112],\n"," ...,\n"," [-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112],\n"," [-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112],\n"," [-0.7680112, -0.7680112, -0.7680112, ..., -0.7680112, -0.7680112,\n"," -0.7680112]], dtype=float32)], 'labels': [50258, 50330, 50359, 50363, 11887, 859, 3183, 1198, 4989, 1015, 252, 11813, 35768, 1008, 1814, 35119, 21477, 32738, 1827, 1148, 713, 386, 981, 19615, 36106, 11, 11726, 1685, 2601, 4218, 3183, 11, 776, 386, 14180, 681, 6762, 489, 3183, 8934, 7608, 48708, 3183, 40415, 1827, 16759, 14180, 13, 50257]}"]},"metadata":{},"execution_count":178}]},{"cell_type":"code","source":[],"metadata":{"id":"XJ64FkixS0GS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["audio_p = librosa.resample(item['audio']['array'], orig_sr=item['audio']['sampling_rate'], target_sr=SR)\n","inputs = feature_extractor(audio_p, sampling_rate=16000, return_tensors=\"pt\").input_features"],"metadata":{"id":"XphpkgfaDWXw"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["decoder_input_ids = torch.tensor([1]) * model.config.decoder_start_token_id"],"metadata":{"id":"82IIDOw6DDG4"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["logits = model(inputs, decoder_input_ids)"],"metadata":{"id":"RpM484TRDFYy"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["logits.logits.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JBR28F0QDkqQ","executionInfo":{"status":"ok","timestamp":1670763924306,"user_tz":-180,"elapsed":3,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"ec42fc1b-0d33-430e-885a-5af3b04bbb35"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 1, 51865])"]},"metadata":{},"execution_count":169}]},{"cell_type":"code","source":["processor.batch_decode(logits.logits.argmax(-1))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hIe7RYDkD1wP","executionInfo":{"status":"ok","timestamp":1670763939705,"user_tz":-180,"elapsed":256,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"e4d9ea9c-8bd0-43c1-f9a6-1287debd1290"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|uk|>']"]},"metadata":{},"execution_count":172}]},{"cell_type":"code","source":[],"metadata":{"id":"eZ9H07s3NVm8"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["decoder_prompt = processor.get_decoder_prompt_ids(language=\"be\", task=\"transcribe\")\n","decoder_prompt"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QNMNsuzgRuWm","executionInfo":{"status":"ok","timestamp":1670763766286,"user_tz":-180,"elapsed":261,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"02c44681-b234-4f7d-ee32-766d21a0427b"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[(1, 50330), (2, 50359), (3, 50363)]"]},"metadata":{},"execution_count":159}]},{"cell_type":"code","source":["processor.batch_decode(decoder_prompt)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XE2pwTasRx0a","executionInfo":{"status":"ok","timestamp":1670763766656,"user_tz":-180,"elapsed":1,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"8533e7c9-409d-4daf-b317-f9daaff94310"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['\"<|be|>', '#<|transcribe|>', '$<|notimestamps|>']"]},"metadata":{},"execution_count":160}]},{"cell_type":"code","source":["# Neither `max_length` nor `max_new_tokens` has been set\n","generated_ids = model.generate(inputs, forced_decoder_ids=decoder_prompt)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OBGFfNooNVfm","executionInfo":{"status":"ok","timestamp":1670763789768,"user_tz":-180,"elapsed":5029,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"da5271c9-645a-45ee-e0ae-f24db736344a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.8/dist-packages/transformers/generation/utils.py:1387: UserWarning: Neither `max_length` nor `max_new_tokens` has been set, `max_length` will default to 448 (`self.config.max_length`). Controlling `max_length` via the config is deprecated and `max_length` will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n"," warnings.warn(\n"]}]},{"cell_type":"code","source":["generated_ids.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4_nS-GMONavb","executionInfo":{"status":"ok","timestamp":1670763789770,"user_tz":-180,"elapsed":8,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"68da529a-937c-4d7d-fe03-b3ab827ba2fb"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 37])"]},"metadata":{},"execution_count":163}]},{"cell_type":"code","source":["processor.batch_decode(generated_ids)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ykr87ip5NkhQ","executionInfo":{"status":"ok","timestamp":1670763793188,"user_tz":-180,"elapsed":265,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"bba6409a-1afe-440c-e994-4413a46d1176"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|startoftranscript|><|be|><|transcribe|><|notimestamps|> Увышла у парламентскую комиссию, то культуры, громадской, социальные и здоровы политицы.<|endoftext|>']"]},"metadata":{},"execution_count":164}]},{"cell_type":"code","source":["processor.batch_decode(generated_ids, skip_special_tokens=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Sl55I_PvNw-N","executionInfo":{"status":"ok","timestamp":1670763811279,"user_tz":-180,"elapsed":531,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"80054766-622f-4d83-8a83-7c356bb38333"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[' Увышла у парламентскую комиссию, то культуры, громадской, социальные и здоровы политицы.']"]},"metadata":{},"execution_count":165}]},{"cell_type":"code","source":[],"metadata":{"id":"58FteEXfN8Jl"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["item = {'audio': {'array': np.random.randn(29 * 2 * SR), 'sampling_rate': SR * 2}, 'path': 'temp', 'sentence': sentence}\n","item"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZgdOK2FjN6NS","executionInfo":{"status":"ok","timestamp":1670765650959,"user_tz":-180,"elapsed":250,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"1749f9a5-68da-48d1-c123-e9c0ffcac22d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'audio': {'array': array([-0.33698814, 0.19015301, 0.79966123, ..., -0.62386613,\n"," -1.73182923, -2.1141237 ]), 'sampling_rate': 32000},\n"," 'path': 'temp',\n"," 'sentence': \"Беларуская мова з'яўляецца старажытнапісьменнай\"}"]},"metadata":{},"execution_count":231}]},{"cell_type":"code","source":[],"metadata":{"id":"ZUG9BKAca3BX"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["audio_p = librosa.resample(y=item['audio']['array'], orig_sr=item['audio']['sampling_rate'], target_sr=SR)"],"metadata":{"id":"w_JVx1yNXjID"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["inputs = processor(audio_p, text=item['sentence'], sampling_rate=SR, return_tensors='pt')"],"metadata":{"id":"Q6dLMUE4YR4s"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["inputs['input_features'].shape, inputs['labels'].shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"d2MfGvcRYZGa","executionInfo":{"status":"ok","timestamp":1670772191470,"user_tz":-180,"elapsed":5,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"ce1f0db2-e5b6-4e45-f4eb-41ac1f8b823f"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(torch.Size([1, 80, 3000]), torch.Size([1, 28]))"]},"metadata":{},"execution_count":353}]},{"cell_type":"code","source":["decoder_input_ids = processor.get_decoder_prompt_ids(language='be', task='transcribe')\n","decoder_input_ids, processor.batch_decode([_[1] for _ in decoder_input_ids])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gM-J1Op5g-CK","executionInfo":{"status":"ok","timestamp":1670772198248,"user_tz":-180,"elapsed":295,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"3561b933-ccb1-4f41-97cf-7709306e27d4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["([(1, 50330), (2, 50359), (3, 50363)],\n"," ['<|be|>', '<|transcribe|>', '<|notimestamps|>'])"]},"metadata":{},"execution_count":354}]},{"cell_type":"code","source":["with torch.no_grad():\n"," outputs = model(inputs['input_features'], decoder_input_ids=torch.tensor([[model.config.decoder_start_token_id, 50330, 50359, 50363]]))"],"metadata":{"id":"UgvEkeJTXhqA"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["outputs.keys()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V2AXzXEuZMXW","executionInfo":{"status":"ok","timestamp":1670768046359,"user_tz":-180,"elapsed":14,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"adc6c0c1-bcb9-4d85-b662-2d4b9789f0e1"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["odict_keys(['logits', 'past_key_values', 'encoder_last_hidden_state'])"]},"metadata":{},"execution_count":348}]},{"cell_type":"code","source":["outputs.logits.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E0YKe4o2ZO-G","executionInfo":{"status":"ok","timestamp":1670768046359,"user_tz":-180,"elapsed":10,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"4db3896c-7b4f-473c-edb4-1343cfc85ebf"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 4, 51865])"]},"metadata":{},"execution_count":349}]},{"cell_type":"code","source":["processor.batch_decode(outputs.logits.argmax(-1))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YqpG3O7CZQfK","executionInfo":{"status":"ok","timestamp":1670768046360,"user_tz":-180,"elapsed":7,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"abb95445-96ec-45f1-9a20-d61063b3e415"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|ru|><|translate|><|notimestamps|> Ш']"]},"metadata":{},"execution_count":350}]},{"cell_type":"code","source":["processor.batch_decode(inputs['labels'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vBeNfjZSZNBv","executionInfo":{"status":"ok","timestamp":1670767994078,"user_tz":-180,"elapsed":10,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"b5fdca9a-b29b-48ff-ccf6-b90910bbc02a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[\"<|startoftranscript|><|be|><|transcribe|><|notimestamps|>Шмат такіх гульняў з'яўляюцца платнымі.<|endoftext|>\"]"]},"metadata":{},"execution_count":346}]},{"cell_type":"code","source":[],"metadata":{"id":"XbY8fvDjbrAY"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Pass features & labels to a model and calcualte loss"],"metadata":{"id":"hsrop3HgzUGZ"}},{"cell_type":"code","source":["inputs = processor(audio_p, text=item['sentence'], sampling_rate=SR, return_tensors='pt')"],"metadata":{"id":"xUxlDWv31ppE"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["with torch.no_grad():\n"," outputs = model(input_features=inputs.input_features, labels=inputs.labels)"],"metadata":{"id":"9aM1Rmh0yvtt"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["outputs.loss"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sqt2TEPKyypq","executionInfo":{"status":"ok","timestamp":1670772486470,"user_tz":-180,"elapsed":7,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"5db51d05-91b5-4c19-a3ba-d6d7b69eb265"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor(5.1110)"]},"metadata":{},"execution_count":374}]},{"cell_type":"code","source":["outputs.logits"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xg3J8ldpyzoA","executionInfo":{"status":"ok","timestamp":1670772486470,"user_tz":-180,"elapsed":5,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"8728fbeb-c03f-4e9e-b8b9-d6bc6ef327db"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor([[[-3.5189, -7.2530, 0.0992, ..., 2.0763, 1.0449, 1.1566],\n"," [-3.8558, -7.8072, -0.5582, ..., 1.5001, 0.5476, 0.3709],\n"," [14.0732, 11.3898, 11.6922, ..., 12.7986, 12.0254, 13.0708],\n"," ...,\n"," [21.2107, 19.0422, 14.1807, ..., 13.1646, 12.1762, 10.3792],\n"," [20.7616, 18.5239, 13.7072, ..., 11.9210, 11.3210, 10.7325],\n"," [14.8440, 13.6490, 11.9647, ..., 11.6816, 11.4783, 8.4243]]])"]},"metadata":{},"execution_count":375}]},{"cell_type":"code","source":["model.config.forced_decoder_ids"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8juJc3wqbrIC","executionInfo":{"status":"ok","timestamp":1670772490887,"user_tz":-180,"elapsed":417,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"07c420f5-ca37-473e-cca9-7ca6ec3ecffd"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[[1, 50259], [2, 50359], [3, 50363]]"]},"metadata":{},"execution_count":376}]},{"cell_type":"code","source":["processor.batch_decode([x[1] for x in model.config.forced_decoder_ids])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wsD-4ZWjbtZm","executionInfo":{"status":"ok","timestamp":1670772491280,"user_tz":-180,"elapsed":1,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"e48c1ff5-99f3-4e2a-b20c-13d38b0995d5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['<|en|>', '<|transcribe|>', '<|notimestamps|>']"]},"metadata":{},"execution_count":377}]},{"cell_type":"code","source":[],"metadata":{"id":"ekl0-LW_0nT6"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Try to pass a labels sequence that is larger than model input size"],"metadata":{"id":"eCCtkPQC0niY"}},{"cell_type":"code","source":["model.config.max_length"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f2TOA6nc0nQq","executionInfo":{"status":"ok","timestamp":1670772910854,"user_tz":-180,"elapsed":610,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"ef96639a-e251-4849-c449-b9f41d23e453"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["448"]},"metadata":{},"execution_count":396}]},{"cell_type":"code","source":["long_sentence_tokenized.keys()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-iWDi6wq1LVU","executionInfo":{"status":"ok","timestamp":1670773008532,"user_tz":-180,"elapsed":252,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"7cc28fb1-0da6-469c-ab45-15bd758fcdba"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict_keys(['input_ids', 'attention_mask'])"]},"metadata":{},"execution_count":401}]},{"cell_type":"code","source":["inputs = processor(audio_p, text=long_sentence, sampling_rate=SR, return_tensors='pt')"],"metadata":{"id":"UmF9vOAu1qqB"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["inputs.input_features.shape, inputs.labels.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pkMrpOGy1vnW","executionInfo":{"status":"ok","timestamp":1670773161599,"user_tz":-180,"elapsed":374,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"b3239863-8558-4b93-ea11-af4114f85048"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(torch.Size([1, 80, 3000]), torch.Size([1, 773]))"]},"metadata":{},"execution_count":408}]},{"cell_type":"code","source":["with torch.no_grad():\n"," outputs = model(input_features=inputs.input_features, labels=inputs.labels)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":371},"id":"no1TOu200x6R","executionInfo":{"status":"error","timestamp":1670773140622,"user_tz":-180,"elapsed":3243,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"03cad1cd-1e5f-45c0-a681-f17ed7cfbf3b"},"execution_count":null,"outputs":[{"output_type":"error","ename":"RuntimeError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_features\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minput_features\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 1188\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[1;32m 1189\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1190\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1191\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1192\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/transformers/models/whisper/modeling_whisper.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input_features, decoder_input_ids, decoder_attention_mask, head_mask, decoder_head_mask, cross_attn_head_mask, encoder_outputs, past_key_values, decoder_inputs_embeds, labels, use_cache, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m 1195\u001b[0m )\n\u001b[1;32m 1196\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1197\u001b[0;31m outputs = self.model(\n\u001b[0m\u001b[1;32m 1198\u001b[0m \u001b[0minput_features\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1199\u001b[0m \u001b[0mdecoder_input_ids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdecoder_input_ids\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 1188\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[1;32m 1189\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1190\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1191\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1192\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/transformers/models/whisper/modeling_whisper.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input_features, decoder_input_ids, decoder_attention_mask, head_mask, decoder_head_mask, cross_attn_head_mask, encoder_outputs, past_key_values, decoder_inputs_embeds, use_cache, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m 1064\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1065\u001b[0m \u001b[0;31m# decoder outputs consists of (dec_features, past_key_value, dec_hidden, dec_attn)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1066\u001b[0;31m decoder_outputs = self.decoder(\n\u001b[0m\u001b[1;32m 1067\u001b[0m \u001b[0minput_ids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdecoder_input_ids\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1068\u001b[0m \u001b[0mattention_mask\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdecoder_attention_mask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 1188\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[1;32m 1189\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1190\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1191\u001b[0m \u001b[0;31m# Do not call functions when jit is used\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1192\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.8/dist-packages/transformers/models/whisper/modeling_whisper.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input_ids, attention_mask, encoder_hidden_states, head_mask, cross_attn_head_mask, past_key_values, inputs_embeds, use_cache, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m 871\u001b[0m \u001b[0mpositions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed_positions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpast_key_values_length\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpast_key_values_length\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 872\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 873\u001b[0;31m \u001b[0mhidden_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minputs_embeds\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mpositions\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 874\u001b[0m \u001b[0mhidden_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunctional\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhidden_states\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraining\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtraining\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 875\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mRuntimeError\u001b[0m: The size of tensor a (773) must match the size of tensor b (448) at non-singleton dimension 1"]}]},{"cell_type":"code","source":[],"metadata":{"id":"OMg1Zsr2Yp0B"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["## Display items from Common Voice dataset"],"metadata":{"id":"pGqbPEr_zQvz"}},{"cell_type":"code","source":["def display_cv_item(item, feature_extractor):\n"," print(f'path: {item[\"path\"]}')\n"," duration = item['audio']['array'].shape[0] / item['audio']['sampling_rate']\n"," print(f'duration: {duration}')\n"," print(item['sentence'])\n"," display(ipd.Audio(item['audio']['array'], rate=item['audio']['sampling_rate']))\n","\n"," audio_p = librosa.resample(item['audio']['array'], orig_sr=item['audio']['sampling_rate'], target_sr=SR)\n","\n"," inputs1 = feature_extractor(item[\"audio\"][\"array\"], sampling_rate=16000, return_tensors=\"np\").input_features\n"," inputs2 = feature_extractor(audio_p, sampling_rate=16000, return_tensors=\"np\").input_features\n","\n"," fig, ax = plt.subplots(2, 1, figsize=(14, 4))\n"," ax1, ax2 = ax.flatten()\n","\n"," im = ax1.imshow(inputs1.squeeze(), origin='lower', aspect='auto');\n"," fig.colorbar(im, ax=ax1);\n"," ax1.set_title(f'original sampling rate: {item[\"audio\"][\"sampling_rate\"]}')\n","\n"," im = ax2.imshow(inputs2.squeeze(), origin='lower', aspect='auto');\n"," fig.colorbar(im, ax=ax2);\n"," ax2.set_title(f'resampled to: {SR}')\n","\n"," fig.tight_layout();\n","\n"," return inputs2"],"metadata":{"id":"admrwn3Rzg9-"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"3myc1yIAzg1e"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### A very long input"],"metadata":{"id":"_eSeTZBzz-PV"}},{"cell_type":"code","source":["item = {'audio': {'array': np.random.randn(100 * 2 * SR), 'sampling_rate': SR * 2}, 'path': 'temp', 'sentence': long_sentence}\n","item"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xdTy5m1lz_jh","executionInfo":{"status":"ok","timestamp":1670772757686,"user_tz":-180,"elapsed":1011,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"bf49fe78-9832-4f85-a2cb-8ae1caf17d1d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'audio': {'array': array([-1.09172265, 1.31991351, 0.19722099, ..., -1.17911306,\n"," -0.0040126 , -0.28562063]), 'sampling_rate': 32000},\n"," 'path': 'temp',\n"," 'sentence': \"Беларуская мова з'яўляецца старажытнапісьменнай, бо гісторыя беларускага пісьменства налічвае не менш за 10 стагоддзяў. Мова беларускага народа пачала складацца ў XIV—XVI стагоддзях у Вялікім Княстве Літоўскім, і была канчаткова сфармулявана ў канцы XIX—XX стагоддзяў. Згодна з этнаграфічнымі даследваннямі на Меншчыне яшчэ ў 1886 годзе мяшчане называлі беларускую мову літоўскайБеларуская мова з'яўляецца старажытнапісьменнай, бо гісторыя беларускага пісьменства налічвае не менш за 10 стагоддзяў. Мова беларускага народа пачала складацца ў XIV—XVI стагоддзях у Вялікім Княстве Літоўскім, і была канчаткова сфармулявана ў канцы XIX—XX стагоддзяў. Згодна з этнаграфічнымі даследваннямі на Меншчыне яшчэ ў 1886 годзе мяшчане называлі беларускую мову літоўскайБеларуская мова з'яўляецца старажытнапісьменнай, бо гісторыя беларускага пісьменства налічвае не менш за 10 стагоддзяў. Мова беларускага народа пачала складацца ў XIV—XVI стагоддзях у Вялікім Княстве Літоўскім, і была канчаткова сфармулявана ў канцы XIX—XX стагоддзяў. Згодна з этнаграфічнымі даследваннямі на Меншчыне яшчэ ў 1886 годзе мяшчане называлі беларускую мову літоўскайБеларуская мова з'яўляецца старажытнапісьменнай, бо гісторыя беларускага пісьменства налічвае не менш за 10 стагоддзяў. Мова беларускага народа пачала складацца ў XIV—XVI стагоддзях у Вялікім Княстве Літоўскім, і была канчаткова сфармулявана ў канцы XIX���XX стагоддзяў. Згодна з этнаграфічнымі даследваннямі на Меншчыне яшчэ ў 1886 годзе мяшчане называлі беларускую мову літоўскай\"}"]},"metadata":{},"execution_count":386}]},{"cell_type":"code","source":["inputs = display_cv_item(item=item, feature_extractor=feature_extractor);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":428,"output_embedded_package_id":"1T_QHXLaUFRs86eWKRMxl9NVtux0sHhDL"},"id":"Y0XD9GZlN43T","executionInfo":{"status":"ok","timestamp":1670772799870,"user_tz":-180,"elapsed":13401,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"43bced06-eba3-4254-a831-addcf593e9a7"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}]},{"cell_type":"code","source":["inputs.shape, item['audio']['array'].shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"b9ilhOki0Dqv","executionInfo":{"status":"ok","timestamp":1670772779372,"user_tz":-180,"elapsed":332,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"71fa2eea-11e6-4238-fd55-010c349237a3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["((1, 80, 3000), (3200000,))"]},"metadata":{},"execution_count":389}]},{"cell_type":"code","source":[],"metadata":{"id":"ZxJO_chADDCu"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["### Find an item with and apostrophe in transcription"],"metadata":{"id":"u82oS6Nd0Fj0"}},{"cell_type":"code","source":["from tqdm.auto import tqdm"],"metadata":{"id":"4v7rYCb0aauL"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["cnt = 0\n","n = 100\n","with tqdm(total=n) as pbar:\n"," while cnt < n:\n"," item = next(cv_iter)\n"," if \"'\" in item['sentence']:\n"," break\n"," pbar.update()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["43f975670a1b47c2ac9dc9bdb520555a","ed17a44c95b04231a2a7bc7edf4f703b","8793328a3dbe4280a3bbcb730bb01f2a","5fb7164722864d35a886203b10b4b26d","3f5af4f7c4cb4544855710dd4804621a","22eeaa21fb2f4739bb9318bd8e626420","3cd21b8bb5f94213ac7a898ca0187df8","0dcb04bfbfc74e718e44626d552601cc","1b6d01c024b248e4b24000f52498a3a1","2d31cf0bd5654511bd49357ec88a0393","172cb12177364aa9aa7e830b682a3455"]},"id":"MWbfyGb9aWG_","executionInfo":{"status":"ok","timestamp":1670766051029,"user_tz":-180,"elapsed":331,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"b7a1f1d6-1a80-4bc8-d5e9-59b04c707730"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":[" 0%| | 0/100 [00:00"],"text/html":["\n"," \n"," "]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["inputs2 = display_cv_item(item=item, feature_extractor=processor.feature_extractor);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":408},"id":"gVgRwzwRzATj","executionInfo":{"status":"ok","timestamp":1670755773998,"user_tz":-180,"elapsed":1857,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"3cb18702-15d1-4434-c589-854da91cbfd4"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["path: common_voice_be_26845851.mp3\n","duration: 9.288\n","Салдат наймалі як працоўных на будаўніцтва, капіталам для ўзнагароджання была здабыча.\n"]},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["np.allclose(inputs, inputs2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IMAsziaszeeS","executionInfo":{"status":"ok","timestamp":1670755799976,"user_tz":-180,"elapsed":3,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"5723710b-9aad-4611-9046-f4f047762e02"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":62}]},{"cell_type":"code","source":[],"metadata":{"id":"ksot5fTMzeUX"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["item = next(cv_iter)\n","inputs = display_cv_item(item=item, feature_extractor=feature_extractor);"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":408},"id":"u75gqRekz2U-","executionInfo":{"status":"ok","timestamp":1670756326061,"user_tz":-180,"elapsed":2204,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"6a22369f-dc65-410a-a401-d77e966e0bc2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["path: common_voice_be_26896155.mp3\n","duration: 8.964\n","Увайшла ў парламенцкую камісію па культуры, грамадскай, сацыяльнай і здаровай палітыцы.\n"]},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["inputs2 = display_cv_item(item=item, feature_extractor=processor.feature_extractor);\n","np.allclose(inputs, inputs2)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":426},"id":"3H0USLn3z2OQ","executionInfo":{"status":"ok","timestamp":1670756347821,"user_tz":-180,"elapsed":1885,"user":{"displayName":"aivc data","userId":"04594015217819998537"}},"outputId":"2050cb62-94c8-48b6-e3ea-dbc2a92bc104"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["path: common_voice_be_26896155.mp3\n","duration: 8.964\n","Увайшла ў парламенцкую камісію па культуры, грамадскай, сацыяльнай і здаровай палітыцы.\n"]},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":107},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[],"metadata":{"id":"-w11vBFc1qWq"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"vfeuCfwzz7_F"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vIYcjVTYja8y"},"outputs":[],"source":[]}]} 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