From daf35f1b87be27f9a204feec4809732a48bdf1fe Mon Sep 17 00:00:00 2001 From: darrylong Date: Thu, 16 Nov 2023 16:44:26 +0800 Subject: [PATCH] Update docs --- docs/source/user/iamadeveloper.rst | 2 +- docs/source/user/iamaresearcher.rst | 2 +- .../user/images/first_experiment_result.png | Bin 17166 -> 0 bytes .../user/images/first_experiment_result_2.png | Bin 15979 -> 0 bytes docs/source/user/images/movielens_sample.png | Bin 11408 -> 0 bytes docs/source/user/images/prediction_result.png | Bin 26913 -> 0 bytes docs/source/user/quickstart.rst | 38 +++++++++++++++--- 7 files changed, 34 insertions(+), 8 deletions(-) delete mode 100644 docs/source/user/images/first_experiment_result.png delete mode 100644 docs/source/user/images/first_experiment_result_2.png delete mode 100644 docs/source/user/images/movielens_sample.png delete mode 100644 docs/source/user/images/prediction_result.png diff --git a/docs/source/user/iamadeveloper.rst b/docs/source/user/iamadeveloper.rst index 8a58d6b05..e6a79773f 100644 --- a/docs/source/user/iamadeveloper.rst +++ b/docs/source/user/iamadeveloper.rst @@ -1,4 +1,4 @@ -Cornac for Developers +For Developers ===================== This document is intended for developers who want to use Cornac in their own diff --git a/docs/source/user/iamaresearcher.rst b/docs/source/user/iamaresearcher.rst index 5e77b8fea..b3b82a373 100644 --- a/docs/source/user/iamaresearcher.rst +++ b/docs/source/user/iamaresearcher.rst @@ -1,4 +1,4 @@ -Cornac for Researchers +For Researchers ====================== This document is intended to provide a quick introduction on how researchers diff --git a/docs/source/user/images/first_experiment_result.png b/docs/source/user/images/first_experiment_result.png deleted file mode 100644 index 33f5ad250a3fb01300bf924e7c0e1b6c5ca2459e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 17166 zcmZU)19W9gvoIVR6HGj@ZQHgcHYWCoZDV3iY}>YN+jjD0p7(k0z3czaTKnui)m_!y 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zy^bAKoNiuM1>6!&ZHD~4rjR!X^X0oA?|xW#n16g<7-@z(>x|y z9rIvVB__vF49Dj?_4L5T3&`}8eb~l|0CO|B!Z(v%NXxqv+G*+IAzCYo ld0h1WdNROWl%V^N&3!PbJD0!Q|NB=s;=*5r$^>+M{|B(G-Ddy* diff --git a/docs/source/user/quickstart.rst b/docs/source/user/quickstart.rst index ccae33d72..f493bf845 100644 --- a/docs/source/user/quickstart.rst +++ b/docs/source/user/quickstart.rst @@ -86,8 +86,20 @@ movies. Each user has rated at least 20 movies on a scale of 1 to 5. The dataset also contains additional information about the movies, such as genre and year of release. -.. image:: images/movielens_sample.png - :width: 230 ++-------+-------+-------+-------+ +| |user_id|item_id| rating| ++=======+=======+=======+=======+ +| 0 | 196 | 242 | 3.0 | ++-------+-------+-------+-------+ +| 1 | 186 | 302 | 3.0 | ++-------+-------+-------+-------+ +| 2 | 22 | 377 | 1.0 | ++-------+-------+-------+-------+ +| 3 | 244 | 51 | 2.0 | ++-------+-------+-------+-------+ +| 4 | 166 | 346 | 1.0 | ++-------+-------+-------+-------+ + A sample of 5 records from the MovieLens 100K dataset is shown above. @@ -289,8 +301,15 @@ favourite command prompt. What does the output mean? ^^^^^^^^^^^^^^^^^^^^^^^^^^ -.. image:: images/first_experiment_result.png - :width: 450 +.. code-block:: bash + :caption: output + + TEST: + ... + | Precision@10 | Recall@10 | Train (s) | Test (s) + --- + ------------ + --------- + --------- + -------- + BPR | 0.1110 | 0.1195 | 4.7624 | 0.7182 + After the training process, Cornac tests the trained model by using the test data (as split by the ``RatioSplit`` function) to calculate the metrics defined. @@ -356,8 +375,15 @@ Now run it again! python first_experiment.py -.. image:: images/first_experiment_result_2.png - :width: 450 +.. code-block:: bash + :caption: output + + TEST: + ... + | Precision@10 | Recall@10 | Train (s) | Test (s) + --- + ------------ + --------- + --------- + -------- + BPR | 0.1110 | 0.1195 | 4.7624 | 0.7182 + PMF | 0.0813 | 0.0639 | 2.5635 | 0.4254 We are now presented with results from our different models. In this easy example, we can see how we can easily compare the results from different models.