diff --git "a/smollm2_1_7b_instruct_lrsc_linear_hindi_subset_drishti.ipynb" "b/smollm2_1_7b_instruct_lrsc_linear_hindi_subset_drishti.ipynb" new file mode 100644--- /dev/null +++ "b/smollm2_1_7b_instruct_lrsc_linear_hindi_subset_drishti.ipynb" @@ -0,0 +1,11413 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "890a4b2a-0657-4c5c-8e01-a43dc1ef9c83", + "metadata": { + "id": "890a4b2a-0657-4c5c-8e01-a43dc1ef9c83", + "outputId": "28e04e99-9bef-4fdc-c68c-662555fdb576" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting huggingface_hub\n", + " Downloading huggingface_hub-0.27.1-py3-none-any.whl.metadata (13 kB)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (3.9.0)\n", + "Collecting fsspec>=2023.5.0 (from huggingface_hub)\n", + " Downloading fsspec-2024.12.0-py3-none-any.whl.metadata (11 kB)\n", + "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (23.2)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (6.0.1)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2.31.0)\n", + "Collecting tqdm>=4.42.1 (from huggingface_hub)\n", + " Downloading tqdm-4.67.1-py3-none-any.whl.metadata (57 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.7/57.7 kB\u001b[0m \u001b[31m989.8 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m \u001b[36m0:00:01\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (4.4.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2.1.1)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (1.26.13)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2022.12.7)\n", + "Downloading huggingface_hub-0.27.1-py3-none-any.whl (450 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m450.7/450.7 kB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n", + "\u001b[?25hDownloading fsspec-2024.12.0-py3-none-any.whl (183 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m183.9/183.9 kB\u001b[0m \u001b[31m25.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hDownloading tqdm-4.67.1-py3-none-any.whl (78 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m78.5/78.5 kB\u001b[0m \u001b[31m27.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: tqdm, fsspec, huggingface_hub\n", + " Attempting uninstall: fsspec\n", + " Found existing installation: fsspec 2023.4.0\n", + " Uninstalling fsspec-2023.4.0:\n", + " Successfully uninstalled fsspec-2023.4.0\n", + "Successfully installed fsspec-2024.12.0 huggingface_hub-0.27.1 tqdm-4.67.1\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. 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markdown-it-py, aiosignal, yarl, tokenizers, rich, nvidia-cusolver-cu12, tyro, transformers, torch, aiohttp, xformers, cut_cross_entropy, bitsandbytes, accelerate, peft, datasets, trl, unsloth_zoo, unsloth\n", + " Attempting uninstall: wheel\n", + " Found existing installation: wheel 0.41.3\n", + " Uninstalling wheel-0.41.3:\n", + " Successfully uninstalled wheel-0.41.3\n", + " Attempting uninstall: typing-extensions\n", + " Found existing installation: typing_extensions 4.4.0\n", + " Uninstalling typing_extensions-4.4.0:\n", + " Successfully uninstalled typing_extensions-4.4.0\n", + " Attempting uninstall: triton\n", + " Found existing installation: triton 2.1.0\n", + " Uninstalling triton-2.1.0:\n", + " Successfully uninstalled triton-2.1.0\n", + " Attempting uninstall: sympy\n", + " Found existing installation: sympy 1.12\n", + " Uninstalling sympy-1.12:\n", + " Successfully uninstalled sympy-1.12\n", + " Attempting uninstall: requests\n", + " Found existing installation: requests 2.31.0\n", + " Uninstalling requests-2.31.0:\n", + " Successfully uninstalled requests-2.31.0\n", + " Attempting uninstall: fsspec\n", + " Found existing installation: fsspec 2024.12.0\n", + " Uninstalling fsspec-2024.12.0:\n", + " Successfully uninstalled fsspec-2024.12.0\n", + " Attempting uninstall: torch\n", + " Found existing installation: torch 2.1.0+cu118\n", + " Uninstalling torch-2.1.0+cu118:\n", + " Successfully uninstalled torch-2.1.0+cu118\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "torchaudio 2.1.0+cu118 requires torch==2.1.0, but you have torch 2.5.1 which is incompatible.\n", + "torchvision 0.16.0+cu118 requires torch==2.1.0, but you have torch 2.5.1 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed accelerate-1.3.0 aiohappyeyeballs-2.4.4 aiohttp-3.11.11 aiosignal-1.3.2 async-timeout-5.0.1 bitsandbytes-0.45.0 cut_cross_entropy-25.1.1 datasets-3.2.0 dill-0.3.8 docstring-parser-0.16 frozenlist-1.5.0 fsspec-2024.9.0 hf_transfer-0.1.9 markdown-it-py-3.0.0 mdurl-0.1.2 multidict-6.1.0 multiprocess-0.70.16 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nccl-cu12-2.21.5 nvidia-nvjitlink-cu12-12.4.127 nvidia-nvtx-cu12-12.4.127 pandas-2.2.3 peft-0.14.0 propcache-0.2.1 protobuf-3.20.3 pyarrow-19.0.0 pytz-2024.2 regex-2024.11.6 requests-2.32.3 rich-13.9.4 safetensors-0.5.2 sentencepiece-0.2.0 shtab-1.7.1 sympy-1.13.1 tokenizers-0.21.0 torch-2.5.1 transformers-4.48.0 triton-3.1.0 trl-0.13.0 typeguard-4.4.1 typing-extensions-4.12.2 tyro-0.9.10 tzdata-2024.2 unsloth-2025.1.5 unsloth_zoo-2025.1.3 wheel-0.45.1 xformers-0.0.29.post1 xxhash-3.5.0 yarl-1.18.3\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython -m pip install --upgrade pip\u001b[0m\n", + "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (23.2)\n", + "Collecting ninja\n", + " Downloading ninja-1.11.1.3-py3-none-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.metadata (5.3 kB)\n", + "Collecting einops\n", + " Downloading einops-0.8.0-py3-none-any.whl.metadata (12 kB)\n", + "Collecting flash-attn>=2.6.3\n", + " Downloading flash_attn-2.7.3.tar.gz (3.2 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.2/3.2 MB\u001b[0m \u001b[31m1.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25hUsing cached ninja-1.11.1.3-py3-none-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (422 kB)\n", + "Downloading einops-0.8.0-py3-none-any.whl (43 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.2/43.2 kB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hBuilding wheels for collected packages: flash-attn\n", + " Building wheel for flash-attn (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for flash-attn: filename=flash_attn-2.7.3-cp310-cp310-linux_x86_64.whl size=191342964 sha256=cd0ead6ad92bff21f90cf0aecdf859bc7145bf4e7dc8ed1fdc3cc38299651ce4\n", + " Stored in directory: /root/.cache/pip/wheels/85/d7/10/a74c9fe5ffe6ff306b27a220b2bf2f37d907b68fdcd138cdda\n", + "Successfully built flash-attn\n", + "Installing collected packages: ninja, flash-attn, einops\n", + "Successfully installed einops-0.8.0 flash-attn-2.7.3 ninja-1.11.1.3\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython -m pip install --upgrade pip\u001b[0m\n" + ] + } + ], + "source": [ + "! pip install unsloth --upgrade --no-cache-dir\n", + "import torch\n", + "if torch.cuda.get_device_capability()[0] >= 8:\n", + " !pip install --no-deps packaging ninja einops \"flash-attn>=2.6.3\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c7ca839-be08-4b49-ba49-d242cfdaf618", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 412, + "referenced_widgets": [ + 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installation seems to be broken?\n", + "A possible explanation is you have a new CUDA version which isn't\n", + "yet compatible with FA2? Please file a ticket to Unsloth or FA2.\n", + "We shall now use Xformers instead, which does not have any performance hits!\n", + "We found this negligible impact by benchmarking on 1x A100.\n", + "🦥 Unsloth Zoo will now patch everything to make training faster!\n", + "==((====))== Unsloth 2025.1.5: Fast Llama patching. Transformers: 4.48.0.\n", + " \\\\ /| GPU: NVIDIA A100 80GB PCIe. Max memory: 79.138 GB. Platform: Linux.\n", + "O^O/ \\_/ \\ Torch: 2.5.1+cu124. CUDA: 8.0. CUDA Toolkit: 12.4. Triton: 3.1.0\n", + "\\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post1. FA2 = False]\n", + " \"-____-\" Free Apache license: http://github.com/unslothai/unsloth\n", + "Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored!\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "98fd34d2d3e0489782c49865876055de", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "model.safetensors: 0%| | 0.00/3.42G [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
InputOutput
0Can form 49B be filled on a typewriter?​Yes. But typing should be in capital letters ...
1क्या भाषा आधारित अल्पसंख्यकों के लिए विशेष अधि...भाषाई अल्पसंख्यकों के विशेष अधिकारी की भूमिका ...
2क्या एक अध्यादेश संघ क्षेत्र की विधान सभा द्वा...नहीं, एक अध्यादेश संघ क्षेत्र की विधान सभा द्व...
3Can a law made under clause (1) establish a hi...Yes, a law made under clause (1) can establish...
4What is the speed limit for electric scooters ...The speed limit for electric scooters in India...
.........
32716What is the Constitutional mandate of the Unio...Union Public Service Commission is a Constitut...
32717मैंने क्रेडिट/डेबिट कार्ड के जरिए कई बार भुगता...हाँ, आवेदन नंबर के खिलाफ किए गए अतिरिक्त भुगता...
32718मैं अपनी ऑनलाइन भर्ती आवेदन (ORA) को पूरा करने...कृपया इस प्रकार आगे बढ़ें:- चरण 1 - सुनिश्चित ...
32719क्या एक अधिकारी जिसकी ईमानदारी प्रमाणपत्र राज्...नहीं।
32720अगर फोटो इच्छित प्रारूप में नहीं है, तो मैं इस...यदि छवि किसी अन्य प्रारूप में है जैसे .tiff, ....
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32721 rows × 2 columns

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