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Merged
merged 1 commit into from
Mar 17, 2025
Merged

code clean up #425

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28 changes: 12 additions & 16 deletions supporting-blog-content/colpali/02_bit_vectors.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -39,18 +39,14 @@
"import numpy as np\n",
"\n",
"\n",
"def to_bit_vectors(embedding: list) -> list:\n",
" embeddings = []\n",
" for idx, patch_embedding in enumerate(embedding):\n",
" patch_embedding = np.array(patch_embedding)\n",
" binary_vector = (\n",
" np.packbits(np.where(patch_embedding > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" )\n",
" embeddings.append(binary_vector)\n",
" return embeddings"
"def to_bit_vectors(embeddings: list) -> list:\n",
" return [\n",
" np.packbits(np.where(np.array(embedding) > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" for embedding in embeddings\n",
" ]"
]
},
{
Expand All @@ -71,7 +67,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] Index 'searchlabs-colpali-hamming' already exists.\n"
"[INFO] Creating index: searchlabs-colpali-hamming\n"
]
}
],
Expand Down Expand Up @@ -126,7 +122,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "022b4af8891b4a06962e023c7f92d8f4",
"model_id": "8be1b809674143c486705f1699f440dd",
"version_major": 2,
"version_minor": 0
},
Expand Down Expand Up @@ -191,7 +187,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "064e33061bac40e4802138e30599225b",
"model_id": "63a206f0fc2d491196b83b450eb4b93a",
"version_major": 2,
"version_minor": 0
},
Expand Down Expand Up @@ -251,7 +247,7 @@
{
"data": {
"text/html": [
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_92.jpg\" alt=\"image_92.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_110.jpg\" alt=\"image_110.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
Expand Down
30 changes: 13 additions & 17 deletions supporting-blog-content/colpali/03_average_vector.ipynb
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Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -32,18 +32,14 @@
"import numpy as np\n",
"\n",
"\n",
"def to_bit_vectors(embedding: list) -> list:\n",
" embeddings = []\n",
" for idx, patch_embedding in enumerate(embedding):\n",
" patch_embedding = np.array(patch_embedding)\n",
" binary_vector = (\n",
" np.packbits(np.where(patch_embedding > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" )\n",
" embeddings.append(binary_vector)\n",
" return embeddings\n",
"def to_bit_vectors(embeddings: list) -> list:\n",
" return [\n",
" np.packbits(np.where(np.array(embedding) > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" for embedding in embeddings\n",
" ]\n",
"\n",
"\n",
"def to_avg_vector(vectors):\n",
Expand Down Expand Up @@ -79,7 +75,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] Index 'searchlabs-colpali-average-vector' already exists.\n"
"[INFO] Creating index: searchlabs-colpali-average-vector\n"
]
}
],
Expand Down Expand Up @@ -149,7 +145,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4a9d08424a504956a4f50208a19cce90",
"model_id": "bb2e8a4c74b5494c8203308df49ec750",
"version_major": 2,
"version_minor": 0
},
Expand Down Expand Up @@ -216,7 +212,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b7967bc15d67486ab5e2db2c673db036",
"model_id": "bdf787df90d24a289fa70e6abd0d9597",
"version_major": 2,
"version_minor": 0
},
Expand Down Expand Up @@ -267,7 +263,7 @@
{
"data": {
"text/html": [
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_49.jpg\" alt=\"image_49.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_123.jpg\" alt=\"image_123.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_250.jpg\" alt=\"image_250.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
Expand Down Expand Up @@ -329,7 +325,7 @@
{
"data": {
"text/html": [
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_49.jpg\" alt=\"image_49.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_250.jpg\" alt=\"image_250.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
Expand Down
75 changes: 18 additions & 57 deletions supporting-blog-content/colpali/04_token_pooling.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -16,26 +16,22 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"id": "be6ffdc5-fbaa-40b5-8b33-5540a3f957ba",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"\n",
"def to_bit_vectors(embedding: list) -> list:\n",
" embeddings = []\n",
" for idx, patch_embedding in enumerate(embedding):\n",
" patch_embedding = np.array(patch_embedding)\n",
" binary_vector = (\n",
" np.packbits(np.where(patch_embedding > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" )\n",
" embeddings.append(binary_vector)\n",
" return embeddings"
"def to_bit_vectors(embeddings: list) -> list:\n",
" return [\n",
" np.packbits(np.where(np.array(embedding) > 0, 1, 0))\n",
" .astype(np.int8)\n",
" .tobytes()\n",
" .hex()\n",
" for embedding in embeddings\n",
" ]"
]
},
{
Expand All @@ -49,7 +45,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"id": "9871c9c5-c923-4deb-9f5b-aa6796ba0bbf",
"metadata": {},
"outputs": [],
Expand All @@ -70,15 +66,15 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 3,
"id": "2de5872d-b372-40fe-85c5-111b9f9fa6c8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[INFO] Index 'searchlabs-colpali-token-pooling' already exists.\n"
"[INFO] Creating index: searchlabs-colpali-token-pooling\n"
]
}
],
Expand Down Expand Up @@ -126,14 +122,14 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": null,
"id": "bdf6ff33-3e22-43c1-9f3e-c3dd663b40e2",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cef0c48b9b5d4b3982fbdb4773494ec8",
"model_id": "047c33b3344f49328bda552b123c168d",
"version_major": 2,
"version_minor": 0
},
Expand All @@ -143,13 +139,6 @@
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Completed indexing 500 documents\n"
]
}
],
"source": [
Expand Down Expand Up @@ -193,25 +182,10 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": null,
"id": "1dfc3713-d649-46db-aa81-171d6d92668e",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d4361ebd1e59483aa8060a4fbe71715b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"import torch\n",
"from PIL import Image\n",
Expand All @@ -235,23 +209,10 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": null,
"id": "8e322b23-b4bc-409d-9e00-2dab93f6a295",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div style='display: flex; flex-wrap: wrap; align-items: flex-start;'><img src=\"searchlabs-colpali/image_3.jpg\" alt=\"image_3.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_104.jpg\" alt=\"image_104.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_2.jpg\" alt=\"image_2.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_12.jpg\" alt=\"image_12.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"><img src=\"searchlabs-colpali/image_120.jpg\" alt=\"image_120.jpg\" style=\"max-width:300px; height:auto; margin:10px;\"></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"outputs": [],
"source": [
"from IPython.display import display, HTML\n",
"import os\n",
Expand Down