Upload vbow_umap.ipynb

.gitattributes

@@ -65,3 +65,4 @@ data_01_027/profession_images_preds_clusters_all_BLIP.json filter=lfs diff=lfs m
 profession_images_preds_clusters_all_BLIP.json filter=lfs diff=lfs merge=lfs -text
 data_01_027/identity_images_preds_clusters_all_CLIP.json filter=lfs diff=lfs merge=lfs -text
 data_01_027/profession_images_preds_clusters_all_CLIP.json filter=lfs diff=lfs merge=lfs -text
+vbow_umap.ipynb filter=lfs diff=lfs merge=lfs -text

vbow_umap.ipynb

@@ -1,213 +1,3 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "26854af0-2aae-4764-9e14-f16587f6ffca",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from datasets import load_dataset, concatenate_datasets\n",
-    "from diffusion_bias_utils import *"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "171a7474-8cbf-43e3-a291-43b72aafa2c9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Using custom data configuration SDbiaseval--jobs-sd-1.4-d63e0b445a615372\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--jobs-sd-1.4-d63e0b445a615372/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
-      "Using custom data configuration SDbiaseval--jobs-dalle-2-867ccf66f8ddd10b\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--jobs-dalle-2-867ccf66f8ddd10b/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
-      "Using custom data configuration SDbiaseval--jobs-sd-2-c69d12bb9ccf4085\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--jobs-sd-2-c69d12bb9ccf4085/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
-      "Using custom data configuration SDbiaseval--identities-sd-1.4-235039a7036de834\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--identities-sd-1.4-235039a7036de834/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
-      "Using custom data configuration SDbiaseval--identities-dalle-2-c8f3cfde132be9d1\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--identities-dalle-2-c8f3cfde132be9d1/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
-      "Using custom data configuration SDbiaseval--identities-sd-2-86893313f44c7ca2\n",
-      "Found cached dataset parquet (/mnt/1da05489-3812-4f15-a6e5-c8d3c57df39e/cache/huggingface/SDbiaseval___parquet/SDbiaseval--identities-sd-2-86893313f44c7ca2/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n"
-     ]
-    }
-   ],
-   "source": [
-    "jobs_1_4 = load_dataset(\"SDbiaseval/jobs-sd-1.4\", split=\"train\")\n",
-    "jobs_dalle = load_dataset(\"SDbiaseval/jobs-dalle-2\", split=\"train\")\n",
-    "jobs_2 = load_dataset(\"SDbiaseval/jobs-sd-2\", split=\"train\")\n",
-    "\n",
-    "identities_1_4 = load_dataset(\"SDbiaseval/identities-sd-1.4\", split=\"train\")\n",
-    "identities_dalle = load_dataset(\"SDbiaseval/identities-dalle-2\", split=\"train\")\n",
-    "identities_2 = load_dataset(\"SDbiaseval/identities-sd-2\", split=\"train\")\n",
-    "\n",
-    "jobs = concatenate_datasets([jobs_1_4, jobs_2, jobs_dalle])\n",
-    "identities = concatenate_datasets([identities_1_4, identities_2, identities_dalle])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "f70be9d9-494b-4499-8663-fc4f2d98ef47",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Dataset({\n",
-       "    features: ['adjective', 'profession', 'no', 'image_path', 'image'],\n",
-       "    num_rows: 94500\n",
-       "})"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "jobs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "2cef9d9e-55d9-476d-81d4-114ef2651033",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Dataset({\n",
-       "    features: ['ethnicity', 'gender', 'no', 'image_path', 'image'],\n",
-       "    num_rows: 2040\n",
-       "})"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "identities"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "9fb6ce40-9d5d-4c73-a1b5-30e19dc0066b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gender_shapes = {\n",
-    "    \"man_SD_14\": \"square-cross\",\n",
-    "    \"woman_SD_14\": \"diamond-cross\",\n",
-    "    \"non-binary_SD_14\": \"circle-cross\",\n",
-    "    \"person_SD_14\": \"cross\",\n",
-    "    \"man_SD_2\": \"square-x\",\n",
-    "    \"woman_SD_2\": \"diamond-x\",\n",
-    "    \"non-binary_SD_2\": \"circle-x\",\n",
-    "    \"person_SD_2\": \"x\",\n",
-    "    \"man_DallE\": \"square\",\n",
-    "    \"woman_DallE\": \"diamond\",\n",
-    "    \"non-binary_DallE\": \"circle\",\n",
-    "    \"person_DallE\": \"star\",\n",
-    "}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "c50ad850-68d3-4985-ad4b-f1e530f68597",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "folders = [\"jobs\", \"identities\"]\n",
-    "tfidf_dimensions = [768, 1536, 10752]\n",
-    "svd_dimensions = [32, 100, 128, 768]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "e2a506cc-558e-46a3-b156-f16d9c157e3f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(94500, 32)\n",
-      "(94500, 100)\n",
-      "(94500, 128)\n",
-      "(94500, 768)\n",
-      "(94500, 32)\n",
-      "(94500, 100)\n",
-      "(94500, 128)\n",
-      "(94500, 768)\n",
-      "(94500, 32)\n",
-      "(94500, 100)\n",
-      "(94500, 128)\n",
-      "(94500, 768)\n",
-      "(2040, 32)\n",
-      "(2040, 100)\n",
-      "(2040, 128)\n",
-      "(2040, 768)\n",
-      "(2040, 32)\n",
-      "(2040, 100)\n",
-      "(2040, 128)\n",
-      "(2040, 768)\n",
-      "(2040, 32)\n",
-      "(2040, 100)\n",
-      "(2040, 128)\n",
-      "(2040, 768)\n"
-     ]
-    }
-   ],
-   "source": [
-    "figs = []\n",
-    "for folder in folders:\n",
-    "    for tfidf_dimension in tfidf_dimensions:\n",
-    "        for svd_dimension in svd_dimensions:\n",
-    "            fname = f\"vbow/nsvd/{folder}/{tfidf_dimension}/{svd_dimension}/embeddings.npy\"\n",
-    "            embeddings = np.load(fname)\n",
-    "            print(embeddings.shape)\n",
-    "            # figs.append(make_2d_plot(embeddings, ))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c924d722-003d-4e90-84c5-148f5c3698ed",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.9.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:56c86b7400996f041c0ac02efd12008989337bc3476634d68c2c19dd329cb17a
+size 13631418