diff --git "a/ModelToGGUFCleaned.ipynb" "b/ModelToGGUFCleaned.ipynb"
new file mode 100644--- /dev/null
+++ "b/ModelToGGUFCleaned.ipynb"
@@ -0,0 +1,6296 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "bcec4157",
+ "metadata": {},
+ "source": [
+ "## AI disclosure\n",
+ "\n",
+ "This file was created after extensive troubleshooting during the process of converting our merged model into GGUF format. With assistance from ChatGPT, we were able to identify and resolve several issues encountered along the way. This notebook documents a complete and functional workflow for downloading our merged FP16 model from Hugging Face and converting it into a GGUF version suitable for CPU inference using tools such as llama.cpp or GPT4All."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "OhVfpxc9aOI6",
+ "metadata": {
+ "id": "OhVfpxc9aOI6",
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "%%capture\n",
+ "%uv pip install unsloth\n",
+ "# Also get the latest nightly Unsloth!\n",
+ "%uv pip uninstall unsloth -y && pip install --upgrade --no-cache-dir --no-deps git+https://github.com/unslothai/unsloth.git@nightly git+https://github.com/unslothai/unsloth-zoo.git"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "wyQnJBfRbJI0",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 427,
+ "referenced_widgets": [
+ "0e0a336c90c94e0683170290e5714579",
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+ "b02f9072c0184377b055d8ba73784795",
+ "81c4ec08d17845f68d12112a1b2d0eec",
+ "f8c589aeefce413f8149a965426c71fc",
+ "f8cc73da0aa14924af80c68a0a1e87fc",
+ "6a1c17f938444b3b8a58319cf2eb9ff2",
+ "edaea32c6a964acc8f2917a62be39572",
+ "347559ab8276474cb33b4373e8d955fc",
+ "7c72ff4d93f34cdea2c41e5fd9ccb7d1",
+ "a67fa3f896ee4555b7bbe06597afbe4e",
+ "ee55910327ea43dc80710194301cef56",
+ "5de128eb6a6142b89d143fdc899a35a6",
+ "09097a89ac4a4d33a7adf8756c0fed3c",
+ "e84dcea721f24b39ace0096c8a14c85d",
+ "8c7d7f47289c4bac946e2b36194c2ccf",
+ "e6ce7d83258c4211a0085156360752ec",
+ "87d7b53a10124c5cb47166e70553a3e2",
+ "41b022b162314eda815286e14fea34d6"
+ ]
+ },
+ "id": "wyQnJBfRbJI0",
+ "outputId": "4a372ff3-4c75-46c5-f774-b94074f1f117"
+ },
+ "outputs": [],
+ "source": [
+ "from huggingface_hub import snapshot_download\n",
+ "\n",
+ "local_model = snapshot_download(\n",
+ " repo_id=\"Jeppcode/ScalableLab2\",\n",
+ " allow_patterns=[\"merged-model-fp16/*\"]\n",
+ ")\n",
+ "\n",
+ "print(local_model)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "psdEuTZYbk7T",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "psdEuTZYbk7T",
+ "outputId": "72d9bc87-552d-4c34-ea9a-627e737d65fa"
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "\n",
+ "for root, dirs, files in os.walk(local_model, topdown=True):\n",
+ " for name in files:\n",
+ " print(os.path.join(root, name))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "va9jTif9buop",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "va9jTif9buop",
+ "outputId": "cb72da58-87e2-4476-a67c-a79633c3e71c"
+ },
+ "outputs": [],
+ "source": [
+ "!pip install sentencepiece\n",
+ "!pip install huggingface_hub\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "TNf9JQGTby87",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "TNf9JQGTby87",
+ "outputId": "8c960658-b5a6-446a-8606-e22de4046216"
+ },
+ "outputs": [],
+ "source": [
+ "!git clone https://github.com/ggerganov/llama.cpp\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ZUbWFNJEb8ST",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ZUbWFNJEb8ST",
+ "outputId": "198af464-da31-4b4c-9e29-8476fc6469de"
+ },
+ "outputs": [],
+ "source": [
+ "%cd llama.cpp\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "W0IV8Ep7b-2O",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "W0IV8Ep7b-2O",
+ "outputId": "d79fd308-f1d9-482b-d0c3-5fffbe6029ee"
+ },
+ "outputs": [],
+ "source": [
+ "HF_MODEL_PATH = \"/root/.cache/huggingface/hub/models--Jeppcode--ScalableLab2/snapshots/95c561c6ea6eb2d76c5691d6b4dd2dcbc533da7f/merged-model-fp16\"\n",
+ "\n",
+ "!python convert_hf_to_gguf.py \\\n",
+ " --outtype f16 \\\n",
+ " --outfile /content/model-f16.gguf \\\n",
+ " $HF_MODEL_PATH\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "zMqdZGtFct6o",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "zMqdZGtFct6o",
+ "outputId": "f42b73eb-3e9b-4432-cce3-9be34d1673c8"
+ },
+ "outputs": [],
+ "source": [
+ "%cd /content/llama.cpp\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "De_qnFZocxGr",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "De_qnFZocxGr",
+ "outputId": "7cc50a7b-9d43-4dc1-8bc7-62cee1f0a2d9"
+ },
+ "outputs": [],
+ "source": [
+ "!mkdir build\n",
+ "%cd build"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ddcZKYfUc8bi",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ddcZKYfUc8bi",
+ "outputId": "821530b2-ac1b-4139-daf3-e96d4db60178"
+ },
+ "outputs": [],
+ "source": [
+ "!cmake .."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "hqoVmLt1dACt",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "hqoVmLt1dACt",
+ "outputId": "d61153ac-d640-46ec-bbc9-83e1e64f4a4c"
+ },
+ "outputs": [],
+ "source": [
+ "!cmake --build . --config Release\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "krACJhcufiyV",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "krACJhcufiyV",
+ "outputId": "78c1ec5a-0cee-4ba3-9b6f-2fcee2ad4a05"
+ },
+ "outputs": [],
+ "source": [
+ "!find /content/llama.cpp -type f -name \"quantize*\"\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "K_21YyejfzKV",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "K_21YyejfzKV",
+ "outputId": "f6177c88-5748-4935-9e20-4cb9e5940a31"
+ },
+ "outputs": [],
+ "source": [
+ "!cmake --build . --config Release -t llama-quantize"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "AKLHye8If16y",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "AKLHye8If16y",
+ "outputId": "cf1be2eb-f18f-4389-9c49-25ce67249217"
+ },
+ "outputs": [],
+ "source": [
+ "!find /content/llama.cpp/build -type f -name \"llama-quantize\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "WiO50Milf8EV",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "WiO50Milf8EV",
+ "outputId": "bc2952a7-34a7-497f-b6e9-bafad75fcf94"
+ },
+ "outputs": [],
+ "source": [
+ "!\"/content/llama.cpp/build/bin/llama-quantize\" \\\n",
+ " /content/model-f16.gguf \\\n",
+ " /content/model-q4_k_m.gguf \\\n",
+ " q4_K_M"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "BI9svp8QhQNy",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "BI9svp8QhQNy",
+ "outputId": "a93cb43f-5176-4406-f4dc-d5900daf844b"
+ },
+ "outputs": [],
+ "source": [
+ "!ls -lh /content | grep gguf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6THrnXFVkAA-",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 17,
+ "referenced_widgets": [
+ "6fa717e7f37f4334b73be21373eba28d",
+ "504f89e554f24a13b68afd050cad9fb5",
+ "64d50c87974043ab8fc055081de8369c",
+ "0622cdbae1354cfd86c5b78d6f000c45",
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+ "968dca26322e48c089265f3a24b26185",
+ "2c2aea9e62444e819fcfb7fee0f5939d",
+ "f6031d8928f543bf9e4fc7bbbf639953",
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+ "98f21c0e84284ce8ad69f8acb4ec8344",
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+ "9c56e415199a467899090e0a63d03a30",
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+ ]
+ },
+ "id": "6THrnXFVkAA-",
+ "outputId": "5b289ca0-3f00-4da9-fd59-41a776d081c5"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "from huggingface_hub import login\n",
+ "login()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3pj_4Eb2kU6A",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
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+ },
+ "id": "3pj_4Eb2kU6A",
+ "outputId": "9a37d29a-814d-47d5-ee1f-f2947f5dd7c5"
+ },
+ "outputs": [],
+ "source": [
+ "from huggingface_hub import HfApi\n",
+ "\n",
+ "api = HfApi()\n",
+ "\n",
+ "api.upload_file(\n",
+ " path_or_fileobj=\"/content/model-q4_k_m.gguf\",\n",
+ " path_in_repo=\"model-q4_k_m.gguf\",\n",
+ " repo_id=\"Jeppcode/ScalableLab2\",\n",
+ ")\n",
+ "\n",
+ "api.upload_file(\n",
+ " path_or_fileobj=\"/content/model-f16.gguf\",\n",
+ " path_in_repo=\"model-f16.gguf\",\n",
+ " repo_id=\"Jeppcode/ScalableLab2\",\n",
+ ")\n",
+ "\n",
+ "print(\"Upload complete!\")"
+ ]
+ }
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