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@KeremTurgutlu
Created January 6, 2025 20:15
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ghost-text-max-len
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{
"cells": [
{
"metadata": {
"trusted": true
},
"id": "56be0f72",
"cell_type": "code",
"source": "import string\nimport numpy as np\nfrom collections import defaultdict\nimport matplotlib.pyplot as plt\nfrom transformers import AutoTokenizer\nfrom datasets import load_dataset",
"execution_count": 5,
"outputs": []
},
{
"metadata": {},
"id": "12ddb53b",
"cell_type": "markdown",
"source": "The function [`str_tokens`](https://github.com/AnswerDotAI/solveit/blob/030ada772ea201864c2d133fa397c2594f17470d/solveit/db.py#L84) is used as a heuristic function to calculate the number of total tokens in a message in the solveit app. Currently, to make sure that we are not exceeding the maximum model context length while using this heuristic, we limit ourselves to the half of the maximum allowed actual tokens when preparing either the ai assistant or the ghost text prompts.\n\nEspecially for the ghost text model, we can do better than 50% context length utilization by simply finding a relationship between the str_tokens and the actual tokens computed by the real tokenizer. \n\n- We use sample python dataset with and take 20k.\n- We compute actual and estimate tokens with the same heuristic used in the solveit app.\n- Then, we fit a regression line.\n- Add a bias to minimize false negatives (creating context with more tokens than allowed - resulting in error).\n- Given the 12k actual max token length find the `str_tokens` equivalent and set it as the max tokens to be used in ghost text previous context preparation. Leave a generous 1000 tokens for the editor context."
},
{
"metadata": {
"trusted": true
},
"id": "a22bbd4d",
"cell_type": "code",
"source": "def str_tokens(s): return int(len(s)/3.4) + 1",
"execution_count": 11,
"outputs": []
},
{
"metadata": {},
"id": "6b9a4802",
"cell_type": "markdown",
"source": "We first create a sample dataset, here we use the python split of the popular coding dataset [the stack](https://huggingface.co/datasets/bigcode/the-stack). This is probably a good choice for our ghost text model which is used to generate python code, markdown notes and ai assistant prompts."
},
{
"metadata": {
"trusted": true
},
"id": "a99438de",
"cell_type": "code",
"source": "ds = load_dataset(\"bigcode/the-stack-dedup\", data_dir=\"data/python\", split=\"train\", streaming=True)",
"execution_count": 12,
"outputs": []
},
{
"metadata": {},
"id": "374c8527",
"cell_type": "markdown",
"source": "Take 20k examples which is more than enough."
},
{
"metadata": {
"trusted": true
},
"id": "1d1ab897",
"cell_type": "code",
"source": "tokenizer = AutoTokenizer.from_pretrained(\"Qwen/Qwen2.5-Coder-14B\")",
"execution_count": 13,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "f68cccdc",
"cell_type": "code",
"source": "exs = [ex for ex,_ in zip(ds,range(20000))]\nlen(exs)",
"execution_count": 14,
"outputs": [
{
"data": {
"text/plain": "20000"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "53efb864",
"cell_type": "code",
"source": "contents = [ex['content'] for ex in exs]",
"execution_count": 15,
"outputs": []
},
{
"metadata": {},
"id": "f037569e",
"cell_type": "markdown",
"source": "Compute actual number of tokens."
},
{
"metadata": {
"trusted": true
},
"id": "6ffcedce",
"cell_type": "code",
"source": "tokens = tokenizer.batch_encode_plus(contents)\nnum_tokens = [len(o) for o in tokens['input_ids']]",
"execution_count": 17,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Token indices sequence length is longer than the specified maximum sequence length for this model (53946 > 32768). Running this sequence through the model will result in indexing errors\n"
}
]
},
{
"metadata": {},
"id": "d06ad7db",
"cell_type": "markdown",
"source": "Compute number of tokens using the heuristic function."
},
{
"metadata": {
"trusted": true
},
"id": "24382567",
"cell_type": "code",
"source": "num_str_tokens = [str_tokens(c) for c in contents]",
"execution_count": 18,
"outputs": []
},
{
"metadata": {},
"id": "b58448cb",
"cell_type": "markdown",
"source": "Plot the relationhip."
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"id": "87ef5e46",
"cell_type": "code",
"source": "plt.scatter(num_tokens, num_str_tokens)",
"execution_count": 19,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.collections.PathCollection at 0x115d8bec0>"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": "<Figure size 640x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"id": "044faba1",
"cell_type": "markdown",
"source": "Our ghost text model has a 12k context length, so we will also limit our actual tokens to taht number."
},
{
"metadata": {
"trusted": true
},
"id": "35a3497e",
"cell_type": "code",
"source": "%%ai 0\nCan you fit a line and give me the formula?",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"id": "6f6f3d38",
"cell_type": "code",
"source": "from sklearn.linear_model import LinearRegression\nimport numpy as np\n\n\nnum_str_tokens, num_tokens = zip(*[(a,b) for a,b in zip(num_str_tokens, num_tokens) if b < 12000])\n\n\nX = np.array(num_str_tokens).reshape(-1, 1)\ny = np.array(num_tokens)\n\nreg = LinearRegression().fit(X, y)\n\n# Plot the data and fitted line\nplt.scatter(num_str_tokens, num_tokens, alpha=0.5)\nplt.plot(X, reg.predict(X), color='red', linewidth=2)\nplt.xlabel('num str tokens')\nplt.ylabel('actual tokens')\n\n# Print the formula\nprint(f\"y = {reg.coef_[0]:.3f}x + {reg.intercept_:.3f}\")\nprint(f\"R² score: {reg.score(X,y):.3f}\")",
"execution_count": 21,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "y = 0.792x + 51.150\nR² score: 0.950\n"
},
{
"data": {
"image/png": 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",
"text/plain": "<Figure size 640x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "5bfbe622",
"cell_type": "code",
"source": "%%ai 0\nI would like to overestimate the actual tokens so the prediction is always larger, can you add the minimum bias to do that? Perhaps remove the most extreme N outliers seen in the top left section of the graph while computing the bias.",
"execution_count": 39,
"outputs": []
},
{
"metadata": {},
"id": "1a1da592",
"cell_type": "markdown",
"source": "##### Assistant"
},
{
"metadata": {
"trusted": true
},
"id": "e019f2b4",
"cell_type": "code",
"source": "# Remove 5 most extreme outliers (points furthest above the line)\nresiduals = y - reg.predict(X)\nn_outliers = 10\noutlier_indices = np.argsort(residuals)[:-n_outliers]\n\nX_clean = X[outlier_indices]\ny_clean = y[outlier_indices]\n\n# Calculate minimum bias needed for all predictions to be >= actual\nresiduals_clean = y_clean - reg.predict(X_clean)\nmin_bias = residuals_clean.max()\n\n# Plot original data, fitted line, and biased line\nplt.figure(figsize=(10,6))\nplt.scatter(X, y, alpha=0.5, label='Data points')\nplt.plot(X, reg.predict(X), color='red', linewidth=2, label='Original fit')\nplt.plot(X, reg.predict(X) + min_bias, color='green', linewidth=2, label=f'With +{min_bias:.0f} bias')\nplt.xlabel('num str tokens')\nplt.ylabel('actual tokens')\nplt.legend()\n\nprint(f\"Final formula: y = {reg.coef_[0]:.3f}x + {reg.intercept_+min_bias:.3f}\")",
"execution_count": 40,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Final formula: y = 0.792x + 5070.213\n"
},
{
"data": {
"image/png": 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",
"text/plain": "<Figure size 1000x600 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "563b28b6",
"cell_type": "code",
"source": "%%ai 0\nwrite predict function to predict num str tokens from actual tokens with this new bias, which is the inverse function of before.",
"execution_count": 41,
"outputs": []
},
{
"metadata": {},
"id": "242c90c9",
"cell_type": "markdown",
"source": "##### Assistant"
},
{
"metadata": {
"trusted": true
},
"id": "20212c68",
"cell_type": "code",
"source": "def predict_str_tokens(actual_tokens, slope=0.792, intercept=5070):\n \"\"\"\n Predict the number of string tokens needed to get the desired actual tokens.\n This is the inverse of: actual = slope * str + intercept\n So: str = (actual - intercept) / slope\n \n Args:\n actual_tokens: desired number of actual tokens\n slope: from the regression (0.792)\n intercept: from the regression with bias (2623.130)\n Returns:\n number of string tokens needed\n \"\"\"\n return int((actual_tokens - intercept) / slope)\n\n# Test it\nprint(f\"To get 12000 actual tokens, use {predict_str_tokens(12000)} str_tokens\")",
"execution_count": 42,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "To get 12000 actual tokens, use 8750 str_tokens\n"
}
]
},
{
"metadata": {
"trusted": true
},
"id": "40adfe76",
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "ghost-text-max-len",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3 (ipykernel)",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.12.8",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
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"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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