From 994e85084c347aac2b36fa3b99107ec82f267b27 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Mon, 19 Feb 2024 13:41:42 +0900 Subject: [PATCH 1/8] add preprocessing for odyssey challenge --- data/crema-d/exp.ini | 3 +- data/odyssey-cat-2024/README.md | 3 + data/odyssey-cat-2024/odyssey_dev.csv | 15342 +++++ data/odyssey-cat-2024/odyssey_test.csv | 2348 + data/odyssey-cat-2024/odyssey_train.csv | 53387 ++++++++++++++ data/odyssey-cat-2024/process_database.py | 46 + data/odyssey-cat-2024/processed_labels.csv | 68728 +++++++++++++++++++ 7 files changed, 139855 insertions(+), 2 deletions(-) create mode 100644 data/odyssey-cat-2024/README.md create mode 100644 data/odyssey-cat-2024/odyssey_dev.csv create mode 100644 data/odyssey-cat-2024/odyssey_test.csv create mode 100644 data/odyssey-cat-2024/odyssey_train.csv create mode 100644 data/odyssey-cat-2024/process_database.py create mode 100644 data/odyssey-cat-2024/processed_labels.csv diff --git a/data/crema-d/exp.ini b/data/crema-d/exp.ini index 244acd7f..925470cc 100644 --- a/data/crema-d/exp.ini +++ b/data/crema-d/exp.ini @@ -5,7 +5,7 @@ runs = 1 epochs = 1 save = True [DATA] -databases = ['train', 'test', 'dev'] +databases = ['train', 'dev', 'test'] train = ./data/crema-d/crema-d_train.csv train.type = csv train.absolute_path = False @@ -24,7 +24,6 @@ test.split_strategy = test target = emotion ; labels = ['angry', 'disgust', 'fear', 'happy', 'neutral', 'sad'] labels = ['angry', 'happy', 'neutral', 'sad'] - [FEATS] type = ['wavlm-large'] scale = standard diff --git a/data/odyssey-cat-2024/README.md b/data/odyssey-cat-2024/README.md new file mode 100644 index 00000000..047088ea --- /dev/null +++ b/data/odyssey-cat-2024/README.md @@ -0,0 +1,3 @@ +# Data processing for Odyssey 2024 Emotion Challange 2024 Task 1 + + diff --git a/data/odyssey-cat-2024/odyssey_dev.csv b/data/odyssey-cat-2024/odyssey_dev.csv new file mode 100644 index 00000000..ca9e0c5f --- /dev/null +++ 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with the necessary format needed for +# categorical emotion recognition model + +parser = argparse.ArgumentParser() +parser.add_argument('--data_dir', type=str, default='/data/Odyssey_SER_Challenge/') +args = parser.parse_args() + +# Load Original label_consensus.csv file provided with dataset +df = pd.read_csv(args.data_dir + 'Labels/labels_consensus.csv') + +# Define the emotions +emotions = ["Angry", "Sad", "Happy", "Surprise", "Fear", "Disgust", "Contempt", "Neutral"] +emotion_codes = ["A", "S", "H", "U", "F", "D", "C", "N"] + +# Create a dictionary for one-hot encoding +one_hot_dict = {e: [1.0 if e == ec else 0.0 for ec in emotion_codes] for e in emotion_codes} + +# Filter out rows with undefined EmoClass +df = df[df['EmoClass'].isin(emotion_codes)] + +# Apply one-hot encoding +for i, e in enumerate(emotion_codes): + df[emotions[i]] = df['EmoClass'].apply(lambda x: one_hot_dict[x][i]) + +# Select relevant columns for the new CSV +df_final = df[['FileName', *emotions, 'Split_Set']] + +df_train = df_final[df_final.Split_Set == 'Train'] +df_train.to_csv('odyssey_train.csv', index=False) + +df_dev = df_final[df_final.Split_Set == 'Development'] +df_dev.to_csv('odyssey_dev.csv', index=False) + +# create test partition from partitions.txt +df_test = pd.read_csv(args.data_dir + 'Partitions.txt', sep='; ', header=None) +df_test = df_test[df_test.iloc[:, 0] == 'Test3'] +df_test.columns = ['Split_Set', 'FileName'] +df_test.to_csv('odyssey_test.csv', columns=['FileName', 'Split_Set'], index=False) + +# Save the processed data to a new CSV file +# df_final.to_csv('processed_labels.csv', index=False) + +print("Processing complete. 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+MSP-PODCAST_2336_1905.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1907.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1909.wav,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1911.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1912.wav,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1918.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1921.wav,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,Development +MSP-PODCAST_2336_1923.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1924.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1926.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1927.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1930.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1932.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1935.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1936.wav,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1937.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1938.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1939.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1941.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1945.wav,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1946.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1949.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1950.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development +MSP-PODCAST_2336_1951.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_2336_1954.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development +MSP-PODCAST_2336_1958.wav,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,Train +MSP-PODCAST_2336_1961.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Train +MSP-PODCAST_2336_1962.wav,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,Development 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+MSP-PODCAST_3240_0130.wav,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3240_0131.wav,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3241_0108.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3241_0166.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development +MSP-PODCAST_3241_0228.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development +MSP-PODCAST_3245_0132.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0179.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0204.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0225.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0226.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0240.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development +MSP-PODCAST_3245_0305.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development +MSP-PODCAST_3245_0396_0000.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development +MSP-PODCAST_3245_0410.wav,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,Development 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+MSP-PODCAST_4694_0037_0000.wav,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Development From 0b5925f27e7d270eaeb5618d5247a423d22e56cf Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Mon, 19 Feb 2024 14:35:54 +0900 Subject: [PATCH 2/8] add exp msp-podcast --- data/msp-podcast/exp_podcast_audmodel_xgb.ini | 27 +++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 data/msp-podcast/exp_podcast_audmodel_xgb.ini diff --git a/data/msp-podcast/exp_podcast_audmodel_xgb.ini b/data/msp-podcast/exp_podcast_audmodel_xgb.ini new file mode 100644 index 00000000..2a52fb4b --- /dev/null +++ b/data/msp-podcast/exp_podcast_audmodel_xgb.ini @@ -0,0 +1,27 @@ +[EXP] +root = ./ +name = results/msp-podcast +runs = 1 +epochs = 1 +save = True +[DATA] +databases = ['train', 'test', 'dev'] +train = ./data/msp-podcast/podcast_train.csv +train.type = csv +train.absolute_path = False +train.split_strategy = train +dev = ./data/msp-podcast/podcast_dev.csv +dev.type = csv +dev.absolute_path = False +dev.split_strategy = train +test = ./data/msp-podcast/podcast_test2.csv +test.type = csv +test.absolute_path = False +test.split_strategy = test +target = emotion +labels = ['ang', 'hap', 'neu', 'sad'] +[FEATS] +type = ['audmodel'] +scale = standard +[MODEL] +type = xgb \ No newline at end of file From d9b98f578569b845c118987a3b119b33e633145c Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 17:42:58 +0900 Subject: [PATCH 3/8] add more docs --- docs/index.md | 37 -- docs/requirements.txt | 4 +- docs/source/conf.py | 15 +- docs/source/hello_world.rst | 50 --- docs/source/how_to.rst | 45 --- docs/source/index.rst | 19 +- docs/source/ini.rst | 657 ------------------------------------ docs/source/usage.rst | 40 --- ini_file.md | 12 +- 9 files changed, 34 insertions(+), 845 deletions(-) delete mode 100644 docs/index.md delete mode 100644 docs/source/hello_world.rst delete mode 100644 docs/source/how_to.rst delete mode 100644 docs/source/ini.rst delete mode 100644 docs/source/usage.rst diff --git a/docs/index.md b/docs/index.md deleted file mode 100644 index 83c9bd6e..00000000 --- a/docs/index.md +++ /dev/null @@ -1,37 +0,0 @@ -## Welcome to GitHub Pages - -You can use the [editor on GitHub](https://github.com/felixbur/nkululeko/edit/main/docs/index.md) to maintain and preview the content for your website in Markdown files. - -Whenever you commit to this repository, GitHub Pages will run [Jekyll](https://jekyllrb.com/) to rebuild the pages in your site, from the content in your Markdown files. - -### Markdown - -Markdown is a lightweight and easy-to-use syntax for styling your writing. It includes conventions for - -```markdown -Syntax highlighted code block - -# Header 1 -## Header 2 -### Header 3 - -- Bulleted -- List - -1. Numbered -2. List - -**Bold** and _Italic_ and `Code` text - -[Link](url) and ![Image](src) -``` - -For more details see [GitHub Flavored Markdown](https://guides.github.com/features/mastering-markdown/). - -### Jekyll Themes - -Your Pages site will use the layout and styles from the Jekyll theme you have selected in your [repository settings](https://github.com/felixbur/nkululeko/settings/pages). The name of this theme is saved in the Jekyll `_config.yml` configuration file. - -### Support or Contact - -Having trouble with Pages? Check out our [documentation](https://docs.github.com/categories/github-pages-basics/) or [contact support](https://support.github.com/contact) and we’ll help you sort it out. diff --git a/docs/requirements.txt b/docs/requirements.txt index 6f5213e3..975c5d6e 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,4 +1,6 @@ ipython_genutils==0.1.0 sphinx==4.0.2 nbsphinx==0.8.6 -sphinx-material \ No newline at end of file +sphinx-material +sphinx-rtd-theme +myst-parser \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 0d9ff2ea..f906f8d4 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -32,7 +32,9 @@ 'sphinx.ext.autodoc', 'sphinx.ext.viewcode', # 'nbsphinx', # to embedd ipynb files - 'sphinx.ext.mathjax' # to enable latex + 'sphinx.ext.mathjax', # to enable latex + 'sphinx_rtd_theme', + 'myst_parser', # to enable markdown ] # Add any paths that contain templates here, relative to this directory. @@ -54,10 +56,17 @@ # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". -html_static_path = ['_static'] +# html_static_path = ['_static'] # suffix for source files -source_suffix = '.rst' +source_suffix = { + '.rst': 'restructuredtext', + '.txt': 'restructuredtext', + '.md': 'markdown', +} + +# headed anchors until h3 +myst_heading_anchors = 3 # The master toctree document. master_doc = 'index' diff --git a/docs/source/hello_world.rst b/docs/source/hello_world.rst deleted file mode 100644 index cbe11997..00000000 --- a/docs/source/hello_world.rst +++ /dev/null @@ -1,50 +0,0 @@ -Hello world! ------------- - -Here is an hello world of using Nkululeko. This hello world is also available in `Google Colab`_ and `Kaggle`_. - - -1. Download the EmoDB dataset. - -:: - - wget https://tubcloud.tu-berlin.de/s/LfkysdXJfiobiEG/download/emodb.zip - -2. Unzip the dataset. - -:: - - unzip emodb.zip - -3. Create INI file, you can take example from `tests` directori. For more explanation about format of INI FILE, see `INI file <./ini.rst>`__. - -:: - - [EXP] - root = ./results - name = exp_emodb - [DATA] - databases = ['emodb'] - emodb = ./emodb/ - emodb.split_strategy = specified - emodb.train_tables = ['emotion.categories.train.gold_standard'] - emodb.test_tables = ['emotion.categories.test.gold_standard'] - target = emotion - labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] - [FEATS] - type = ['os'] - [MODEL] - type = xgb - [PLOT] - -4. Run the experiment. - -:: - - python -m nkululeko -i emodb.ini - -5. Check the results in the `results` directory. - - -.. _Google Colab: https://colab.research.google.com/drive/1GYNBd5cdZQ1QC3Jm58qoeMaJg3UuPhjw?usp=sharing#scrollTo=4G_SjuF9xeQf' -.. _Kaggle: https://www.kaggle.com/felixburk/nkululeko-hello-world-example \ No newline at end of file diff --git a/docs/source/how_to.rst b/docs/source/how_to.rst deleted file mode 100644 index af5ce572..00000000 --- a/docs/source/how_to.rst +++ /dev/null @@ -1,45 +0,0 @@ -How to set up your first nkululeko project ------------------------------------------- - -Nkululeko is a framework to build machine learning models that recognize speaker characteristics on a very high level of abstraction (i.e. starting without programming experience). - -This post is meant to help you with setting up your first experiment, based on the Berlin Emodb. - -1) Set up python - -It's written in python so first you have to set up a Python environment - -2) Get a database - -Load the Berlin emodb database to some location on you harddrive, as discussed in this post. I will refer to the location as "emodb root" from now on. - -3) Install nkululeko - -Inside your virtual environment, run:: - - pip install nkululeko - -This should install nkululeko and all required modules. -It takes a long time and a lot of space, when done intially. - -5) Adapt the ini file - -Use your favourite editor, e.g., Visual Studio code and edit the file that defines your experiment. You might start with this demo sample. -You can find more templates to start here and an overview on all the options you can set here - -Put the emodb root folder as the emodb value, for me this looks like this:: - - emodb = /home/felix/data/audb/emodb - -An overview on all nkululeko options should be here. - -6) Run the experiment - -Inside a shell type (or use VSC) and start the process with:: - - python -m nkululeko.nkululeko --config exp_emodb.ini - -7) Inspect the results - -If all goes well, the program should start by extracting opensmile features, and, if you're done, you should be able to inspect the results in the folder named like the experiment: exp_emodb. -There should be a subfolder with a confusion matrix named `images` and a subfolder for the textual results named `results`. diff --git a/docs/source/index.rst b/docs/source/index.rst index 58b5aab5..ef01a61f 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -5,7 +5,7 @@ Welcome to nkululeko's documentation! ===================================== -This documentation contains installation, usage, INI file format, and examples of Nkululeko, Machine Learning Speaker Characteristics. The program is intended for novice people interested in speaker characteristics detection (e.g., emotion, age, and gender) without proficient in (Python) programming language. Main features of Nkululeko are: +This documentation contains installation, usage, INI file format, and tutorials of Nkululeko, Machine Learning Speaker Characteristics. The program is intended for novice people interested in speaker characteristics detection (e.g., emotion, age, and gender) without proficient in (Python) programming language. Main features of Nkululeko are: 1. Finding good combinations of acoustic features and models (classifier or regressor) for speaker characteristics detection, 2. Characteristics of the database, such as distibution of gender, age, emotion, duration, data size, and so on with their visualization, @@ -25,22 +25,29 @@ The examples only covers some important features of Nkululeko. For more details, :maxdepth: 2 :caption: USAGE - usage + usage.md .. toctree:: :maxdepth: 2 - :caption: INI file + :caption: INI File - ini + ini_file.md .. toctree:: :maxdepth: 2 - :caption: Examples + :caption: Tutorials how_to - hello_world + hello_world_aud.md + hello_world_csv.md comparing + +.. toctree:: + :maxdepth: 1 + :caption: Function Reference + + calfem_reference Indices and tables ================== diff --git a/docs/source/ini.rst b/docs/source/ini.rst deleted file mode 100644 index 71b34061..00000000 --- a/docs/source/ini.rst +++ /dev/null @@ -1,657 +0,0 @@ -Overview on options for the nkululeko framework -=============================================== - -- To be specified in an .ini file, `config parser - syntax `__ -- Kind of all (well, most) values have defaults - -Contents --------- - -- `Overview on options for the nkululeko - framework <#overview-on-options-for-the-nkululeko-framework>`__ - - - `Contents <#contents>`__ - - `Sections <#sections>`__ - - - `EXP <#exp>`__ - - `DATA <#data>`__ - - `FEATS <#feats>`__ - - `MODEL <#model>`__ - - `EXPL <#expl>`__ - - `PREDICT <#predict>`__ - - `PLOT <#plot>`__ - -Sections --------- - -EXP -~~~ - -- **root**: experiment root folder - - - root = /xxx/projects/nkululeko/ - -- **type**: the kind of experiment - - - type = classification - - possible values: - - - **classification**: supervised learning experiment with - restricted set of categories (e.g. emotion categories). - - **regression**: supervised learning experiment with continous - values (e.g. speaker age in years). - -- **store**: (relative to *root*) folder for caches - - - store = ./store/ - -- **name**: a name for debugging output - - - name = emodb_exp - -- **fig_dir**: (relative to *root*) folder for plots - - - fig_dir = ./images/ - -- **res_dir**: (relative to *root*) folder for result output - - - res_dir = ./results/ - -- **models_dir**: (relative to *root*) folder to save models - - - models_dir = ./models/ - -- **runs**: number of runs (e.g. to average over random - initializations) - - - runs = 1 - -- **epochs**: number of epochs for ANN training - - - epochs = 1 - -- **save**: save the experiment as a pickle file to be restored again - later (True or False) - - - save = False - -- **save_test**: save the test predictions as a new database in CSV - format (default is False) - - - save_test = ./my_saved_test_predictions.csv - -DATA -~~~~ - -- **type**: just a flag now to mark continous data, so it can be binned - to categorical data (using *bins* and *labels*) - - - type = continuous - -- **databases**: list of databases to be used in the experiment - - - databases = [‘emodb’, ‘timit’] - -- **tests**: Datasets to be used as test data for the given best model. - The datases do NOT have to appear in the **databases** field! - - - tests = [‘emovo’] - -- **root_folders**: specify an additional configuration specifically - for all entries starting with a dataset name, acting as global - defaults. - - - root_folders = data_roots.ini - -- **db_name**: path with audformatted repository for each database - listed in ’databases\* - - - emodb = /home/data/audformat/emodb/ - -- **db_name.type**: type of storage, e.g. audformat database or ‘csv’ - (needs header: file,speaker,task) - - - emodb.type = audformat - -- **db_name.absolute_path**: only for ‘csv’ databases: are the audio - file pathes relative or absolute? - - - my_data.absolute_path = True - -- **db_name.mapping**: mapping python dictionary to map between - categories for cross-database experiments - - - emodb.mapping = {‘anger’:‘angry’, ‘happiness’:‘happy’, - ‘sadness’:‘sad’, ‘neutral’:‘neutral’} - -- **db_name.split_strategy**: How to identify sets for - train/development data splits within one database - - - emodb.split_strategy = reuse - - Possible values: - - - **database**: default (*task*.train and *task*.test) - - **specified**: specifiy the tables (an opportunity to assign - multiple or no tables to train or dev set) - - - emodb.train_tables = - [‘emotion.categories.train.gold_standard’] - - emodb.test_tables = - [‘emotion.categories.test.gold_standard’] - - - **speaker_split**: split samples randomly but speaker disjunct, - given a percentage of speakers for the test set. - - - emodb.testsplit = 50 - - - **random**: split samples randomly (but NOT speaker disjunct, - e.g. no speaker info given or each sample a speaker), given a - percentage of samples for the test set. - - - emodb.testsplit = 50 - - - **reuse**: reuse the splits after a *speaker_split* run to save - time with feature extraction. - - **train**: use the entire database for training - - **test**: use the entire database for evaluation - -- **db_name.target_tables**: tables that containes the target / speaker - / sex labels - - - emodb.target_tables = [‘emotion’] - -- **db_name.files_tables**: tables that containes the audio file names - - - emodb.files_tables = [‘files’] - -- **db_name.test_tables**: tables that should be used for testing - - - emodb.test_tables = [‘emotion.categories.test.gold_standard’] - -- **db_name.train_tables**: tables that should be used for training - - - emodb.train_tables = [‘emotion.categories.train.gold_standard’] - -- **db_name.limit_samples**: maximum number of random N samples per - table (for testing with very large data mainly) - - - emodb.limit_samples = 20 - -- **db_name.required**: force a data set to have a specific feature - (for example filter all sets that have gender labeled in a database - where this is not the case for all samples, e.g. MozillaCommonVoice) - - - emodb.required = gender - -- **db_name.limit_samples_per_speaker**: maximum number of samples per - speaker (for leveling data where same speakers have a large number of - samples) - - - emodb.limit_samples_per_speaker = 20 - -- **db_name.min_duration_of_sample**: limit the samples to a minimum - length (in seconds) - - - emodb.min_duration_of_sample = 0.0 - -- **db_name.max_duration_of_sample**: limit the samples to a maximum - length (in seconds) - - - emodb.max_duration_of_sample = 0.0 - -- **db_name.rename_speakers**: add the database name to the speaker - names, e.g. because several databases use the same names - - - emodb.rename_speakers = False - -- **db_name.filter**: don’t use all the data but only selected values - from columns: [col, val]\* - - - emodb.filter = [[‘gender’, ‘female’]] - -- **target**: the task name, e.g. *age* or *emotion* - - - target = emotion - -- **labels**: for classification experiments: the names of the - categories (is also used for regression when binning the values) - - - labels = [‘anger’, ‘boredom’, ‘disgust’, ‘fear’, ‘happiness’, - ‘neutral’, ‘sadness’] - -- **bins**: array of integers to be used for binning continous data - - - bins = [-100, 40, 50, 60, 70, 100] - -- **no_reuse**: don’t re-use any tables but start fresh - - - no_reuse = False - -- **min_dur_test**: specify a minimum duration for test samples (in - seconds) - - - min_dur_test = 3.5 - -- **sex**: limit dataset to one biological sex, *female* or *male* - - - sex = male - -- **target_divide_by**: divide the target values by some factor, - e.g. to make age smaller and encode years from .0 to 1 - - - target_divide_by = 100 - -- **augment**: select the samples to augment: either *train*, *test*, - or *all* - - - augment = train - -- **augment_result**: file name to store the augmented data (can then - be added to training) - - - augment_result = augment.csv - -- **random_splice**: select the samples to be random spliced: either - *train*, *test*, or *all* - - - random_splice = train - -- **random_splice_result**: file name to store the random spliced data - (can then be added to training) - - - random_splice_result = random_spliced.csv - -- **filter**: don’t use all the data but only selected values from - columns: [col, val]\* - - - filter = [[‘gender’, ‘female’], [‘task’, ‘reading’]] - -- **filter.sample_selection**: Which sample set to use for filtering - - - filter.sample_selection = all # either all, train or test - -- **limit_samples**: maximum number of random N samples per sample - selection - - - limit_samples = 20 - -- **limit_samples_per_speaker**: maximum number of samples per speaker - per sample selection - - - limit_samples_per_speaker = 20 - -- **min_duration_of_sample**: limit the samples to a minimum length (in - seconds) per sample selection - - - min_duration_of_sample = 0.0 - -- **max_duration_of_sample**: limit the samples to a maximum length (in - seconds) per sample selection - - - max_duration_of_sample = 0.0 - -- **check_size**: check the filesize of all samples in train and test - splits, in bytes - - - check_size = 1000 - -- **check_vad**: check if the files contain speech, using `silero - VAD `__ - - - check_vad = True - -- **segment**: select the samples to segment: either *train*, *test*, - or *all* - - - segment = all - -- **segment_target**: name of the extension that is added to the - dataset names when storing the segemented data table with the - *segment* module - - - segment_target = \_seg - -FEATS -~~~~~ - -- **type**: a comma separated list of types of features, they will be - columnwise concatenated - - - type = [‘os’] - - possible values: - - - **import**: `already computed - features `__ - - - **import_file** = path to a file with features in csv format - - - **mld**: - `mid-level-descriptors `__ - - - **mld.model** = *path to the mld sources folder* - - **min_syls** = *minimum number of syllables* - - - **os**: `open smile - features `__ - - - **set** = eGeMAPSv02 *(features set)* - - **level** = functionals *(or lld: feature level)* - - **os.features**: list of selected features (disregard - others) - - - **praat**: Praat selected features thanks to `David R. Feinberg - scripts `__ - - - **praat.features**: list of selected features (disregard - others) - - - **spectra**: Melspecs for convolutional networks - - **trill**: `TRILL - embeddings `__ - from Google - - - **trill.model** = *path to the TRILL model folder, optional* - - - **wav2vec**: `Wav2vec2 - embeddings `__ - from facebook - - - **wav2vec.model** = *path to the wav2vec2 model folder* - - - **audmodel**: `audEERING emotion model - embeddings `__, wav2vec2.0 - model finetuned on - `MSPPodcast `__ - emotions, embeddings - - - **aud.model** = ./audmodel/ (*path to the audEERING model - folder*) - - - **auddim**: `audEERING emotion model - dimensions `__, wav2vec2.0 - model finetuned on - `MSPPodcast `__ - arousal, dominance, valence - - **agender**: `audEERING age and gender model - embeddings `__, wav2vec2.0 - model finetuned on `several age - databases `__, - embeddings - - - **agender.model** = ./agender/ (*path to the audEERING model - folder*) - - - **agender_agender**: `audEERING age and gender model age and - gender predictions `__, - wav2vec2.0 model finetuned on `several age and gendeer - databases `__: - age, female, male, child - - **clap**: `Laion’s Clap - embedding `__ - - **xbow**: `open crossbow `__ - features codebook computed from open smile features - - - **xbow.model** = *path to xbow root folder (containing - xbow.jar)* - - **size** = 500 *(codebook size, rule of thumb: should grow - with datasize)* - - **assignments** = 10 *(number of words in the bag - representation where the counter is increased for each input - LLD, rule of thumb: should grow/shrink with codebook size)* - - - **snr**: estimated SNR (signal to noise ratio) - - **mos**: estimated MOS (mean opinion score) - - **pesq**: estimated PESQ (Perceptual Evaluation of Speech - Quality) - -- **features** = *python list of selected features to be used (all - others ignored)* - - - features = [‘JitterPCA’, ‘meanF0Hz’, ‘hld_sylRate’] - -- **no_reuse**: don’t re-use already extracted features but start fresh - - - no_reuse = False - -- **store_format**: how to store the features: possible values [pkl \| - csv] - - - store_format = pkl - -- **scale**: scale the features - - - scale=standard - - possible values: - - - **standard**: z-transformation (mean of 0 and stdv of 1) based - on training set - - **robust**: robust scaler - - **speaker**: like *standard* but based on individual speaker - sets (also for test) - -- **set**: name of opensmile feature set, e.g. eGeMAPSv02, - ComParE_2016, GeMAPSv01a, eGeMAPSv01a - - - set = eGeMAPSv02 - -- **level**: level of opensmile features - - - level = functional - - possible values: - - - **functional**: aggregated over the whole utterance - - **lld**: low level descriptor: framewise - -MODEL -~~~~~ - -- **type**: type of classifier - - - type = svm - - possible values: - - - **bayes**: Naive Bayes classifier - - **gmm**: Gaussian mixture classifier - - - GMM_components = 4 - - GMM_covariance_type = `full \| tied \| diag \| - spherical `__ - - - **knn**: k nearest neighbor classifier - - - K_val = 5 - - KNN_weights = uniform \| distance - - - **knn_reg**: K nearest neighbor regressor - - **tree**: Classification tree classifier - - **tree_reg**: Classification tree regressor - - **svm**: Support Vector Machine - - - C_val = 0.001 - - - **xgb**:XG-Boost - - **svr**: Support Vector Regression - - **xgr**: XG-Boost Regression - - **mlp**: Multi-Layer-Perceptron for classification - - **mlp_reg**: Multi-Layer-Perceptron for regression - - **cnn**: Convolutional neural network (tbd) - -- **tuning_params**: possible tuning parameters for x-fold optimization - (for Bayes, KNN, KNN_reg, Tree, Tree_reg, SVM, SVR, XGB and XGR) - - - tuning_params = [‘subsample’, ‘n_estimators’, ‘max_depth’] - - - subsample = [.5, .7] - - n_estimators = [50, 80, 200] - - max_depth = [1, 6] - -- **scoring**: scoring measure for the optimization - - - scoring = recall_macro - -- **layers**: layer outline (number of hidden layers and number of - neurons per layer) for the MLP as a python dictionary - - - layers = {‘l1’:8, ‘l2’:4} - -- **class_weight**: add class_weight to linear classifier (XGB, SVM) - fit methods for imbalanced data (True or False) - - - class_weight = False - -- **logo**: leave-one-speaker group out. Will disregard train/dev - splits and split the speakers in *logo* groups and then do a LOGO - evaluation. If you want LOSO (leave one speaker out), simply set the - number to the number of speakers. - - - logo = 10 - -- **k_fold_cross**: k-fold-cross validation. Will disregard train/dev - splits and do a stratified cross validation (meaning that classes are - balanced across folds). speaker id is ignored. - - - k_fold_cross = 10 - -- **save**: whether to save all model states (per epoch) to disk (True - or False) - - - save = False - -- **loss**: A loss function for regression ANN models (classification - models use Cross Entropy Loss with or without class weights) - - - loss = mse/cross - - possible values (SHOULD correspond with *measure*): - - - **mse**: mean squared error - - **1-ccc**: concordance correlation coefficient - - **cross**: cross entropy correlation - - **f1**: Soft (differentiable) F1 Loss - -- **measure**: A measure to report progress with regression experiments - (classification is UAR) - - - measure = mse - - possible values: - - - **mse**: mean squared error - - **ccc**: concordance correlation coefficient - -- **learning_rate**: The learning rate for ANN models - - - learning_rate = 0.0001 - -- **drop**: Adding dropout (after each hidden layer). Value states - dropout probability - - - drop = .5 - -- **batch_size**: Size of batch before backpropagation for neural nets - - - batch_size = 8 - -- **num_workers**: Number of parallel processes for neural nets - - - num_workers = 5 - -- **device**: For torch/huggingface models: select you gpu if you have - one - - - device = cpu - -EXPL -~~~~ - -- **model**: Which model to use to estimate feature importance. - - - model = log_reg # can be log_reg, lin_reg or tree - -- **max_feats**: Maximal number of important features - - - max_feats = 10 - -- **sample_selection**: Which sample set to use for feature importance, - sample distribution and feature distributions - - - sample_selection = all # either all, train or test - -- **feature_distributions** plot distributions for all features per - category - - - feature_distributions = True - -- **scatter**: make a scatter plot of combined train and test data, - colored by label. - - - scatter = [‘tsne’, ‘umap’, ‘pca’] - -- **plot_tree**: Plot a decision tree for classification (Requires - model = tree) - - - plot_tree = False - -- **value_counts**: plot distributions of target for the samples and - speakers (in the *image_dir*) - - - value_counts = [[‘gender’], [‘age’], [‘age’, ‘duration’]] - -- **dist_type**: type of plot for value counts, either histogram or - density estimation (kde) - - - dist_type = hist - -`PREDICT <#predict>`__ -~~~~~~~~~~~~~~~~~~~~~~ - -- **targets**: Speaker/speech characteristics to be predicted by some - models - - - targets = [‘gender’, ‘age’, ‘snr’, ‘arousal’, ‘valence’, - ‘dominance’, ‘pesq’, ‘mos’] - -- **sample_selection**: which split: [train, test, all] - - - sample_selection = all - -PLOT -~~~~ - -- **name**: special name as a prefix for all plots (stored in - *img_dir*). - - - name = my_special_config_within_the_experiment - -- **epochs**: whether to make a plot each for every epoch result. - - - epochs = False - -- **anim_progression**: generate an **animated** gif from the epoch - plots - - - anim_progression = False - -- **fps**: frames per second for the animated gif - - - fps = **1** - -- **epoch_progression**: plot the progression of test, train and loss - results over epochs - - - epoch_progression = False - -- **best_model**: search for the best performing model and plot conf - matrix (needs *MODEL.store* to be turned on) - - - best_model = False - -- **combine_per_speaker**: print an extra confusion plot where the - predicions per speaker are combined, with either the ``mode`` or the - ``mean`` function - - - combine_per_speaker = mode - -- **format**: format for plots, either *png* or *eps* (for scalable - graphics) - - - format = png diff --git a/docs/source/usage.rst b/docs/source/usage.rst deleted file mode 100644 index 90523493..00000000 --- a/docs/source/usage.rst +++ /dev/null @@ -1,40 +0,0 @@ -Usage -===== - -The main usage of Nkululeko is as follows: - -.. code-block:: bash - - python -m nkululeko.nkululeko --config INI_FILE.ini - -where `INI_FILE.ini` is a configuration file. The only file needed by the user is the INI file (after preparing the dataset). That's why we said this tool is intented without or less coding. The example of configuration file (INI_FILE.ini) is given below. See `INI file `__ for complete options. - -.. code-block:: ini - - [EXP] - root = ./results - name = exp_emodb - [DATA] - databases = ['emodb'] - emodb = ./emodb/ - emodb.split_strategy = specified - emodb.train_tables = ['emotion.categories.train.gold_standard'] - emodb.test_tables = ['emotion.categories.test.gold_standard'] - target = emotion - labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] - [FEATS] - type = ['os'] - [MODEL] - type = xgb - - -Besides `nkululeko.nkululeko`, there are other functionalities. The completen functions are: - * **nkululeko.nkululeko**: doing experiments - * **nkululeko.demo**: demo the current best model on command line - * **nkululeko.test**: predict a series of files with the current best model - * **nkululeko.explore**: perform data exploration - * **nkululeko.augment**: augment the current training data - * **nkululeko.predict**: predict a series of files with a given model - -.. _Google Colab: https://colab.research.google.com/drive/1GYNBd5cdZQ1QC3Jm58qoeMaJg3UuPhjw?usp=sharing#scrollTo=4G_SjuF9xeQf' -.. _Kaggle: https://www.kaggle.com/felixburk/nkululeko-hello-world-example \ No newline at end of file diff --git a/ini_file.md b/ini_file.md index fb3fdfe6..f4b084ff 100644 --- a/ini_file.md +++ b/ini_file.md @@ -25,7 +25,7 @@ ### EXP * **root**: experiment root folder - * root = /xxx/projects/nkululeko/ + * root = ./results/ * **type**: the kind of experiment * type = classification * possible values: @@ -139,7 +139,7 @@ ### AUGMENT * **augment**: select the methods to augment: either *traditional* or *random_splice* - * augment = ['traditional', 'random_splice] + * augment = ['traditional', 'random_splice'] * choices are: * *traditional*: uses the [audiomentations package](https://github.com/iver56/audiomentations) * *random_splice*: randomly re-orders short splices (obfuscates the words) @@ -343,7 +343,7 @@ * segments_as_files = False ### CROSSDB -* **train_extra**: add an additional training partition to all experiments in [the cross database series](http://blog.syntheticspeech.de/2024/01/02/nkululeko-compare-several-databases/). This extra data should be described [in a root_folders file](http://blog.syntheticspeech.de/2022/02/21/specifying-database-disk-location-with-nkululeko/) +* **train_extra**: add a additional training partition to all experiments in [the cross database series](http://blog.syntheticspeech.de/2024/01/02/nkululeko-compare-several-databases/). This extra data should be described [in a root_folders file](http://blog.syntheticspeech.de/2022/02/21/specifying-database-disk-location-with-nkululeko/) * train_extra = addtrain_db ### PLOT @@ -351,9 +351,9 @@ * name = my_special_config_within_the_experiment * **epochs**: whether to make a plot each for every epoch result. * epochs = False -* **anim_progression**: generate an **animated** gif from the epoch plots +* **anim_progression**: generate an **animated** GIF from the epoch plots * anim_progression = False -* **fps**: frames per second for the animated gif +* **fps**: frames per second for the animated GIF * fps = **1** * **epoch_progression**: plot the progression of test, train and loss results over epochs * epoch_progression = False @@ -376,7 +376,7 @@ * **show**: print the report at the end * show = False * **fresh**: start a new report -* **latex**: generate a latex and pdf document: name of document +* **latex**: generate a latex and PDF document: name of document * latex = my_latex_document * **title**: title for document * **author**: author for document From 9be96273e0ddedfe7af713654779a4bb35363cc7 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 18:13:48 +0900 Subject: [PATCH 4/8] modify .readthedocs.yaml to include requirements --- .readthedocs.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 5c89615d..adcb07ab 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -32,5 +32,5 @@ sphinx: # to build your documentation # See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html # python: -# install: -# - requirements: docs/requirements.txt \ No newline at end of file + install: + - requirements: docs/requirements.txt \ No newline at end of file From facb1897bb256bedb8d82687becfd4325b992ca4 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 18:18:21 +0900 Subject: [PATCH 5/8] modify .readthedocs.yaml to include requirements --- .readthedocs.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index adcb07ab..0c50338c 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -31,6 +31,6 @@ sphinx: # Optional but recommended, declare the Python requirements required # to build your documentation # See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html -# python: +python: install: - requirements: docs/requirements.txt \ No newline at end of file From ba20bbff05143e4e702ccf572b0a22e5a0156922 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 18:22:36 +0900 Subject: [PATCH 6/8] modify docs/requirements --- docs/requirements.txt | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/requirements.txt b/docs/requirements.txt index 975c5d6e..a4c4ed14 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,6 +1,7 @@ ipython_genutils==0.1.0 -sphinx==4.0.2 -nbsphinx==0.8.6 -sphinx-material -sphinx-rtd-theme +sphinx==5.3.0 +sphinx_rtd_theme==1.1.1 +readthedocs-sphinx-search==0.1.1 +# nbsphinx==0.8.6 +# sphinx-material myst-parser \ No newline at end of file From 8baaaaf827f7f4e8707e9c96cd0e5a606dd8afd4 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 18:35:17 +0900 Subject: [PATCH 7/8] add md files --- docs/README.md | 14 +++++++++ docs/source/hello_world_aud.md | 43 +++++++++++++++++++++++++ docs/source/hello_world_csv.md | 43 +++++++++++++++++++++++++ docs/source/how_to.md | 57 ++++++++++++++++++++++++++++++++++ docs/source/ini_file.md | 1 + docs/source/tutorial | 0 docs/source/usage.md | 46 +++++++++++++++++++++++++++ 7 files changed, 204 insertions(+) create mode 100644 docs/README.md create mode 100644 docs/source/hello_world_aud.md create mode 100644 docs/source/hello_world_csv.md create mode 100644 docs/source/how_to.md create mode 120000 docs/source/ini_file.md delete mode 100644 docs/source/tutorial create mode 100644 docs/source/usage.md diff --git a/docs/README.md b/docs/README.md new file mode 100644 index 00000000..d3872344 --- /dev/null +++ b/docs/README.md @@ -0,0 +1,14 @@ +# Nkululeko documentation + +# How to run documentation locally +```bash +# Install requirements +$ pip install -r requirements.txt +$ make html +``` + +And then check the built html in `build/html/index.html` + +```bash +$ firefox build/html/index.html +``` \ No newline at end of file diff --git a/docs/source/hello_world_aud.md b/docs/source/hello_world_aud.md new file mode 100644 index 00000000..c2822e50 --- /dev/null +++ b/docs/source/hello_world_aud.md @@ -0,0 +1,43 @@ +# Hello world! + +Here is a hello world of using Nkululeko using dataset in [audformat](https://audeering.github.io/audformat/). This hello world is also +available in [Google +Colab](https://colab.research.google.com/drive/1GYNBd5cdZQ1QC3Jm58qoeMaJg3UuPhjw?usp=sharing#scrollTo=4G_SjuF9xeQf') +and +[Kaggle](https://www.kaggle.com/felixburk/nkululeko-hello-world-example). + +In this setup, we will use the Berlin Emodb dataset. Check the `data/emodb` directory for the dataset and follow the instructions below. +0. Change the directory to the root of the project. + +```bash +# Download using wget +wget https://zenodo.org/record/7447302/files/emodb.zip +# Unzip +unzip emodb.zip +# change to Nkululeko parent directory +cd .. +# run the nkululeko experiment +python -m nkululeko.nkululeko --config tests/exp_emodb_os_xgb.ini +``` + +Then, check the results in the `results` directory. + +You can experiment with changing some paramaters in INI file. For instance, change the `type` of the model to `xgb` or `svm` and see how the results change. + + + [EXP] + root = ./results + name = exp_emodb + [DATA] + databases = ['emodb'] + emodb = ./emodb/ + emodb.split_strategy = specified + emodb.train_tables = ['emotion.categories.train.gold_standard'] + emodb.test_tables = ['emotion.categories.test.gold_standard'] + target = emotion + labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] + [FEATS] + type = ['os'] + [MODEL] + type = xgb + [PLOT] diff --git a/docs/source/hello_world_csv.md b/docs/source/hello_world_csv.md new file mode 100644 index 00000000..93cb6545 --- /dev/null +++ b/docs/source/hello_world_csv.md @@ -0,0 +1,43 @@ +# Hello World with Pre-processed CSV Dataset + +In the previous tutorial, we learned how to use Nkululeko with audformat dataset. +Since most dataset are not in audformat, we will learn how to use Nkululeko with pre-processed CSV dataset. + +## Dataset Location + +The dataset is assumed to be located in the `data` directory under `Nkululeko` root directory. The best practice is to store dataset in `/data/` or `/home/$USER/data/` directory and then make a symbolic link to each dataset in the Nkululeko `data` directory. +Here the example of downloading dataset into its location, doing pre-processing and running the experiment. The main idea of the pre-processing is to convert the dataset into the format that Nkululeko can understand. Usually, the pre-processing is done by running the `process_database.py` script. You can learn more about the pre-processing in each dataset directory (`/nkululeko/data`). + +Let's start with the ravdess directory. + +This `ravdess` folder is to import the Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS) +database to nkululeko. + +We used the version downloadable from [Zenodo](https://zenodo.org/record/1188976) + +Download and unzip the file Audio_Speech_Actors_01-24.zip +```bash +$ wget https://zenodo.org/record/1188976/files/Audio_Speech_Actors_01-24.zip +$ unzip Audio_Speech_Actors_01-24.zip +``` + +Run the file +```bash +python3 process_database.py +``` + +Change to Nkululeko parent directory, + +```bash +cd ../.. +``` + +then, as a test, you might do + +```bash +python3 -m nkululeko.nkululeko --config data/ravdess/exp_ravdess_os_xgb.ini +``` + +Check the results in the results folder under Nkululeko parent directory. + +Just simple as that. Check your results and play with some parameters. If facing any problem, please open an issue in [our github](https://github.com/felixbur/nkululeko/). \ No newline at end of file diff --git a/docs/source/how_to.md b/docs/source/how_to.md new file mode 100644 index 00000000..fb112056 --- /dev/null +++ b/docs/source/how_to.md @@ -0,0 +1,57 @@ +# How to set up your first nkululeko project + +Nkululeko is a framework to build machine learning models that recognize +speaker characteristics on a very high level of abstraction (i.e. +starting without programming experience). + +This post is meant to help you with setting up your first experiment, +based on the Berlin Emodb. + +1) Set up python + +It's written in python, so first you have to set up a Python environment. +It is recommended to use Linux-based systems for easiness, but it should work on Windows as well. +The current version of nkululeko is tested with Python 3.8.5. + +2) Get a database + +Load the Berlin emodb database to some location on you harddrive, as +discussed in this post. I will refer to the location as "emodb root" +from now on. + +3) Install nkululeko + +Inside your virtual environment, run: + + pip install nkululeko + +This should install nkululeko and all required modules. It takes a long +time and a lot of space, when done intially. + +5) Adapt the ini file + +Use your favourite editor, e.g., Visual Studio code and edit the file +that defines your experiment. You might start with this demo sample. You +can find more templates to start here and an overview on all the options +you can set here + +Put the emodb root folder as the emodb value, for me this looks like +this: + + emodb = /home/felix/data/audb/emodb + +An overview on all nkululeko options should be here. + +6) Run the experiment + +Inside a shell type (or use VSC) and start the process with: + + python -m nkululeko.nkululeko --config exp_emodb.ini + +7) Inspect the results + +If all goes well, the program should start by extracting opensmile +features, and, if you\'re done, you should be able to inspect the +results in the folder named like the experiment: exp\_emodb. There +should be a subfolder with a confusion matrix named [images]{.title-ref} +and a subfolder for the textual results named [results]{.title-ref}. diff --git a/docs/source/ini_file.md b/docs/source/ini_file.md new file mode 120000 index 00000000..2c7a3b99 --- /dev/null +++ b/docs/source/ini_file.md @@ -0,0 +1 @@ +../../ini_file.md \ No newline at end of file diff --git a/docs/source/tutorial b/docs/source/tutorial deleted file mode 100644 index e69de29b..00000000 diff --git a/docs/source/usage.md b/docs/source/usage.md new file mode 100644 index 00000000..d9b10c37 --- /dev/null +++ b/docs/source/usage.md @@ -0,0 +1,46 @@ +# Usage + +The main usage of Nkululeko is as follows: + +``` {bash} +python -m nkululeko.[MODULE] --config [CONFIG_FILE.ini] +# Example to run the experiment +python -m nkululeko.nkululeko --config INI_FILE.ini +``` + +where [INI\_FILE.ini]{.title-ref} is a configuration file. The only file +needed by the user is the INI file (after preparing the dataset). +That\'s why we said this tool is intented without or less coding. The +example of configuration file (INI\_FILE.ini) is given below. See [INI +file](ini_file.md) for complete options. + +``` {ini} +[EXP] +root = ./results +name = exp_emodb +[DATA] +databases = ['emodb'] +emodb = ./emodb/ +emodb.split_strategy = specified +emodb.train_tables = ['emotion.categories.train.gold_standard'] +emodb.test_tables = ['emotion.categories.test.gold_standard'] +target = emotion +labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] +[FEATS] +type = ['os'] +[MODEL] +type = xgb +``` + +Besides [nkululeko.nkululeko]{.title-ref}, there are other functionalities. The completen functions are: + +: - **nkululeko.nkululeko**: doing experiments + - **nkululeko.demo**: demo the current best model on command line + - **nkululeko.test**: predict a series of files with the current + best model + - **nkululeko.explore**: perform data exploration + - **nkululeko.augment**: augment the current training data + - **nkululeko.predict**: predict a series of files with a given + model + +See the [API documentation](ini_file.md) for more details. \ No newline at end of file From add883b4141888bfc2d9d0569ac41e778b9ec6c7 Mon Sep 17 00:00:00 2001 From: Bagus Tris Atmaja Date: Thu, 7 Mar 2024 18:39:06 +0900 Subject: [PATCH 8/8] mod hello world aud --- docs/source/hello_world_aud.md | 48 ++++++++++++++++++---------------- 1 file changed, 25 insertions(+), 23 deletions(-) diff --git a/docs/source/hello_world_aud.md b/docs/source/hello_world_aud.md index c2822e50..e8bf6cdf 100644 --- a/docs/source/hello_world_aud.md +++ b/docs/source/hello_world_aud.md @@ -6,38 +6,40 @@ Colab](https://colab.research.google.com/drive/1GYNBd5cdZQ1QC3Jm58qoeMaJg3UuPhjw and [Kaggle](https://www.kaggle.com/felixburk/nkululeko-hello-world-example). -In this setup, we will use the Berlin Emodb dataset. Check the `data/emodb` directory for the dataset and follow the instructions below. -0. Change the directory to the root of the project. +In this setup, we will use the Berlin Emodb dataset. Check the `data/emodb` directory for the dataset and follow the instructions below. + +Change the directory to the root of the project. ```bash # Download using wget -wget https://zenodo.org/record/7447302/files/emodb.zip +$ wget https://zenodo.org/record/7447302/files/emodb.zip # Unzip -unzip emodb.zip +$ unzip emodb.zip # change to Nkululeko parent directory -cd .. +$ cd .. # run the nkululeko experiment -python -m nkululeko.nkululeko --config tests/exp_emodb_os_xgb.ini +$ python -m nkululeko.nkululeko --config tests/exp_emodb_os_xgb.ini ``` Then, check the results in the `results` directory. You can experiment with changing some paramaters in INI file. For instance, change the `type` of the model to `xgb` or `svm` and see how the results change. - - [EXP] - root = ./results - name = exp_emodb - [DATA] - databases = ['emodb'] - emodb = ./emodb/ - emodb.split_strategy = specified - emodb.train_tables = ['emotion.categories.train.gold_standard'] - emodb.test_tables = ['emotion.categories.test.gold_standard'] - target = emotion - labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] - [FEATS] - type = ['os'] - [MODEL] - type = xgb - [PLOT] +```ini +[EXP] +root = ./results +name = exp_emodb +[DATA] +databases = ['emodb'] +emodb = ./emodb/ +emodb.split_strategy = specified +emodb.train_tables = ['emotion.categories.train.gold_standard'] +emodb.test_tables = ['emotion.categories.test.gold_standard'] +target = emotion +labels = ['anger', 'boredom', 'disgust', 'fear', 'happiness', 'neutral', 'sadness'] +[FEATS] +type = ['os'] +[MODEL] +type = xgb +[PLOT] +``` \ No newline at end of file