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View Code? Open in Web Editor NEWRun Caffe models in the browser using ConvNetJS
Home Page: https://chaosmail.github.io/caffejs/
License: MIT License
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How to get get bvlc_googlenet weight?
hi, when I run convert_caffemodel.py to load weight from bvlc_googlenet.caffemodel I get No module named fs..thank you.
AlexNet weights corrupt?
Hi Christof: could you kindly check your AlexNet weights, and repost? When I fetch and unzip (linux) the weights.zip file, it reports an error (unspecified).
When I run AlexNet,
function loadModel() {
model = new Net.CaffeModel(
//GoogLeNet:
//'models/bvlc_googlenet/deploy.prototxt',
//'models/bvlc_googlenet/weights/'
//AlexNet:
'models/bvlc_alexnet/deploy.prototxt',
'models/bvlc_alexnet/weights/'
);
I get the same classifications, regardless of the webcam capture:
indigo bunting, indigo finch, indigo bird, Passerina cyanea
tench, Tinca tinca
mountain bike, all-terrain bike, off-roader
mixing bowl
mobile home, manufactured home
Thanks, appreciated!
[victoria@victoria weights]$ unzip -K weights.zip
Archive: weights.zip
warning: stripped absolute path spec from /
mapname: conversion of failed
inflating: fc8_filter.bin
inflating: fc7_bias.bin
inflating: conv2_filter.bin
inflating: conv5_filter.bin
inflating: conv1_filter.bin
inflating: conv2_bias.bin
inflating: conv4_bias.bin
inflating: fc7_filter.bin
inflating: conv5_bias.bin
inflating: conv3_bias.bin
inflating: conv1_bias.bin
inflating: conv3_filter.bin
inflating: fc8_bias.bin
inflating: conv4_filter.bin
inflating: fc6_bias.bin
inflating: fc6_filter.bin
[victoria@victoria weights]$ l
total 449M
-rwxr--r-- 1 victoria victoria 384 Jul 15 16:59 conv1_bias.bin
-rwxr--r-- 1 victoria victoria 137K Jul 15 16:59 conv1_filter.bin
-rwxr--r-- 1 victoria victoria 1.0K Jul 15 16:59 conv2_bias.bin
-rwxr--r-- 1 victoria victoria 1.2M Jul 15 16:59 conv2_filter.bin
-rwxr--r-- 1 victoria victoria 1.5K Jul 15 16:59 conv3_bias.bin
-rwxr--r-- 1 victoria victoria 3.4M Jul 15 16:59 conv3_filter.bin
-rwxr--r-- 1 victoria victoria 1.5K Jul 15 16:59 conv4_bias.bin
-rwxr--r-- 1 victoria victoria 2.6M Jul 15 16:59 conv4_filter.bin
-rwxr--r-- 1 victoria victoria 1.0K Jul 15 16:59 conv5_bias.bin
-rwxr--r-- 1 victoria victoria 1.7M Jul 15 16:59 conv5_filter.bin
-rwxr--r-- 1 victoria victoria 16K Jul 15 16:59 fc6_bias.bin
-rwxr--r-- 1 victoria victoria 144M Jul 15 16:59 fc6_filter.bin
-rwxr--r-- 1 victoria victoria 16K Jul 15 16:59 fc7_bias.bin
-rwxr--r-- 1 victoria victoria 64M Jul 15 16:59 fc7_filter.bin
-rwxr--r-- 1 victoria victoria 4.0K Jul 15 16:59 fc8_bias.bin
-rwxr--r-- 1 victoria victoria 16M Jul 15 16:59 fc8_filter.bin
-rw-r--r-- 1 victoria victoria 217M Jan 3 14:24 weights.zip
[victoria@victoria weights]$
Getting started - Errors when running npm commands
When I run npm start, I get this:
[email protected] start /home/andreas/software/caffejs
cd docs-pages && http-serversh: 1: cd: can't cd to docs-pages
And when I run npm install, I get this:
typings install
typings WARN deprecated 5/9/2016: "registry:dt/dagre#0.7.0+20160505164908" is deprecated (updated, replaced or removed)
typings WARN deprecated 9/6/2016: "registry:dt/d3#0.0.0+20160620220125" is deprecated (updated, replaced or removed)
typings WARN deprecated 10/4/2016: "registry:dt/whatwg-fetch#0.0.0+20160524142046" is deprecated (updated, replaced or removed)
Add SqueezeNet
SqueezeNet is a tiny model and great for DL in the browser.
Source: https://github.com/DeepScale/SqueezeNet
Add a framework for running unittests and travis file
Unittest are necessary to garuantee that future commits wont break existing functionality. Hence we need to add unittests (e.g. karma and jasmine) as well as a travis file for automatically runnning the tests on every PR.
Add compact model overview
It would be great to switch between micro and macro architecture when exploring the model graph
Fix development guidelines
Fix the documentation concerning dataset guidelines (we now use the imagenet urls directly).
Update to D3 v4
Currently, we are using D3 version 3. We should consider upgrading to v4 and only selectively add packages that are needed.
Can't load GoogLeNet model
I have the pretrained model,
/mnt/Vancouver/apps/caffejs/docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodel
/mnt/Vancouver/apps/caffejs/docs/assets/models/bvlc_googlenet/deploy.prototxt
and everything appears to be good but I cannot get the model loaded/running ... :-/
(py27) [victoria@victoria caffejs]$ node node_modules/.bin/http-server
Starting up http-server, serving ./
Available on:
http://127.0.0.1:8080
http://192.168.1.4:8080
http://10.1.10.10:8080
Hit CTRL-C to stop the server
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/webcam.html" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/material.min.css" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/material.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/styles/docs.css" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/webcam.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/d3.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/dist/caffe.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/lodash.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/graphlib.core.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/dagre.core.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/libs/dagre-d3.core.min.js" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:05 GMT-0800 (PST)] "GET /docs/assets/styles/graph.css" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/data/ilsvrc12/synset_words.txt" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/deploy.prototxt" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv1/7x7_s2_filter.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv1/7x7_s2_filter.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv1/7x7_s2_bias.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_reduce_filter.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_reduce_bias.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_filter.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_bias.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv1/7x7_s2_bias.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_reduce_filter.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_reduce_bias.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_filter.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelconv2/3x3_bias.bin" Error (404): "Not found"
[Mon Dec 12 2016 18:08:06 GMT-0800 (PST)] "GET /docs/assets/models/bvlc_googlenet/bvlc_googlenet.caffemodelinception_3a/1x1_filter.bin" "Mozilla/5.0 (X11; Linux x86_64; rv:50.0) Gecko/20100101 Firefox/50.0"
[ ... SNIP! ... ]
.. and I don't see any images in the layers (outputs) ...
when i use caffe net trained by myself,it run error!
I trained a model using caffenet by caffe 。
and i try to use caffejs to predict ,it can run,but the result is error! Which step may error？
Error at DeepDream demo [prototxtParser is not defined]
Got this error, while tried to run DeepDream thing in two browsers (Opera & Chrome)..
Uncaught (in promise) ReferenceError: prototxtParser is not defined
at PrototxtParser.parseString (caffe.js:6029)
at caffe.js:2054
Integrate weblas for GPU tensor computations
The demos of JS libraries using weblas (http://waylonflinn.github.io/DeepBeliefSDK/, https://transcranial.github.io/keras-js/) look amazing. Hence we should integrate it for GPU support (https://github.com/waylonflinn/weblas).
Remove unnecessary dependencies
CaffeJS enables running caffe models in browser, but any specific browser dependency should be removed. It should only be javascript specific. It would mean removing dependency on canvas and webcamjs. ImgJS could only receive binary array of image, relying on caffeJS-UI library to provide image from webcam and transform it into binary format. What do you think about it?
Fix scrolling of model graph on mobile
Link to the correct paper in the imagenet demo
Currently the link to the Squeezenet paper is not working - we should fix this!
Move to Typescript modules and browserify
Add model creator playground
It would be cool to play directly with the model structure in CaffeJS
Auto-scale the filters and activations in the visualizations to a meaningful output dimension
seriously, 1x1 px filters are super small
Would be also nice to display the activations in the model graph directly
Clean the docs
Update to Typescript 2.5
Currently the library uses an old typescript version. We should upgrade to TS 2.5 and upgrade typings to npm types.
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