neuraltalk2
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karpathy
cant generate "coco/coco_raw.json" in neuraltalk2
Hi I'm trying to use neuraltalk2 and I get stuck at the step of training my own network by writing the command: ipython notebook coco_preprocess.ipynb
I got "No web browser found: could not locate runnable browser. as below
[TerminalIPythonApp] WARNING | Subcommand ipython notebook is deprecated and will be removed in future versions.
[TerminalIPythonApp] WARNING | You likely want to use jupyter notebook in the future
[I 21:40:58.928 NotebookApp] Serving notebooks from local directory: /home/eng_rkotb/CNNRNN1/neuraltalk2/coco
[I 21:40:58.928 NotebookApp] 0 active kernels
[I 21:40:58.928 NotebookApp] The Jupyter Notebook is running at: http://localhost:8888/
[I 21:40:58.928 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[W 21:40:58.928 NotebookApp] No web browser found: could not locate runnable browser.
What should I do? PS. I just need the "coco/coco_raw.json" to edit it and use my own data So if any one generated this file, Could you please send me this file?
Thanks Rehab
Hi Rehab,
After running above command "ipython notebook" , you have to open the web browser in the system in which you run the command. In the web browser type "http://localhost:8888/". It will open one application running. there will be one tab for "Run". click on run all. After that the automatic process will be started. Once completed you can see one json file available in your system.
I have used neuraltalk2 for my own dataset successfully. please let me know if you require further help.
Thanks.
Hi Andevani,
I am trying to train my own data and I am getting failure below.
converting first layer conv filters from BGR to RGB... total number of parameters in LM: 2105348 total number of parameters in CNN: 136358208 constructing clones inside the LanguageModel /root/torch/install/bin/luajit: ./misc/DataLoader.lua:84: split train not found. stack traceback: [C]: in function 'assert' ./misc/DataLoader.lua:84: in function 'getBatch' train.lua:240: in function 'lossFun' train.lua:297: in main chunk [C]: in function 'dofile' /root/torch/install/lib/luarocks/rocks/trepl/scm-1/bin/th:150: in main chunk [C]: at 0x00406670
Can you please help?
Hi sivakumarkumaravelu,
Sorry for the late reply. Please let me know if you are facing the same issue. This issue happens when "Train" folder does not contain images with the names which are mentioned in "coc_raw.json" file.
Please let me know if you need more information.
Thanks, Ankur Devani.
Hi Andevani, i am a student. I recently used your code. And, I read your suggestions, created a training folder (put training photos) Then I met as follows:
/home/hsu/torch/install/bin/luajit: ./misc/DataLoader.lua:84: split val not found. stack traceback: [C]: in function 'assert' ./misc/DataLoader.lua:84: in function 'getBatch' train.lua:181: in function 'eval_split' train.lua:305: in main chunk [C]: in function 'dofile' .../hsu/torch/install/lib/luarocks/rocks/trepl/scm-1/bin/th:150: in main chunk [C]: at 0x00405d50
Hi j2233ack ,
Please create "val" foler. Put images into this folder. provide image names with path in "coco_raw.json" same as you did with the "train" folder.
This will solve your problem.
Thanks, Ankur Devani.
Still as follows: /home/hsu/torch/install/bin/luajit: ./misc/DataLoader.lua:84: split val not found. stack traceback: [C]: in function 'assert' ./misc/DataLoader.lua:84: in function 'getBatch' train.lua:181: in function 'eval_split' train.lua:305: in main chunk [C]: in function 'dofile' .../hsu/torch/install/lib/luarocks/rocks/trepl/scm-1/bin/th:150: in main chunk [C]: at 0x00405d50
And this is my json
[{"captions":["男孩被女孩牽著", "女孩站在男孩前","一對情侶牽手站在一起","女孩穿著黑色學士服","女孩和男孩開心牽著手"],"file_path": "/home/hsu/neuraltalk2/train/01.jpg","id": 1},{"captions":["一群人站在一起", "兩位女孩開心著比ya","一群人開心得出遊","兩個男人站在兩個女人旁邊","一群人開心的笑著"],"file_path": "/home/hsu/neuraltalk2/train/02.jpg","id": 2},{"captions":["一家人聚在一起", "一家人坐在一起用餐","一家人開心的用餐","一家人在桌子前吃蛋糕","一位男人搭著男孩的肩"],"file_path": "/home/hsu/neuraltalk2/train/03.jpg","id": 3},{"captions":["一群人穿著黑一套服", "一位女孩開心的笑著","一位男孩站在女孩旁邊","女孩穿著黑色學士服","女孩靠在男孩開心的笑著"],"file_path": "/home/hsu/neuraltalk2/val/04.jpg","id": 4},{"captions":["一群人穿著黑一套服", "一群人站在圖書館前","一群人靠在一起","一群人開心的笑著","一群男孩站在一起"],"file_path": "/home/hsu/neuraltalk2/val/05.jpg","id": 5}]
Thanks again!
Hi,
Can you provide each steps you have executed? So that I can have better idea about the problem.
Thanks, Ankur Devani.
Hi,
I'm running this at this stage
iter 1404: 0.000004 iter 1405: 0.000004 iter 1406: 0.000004 iter 1407: 0.000004 iter 1408: 0.000004 iter 1409: 0.000004 iter 1410: 0.000004 iter 1411: 0.000005 iter 1412: 0.000004 iter 1413: 0.000004 iter 1414: 0.000004 iter 1415: 0.000004 iter 1416: 0.000004 iter 1417: 0.000004 iter 1418: 0.000004 iter 1419: 0.000004 iter 1420: 0.000004 iter 1421: 0.000004 iter 1422: 0.000004 iter 1423: 0.000004 iter 1424: 0.000004 iter 1425: 0.000003 iter 1426: 0.000003 iter 1427: 0.000004 iter 1428: 0.000004 iter 1429: 0.000004 iter 1430: 0.000003 iter 1431: 0.000003 iter 1432: 0.000004 iter 1433: 0.000004 iter 1434: 0.000004 iter 1435: 0.000004 iter 1436: 0.000004 iter 1437: 0.000003 iter 1438: 0.000004 iter 1439: 0.000004 iter 1440: 0.000004 iter 1441: 0.000003 iter 1442: 0.000005 iter 1443: 0.000003 iter 1444: 0.000004 iter 1445: 0.000004 iter 1446: 0.000004 iter 1447: 0.000004 iter 1448: 0.000004 iter 1449: 0.000004 iter 1450: 0.000004 iter 1451: 0.000003 iter 1452: 0.000004 iter 1453: 0.000003 iter 1454: 0.000003 iter 1455: 0.000003 iter 1456: 0.000003 iter 1457: 0.000003 iter 1458: 0.000004 iter 1459: 0.000003 iter 1460: 0.000003 iter 1461: 0.000003
But it has been like this.
2017-06-07 17:20 GMT+08:00 andevani [email protected]:
Hi,
Can you provide each steps you have executed? So that I can have better idea about the problem.
Thanks, Ankur Devani.
— You are receiving this because you commented. Reply to this email directly, view it on GitHub https://github.com/karpathy/neuraltalk2/issues/154#issuecomment-306739630, or mute the thread https://github.com/notifications/unsubscribe-auth/ALHfwWBdEIrX-wONDBAo0wqv2Ar8TMjNks5sBmtJgaJpZM4LINYI .
It has been kept ...
2017-06-07 20:47 GMT+08:00 徐宗威 [email protected]:
Hi,
I'm running this at this stage
iter 1404: 0.000004 iter 1405: 0.000004 iter 1406: 0.000004 iter 1407: 0.000004 iter 1408: 0.000004 iter 1409: 0.000004 iter 1410: 0.000004 iter 1411: 0.000005 iter 1412: 0.000004 iter 1413: 0.000004 iter 1414: 0.000004 iter 1415: 0.000004 iter 1416: 0.000004 iter 1417: 0.000004 iter 1418: 0.000004 iter 1419: 0.000004 iter 1420: 0.000004 iter 1421: 0.000004 iter 1422: 0.000004 iter 1423: 0.000004 iter 1424: 0.000004 iter 1425: 0.000003 iter 1426: 0.000003 iter 1427: 0.000004 iter 1428: 0.000004 iter 1429: 0.000004 iter 1430: 0.000003 iter 1431: 0.000003 iter 1432: 0.000004 iter 1433: 0.000004 iter 1434: 0.000004 iter 1435: 0.000004 iter 1436: 0.000004 iter 1437: 0.000003 iter 1438: 0.000004 iter 1439: 0.000004 iter 1440: 0.000004 iter 1441: 0.000003 iter 1442: 0.000005 iter 1443: 0.000003 iter 1444: 0.000004 iter 1445: 0.000004 iter 1446: 0.000004 iter 1447: 0.000004 iter 1448: 0.000004 iter 1449: 0.000004 iter 1450: 0.000004 iter 1451: 0.000003 iter 1452: 0.000004 iter 1453: 0.000003 iter 1454: 0.000003 iter 1455: 0.000003 iter 1456: 0.000003 iter 1457: 0.000003 iter 1458: 0.000004 iter 1459: 0.000003 iter 1460: 0.000003 iter 1461: 0.000003
But it has been like this.
2017-06-07 17:20 GMT+08:00 andevani [email protected]:
Hi,
Can you provide each steps you have executed? So that I can have better idea about the problem.
Thanks, Ankur Devani.
— You are receiving this because you commented. Reply to this email directly, view it on GitHub https://github.com/karpathy/neuraltalk2/issues/154#issuecomment-306739630, or mute the thread https://github.com/notifications/unsubscribe-auth/ALHfwWBdEIrX-wONDBAo0wqv2Ar8TMjNks5sBmtJgaJpZM4LINYI .
Hi j2233ack,
Training model is being generated in the system. It will write the model at each 5000 iterations and it will keep on going. You can check your model with different images and generated captioning.
Thanks, Ankur Devani.
Hi, Do you know why it is still running?
iter 8813: 0.000000 iter 8814: 0.000000 iter 8815: 0.000000 iter 8816: 0.000000 iter 8817: 0.000000 iter 8818: 0.000000 iter 8819: 0.000000 iter 8820: 0.000000 iter 8821: 0.000000 iter 8822: 0.000000 iter 8823: 0.000000 iter 8824: 0.000000 iter 8825: 0.000000 iter 8826: 0.000000 iter 8827: 0.000000 iter 8828: 0.000000 iter 8829: 0.000000 iter 8830: 0.000000 iter 8831: 0.000000 iter 8832: 0.000000 iter 8833: 0.000000 iter 8834: 0.000000
Hi j2233ack ,
It will keep on going as I told you earlier. It will write the model after each 5000 iterations.
This is my output vis.json:
[{"caption":"UNK","image_id":"1"},{"caption":"UNK","image_id":"2"},{"caption":"UNK","image_id":"3"},{"caption":"UNK","image_id":"4"},{"caption":"UNK","image_id":"5"},{"caption":"UNK","image_id":"6"},{"caption":"UNK","image_id":"7"},{"caption":"UNK","image_id":"8"},{"caption":"UNK","image_id":"9"},{"caption":"UNK","image_id":"10"},{"caption":"UNK","image_id":"11"},{"caption":"UNK","image_id":"12"},{"caption":"UNK","image_id":"13"},{"caption":"UNK","image_id":"14"},{"caption":"UNK","image_id":"15"},{"caption":"UNK","image_id":"16"},{"caption":"UNK","image_id":"17"},{"caption":"UNK","image_id":"18"},{"caption":"UNK","image_id":"19"},{"caption":"UNK","image_id":"20"},{"caption":"UNK","image_id":"21"},{"caption":"UNK","image_id":"22"},{"caption":"UNK","image_id":"23"},{"caption":"UNK","image_id":"24"},{"caption":"UNK","image_id":"25"},{"caption":"UNK","image_id":"26"},{"caption":"UNK","image_id":"27"},{"caption":"UNK","image_id":"28"},{"caption":"UNK","image_id":"29"},{"caption":"UNK","image_id":"30"},{"caption":"UNK","image_id":"31"},{"caption":"UNK","image_id":"32"}]
Do you know what UNK stands for? Which part is wrong?
And this is my model_id.json:
{"val_loss_history":{"0":0.68414747342467,"37500":4.1867065370127e-12,"30000":9.3555163616088e-12,"5000":3.2926251636312e-07,"22500":6.854888878749e-11,"17500":6.4188265813669e-10,"32500":6.6673888632351e-12,"7500":8.62445469485e-08,"12500":7.1709003179876e-09,"35000":5.1568749270814e-12,"27500":1.4858059227407e-11,"20000":1.9898310776867e-10,"25000":2.8509528071652e-11,"10000":2.4386543284738e-08,"15000":2.1328427357581e-09,"2500":1.722183633035e-06},"val_lang_stats_history":{},"iter":37500,"opt":{"cnn_optim_beta":0.999,"finetune_cnn_after":-1,"batch_size":16,"val_images_use":3200,"optim_epsilon":1e-08,"input_encoding_size":512,"losses_log_every":25,"id":"","optim_beta":0.999,"input_h5":"coco/cocotalk.h5","rnn_size":512,"cnn_proto":"model/VGG_ILSVRC_16_layers_deploy.prototxt","cnn_optim_alpha":0.8,"language_eval":0,"seed":123,"optim":"adam","gpuid":-1,"cnn_model":"model/VGG_ILSVRC_16_layers.caffemodel","drop_prob_lm":0.5,"grad_clip":0.1,"cnn_weight_decay":0,"input_json":"coco/cocotalk.json","save_checkpoint_every":2500,"learning_rate_decay_every":50000,"seq_per_img":5,"cnn_optim":"adam","max_iters":-1,"checkpoint_path":"","start_from":"","learning_rate":0.0004,"cnn_learning_rate":1e-05,"backend":"cudnn","learning_rate_decay_start":-1,"optim_alpha":0.8},"val_predictions":[{"caption":"UNK","image_id":3},{"caption":"UNK","image_id":4},{"caption":"UNK","image_id":5},{"caption":"UNK","image_id":3},{"caption":"UNK","image_id":4},{"caption":"UNK","image_id":5},{"caption":"UNK","image_id":3},{"caption":"UNK","image_id":4},{"caption":"UNK","image_id":5},{"caption":"UNK","image_id":3},{"caption":"UNK","image_id":4},{"caption":"UNK","image_id":5},{"caption":"UNK","image_id":3},{"caption":"UNK","image_id":4},{"caption":"UNK","image_id":5},{"caption":"UNK","image_id":3}],"loss_history":{"0":0.68877795562148,"5300":2.0145746918443e-07,"32500":7.7265305264973e-12,"18625":3.2903104685289e-10,"31600":7.838596438603e-12,"19525":2.0282864277021e-10,"11400":1.078646062469e-08,"12075":7.503800958375e-09,"26000":2.1498824942512e-11,"11625":7.5050746173311e-09,"11850":9.0881321024305e-09,"35075":5.3988147286077e-12,"15675":1.392709869652e-09,"25100":2.4826485311991e-11,"2675":9.8567222897028e-07,"20425":1.4150249860734e-10,"33725":5.0788817596015e-12,"7075":8.3767709513349e-08,"6625":1.0223792420438e-07,"2900":8.7489489333237e-07,"35975":4.4786507835681e-12,"22275":7.5034178870226e-11,"21375":8.0545237146623e-11,"16125":1.0762208346726e-09,"16350":8.845609467123e-10,"7550":6.2313558257809e-08,"34625":5.8043125861218e-12,"24350":4.6682513410445e-11,"8375":4.5139155846474e-08,"12425":6.6727437353364e-09,"27825":1.5966084010444e-11,"13100":4.445596357705e-09,"12875":4.8209300773649e-09,"12650":5.9259978590909e-09,"400":3.1703180084719e-05,"28775":1.2863354825754e-11,"32450":6.3059557575684e-12,"8600":4.4063500836966e-08,"18800":2.4770585582701e-10,"19700":2.4803757936454e-10,"1350":3.9894344322278e-06,"25950":2.6661817198459e-11,"25050":2.3762991574472e-11,"3800":4.5645316286702e-07,"1800":2.4176950725874e-06,"8825":3.1646652653983e-08,"33400":6.2587157678706e-12,"37325":6.7498673317345e-12,"26900":2.352078531942e-11,"29675":8.2626350206283e-12,"4025":4.8358516905322e-07,"30575":7.4089290258428e-12,"6150":1.2895470086205e-07,"9050":3.1461375593622e-08,"4350":3.7766781597615e-07,"22225":7.8549866611155e-11,"4800":3.2064457072822e-07,"5725":1.7419197000379e-07,"2025":2.0154186312737e-06,"23175":5.1576798387742e-11,"9500":2.1206583111777e-08,"9725":2.2900477358867e-08,"9950":2.4621266025981e-08,"10175":1.6631684396362e-08,"28725":9.6741947785972e-12,"13325":3.7509145012216e-09,"5275":2.1823671252363e-07,"16675":9.567977410363e-10,"18750":3.0635735059903e-10,"2425":1.3435917147309e-06,"13550":3.3021560486013e-09,"13775":3.8010308900382e-09,"14000":3.2981848252511e-09,"14225":2.3600930654233e-09,"34875":5.7124527330643e-12,"20600":1.5594456836965e-10,"27750":1.9870560752366e-11,"3100":8.9300482106758e-07,"37000":5.826639171147e-12,"33525":6.0297100645812e-12,"29625":1.096286394997e-11,"6600":1.0368492545654e-07,"30525":1.365262347619e-11,"28700":8.2139073320775e-12,"7050":7.7220787564336e-08,"31475":6.8586247792268e-12,"24025":5.3180015946452e-11,"22400":9.6677588157235e-11,"7975":5.2701412034395e-08,"7525":6.3497863656004e-08,"25875":2.7954605297253e-11,"24975":2.5175472817551e-11,"23125":5.5751525618319e-11,"28650":1.2368728263823e-11,"1225":5.527166409891e-06,"29600":1.0022283003508e-11,"3550":5.7893540255094e-07,"30500":1.018466422309e-11,"3325":6.8419044976231e-07,"10400":1.7758055803618e-08,"11075":1.4393697100878e-08,"10850":1.3476900784237e-08,"18475":5.0184879585302e-10,"14675":1.9929713324096e-09,"14450":3.0216751434331e-09,"15125":1.5717417922723e-09,"14900":1.9041179410983e-09,"20550":1.2157841400295e-10,"33200":6.8260064267633e-12,"37125":5.0035198206899e-12,"19375":2.4521260577615e-10,"15350":1.7145786901374e-09,"20275":2.0699362224263e-10,"32325":6.6139205223692e-12,"31425":7.6408213089962e-12,"35900":4.3625103529621e-12,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When i execute "python prepro_utf8.py --input_json /home/hsu/neuraltalk2/test.json --num_val 3 --num_test 0 --images_root coco / images --word_count_threshold 5 --output_json coco / cocotalk.json --output_h5 Coco / cocotalk.h5 "
This is the result of my execution:
total words: 30 number of bad words: 26/26 = 100.00% number of words in vocab would be 0 number of UNKs: 30/30 = 100.00% max length sentence in raw data: 1 sentence length distribution (count, number of words): 0: 0 0.000000% 1: 30 100.000000% inserting the special UNK token assigned 3 to val, 0 to test. encoded captions to array of size (30, 16) processing 0/6 (0.00% done) wrote coco/cocotalk.h5 wrote coco/cocotalk.json
Hi j2233ack,
The iterations will keep on going. You can kill the process and take out the model( .t7) which will be generated in the same folder. You can test this model against your new images. It will caption out as per the model.
Thanks.