BLIP captioning

Fill in a module description here 
import io
import json
import math
import os

import autotrace
import numpy as np
import pandas as pd
from PIL import Image

# import tensorflow as tf
# from tensorboard.plugins import projector


# from fastai.vision.all import *
# from portfolio_search.embeddings import *
from singleline_dataset.fileorg import *
from PIL import Image
from transformers import BlipProcessor, BlipForConditionalGeneration
from datasets import load_dataset

Loading TSV’s and Input Images

# autotrace_dir = "{singleline_data_home()}/svg/epoch-20231214/"
preprocessed_dir = (
    singleline_data_home() / "raster/epoch-20231214/10_SIMPLE_CROP"
)
clustered_drawings_tsv_fname = f"{preprocessed_dir}/clustered_drawings.tsv"
clustered_drawings_df = pd.read_csv(
    clustered_drawings_tsv_fname, delimiter="\t", index_col="idx"
)
cdf = clustered_drawings_df
cdf.head()
no env var SINGLELINE_DATA_HOME, defaulting to: None
abs_fname rel_fname label pred_label pred_idx pred_probs emb_csv cluster cluster_dist metacluster ... drawings_cluster48_id drawings_cluster48_dist drawings_cropped_cluster16_id drawings_cropped_cluster16_dist drawings_cropped_cluster32_id drawings_cropped_cluster32_dist drawings_cropped_cluster48_id drawings_cropped_cluster48_dist drawings_cropped_cluster64_id drawings_cropped_cluster64_dist
idx
0 /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/01_FLAT/art/sb77p043.jpg art/sb77p043.jpg art xtra 4 0.168532,0.008473,0.008068,0.016940,0.797986 -0.6198182,-0.5714155,-0.6871516,-0.6553513,-0.6254566,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.42715576,1.4904574,-0.72562873,-0.662768,-0.6266761,0.6913696,0.054546177,-0.5467274,-0.6520286,0.117179275,0.94330966,0.5815062,-0.55193967,-0.5446661,-0.6779002,-0.57759243,-0.4584825,-0.3818994,-0.5750927,-0.73986673,-0.45211998,-0.6141643,-0.67007643,-0.52171326,-0.4592305,1.4788612,-0.6186755,0.799198,-0.57338566,-0.17778617,0.10336053,0.093812525,0.17924881,-0.6189488,-0.6682474,2.1040225,-0.59257406,1.6553459,-0.6001429,0.5109105,0.19352531,-0.2517513,-0.66552746,-0.6482407,-0.4732... 11 199.22961 1 ... 15 166.33705 15 265.844100 15 257.350560 15 268.67297 58 276.82034
1 /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/01_FLAT/art/sb67p021.jpg art/sb67p021.jpg art xtra 4 0.170976,0.008673,0.008480,0.017028,0.794843 1.1073987,0.3512016,-0.73929733,-0.6553513,1.7477593,-0.65341413,0.32179314,-0.4896673,-0.1797334,-0.42715576,1.3163843,-0.72562873,-0.61387855,-0.6266761,-0.35361218,0.37611246,-0.08771938,-0.5262803,0.9261699,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.32559583,-0.6690378,-0.4518578,0.51828945,-0.4238917,-0.45211998,-0.16527033,-0.67007643,1.0136865,-0.4592305,-0.600525,-0.060860336,-0.19446748,-0.24127388,2.2282472,1.8003348,-0.61049384,0.39795423,0.2626753,-0.6682474,-0.75794554,-0.59257406,0.80257696,-0.6001429,-0.651804,-0.028328001,0.53641737,-0.6501347,-0.6482407,0.... 3 132.26111 0 ... 45 137.20117 14 121.146545 31 122.172424 31 116.40921 34 122.04242
2 /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/01_FLAT/art/sb25p227.jpg art/sb25p227.jpg art xtra 4 0.158396,0.008277,0.007424,0.016584,0.809319 1.3776337,-0.5714155,-0.2587232,-0.6553513,1.3532461,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.25077122,0.050992966,-0.72562873,0.1406585,-0.6266761,1.0653365,0.96198404,-0.5467274,0.30261123,0.6327609,-0.6497359,-0.64108604,-0.28434965,-0.35651857,-0.6779002,-0.28245115,-0.6690378,-0.4518578,0.030088186,-0.73986673,-0.18931103,-0.041653574,-0.67007643,-0.52171326,-0.29881266,-0.600525,-0.23231092,-0.73933,-0.57338566,-0.65925777,1.8833572,-0.61049384,0.44560486,0.14075392,-0.6682474,-0.75794554,-0.59257406,-0.07511848,-0.6001429,-0.651804,-0.5315948,0.023931146,0.723624,-0.6482407,-... 8 188.58075 0 ... 8 148.63470 10 220.298950 1 217.335360 1 213.25168 1 191.67163
3 /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/01_FLAT/art/sb48p057.jpg art/sb48p057.jpg art xtra 4 0.165322,0.008453,0.008010,0.016587,0.801628 2.4936543,0.17563903,-0.6522293,-0.55642915,1.1084181,-0.5028205,-0.046447277,-0.4896673,-0.7537334,-0.42715576,0.84124434,-0.72562873,-0.52445275,-0.5557985,-0.21369287,2.2372599,-0.26381853,-0.6520286,-0.6898426,-0.6497359,-0.64108604,0.43080842,-0.23286673,-0.6779002,0.7969176,-0.6690378,-0.4518578,0.747658,0.04896885,-0.45211998,-0.68509877,-0.2462106,0.7319356,-0.4592305,-0.600525,-0.6186755,-0.5338096,-0.57338566,1.1886733,0.04046011,-0.61049384,0.45326668,0.72983754,-0.6682474,-0.10000485,0.034278154,-0.33160114,-0.6001429,-0.651804,-0.5315948,-0.20898154,-0.66552746,1.2346795,-0.47... 14 90.26291 0 ... 28 83.96362 2 144.254030 21 129.951970 21 140.07254 21 144.77570
4 /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/01_FLAT/art/sb77p044.jpg art/sb77p044.jpg art xtra 4 0.171638,0.008182,0.008061,0.016469,0.795650 2.170152,-0.01916939,-0.47766963,-0.6553513,-0.44795185,-0.65341413,1.5596724,-0.4896673,-0.7537334,-0.42715576,1.0671424,-0.72562873,1.8207353,-0.6266761,-0.6194963,1.1724913,-0.5467274,0.12343103,1.5514618,-0.6497359,0.23890108,-0.55193967,-0.5446661,-0.6779002,-0.57759243,0.33040416,-0.4518578,0.39869583,0.120936334,-0.45211998,-0.68509877,0.2514736,0.17836922,-0.4592305,-0.600525,-0.6186755,-0.73933,-0.57338566,1.3668395,0.6006557,1.2428443,1.0844817,0.36636358,0.48543411,-0.5954572,-0.59257406,-0.30289415,1.2783914,0.5800507,-0.23473695,-0.59497476,-0.66552746,2.2758756,-0.4732165,-0.... 4 176.29102 0 ... 39 169.47894 15 151.277310 15 141.268980 15 145.39337 58 151.13809

5 rows × 41 columns

cdf.columns
Index(['abs_fname', 'rel_fname', 'label', 'pred_label', 'pred_idx',
       'pred_probs', 'emb_csv', 'cluster', 'cluster_dist', 'metacluster',
       'metacluster_name', 'indiv_fname', 'visual_rel_path', 'visual_abs_path',
       'handlabeled_rel_path', 'handlabeled_metacluster_name',
       'handlabeled_metacluster_id', 'handlabeled_metacluster_was_correct',
       'preprocessed_abs_path', 'handlabeled_abs_path', 'emb_csv_cropped',
       'drawings_cluster_id', 'drawings_cluster_dist',
       'drawings_cropped_cluster_id', 'drawings_cropped_cluster_dist',
       'drawings_cluster32_id', 'drawings_cluster32_dist',
       'drawings_cluster16_id', 'drawings_cluster16_dist',
       'drawings_cluster64_id', 'drawings_cluster64_dist',
       'drawings_cluster48_id', 'drawings_cluster48_dist',
       'drawings_cropped_cluster16_id', 'drawings_cropped_cluster16_dist',
       'drawings_cropped_cluster32_id', 'drawings_cropped_cluster32_dist',
       'drawings_cropped_cluster48_id', 'drawings_cropped_cluster48_dist',
       'drawings_cropped_cluster64_id', 'drawings_cropped_cluster64_dist'],
      dtype='object')
cols_subset = [
    "indiv_fname",
    "visual_rel_path",
    "visual_abs_path",
    "handlabeled_rel_path",
    "handlabeled_metacluster_name",
    "handlabeled_metacluster_id",
    "handlabeled_metacluster_was_correct",
    "preprocessed_abs_path",
    "handlabeled_abs_path",
    "emb_csv_cropped",
    "drawings_cluster_id",
    "drawings_cluster_dist",
]
blip_df = cdf[cols_subset]
blip_df.head()
indiv_fname visual_rel_path visual_abs_path handlabeled_rel_path handlabeled_metacluster_name handlabeled_metacluster_id handlabeled_metacluster_was_correct preprocessed_abs_path handlabeled_abs_path emb_csv_cropped drawings_cluster_id drawings_cluster_dist
idx
0 sb77p043.jpg 1_watercolors/sb77p043.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/1_watercolors/sb77p043.jpg 0_drawings/sb77p043.jpg 0_drawings 0 False /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb77p043.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb77p043.jpg -0.6198182,-0.5714155,0.2937309,0.2691822,-0.6254566,-0.46855158,-0.7267234,-0.4896673,-0.7537334,-0.42715576,2.241211,-0.013144195,-0.30681813,-0.6266761,0.43516117,-0.57515705,-0.5467274,-0.5245168,1.3334948,2.1400952,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.57759243,-0.6690378,0.38178188,-0.5982413,-0.50063276,-0.21540937,0.4948988,-0.67007643,-0.52171326,-0.4592305,1.8570362,-0.6186755,0.94023055,-0.57338566,0.5270257,-0.6179389,2.302543,1.1004333,0.15528035,-0.6682474,1.890626,-0.59257406,1.331521,-0.6001429,1.5220151,0.93749076,-0.59497476,-0.66552746,-0.6482407,-0.4732165,0.... 3 217.249590
1 sb67p021.jpg 0_drawings/sb67p021.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb67p021.jpg 0_drawings/sb67p021.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb67p021.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb67p021.jpg -0.20756221,-0.24843562,0.29454154,-0.6553513,-0.6254566,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.42715576,0.9697293,-0.72562873,-0.662768,-0.6266761,-0.23836556,0.4814458,-0.5467274,-0.6520286,0.838902,-0.6497359,-0.57338166,-0.55193967,-0.5446661,-0.28419846,1.6012006,-0.6690378,-0.4518578,-0.0104218125,-0.73986673,-0.3002332,-0.68509877,-0.67007643,-0.36297536,-0.4592305,-0.600525,-0.6186755,-0.73933,-0.57338566,-0.65925777,1.6904012,-0.61049384,-0.58021957,0.508085,0.14767355,0.8082305,-0.59257406,-0.6157326,-0.6001429,-0.651804,-0.30467254,0.17396247,-0.66552746,-0.6482407,-0.0... 2 169.947700
2 sb25p227.jpg 0_drawings/sb25p227.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb25p227.jpg 0_drawings/sb25p227.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb25p227.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb25p227.jpg -0.6198182,-0.428226,-0.73929733,-0.6553513,-0.49369657,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.28293163,-0.62038505,-0.32824886,2.5504894,-0.6266761,0.8397537,0.85716057,-0.5467274,-0.058725297,0.64954805,-0.6497359,-0.64108604,-0.36876833,-0.5446661,-0.29563427,0.08626467,-0.6690378,-0.4518578,0.64337015,-0.73986673,0.018805295,-0.68509877,-0.67007643,1.5876667,-0.4592305,-0.600525,-0.6186755,0.28688914,-0.57338566,-0.65925777,1.6810645,-0.61049384,1.8564332,-0.6189488,-0.6682474,-0.75794554,-0.59257406,-0.6157326,-0.6001429,-0.63579994,-0.45296612,-0.29925343,-0.0263654,-0.64824... 3 162.882430
3 sb48p057.jpg 0_drawings/sb48p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb48p057.jpg 0_drawings/sb48p057.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb48p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb48p057.jpg -0.34353483,-0.5714155,2.2665114,-0.6553513,-0.42076486,-0.6254998,-0.7267234,-0.4896673,-0.7537334,-0.42715576,0.6137707,-0.72562873,0.2611376,1.0485492,0.91806084,-0.452704,-0.5467274,-0.6520286,0.621349,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,0.7967064,0.011958599,-0.4518578,-0.25104153,-0.6493137,-0.45211998,-0.02894944,-0.67007643,1.3037661,-0.4592305,-0.600525,-0.6186755,-0.072172046,-0.57338566,0.42140257,0.8994249,-0.61049384,-0.35844505,-0.03452295,-0.40064916,0.1334514,-0.59257406,-0.06328797,-0.6001429,-0.651804,-0.5315948,0.55393887,-0.66552746,-0.6482407,0.165... 4 94.257965
4 sb77p044.jpg 0_drawings/sb77p044.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb77p044.jpg 0_drawings/sb77p044.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb77p044.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb77p044.jpg -0.3477007,-0.5714155,-0.73929733,-0.6553513,-0.6254566,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.14662892,-0.43905735,-0.64813715,0.059202433,-0.6266761,-0.51404697,-0.20505324,-0.5467274,-0.6520286,1.2549256,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.41643643,-0.6690378,-0.22824319,-0.5982413,-0.73986673,-0.3338361,-0.68509877,0.10866904,-0.1451351,-0.4592305,0.5446466,0.7924262,-0.73933,-0.57338566,-0.45801556,-0.11409092,-0.4252534,0.4120332,-0.6189488,-0.28175777,2.210379,-0.59257406,-0.070759535,-0.6001429,-0.651804,0.012511611,0.26820052,-0.66552746,0.9221995,... 0 173.559940 
handlabeled_dir = singleline_data_home() / "raster/epoch-20231214/03_VISUAL_HAND_LABELED"
handlabeled_dir.ls()
preprocessed_dir = singleline_data_home() / "raster/epoch-20231214/10_SIMPLE_CROP"
preprocessed_dir.ls()
no env var SINGLELINE_DATA_HOME, defaulting to: None
no env var SINGLELINE_DATA_HOME, defaulting to: None
(#11) [Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/cropped.tsv'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/.DS_Store'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/3_badscans'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/drawings.tsv'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/watercolors.tsv'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/4_covers'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/2_notes'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/1_watercolors'),Path('/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/clustered_watercolors.tsv')...]
cdf.iloc[0].handlabeled_rel_path
'0_drawings/sb77p043.jpg'
processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-large")
model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-large")
img_path = preprocessed_dir / cdf.iloc[0].handlabeled_rel_path

# Image.open(img_path)
# img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' 
raw_image = Image.open(img_path).convert('RGB')

# conditional image captioning
text = "a drawing of"
inputs = processor(raw_image, text, return_tensors="pt")

out = model.generate(**inputs)
print(processor.decode(out[0], skip_special_tokens=True))
/Users/al/miniconda3_m1/envs/py310/lib/python3.10/site-packages/transformers/generation/utils.py:1254: UserWarning: Using the model-agnostic default `max_length` (=20) to control thegeneration length. We recommend setting `max_new_tokens` to control the maximum length of the generation.
  warnings.warn(
a drawing of two women with long hair and a hat
# unconditional image captioning
inputs = processor(raw_image, return_tensors="pt")
out = model.generate(**inputs)
print(processor.decode(out[0], skip_special_tokens=True))
drawing of two women with long hair and a hat
ds = load_dataset("lambdalabs/pokemon-blip-captions", split="train")
sample = ds[0]
display(sample["image"].resize((256, 256)))
print(sample["text"])
Found cached dataset parquet (/Users/al/.cache/huggingface/datasets/lambdalabs___parquet/lambdalabs--pokemon-blip-captions-10e3527a764857bd/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)

a drawing of a green pokemon with red eyes
captions = []
# images = []

for i in range(len(cdf)):
    row = cdf.iloc[i]
    img_path = preprocessed_dir / row.handlabeled_rel_path
    print(img_path)

    raw_image = Image.open(img_path).convert('RGB')

    inputs = processor(raw_image, return_tensors="pt")
    out = model.generate(**inputs)
    caption = processor.decode(out[0], skip_special_tokens=True)

    captions.append(caption)
    # images.append(raw_image)

blip_df['caption'] = captions
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb77p043.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb67p021.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb25p227.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb48p057.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb77p044.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb11p024.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb67p006--kitchen-nap.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb68p093.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb45p121.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb69p013.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb48p068.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb55p055.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb28p101.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb11p093.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb28p030.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb77p101.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb00p130.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb77p013.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb31p092.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb38p002.jpg
/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings/sb68p009.jpg
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/Users/al/miniconda3_m1/envs/py310/lib/python3.10/site-packages/transformers/generation/utils.py:1254: UserWarning: Using the model-agnostic default `max_length` (=20) to control thegeneration length. We recommend setting `max_new_tokens` to control the maximum length of the generation.
  warnings.warn(
SettingWithCopyError: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
blip_df['caption'] = ''
SettingWithCopyError: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
blip_df.reindex()
indiv_fname visual_rel_path visual_abs_path handlabeled_rel_path handlabeled_metacluster_name handlabeled_metacluster_id handlabeled_metacluster_was_correct preprocessed_abs_path handlabeled_abs_path emb_csv_cropped drawings_cluster_id drawings_cluster_dist caption
idx
0 sb77p043.jpg 1_watercolors/sb77p043.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/1_watercolors/sb77p043.jpg 0_drawings/sb77p043.jpg 0_drawings 0 False /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb77p043.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb77p043.jpg -0.6198182,-0.5714155,0.2937309,0.2691822,-0.6254566,-0.46855158,-0.7267234,-0.4896673,-0.7537334,-0.42715576,2.241211,-0.013144195,-0.30681813,-0.6266761,0.43516117,-0.57515705,-0.5467274,-0.5245168,1.3334948,2.1400952,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.57759243,-0.6690378,0.38178188,-0.5982413,-0.50063276,-0.21540937,0.4948988,-0.67007643,-0.52171326,-0.4592305,1.8570362,-0.6186755,0.94023055,-0.57338566,0.5270257,-0.6179389,2.302543,1.1004333,0.15528035,-0.6682474,1.890626,-0.59257406,1.331521,-0.6001429,1.5220151,0.93749076,-0.59497476,-0.66552746,-0.6482407,-0.4732165,0.... 3 217.249590
1 sb67p021.jpg 0_drawings/sb67p021.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb67p021.jpg 0_drawings/sb67p021.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb67p021.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb67p021.jpg -0.20756221,-0.24843562,0.29454154,-0.6553513,-0.6254566,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.42715576,0.9697293,-0.72562873,-0.662768,-0.6266761,-0.23836556,0.4814458,-0.5467274,-0.6520286,0.838902,-0.6497359,-0.57338166,-0.55193967,-0.5446661,-0.28419846,1.6012006,-0.6690378,-0.4518578,-0.0104218125,-0.73986673,-0.3002332,-0.68509877,-0.67007643,-0.36297536,-0.4592305,-0.600525,-0.6186755,-0.73933,-0.57338566,-0.65925777,1.6904012,-0.61049384,-0.58021957,0.508085,0.14767355,0.8082305,-0.59257406,-0.6157326,-0.6001429,-0.651804,-0.30467254,0.17396247,-0.66552746,-0.6482407,-0.0... 2 169.947700
2 sb25p227.jpg 0_drawings/sb25p227.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb25p227.jpg 0_drawings/sb25p227.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb25p227.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb25p227.jpg -0.6198182,-0.428226,-0.73929733,-0.6553513,-0.49369657,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.28293163,-0.62038505,-0.32824886,2.5504894,-0.6266761,0.8397537,0.85716057,-0.5467274,-0.058725297,0.64954805,-0.6497359,-0.64108604,-0.36876833,-0.5446661,-0.29563427,0.08626467,-0.6690378,-0.4518578,0.64337015,-0.73986673,0.018805295,-0.68509877,-0.67007643,1.5876667,-0.4592305,-0.600525,-0.6186755,0.28688914,-0.57338566,-0.65925777,1.6810645,-0.61049384,1.8564332,-0.6189488,-0.6682474,-0.75794554,-0.59257406,-0.6157326,-0.6001429,-0.63579994,-0.45296612,-0.29925343,-0.0263654,-0.64824... 3 162.882430
3 sb48p057.jpg 0_drawings/sb48p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb48p057.jpg 0_drawings/sb48p057.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb48p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb48p057.jpg -0.34353483,-0.5714155,2.2665114,-0.6553513,-0.42076486,-0.6254998,-0.7267234,-0.4896673,-0.7537334,-0.42715576,0.6137707,-0.72562873,0.2611376,1.0485492,0.91806084,-0.452704,-0.5467274,-0.6520286,0.621349,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,0.7967064,0.011958599,-0.4518578,-0.25104153,-0.6493137,-0.45211998,-0.02894944,-0.67007643,1.3037661,-0.4592305,-0.600525,-0.6186755,-0.072172046,-0.57338566,0.42140257,0.8994249,-0.61049384,-0.35844505,-0.03452295,-0.40064916,0.1334514,-0.59257406,-0.06328797,-0.6001429,-0.651804,-0.5315948,0.55393887,-0.66552746,-0.6482407,0.165... 4 94.257965
4 sb77p044.jpg 0_drawings/sb77p044.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb77p044.jpg 0_drawings/sb77p044.jpg 0_drawings 0 True /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb77p044.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb77p044.jpg -0.3477007,-0.5714155,-0.73929733,-0.6553513,-0.6254566,-0.65341413,-0.7267234,-0.4896673,-0.7537334,-0.14662892,-0.43905735,-0.64813715,0.059202433,-0.6266761,-0.51404697,-0.20505324,-0.5467274,-0.6520286,1.2549256,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.41643643,-0.6690378,-0.22824319,-0.5982413,-0.73986673,-0.3338361,-0.68509877,0.10866904,-0.1451351,-0.4592305,0.5446466,0.7924262,-0.73933,-0.57338566,-0.45801556,-0.11409092,-0.4252534,0.4120332,-0.6189488,-0.28175777,2.210379,-0.59257406,-0.070759535,-0.6001429,-0.651804,0.012511611,0.26820052,-0.66552746,0.9221995,... 0 173.559940
... ... ... ... ... ... ... ... ... ... ... ... ... ...
1918 sb32p078.jpg 0_drawings/sb32p078.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb32p078.jpg 0_drawings/sb32p078.jpg 0_drawings 0 NaN /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb32p078.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb32p078.jpg 0.34296787,-0.0031109452,-0.73929733,-0.6553513,0.30248785,-0.65341413,-0.7267234,0.049690366,-0.7537334,0.3950387,-0.26197106,-0.72562873,1.1798615,-0.6266761,0.31718236,0.8142538,-0.5467274,1.5755835,-0.44269657,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.2732991,-0.6690378,-0.4518578,0.03541279,-0.73986673,0.2587948,-0.41861075,-0.1508553,0.9536905,-0.3073277,-0.600525,-0.6186755,-0.73933,-0.57338566,-0.29910243,2.4486995,-0.61049384,1.0142007,0.676774,-0.44241637,-0.42709598,-0.59257406,0.32054818,-0.057227254,1.4527245,-0.5165741,-0.23436481,1.4186457,0.15185195,0.9225... 1 177.800200
1919 sb46p057.jpg 0_drawings/sb46p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb46p057.jpg 0_drawings/sb46p057.jpg 0_drawings 0 NaN /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb46p057.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb46p057.jpg -0.2602423,-0.5714155,-0.73929733,0.64157665,-0.20155358,0.6311375,0.30752248,-0.4896673,-0.7537334,-0.42715576,0.59029603,-0.72562873,0.5993824,1.8594582,-0.06858873,-0.57515705,-0.5467274,0.03974527,0.2671587,-0.6497359,-0.64090544,-0.55193967,0.5322438,-0.6779002,-0.57759243,0.4806682,-0.4518578,1.0513142,-0.73986673,-0.13068256,-0.68509877,-0.67007643,1.3948017,-0.4592305,0.5142001,-0.6186755,0.30439276,-0.57338566,-0.65925777,0.15291399,-0.3792714,-0.4571374,-0.6189488,0.24714619,1.6157732,-0.59257406,1.0522699,-0.6001429,-0.651804,-0.5315948,-0.59497476,-0.66552746,-0.20997739,0.2364... 4 133.203860
1920 sb67p023.jpg 0_drawings/sb67p023.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb67p023.jpg 0_drawings/sb67p023.jpg 0_drawings 0 NaN /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb67p023.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb67p023.jpg 2.820313,-0.5714155,-0.73929733,-0.52294374,1.8175697,-0.05394876,-0.7267234,-0.4896673,-0.7537334,-0.08323714,2.3267007,-0.72562873,0.8367001,-0.6266761,-0.68991846,1.9234341,-0.5467274,0.105668545,0.45520627,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,-0.57759243,-0.6690378,-0.4518578,-0.5982413,-0.73986673,-0.45211998,-0.3054201,-0.67007643,1.2130647,0.07581225,-0.600525,-0.6186755,-0.73933,-0.57338566,1.6741627,2.2873335,-0.61049384,-0.5327041,2.6712065,-0.6682474,-0.75794554,-0.59257406,-0.6157326,-0.6001429,1.1347921,-0.5315948,0.46135998,-0.66552746,1.4287573,1.343415,0... 7 172.307340
1921 sb46p004.jpg 0_drawings/sb46p004.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb46p004.jpg 0_drawings/sb46p004.jpg 0_drawings 0 NaN /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb46p004.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb46p004.jpg 1.8312185,0.354124,-0.73929733,-0.6553513,-0.46552548,-0.4970406,0.06340301,-0.4896673,-0.7537334,-0.42715576,-0.53628516,-0.72562873,0.10808563,-0.6266761,1.9731259,1.4727579,-0.5467274,-0.6520286,1.3332676,-0.6497359,-0.64108604,-0.55193967,-0.5446661,-0.6779002,2.5843318,-0.6690378,-0.4518578,1.4847441,-0.73986673,-0.45211998,-0.68509877,-0.67007643,0.031548798,-0.4592305,-0.600525,-0.02805096,-0.13850445,-0.57338566,-0.22777978,-0.09564257,-0.61049384,-0.032600522,1.0034771,-0.6682474,-0.75794554,-0.59257406,0.1503604,-0.6001429,-0.651804,0.635547,-0.59497476,-0.66552746,-0.21207452,1.... 0 144.049900
1922 sb42p100.jpg 0_drawings/sb42p100.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/02_VISUAL_CATEGORIES/0_drawings/sb42p100.jpg 0_drawings/sb42p100.jpg 0_drawings 0 NaN /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/10_SIMPLE_CROP/0_drawings/sb42p100.jpg /Users/al/Dropbox/2-Areas/2-Sketchbooks/datasets/full-v2/03_VISUAL_HAND_LABELED/0_drawings/sb42p100.jpg 0.93520236,1.1329894,1.6732926,-0.6553513,-0.6254566,-0.65341413,0.62607926,0.011376917,-0.7537334,-0.35466266,2.0534425,-0.72562873,3.1008816,-0.27907664,0.59058386,0.18130201,-0.5467274,-0.6520286,0.30821246,-0.6497359,0.27841914,-0.55193967,-0.3238204,-0.6779002,0.72258765,-0.6690378,-0.4518578,-0.5982413,-0.73986673,-0.45211998,-0.68509877,-0.67007643,0.558648,0.072460085,-0.600525,-0.6186755,-0.73933,-0.57338566,-0.16761765,-0.6179389,-0.25809786,0.11990577,3.4286351,-0.09304911,-0.75794554,-0.59257406,-0.3524334,-0.6001429,-0.651804,-0.13428897,1.2093349,-0.66552746,0.68110263,0.2458... 2 210.435550

1923 rows × 13 columns

cdf['caption'] = captions
for i, c in enumerate(captions):
    if '"' in c:
        print(f"{i} - [{c}]")
    # if "'" in c:
    #     print(f"{i} - [{c}]")
    if "/" in c:
        print(f"{i} - [{c}]")
    if "?" in c:
        print(f"{i} - [{c}]")
    if ":" in c:
        print(f"{i} - [{c}]")
    if '\\' in c:
        print(f"{i} - [{c}]")
captions[:20]
['drawing of two women with long hair and a hat',
 'a drawing of two people in suits and ties one is wearing a hat',
 'sketches of a man and a woman in a suit and tie',
 'a drawing of a man with a hat on his head',
 'drawing of a man with a hat and glasses on his head',
 'drawing of a woman with a hat and a scarf on',
 'sketches of a person laying on a ground with a pair of skis',
 'a drawing of a woman with a hand in her right hand',
 'a drawing of a man with a hat and a tie',
 'a drawing of a woman with a tennis racket in her hand',
 'a drawing of a woman with glasses and a bow tie',
 'a drawing of a woman in a dress is standing with her legs crossed',
 'drawing of a man with a knife and a woman with a hat',
 'sketches of a man with a knife and a knife in his hand',
 'a drawing of two people with different expressions on their faces',
 'sketches of a man with a hat and a suit on',
 'sketches of a woman sitting on a chair with a laptop',
 'a drawing of a drawing of a man and a woman',
 'a drawing of a woman with a beard and a tie',
 'a drawing of a woman with a cigarette in her mouth']
cdf['file_name'] = cdf['indiv_fname']
cdf['text'] = cdf['caption']

metadata_df = cdf[['file_name', 'text']]
metadata_df.head()
file_name text
idx
0 sb77p043.jpg drawing of two women with long hair and a hat
1 sb67p021.jpg a drawing of two people in suits and ties one is wearing a hat
2 sb25p227.jpg sketches of a man and a woman in a suit and tie
3 sb48p057.jpg a drawing of a man with a hat on his head
4 sb77p044.jpg drawing of a man with a hat and glasses on his head 
csv_fname = preprocessed_dir / '0_drawings/metadata.csv'

metadata_df.to_csv(csv_fname, index=False)

!head {csv_fname}
huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
To disable this warning, you can either:
    - Avoid using `tokenizers` before the fork if possible
    - Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
file_name,text
sb77p043.jpg,drawing of two women with long hair and a hat
sb67p021.jpg,a drawing of two people in suits and ties one is wearing a hat
sb25p227.jpg,sketches of a man and a woman in a suit and tie
sb48p057.jpg,a drawing of a man with a hat on his head
sb77p044.jpg,drawing of a man with a hat and glasses on his head
sb11p024.jpg,drawing of a woman with a hat and a scarf on
sb67p006--kitchen-nap.jpg,sketches of a person laying on a ground with a pair of skis
sb68p093.jpg,a drawing of a woman with a hand in her right hand
sb45p121.jpg,a drawing of a man with a hat and a tie
dataset = load_dataset("imagefolder", str(preprocessed_dir / '0_drawings'))
InvalidConfigName: Bad characters from black list '<>:/\|?*' found in '/Users/al/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings'. They could create issues when creating a directory for this config on Windows filesystem.
/Users/al/Library/CloudStorage/Dropbox/2-Areas/2-Sketchbooks/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP
!pwd
huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
To disable this warning, you can either:
    - Avoid using `tokenizers` before the fork if possible
    - Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
/Users/al/Library/CloudStorage/Dropbox/2-Areas/2-Sketchbooks/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP
!pwd
huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
To disable this warning, you can either:
    - Avoid using `tokenizers` before the fork if possible
    - Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
/Users/al/Library/CloudStorage/Dropbox/2-Areas/2-Sketchbooks/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP
dataset = load_dataset("imagefolder", '0_drawings')
Downloading and preparing dataset imagefolder/0_drawings to /Users/al/.cache/huggingface/datasets/imagefolder/0_drawings-f190373c5fae654d/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f...
DatasetGenerationError: An error occurred while generating the dataset
/Users/al/Library/CloudStorage/Dropbox/2-Areas/2-Sketchbooks/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings
!pwd
huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...
To disable this warning, you can either:
    - Avoid using `tokenizers` before the fork if possible
    - Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)
/Users/al/Library/CloudStorage/Dropbox/2-Areas/2-Sketchbooks/singleline_data/raster/epoch-20231214/10_SIMPLE_CROP/0_drawings
dataset = load_dataset("imagefolder", '.')
Downloading and preparing dataset imagefolder/. to /Users/al/.cache/huggingface/datasets/imagefolder/.-7a63305572a30d5c/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f...
Dataset imagefolder downloaded and prepared to /Users/al/.cache/huggingface/datasets/imagefolder/.-7a63305572a30d5c/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f. Subsequent calls will reuse this data.
dataset
DatasetDict({
    train: Dataset({
        features: ['image', 'text'],
        num_rows: 1923
    })
})
HF_DATASET = "singlelinexyz/singlelines_raster"
dataset.push_to_hub(HF_DATASET)
Pushing split train to the Hub.