Comments (2)
Hi @amundle-cs
That would be theoretically possible. 2 options:
- you run the evalutation out of the graph (for F1 score and accuracy) and give it back as a placeholder that you can then send to tensorboard.
- you use the latest version of the CRF (https://github.com/tensorflow/tensorflow/blob/r1.4/tensorflow/contrib/crf/python/ops/crf.py) that runs in graph so that you can compute the accuracy directly in the graph. For the F1 score, I think you would have to go for option 1 anyway.
Note that adding these metrics to tensorboard will slow down learning and should be done just for the development phase, to check that your model is learning!
Hope that helps.
from sequence_tagging.
Maybe having a look at https://www.tensorflow.org/versions/r1.0/api_docs/python/tf/metrics/mean might help.
from sequence_tagging.
Related Issues (20)
- recipe for target 'run' failed HOT 4
- Unicode Decode Error HOT 2
- Prediction shows I-LOC without B-LOC HOT 2
- how to shuffle batches with the iterator? HOT 1
- The loss depends on the max length of sequence in a batch, which should not be the case. HOT 1
- Extraction of specific expressions HOT 2
- Char Embedding Error HOT 2
- Huge error on prediction (NER) HOT 1
- how to get the input and output nodes of the model HOT 1
- How to get or create 'data/glove.6B/glove.6B.300d.txt'? HOT 6
- How to improve precision by this model?
- Not mentioned <start>、<end> token
- How to evaluate the precision, recall and F1-value of the code?
- KeyError: 'O' makefile:7: recipe for target 'run' failed HOT 1
- what is the difference between self.word_embeddings with tf.nn.dropout and without it
- Saving the model weights in TF 2
- F1 score of all custom named entity
- How can I get eng.testa.iob?
- Why use training, validation and test set to build vocabulary in build_data.py ? Isn't it information leak ?
- Code snippet for tensorflow 2.x
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from sequence_tagging.