albert | Lite BERT for Self-supervised Learning | Machine Learning library
kandi X-RAY | albert Summary
kandi X-RAY | albert Summary
Add a colab [tutorial] to run fine-tuning for GLUE datasets.
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Top functions reviewed by kandi - BETA
- Convert examples to features
- Check if the document spans with the given position
- Truncate a sequence pair
- Convert a single example
- Wrapper for TPUEstimator
- Create a TensorFlow model
- Gets a masked LM model output
- Get sequence output
- Create training instances
- A function that builds a file - like input
- Tokenize text
- Embed word embedding
- Aggregate prediction results
- Evaluate prediction
- Construct input function
- Build the model
- Validate flags
- Process a feature
- Transformer transformer model
- Write prediction results
- A builder for TPU Estimator
- Build a builder function for TPU Estimator
- Embedding postprocessor
- Create an optimizer
- Define module function
- Write examples to examples
albert Key Features
albert Examples and Code Snippets
Lines of Code : 19License : Permissive (Apache-2.0)
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# Used to fine-tuning
def build_albert_classify_model(pretrained_model_dir, **kwargs):
input_ids = tf.keras.layers.Input(shape=(None,), dtype=tf.int32, name='input_ids')
# segment_ids and attention_mask are optional
segment_ids = tf.ker 
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from transformers_keras import Albert
# Used to predict directly
model = Albert.from_pretrained('/path/to/pretrained/albert/model')
input_ids = tf.constant([[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]])
# segment_ids and attention_mask are optional
sequence_out """
This examples show how to train a Cross-Encoder for the MS Marco dataset (https://github.com/microsoft/MSMARCO-Passage-Ranking).
In this example we use a knowledge distillation setup. Sebastian Hofstätter et al. trained in https://arxiv.org/abs/ Community Discussions
Trending Discussions on albert
QUESTION
Starting from a dataframe like this:
...ANSWER
Answered 2022-Mar-20 at 22:59The code in the question creates a matrix with cbind, not a data.frame. This is important because df's are lists of vectors all of the same length with a dim attribute set whereas matrices are a folded vector, a vector with a dim attribute set.
- For data.frames, use a loop over its columns, applying function
'%in%'to each of them; - For matrices, there's no need for a loop.
QUESTION
I have a list of names:
...ANSWER
Answered 2022-Mar-20 at 01:22Check with value_counts
QUESTION
I want to answer the following question using the below Mysql tables.
How many days were the user active on avg. (had an action) in the last week?
I want to Display user Avg by day, where ((user action is not 0)/unique day) in the last 7 days.
0 means the user is not active and 1 means active.
I am still a newbie in SQL and here is what I have tried so far. I am not really sure of my answers.
...ANSWER
Answered 2022-Mar-18 at 17:48Since there are 7 days, you can divide the count by 7
QUESTION
I would like to group both by day (my times are in unix epoch) and name that gives me the score times the multiplier.
My table looks like this:
...ANSWER
Answered 2022-Mar-11 at 10:36This should be simple enough - the main trick is to divide timestamp by 1000000 to have it in seconds and not microseconds:
QUESTION
I've worked on this for about an hour now and I can't figure anything out that works so sorry if this is obvious.
I want my query to only return results where every result matches, but right now it returns a result if at least one match is found.
My document looks like this...
...ANSWER
Answered 2022-Mar-08 at 16:35You need to use the aggregation pipeline for this, after matching the document we'll just filter out the none matching arrays, like so:
QUESTION
I am trying to learn the basics of the tkinter module. I made this program where I have some questions and each question has some options. My options are displayed using radio button selection. I want to select one choice at a time for each question independently. Currently when I select the 1st option then the 1st option of every question is selected but I don't want the selection for other than the one I am on.
My second question is once the selection [is made] I want to use the selection results and compare them with the answer keys to see how many answers are correct. How do I store the user's answer for each question?
Output result:
Edit: Sorry for not posting my code as well. Here is my python file which I am working on.
...ANSWER
Answered 2022-Mar-07 at 17:30Each group of answers to a question needs its own IntVar and you'll need to add a Button to trigger the answer checking process. I've done most of that in the code below, except that check_answers() function doesn't really do anything meaningful since you haven't specified exactly what would be involved (or even what the correct choices are).
QUESTION
I have this table:
...ANSWER
Answered 2022-Mar-05 at 14:22According to jsonlint your JSON is not valid.
That's why this SQL returns an error (ERROR 3141 (22032): Invalid JSON text in argument 1 to function json_table: "Missing a name for object member." at position 2.")
QUESTION
I am using bootstrap select in my page and I need it to be empty by default (and value="") when the page loads (it is a required field so when the user submits the form, the validation message will appear in case it's empty).
It actually works but it looks weird/odd/too flat:
And this would be the desired result:
I have used this attribute to make the select look empty: data-none-selected-text="" and it actually looks empty but too flat.
If I remove that attribute, I'll get this Nothing selected placeholder which I don't want:
How can I make the design consistent and keep the same size whether something is selected or not?
...ANSWER
Answered 2022-Feb-01 at 16:52You can overwrite default bootstrap class and make an exception for this scenario.
QUESTION
Hello I'm learning C# and I'm having a small doubt, I have an array that contains the objects of the guitar class and the piano subclass and a form with dataGridView1, but when I do dataGridView1.DataSource = my_array only the data of the guitar class appears.
Here my classes
...ANSWER
Answered 2022-Feb-03 at 10:52Try a DataTable :
QUESTION
I have simple json what i read with pandas:
ANSWER
Answered 2022-Jan-27 at 10:26If I understand correctly, you want to apply a function to the students column that 'flattens' the list of dictionaries into a string, right?
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Install albert
You can use albert like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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